[2025-12-22T20:15:02.940212] [DEBUG] [R-STATUS  ] Registered 'tdm' as a dependent service.
[2025-12-22T20:15:03.133845] [DEBUG] [R-STATUS  ] Registered 'sig' as a dependent service.
[2025-12-22T20:15:03.314532] [DEBUG] [R-STATUS  ] Registered 'sap' as a dependent service.
[2025-12-22T20:15:03.492713] [DEBUG] [R-STATUS  ] Registered 'exp' as a dependent service.
[2025-12-22T20:15:03.493072] [WARN ] [STATE     ] State set to: WAITING
[2025-12-22T20:15:03.493135] [INFO ] [STATE     ] Checking TDM service status...
[2025-12-22T20:15:03.574885] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-22T20:15:03.579074] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-22), and is a dependency of this service.
[2025-12-22T20:15:03.653811] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-22T20:15:03.725120] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-22T20:15:03.814859] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-22T20:15:03.815143] [WARN ] [STATE     ] State set to: RUNNING
[2025-12-22T20:15:03.815211] [INFO ] [CACHE     ] Starting cache update
[2025-12-22T20:15:03.815252] [DEBUG] [REMOTE    ] Fetching unscheduled blackout dates from 'https://tdm.silogroup.org/cache/unscheduled_blackouts.txt'.
[2025-12-22T20:15:03.819353] [DEBUG] [REMOTE    ] Fetched 1 unscheduled blackout dates.
[2025-12-22T20:15:03.819696] [DEBUG] [LOCAL     ] Cached 1 unscheduled blackout dates
[2025-12-22T20:15:03.819741] [INFO ] [CACHE     ] Cache update completed successfully
[2025-12-22T20:15:03.819772] [INFO ] [sig       ] Resuming configuration (parallel mode, only unconfigured symbols)
[2025-12-22T20:15:03.819804] [DEBUG] [REMOTE    ] Fetching current symbols from directory listing at 'https://tdm.silogroup.org/data/derivative_storage'.
[2025-12-22T20:15:03.898144] [DEBUG] [REMOTE    ] Fetched 3560 unique symbols from directory listing.
[2025-12-22T20:15:03.906719] [INFO ] [sig       ] Skipping 3560 symbols with existing configuration
[2025-12-22T20:15:03.906841] [INFO ] [sig       ] All symbols already have configuration. Nothing to process.
[2025-12-22T20:15:03.908234] [INFO ] [sig       ] Generating forecasts for all active symbols
[2025-12-22T20:15:03.908282] [DEBUG] [REMOTE    ] Fetching current symbols from directory listing at 'https://tdm.silogroup.org/data/derivative_storage'.
[2025-12-22T20:15:04.020444] [DEBUG] [REMOTE    ] Fetched 3560 unique symbols from directory listing.
[2025-12-22T20:15:04.024589] [INFO ] [sig       ] Found 3560 active symbols to forecast
[2025-12-22T20:15:04.027873] [INFO ] [sig       ] [1/3560] Forecasting A...
[2025-12-22T20:15:04.027939] [INFO ] [sig       ] Generating forecast for: A
[2025-12-22T20:15:04.027977] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'A' from 'https://tdm.silogroup.org/data/derivative_storage/A.csv'.
[2025-12-22T20:15:04.043504] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'A'.
[2025-12-22T20:15:04.043993] [INFO ] [FORECASTER] Starting predict_future for A
[2025-12-22T20:15:04.045310] [DEBUG] [LOCAL     ] No optimal features file found for A: ./output/feature-sets/A.txt
[2025-12-22T20:15:04.045383] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:15:04.045438] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:15:04.045486] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:15:04.045609] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:15:04.108662] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:15:04.109668] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:15:04.109771] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:15:04.109805] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:15:04.236088] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:15:04.236239] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:15:04.236278] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:15:04.236324] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:15:04.240113] [DEBUG] [FORECASTER] A: Forecast T+1@11:T+2@11: DOWN (p=9.49%)
[2025-12-22T20:15:04.240496] [INFO ] [FORECASTER] Completed predict_future for A
[2025-12-22T20:15:04.240671] [INFO ] [sig       ] A: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:15:04.381083] [INFO ] [LOCAL     ] Saved forecast: A	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/A.txt
[2025-12-22T20:15:04.381260] [INFO ] [sig       ] [1/3560] Completed A in 0.4s | 2.83 sym/s | Total: 0.4s | ETA: 21.0m
[2025-12-22T20:15:04.381311] [INFO ] [sig       ] [2/3560] Forecasting AAL...
[2025-12-22T20:15:04.381349] [INFO ] [sig       ] Generating forecast for: AAL
[2025-12-22T20:15:04.381390] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAL' from 'https://tdm.silogroup.org/data/derivative_storage/AAL.csv'.
[2025-12-22T20:15:04.393970] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAL'.
[2025-12-22T20:15:04.394353] [INFO ] [FORECASTER] Starting predict_future for AAL
[2025-12-22T20:15:04.395304] [DEBUG] [LOCAL     ] No optimal features file found for AAL: ./output/feature-sets/AAL.txt
[2025-12-22T20:15:04.395365] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:15:04.395398] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:15:04.395426] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:15:04.395484] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:15:04.453551] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:15:04.454466] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:15:04.454569] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:15:04.454626] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:15:04.577498] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:15:04.577676] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:15:04.577717] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:15:04.577748] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:15:04.581508] [DEBUG] [FORECASTER] AAL: Forecast T+1@11:T+2@11: DOWN (p=29.50%)
[2025-12-22T20:15:04.581863] [INFO ] [FORECASTER] Completed predict_future for AAL
[2025-12-22T20:15:04.582008] [INFO ] [sig       ] AAL: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:15:04.728437] [INFO ] [LOCAL     ] Saved forecast: AAL	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/AAL.txt
[2025-12-22T20:15:04.728647] [INFO ] [sig       ] [2/3560] Completed AAL in 0.3s | 2.85 sym/s | Total: 0.7s | ETA: 20.8m
[2025-12-22T20:15:04.728693] [INFO ] [sig       ] [3/3560] Forecasting AAOI...
[2025-12-22T20:15:04.728722] [INFO ] [sig       ] Generating forecast for: AAOI
[2025-12-22T20:15:04.728768] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAOI' from 'https://tdm.silogroup.org/data/derivative_storage/AAOI.csv'.
[2025-12-22T20:15:04.741766] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAOI'.
[2025-12-22T20:15:04.742161] [INFO ] [FORECASTER] Starting predict_future for AAOI
[2025-12-22T20:15:04.743021] [DEBUG] [LOCAL     ] No optimal features file found for AAOI: ./output/feature-sets/AAOI.txt
[2025-12-22T20:15:04.743076] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:15:04.743108] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:15:04.743135] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:15:04.743191] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:15:04.804254] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:15:04.805080] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:15:04.805202] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:15:04.805253] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:15:04.944315] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:15:04.944475] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:15:04.944518] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:15:04.944547] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:15:04.948046] [DEBUG] [FORECASTER] AAOI: Forecast T+1@11:T+2@11: DOWN (p=15.83%)
[2025-12-22T20:15:04.948356] [INFO ] [FORECASTER] Completed predict_future for AAOI
[2025-12-22T20:15:04.948495] [INFO ] [sig       ] AAOI: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:15:05.090860] [INFO ] [LOCAL     ] Saved forecast: AAOI	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/AAOI.txt
[2025-12-22T20:15:05.091019] [INFO ] [sig       ] [3/3560] Completed AAOI in 0.4s | 2.82 sym/s | Total: 1.1s | ETA: 21.0m
[2025-12-22T20:15:05.091059] [INFO ] [sig       ] [4/3560] Forecasting AAON...
[2025-12-22T20:15:05.091093] [INFO ] [sig       ] Generating forecast for: AAON
[2025-12-22T20:15:05.091125] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAON' from 'https://tdm.silogroup.org/data/derivative_storage/AAON.csv'.
[2025-12-22T20:15:05.103533] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAON'.
[2025-12-22T20:15:05.103944] [INFO ] [FORECASTER] Starting predict_future for AAON
[2025-12-22T20:15:05.104811] [DEBUG] [LOCAL     ] No optimal features file found for AAON: ./output/feature-sets/AAON.txt
[2025-12-22T20:15:05.104865] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:15:05.104897] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:15:05.104924] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:15:05.104982] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:15:05.164120] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:15:05.165001] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:15:05.165084] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:15:05.165117] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:15:05.292204] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:15:05.292370] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:15:05.292410] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:15:05.292440] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:15:05.296273] [DEBUG] [FORECASTER] AAON: Forecast T+1@11:T+2@11: UP (p=98.00%)
[2025-12-22T20:15:05.296710] [INFO ] [FORECASTER] Completed predict_future for AAON
[2025-12-22T20:15:05.296869] [INFO ] [sig       ] AAON: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:15:05.443129] [INFO ] [LOCAL     ] Saved forecast: AAON	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/AAON.txt
[2025-12-22T20:15:05.443296] [INFO ] [sig       ] [4/3560] Completed AAON in 0.4s | 2.83 sym/s | Total: 1.4s | ETA: 21.0m
[2025-12-22T20:15:05.443336] [INFO ] [sig       ] [5/3560] Forecasting AAP...
[2025-12-22T20:15:05.443368] [INFO ] [sig       ] Generating forecast for: AAP
[2025-12-22T20:15:05.443399] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAP' from 'https://tdm.silogroup.org/data/derivative_storage/AAP.csv'.
[2025-12-22T20:15:05.456450] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAP'.
[2025-12-22T20:15:05.456869] [INFO ] [FORECASTER] Starting predict_future for AAP
[2025-12-22T20:15:05.457751] [DEBUG] [LOCAL     ] No optimal features file found for AAP: ./output/feature-sets/AAP.txt
[2025-12-22T20:15:05.457809] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:15:05.457843] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:15:05.457884] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:15:05.457944] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:15:05.520950] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:15:05.521988] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:15:05.522117] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:15:05.522154] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:15:05.660933] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:15:05.661086] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:15:05.661125] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:15:05.661154] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:15:05.664602] [DEBUG] [FORECASTER] AAP: Forecast T+1@11:T+2@11: DOWN (p=44.16%)
[2025-12-22T20:15:05.664884] [INFO ] [FORECASTER] Completed predict_future for AAP
[2025-12-22T20:15:05.665017] [INFO ] [sig       ] AAP: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:15:05.801859] [INFO ] [LOCAL     ] Saved forecast: AAP	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/AAP.txt
[2025-12-22T20:15:05.802002] [INFO ] [sig       ] [5/3560] Completed AAP in 0.4s | 2.82 sym/s | Total: 1.8s | ETA: 21.0m
[2025-12-22T20:15:05.802043] [INFO ] [sig       ] [6/3560] Forecasting AAPB...
[2025-12-22T20:15:05.802074] [INFO ] [sig       ] Generating forecast for: AAPB
[2025-12-22T20:15:05.802118] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAPB' from 'https://tdm.silogroup.org/data/derivative_storage/AAPB.csv'.
[2025-12-22T20:15:05.815035] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAPB'.
[2025-12-22T20:15:05.815386] [INFO ] [FORECASTER] Starting predict_future for AAPB
[2025-12-22T20:15:05.816182] [DEBUG] [LOCAL     ] No optimal features file found for AAPB: ./output/feature-sets/AAPB.txt
[2025-12-22T20:15:05.816234] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:15:05.816267] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:15:05.816294] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:15:05.816351] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:15:05.873101] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:15:05.873958] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:15:05.874036] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:15:05.874068] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:15:05.991890] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:15:05.992032] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:15:05.992070] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:15:05.992100] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:15:05.995467] [DEBUG] [FORECASTER] AAPB: Forecast T+1@11:T+2@11: UP (p=76.47%)
[2025-12-22T20:15:05.995771] [INFO ] [FORECASTER] Completed predict_future for AAPB
[2025-12-22T20:15:05.995904] [INFO ] [sig       ] AAPB: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:15:06.133485] [INFO ] [LOCAL     ] Saved forecast: AAPB	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/AAPB.txt
[2025-12-22T20:15:06.133665] [INFO ] [sig       ] [6/3560] Completed AAPB in 0.3s | 2.85 sym/s | Total: 2.1s | ETA: 20.8m
[2025-12-22T20:15:06.133707] [INFO ] [sig       ] [7/3560] Forecasting AAPD...
[2025-12-22T20:15:06.133737] [INFO ] [sig       ] Generating forecast for: AAPD
[2025-12-22T20:15:06.133767] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAPD' from 'https://tdm.silogroup.org/data/derivative_storage/AAPD.csv'.
[2025-12-22T20:15:06.146236] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAPD'.
[2025-12-22T20:15:06.146615] [INFO ] [FORECASTER] Starting predict_future for AAPD
[2025-12-22T20:15:06.147405] [DEBUG] [LOCAL     ] No optimal features file found for AAPD: ./output/feature-sets/AAPD.txt
[2025-12-22T20:15:06.147457] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:15:06.147490] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:15:06.147517] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:15:06.147589] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:15:06.204680] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:15:06.205524] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:15:06.205623] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:15:06.205658] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:15:06.339266] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:15:06.339476] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:15:06.339524] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:15:06.339554] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:15:06.343475] [DEBUG] [FORECASTER] AAPD: Forecast T+1@11:T+2@11: UP (p=56.18%)
[2025-12-22T20:15:06.343891] [INFO ] [FORECASTER] Completed predict_future for AAPD
[2025-12-22T20:15:06.344058] [INFO ] [sig       ] AAPD: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:15:06.483070] [INFO ] [LOCAL     ] Saved forecast: AAPD	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/AAPD.txt
[2025-12-22T20:15:06.483228] [INFO ] [sig       ] [7/3560] Completed AAPD in 0.3s | 2.85 sym/s | Total: 2.5s | ETA: 20.8m
[2025-12-22T20:15:06.483267] [INFO ] [sig       ] [8/3560] Forecasting AAPL...
[2025-12-22T20:15:06.483305] [INFO ] [sig       ] Generating forecast for: AAPL
[2025-12-22T20:15:06.483338] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAPL' from 'https://tdm.silogroup.org/data/derivative_storage/AAPL.csv'.
[2025-12-22T20:15:06.496771] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAPL'.
[2025-12-22T20:15:06.497159] [INFO ] [FORECASTER] Starting predict_future for AAPL
[2025-12-22T20:15:06.497999] [DEBUG] [LOCAL     ] No optimal features file found for AAPL: ./output/feature-sets/AAPL.txt
[2025-12-22T20:15:06.498052] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:15:06.498084] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:15:06.498111] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:15:06.498167] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:15:06.558012] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:15:06.559449] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:15:06.559697] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:15:06.559735] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:15:06.696907] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:15:06.697060] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:15:06.697100] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:15:06.697129] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:15:06.700565] [DEBUG] [FORECASTER] AAPL: Forecast T+1@11:T+2@11: DOWN (p=8.39%)
[2025-12-22T20:15:06.700913] [INFO ] [FORECASTER] Completed predict_future for AAPL
[2025-12-22T20:15:06.701051] [INFO ] [sig       ] AAPL: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:15:06.847312] [INFO ] [LOCAL     ] Saved forecast: AAPL	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/AAPL.txt
[2025-12-22T20:15:06.847504] [INFO ] [sig       ] [8/3560] Completed AAPL in 0.4s | 2.84 sym/s | Total: 2.8s | ETA: 20.9m
[2025-12-22T20:15:06.847585] [INFO ] [sig       ] [9/3560] Forecasting AAXJ...
[2025-12-22T20:15:06.847629] [INFO ] [sig       ] Generating forecast for: AAXJ
[2025-12-22T20:15:06.847672] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAXJ' from 'https://tdm.silogroup.org/data/derivative_storage/AAXJ.csv'.
[2025-12-22T20:15:06.861045] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAXJ'.
[2025-12-22T20:15:06.861480] [INFO ] [FORECASTER] Starting predict_future for AAXJ
[2025-12-22T20:15:06.862392] [DEBUG] [LOCAL     ] No optimal features file found for AAXJ: ./output/feature-sets/AAXJ.txt
[2025-12-22T20:15:06.862449] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:15:06.862485] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:15:06.862512] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:15:06.862606] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:15:06.924900] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:15:06.925844] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:15:06.925928] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:15:06.925962] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:15:07.054656] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:15:07.054815] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:15:07.054854] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:15:07.054884] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:15:07.058328] [DEBUG] [FORECASTER] AAXJ: Forecast T+1@11:T+2@11: UP (p=92.74%)
[2025-12-22T20:15:07.058647] [INFO ] [FORECASTER] Completed predict_future for AAXJ
[2025-12-22T20:15:07.058790] [INFO ] [sig       ] AAXJ: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:15:07.202527] [INFO ] [LOCAL     ] Saved forecast: AAXJ	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/AAXJ.txt
[2025-12-22T20:15:07.202695] [INFO ] [sig       ] [9/3560] Completed AAXJ in 0.4s | 2.83 sym/s | Total: 3.2s | ETA: 20.9m
[2025-12-22T20:15:07.202736] [INFO ] [sig       ] [10/3560] Forecasting AB...
[2025-12-22T20:15:07.202766] [INFO ] [sig       ] Generating forecast for: AB
[2025-12-22T20:15:07.202799] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AB' from 'https://tdm.silogroup.org/data/derivative_storage/AB.csv'.
[2025-12-22T20:15:07.215807] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AB'.
[2025-12-22T20:15:07.216202] [INFO ] [FORECASTER] Starting predict_future for AB
[2025-12-22T20:15:07.217056] [DEBUG] [LOCAL     ] No optimal features file found for AB: ./output/feature-sets/AB.txt
[2025-12-22T20:15:07.217111] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:15:07.217181] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:15:07.217212] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:15:07.217276] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:15:07.274939] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:15:07.275824] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:15:07.275910] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:15:07.275945] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:15:07.396054] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:15:07.396219] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:15:07.396265] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:15:07.396295] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:15:07.399924] [DEBUG] [FORECASTER] AB: Forecast T+1@11:T+2@11: DOWN (p=41.04%)
[2025-12-22T20:15:07.400225] [INFO ] [FORECASTER] Completed predict_future for AB
[2025-12-22T20:15:07.400364] [INFO ] [sig       ] AB: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:15:07.536725] [INFO ] [LOCAL     ] Saved forecast: AB	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/AB.txt
[2025-12-22T20:15:07.536891] [INFO ] [sig       ] [10/3560] Completed AB in 0.3s | 2.85 sym/s | Total: 3.5s | ETA: 20.8m
[2025-12-22T20:15:07.536932] [INFO ] [sig       ] [11/3560] Forecasting ABCB...
[2025-12-22T20:15:07.536962] [INFO ] [sig       ] Generating forecast for: ABCB
[2025-12-22T20:15:07.536994] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABCB' from 'https://tdm.silogroup.org/data/derivative_storage/ABCB.csv'.
[2025-12-22T20:15:07.550025] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABCB'.
[2025-12-22T20:15:07.550458] [INFO ] [FORECASTER] Starting predict_future for ABCB
[2025-12-22T20:15:07.551365] [DEBUG] [LOCAL     ] No optimal features file found for ABCB: ./output/feature-sets/ABCB.txt
[2025-12-22T20:15:07.551426] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:15:07.551458] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:15:07.551485] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:15:07.551540] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:15:07.609977] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:15:07.610871] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:15:07.610953] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:15:07.610986] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:15:07.745162] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:15:07.745324] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:15:07.745368] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:15:07.745412] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:15:07.749534] [DEBUG] [FORECASTER] ABCB: Forecast T+1@11:T+2@11: DOWN (p=4.98%)
[2025-12-22T20:15:07.749886] [INFO ] [FORECASTER] Completed predict_future for ABCB
[2025-12-22T20:15:07.750047] [INFO ] [sig       ] ABCB: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:15:07.910495] [INFO ] [LOCAL     ] Saved forecast: ABCB	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/ABCB.txt
[2025-12-22T20:15:07.910677] [INFO ] [sig       ] [11/3560] Completed ABCB in 0.4s | 2.83 sym/s | Total: 3.9s | ETA: 20.9m
[2025-12-22T20:15:07.910719] [INFO ] [sig       ] [12/3560] Forecasting ABCL...
[2025-12-22T20:15:07.910749] [INFO ] [sig       ] Generating forecast for: ABCL
[2025-12-22T20:15:07.910779] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABCL' from 'https://tdm.silogroup.org/data/derivative_storage/ABCL.csv'.
[2025-12-22T20:15:07.923154] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABCL'.
[2025-12-22T20:15:07.923556] [INFO ] [FORECASTER] Starting predict_future for ABCL
[2025-12-22T20:15:07.924402] [DEBUG] [LOCAL     ] No optimal features file found for ABCL: ./output/feature-sets/ABCL.txt
[2025-12-22T20:15:07.924459] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:15:07.924491] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:15:07.924518] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:15:07.924601] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:15:07.981260] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:15:07.982119] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:15:07.982204] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:15:07.982237] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:15:08.106332] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:15:08.106485] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:15:08.106526] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:15:08.106555] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:15:08.110456] [DEBUG] [FORECASTER] ABCL: Forecast T+1@11:T+2@11: DOWN (p=4.51%)
[2025-12-22T20:15:08.110806] [INFO ] [FORECASTER] Completed predict_future for ABCL
[2025-12-22T20:15:08.110964] [INFO ] [sig       ] ABCL: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:15:08.262077] [INFO ] [LOCAL     ] Saved forecast: ABCL	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/ABCL.txt
[2025-12-22T20:15:08.262237] [INFO ] [sig       ] [12/3560] Completed ABCL in 0.4s | 2.83 sym/s | Total: 4.2s | ETA: 20.9m
[2025-12-22T20:15:08.262277] [INFO ] [sig       ] [13/3560] Forecasting ABEO...
[2025-12-22T20:15:08.262306] [INFO ] [sig       ] Generating forecast for: ABEO
[2025-12-22T20:15:08.262339] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABEO' from 'https://tdm.silogroup.org/data/derivative_storage/ABEO.csv'.
[2025-12-22T20:15:08.276280] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABEO'.
[2025-12-22T20:15:08.276762] [INFO ] [FORECASTER] Starting predict_future for ABEO
[2025-12-22T20:15:08.277632] [DEBUG] [LOCAL     ] No optimal features file found for ABEO: ./output/feature-sets/ABEO.txt
[2025-12-22T20:15:08.277685] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:15:08.277717] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:15:08.277744] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:15:08.277799] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:15:08.335089] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:15:08.336106] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:15:08.336218] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:15:08.336253] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:15:08.458629] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:15:08.458793] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:15:08.458836] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:15:08.458891] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:15:08.463519] [DEBUG] [FORECASTER] ABEO: Forecast T+1@11:T+2@11: UP (p=85.36%)
[2025-12-22T20:15:08.463932] [INFO ] [FORECASTER] Completed predict_future for ABEO
[2025-12-22T20:15:08.464081] [INFO ] [sig       ] ABEO: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:15:08.601448] [INFO ] [LOCAL     ] Saved forecast: ABEO	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/ABEO.txt
[2025-12-22T20:15:08.601840] [INFO ] [sig       ] [13/3560] Completed ABEO in 0.3s | 2.84 sym/s | Total: 4.6s | ETA: 20.8m
[2025-12-22T20:15:08.601884] [INFO ] [sig       ] [14/3560] Forecasting ABG...
[2025-12-22T20:15:08.601915] [INFO ] [sig       ] Generating forecast for: ABG
[2025-12-22T20:15:08.601948] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABG' from 'https://tdm.silogroup.org/data/derivative_storage/ABG.csv'.
[2025-12-22T20:15:08.614901] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABG'.
[2025-12-22T20:15:08.615313] [INFO ] [FORECASTER] Starting predict_future for ABG
[2025-12-22T20:15:08.616173] [DEBUG] [LOCAL     ] No optimal features file found for ABG: ./output/feature-sets/ABG.txt
[2025-12-22T20:15:08.616228] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:15:08.616262] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:15:08.616290] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:15:08.616349] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:15:08.674549] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:15:08.675467] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:15:08.675552] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:15:08.675606] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:15:08.795067] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:15:08.795245] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:15:08.795287] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:15:08.795317] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:15:08.798872] [DEBUG] [FORECASTER] ABG: Forecast T+1@11:T+2@11: UP (p=71.52%)
[2025-12-22T20:15:08.799214] [INFO ] [FORECASTER] Completed predict_future for ABG
[2025-12-22T20:15:08.799359] [INFO ] [sig       ] ABG: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:15:08.936465] [INFO ] [LOCAL     ] Saved forecast: ABG	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/ABG.txt
[2025-12-22T20:15:08.936652] [INFO ] [sig       ] [14/3560] Completed ABG in 0.3s | 2.85 sym/s | Total: 4.9s | ETA: 20.7m
[2025-12-22T20:15:08.936696] [INFO ] [sig       ] [15/3560] Forecasting ABL...
[2025-12-22T20:15:08.936726] [INFO ] [sig       ] Generating forecast for: ABL
[2025-12-22T20:15:08.936757] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABL' from 'https://tdm.silogroup.org/data/derivative_storage/ABL.csv'.
[2025-12-22T20:15:08.947726] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABL'.
[2025-12-22T20:15:08.948134] [INFO ] [FORECASTER] Starting predict_future for ABL
[2025-12-22T20:15:08.948987] [DEBUG] [LOCAL     ] No optimal features file found for ABL: ./output/feature-sets/ABL.txt
[2025-12-22T20:15:08.949069] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:15:08.949103] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:15:08.949131] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:15:08.949188] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:15:09.007642] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:15:09.008552] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:15:09.008658] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:15:09.008693] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:15:09.124721] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:15:09.124856] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:15:09.124894] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:15:09.124924] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:15:09.128232] [DEBUG] [FORECASTER] ABL: Forecast T+1@11:T+2@11: DOWN (p=18.97%)
[2025-12-22T20:15:09.128509] [INFO ] [FORECASTER] Completed predict_future for ABL
[2025-12-22T20:15:09.128655] [INFO ] [sig       ] ABL: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:15:09.264928] [INFO ] [LOCAL     ] Saved forecast: ABL	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/ABL.txt
[2025-12-22T20:15:09.265047] [INFO ] [sig       ] [15/3560] Completed ABL in 0.3s | 2.86 sym/s | Total: 5.2s | ETA: 20.6m
[2025-12-22T20:15:09.265084] [INFO ] [sig       ] [16/3560] Forecasting ABM...
[2025-12-22T20:15:09.265113] [INFO ] [sig       ] Generating forecast for: ABM
[2025-12-22T20:15:09.265143] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABM' from 'https://tdm.silogroup.org/data/derivative_storage/ABM.csv'.
[2025-12-22T20:15:09.275945] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABM'.
[2025-12-22T20:15:09.276269] [INFO ] [FORECASTER] Starting predict_future for ABM
[2025-12-22T20:15:09.277051] [DEBUG] [LOCAL     ] No optimal features file found for ABM: ./output/feature-sets/ABM.txt
[2025-12-22T20:15:09.277103] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:15:09.277134] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:15:09.277161] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:15:09.277217] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:15:09.335306] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:15:09.336010] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:15:09.336092] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:15:09.336126] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:15:09.455238] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:15:09.455380] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:15:09.455419] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:15:09.455447] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:15:09.458776] [DEBUG] [FORECASTER] ABM: Forecast T+1@11:T+2@11: UP (p=93.71%)
[2025-12-22T20:15:09.459070] [INFO ] [FORECASTER] Completed predict_future for ABM
[2025-12-22T20:15:09.459196] [INFO ] [sig       ] ABM: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:15:09.595806] [INFO ] [LOCAL     ] Saved forecast: ABM	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/ABM.txt
[2025-12-22T20:15:09.595918] [INFO ] [sig       ] [16/3560] Completed ABM in 0.3s | 2.87 sym/s | Total: 5.6s | ETA: 20.6m
[2025-12-22T20:15:09.595956] [INFO ] [sig       ] [17/3560] Forecasting ABNB...
[2025-12-22T20:15:09.595985] [INFO ] [sig       ] Generating forecast for: ABNB
[2025-12-22T20:15:09.596015] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABNB' from 'https://tdm.silogroup.org/data/derivative_storage/ABNB.csv'.
[2025-12-22T20:15:09.607345] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABNB'.
[2025-12-22T20:15:09.607693] [INFO ] [FORECASTER] Starting predict_future for ABNB
[2025-12-22T20:15:09.608488] [DEBUG] [LOCAL     ] No optimal features file found for ABNB: ./output/feature-sets/ABNB.txt
[2025-12-22T20:15:09.608542] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:15:09.608599] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:15:09.608632] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:15:09.608689] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:15:09.666630] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:15:09.667237] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:15:09.667313] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:15:09.667348] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:15:09.788712] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:15:09.788835] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:15:09.788871] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:15:09.788901] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:15:09.792203] [DEBUG] [FORECASTER] ABNB: Forecast T+1@11:T+2@11: UP (p=76.50%)
[2025-12-22T20:15:09.792480] [INFO ] [FORECASTER] Completed predict_future for ABNB
[2025-12-22T20:15:09.792627] [INFO ] [sig       ] ABNB: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:15:09.929700] [INFO ] [LOCAL     ] Saved forecast: ABNB	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/ABNB.txt
[2025-12-22T20:15:09.929816] [INFO ] [sig       ] [17/3560] Completed ABNB in 0.3s | 2.88 sym/s | Total: 5.9s | ETA: 20.5m
[2025-12-22T20:15:09.929854] [INFO ] [sig       ] [18/3560] Forecasting ABOS...
[2025-12-22T20:15:09.929885] [INFO ] [sig       ] Generating forecast for: ABOS
[2025-12-22T20:15:09.929914] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABOS' from 'https://tdm.silogroup.org/data/derivative_storage/ABOS.csv'.
[2025-12-22T20:15:09.941032] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABOS'.
[2025-12-22T20:15:09.941353] [INFO ] [FORECASTER] Starting predict_future for ABOS
[2025-12-22T20:15:09.942132] [DEBUG] [LOCAL     ] No optimal features file found for ABOS: ./output/feature-sets/ABOS.txt
[2025-12-22T20:15:09.942184] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:15:09.942228] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:15:09.942256] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:15:09.942312] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:15:10.000796] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:15:10.001438] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:15:10.001515] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:15:10.001756] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:15:10.130177] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:15:10.130332] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:15:10.130374] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:15:10.130403] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:15:10.134119] [DEBUG] [FORECASTER] ABOS: Forecast T+1@11:T+2@11: DOWN (p=27.00%)
[2025-12-22T20:15:10.134421] [INFO ] [FORECASTER] Completed predict_future for ABOS
[2025-12-22T20:15:10.134564] [INFO ] [sig       ] ABOS: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:15:10.277185] [INFO ] [LOCAL     ] Saved forecast: ABOS	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/ABOS.txt
[2025-12-22T20:15:10.277342] [INFO ] [sig       ] [18/3560] Completed ABOS in 0.3s | 2.88 sym/s | Total: 6.2s | ETA: 20.5m
[2025-12-22T20:15:10.277382] [INFO ] [sig       ] [19/3560] Forecasting ABSI...
[2025-12-22T20:15:10.277412] [INFO ] [sig       ] Generating forecast for: ABSI
[2025-12-22T20:15:10.277442] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABSI' from 'https://tdm.silogroup.org/data/derivative_storage/ABSI.csv'.
[2025-12-22T20:15:10.289546] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABSI'.
[2025-12-22T20:15:10.289958] [INFO ] [FORECASTER] Starting predict_future for ABSI
[2025-12-22T20:15:10.290851] [DEBUG] [LOCAL     ] No optimal features file found for ABSI: ./output/feature-sets/ABSI.txt
[2025-12-22T20:15:10.290906] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:15:10.290939] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:15:10.290968] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:15:10.291025] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:15:10.350464] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:15:10.351334] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:15:10.351418] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:15:10.351451] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:15:10.474159] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:15:10.474315] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:15:10.474357] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:15:10.474385] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:15:10.478038] [DEBUG] [FORECASTER] ABSI: Forecast T+1@11:T+2@11: UP (p=77.98%)
[2025-12-22T20:15:10.478338] [INFO ] [FORECASTER] Completed predict_future for ABSI
[2025-12-22T20:15:10.478475] [INFO ] [sig       ] ABSI: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:15:10.622921] [INFO ] [LOCAL     ] Saved forecast: ABSI	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/ABSI.txt
[2025-12-22T20:15:10.623073] [INFO ] [sig       ] [19/3560] Completed ABSI in 0.3s | 2.88 sym/s | Total: 6.6s | ETA: 20.5m
[2025-12-22T20:15:10.623111] [INFO ] [sig       ] [20/3560] Forecasting ABUS...
[2025-12-22T20:15:10.623140] [INFO ] [sig       ] Generating forecast for: ABUS
[2025-12-22T20:15:10.623172] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABUS' from 'https://tdm.silogroup.org/data/derivative_storage/ABUS.csv'.
[2025-12-22T20:15:10.635323] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABUS'.
[2025-12-22T20:15:10.635738] [INFO ] [FORECASTER] Starting predict_future for ABUS
[2025-12-22T20:15:10.636608] [DEBUG] [LOCAL     ] No optimal features file found for ABUS: ./output/feature-sets/ABUS.txt
[2025-12-22T20:15:10.636665] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:15:10.636699] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:15:10.636727] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:15:10.636791] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:15:10.697116] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:15:10.697994] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:15:10.698139] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:15:10.698190] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:15:10.817494] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:15:10.817681] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:15:10.817730] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:15:10.817760] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:15:10.821318] [DEBUG] [FORECASTER] ABUS: Forecast T+1@11:T+2@11: DOWN (p=11.85%)
[2025-12-22T20:15:10.821670] [INFO ] [FORECASTER] Completed predict_future for ABUS
[2025-12-22T20:15:10.821810] [INFO ] [sig       ] ABUS: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:15:10.959166] [INFO ] [LOCAL     ] Saved forecast: ABUS	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/ABUS.txt
[2025-12-22T20:15:10.959329] [INFO ] [sig       ] [20/3560] Completed ABUS in 0.3s | 2.89 sym/s | Total: 6.9s | ETA: 20.4m
[2025-12-22T20:15:10.959370] [INFO ] [sig       ] [21/3560] Forecasting ABVC...
[2025-12-22T20:15:10.959401] [INFO ] [sig       ] Generating forecast for: ABVC
[2025-12-22T20:15:10.959433] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABVC' from 'https://tdm.silogroup.org/data/derivative_storage/ABVC.csv'.
[2025-12-22T20:15:10.970917] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABVC'.
[2025-12-22T20:15:10.971320] [INFO ] [FORECASTER] Starting predict_future for ABVC
[2025-12-22T20:15:10.972169] [DEBUG] [LOCAL     ] No optimal features file found for ABVC: ./output/feature-sets/ABVC.txt
[2025-12-22T20:15:10.972224] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:15:10.972258] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:15:10.972297] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:15:10.972356] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:15:11.031779] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:15:11.032679] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:15:11.032768] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:15:11.032802] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:15:11.155187] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:15:11.155343] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:15:11.155383] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:15:11.155412] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:15:11.158925] [DEBUG] [FORECASTER] ABVC: Forecast T+1@11:T+2@11: UP (p=72.56%)
[2025-12-22T20:15:11.159287] [INFO ] [FORECASTER] Completed predict_future for ABVC
[2025-12-22T20:15:11.159437] [INFO ] [sig       ] ABVC: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:15:11.298937] [INFO ] [LOCAL     ] Saved forecast: ABVC	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/ABVC.txt
[2025-12-22T20:15:11.299123] [INFO ] [sig       ] [21/3560] Completed ABVC in 0.3s | 2.89 sym/s | Total: 7.3s | ETA: 20.4m
[2025-12-22T20:15:11.299172] [INFO ] [sig       ] [22/3560] Forecasting ABVE...
[2025-12-22T20:15:11.299205] [INFO ] [sig       ] Generating forecast for: ABVE
[2025-12-22T20:15:11.299236] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABVE' from 'https://tdm.silogroup.org/data/derivative_storage/ABVE.csv'.
[2025-12-22T20:15:11.310431] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABVE'.
[2025-12-22T20:15:11.310844] [INFO ] [FORECASTER] Starting predict_future for ABVE
[2025-12-22T20:15:11.311703] [DEBUG] [LOCAL     ] No optimal features file found for ABVE: ./output/feature-sets/ABVE.txt
[2025-12-22T20:15:11.311758] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:15:11.311791] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:15:11.311819] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:15:11.311877] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:15:11.370536] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:15:11.371430] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:15:11.371515] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:15:11.371551] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:15:11.496399] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:15:11.496560] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:15:11.496618] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:15:11.496648] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:15:11.500664] [DEBUG] [FORECASTER] ABVE: Forecast T+1@11:T+2@11: UP (p=94.57%)
[2025-12-22T20:15:11.500970] [INFO ] [FORECASTER] Completed predict_future for ABVE
[2025-12-22T20:15:11.501106] [INFO ] [sig       ] ABVE: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:15:11.647319] [INFO ] [LOCAL     ] Saved forecast: ABVE	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/ABVE.txt
[2025-12-22T20:15:11.647496] [INFO ] [sig       ] [22/3560] Completed ABVE in 0.3s | 2.89 sym/s | Total: 7.6s | ETA: 20.4m
[2025-12-22T20:15:11.647538] [INFO ] [sig       ] [23/3560] Forecasting ABVX...
[2025-12-22T20:15:11.647567] [INFO ] [sig       ] Generating forecast for: ABVX
[2025-12-22T20:15:11.647618] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABVX' from 'https://tdm.silogroup.org/data/derivative_storage/ABVX.csv'.
[2025-12-22T20:15:11.658812] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABVX'.
[2025-12-22T20:15:11.659218] [INFO ] [FORECASTER] Starting predict_future for ABVX
[2025-12-22T20:15:11.660016] [DEBUG] [LOCAL     ] No optimal features file found for ABVX: ./output/feature-sets/ABVX.txt
[2025-12-22T20:15:11.660070] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:15:11.660103] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:15:11.660130] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:15:11.660186] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:15:11.722240] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:15:11.723162] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:15:11.723249] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:15:11.723281] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:15:11.843902] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:15:11.844058] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:15:11.844096] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:15:11.844126] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:15:11.847758] [DEBUG] [FORECASTER] ABVX: Forecast T+1@11:T+2@11: DOWN (p=19.18%)
[2025-12-22T20:15:11.848040] [INFO ] [FORECASTER] Completed predict_future for ABVX
[2025-12-22T20:15:11.848188] [INFO ] [sig       ] ABVX: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:15:11.990285] [INFO ] [LOCAL     ] Saved forecast: ABVX	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/ABVX.txt
[2025-12-22T20:15:11.990478] [INFO ] [sig       ] [23/3560] Completed ABVX in 0.3s | 2.89 sym/s | Total: 8.0s | ETA: 20.4m
[2025-12-22T20:15:11.990519] [INFO ] [sig       ] [24/3560] Forecasting ACA...
[2025-12-22T20:15:11.990548] [INFO ] [sig       ] Generating forecast for: ACA
[2025-12-22T20:15:11.990598] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACA' from 'https://tdm.silogroup.org/data/derivative_storage/ACA.csv'.
[2025-12-22T20:15:12.001417] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACA'.
[2025-12-22T20:15:12.001831] [INFO ] [FORECASTER] Starting predict_future for ACA
[2025-12-22T20:15:12.002636] [DEBUG] [LOCAL     ] No optimal features file found for ACA: ./output/feature-sets/ACA.txt
[2025-12-22T20:15:12.002692] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:15:12.002724] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:15:12.002751] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:15:12.002808] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:15:12.063105] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:15:12.063984] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:15:12.064066] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:15:12.064099] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:15:12.189245] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:15:12.189405] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:15:12.189446] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:15:12.189478] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:15:12.193089] [DEBUG] [FORECASTER] ACA: Forecast T+1@11:T+2@11: DOWN (p=25.80%)
[2025-12-22T20:15:12.193408] [INFO ] [FORECASTER] Completed predict_future for ACA
[2025-12-22T20:15:12.193768] [INFO ] [sig       ] ACA: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:15:12.346237] [INFO ] [LOCAL     ] Saved forecast: ACA	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/ACA.txt
[2025-12-22T20:15:12.346425] [INFO ] [sig       ] [24/3560] Completed ACA in 0.4s | 2.89 sym/s | Total: 8.3s | ETA: 20.4m
[2025-12-22T20:15:12.346475] [INFO ] [sig       ] [25/3560] Forecasting ACAD...
[2025-12-22T20:15:12.346512] [INFO ] [sig       ] Generating forecast for: ACAD
[2025-12-22T20:15:12.346544] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACAD' from 'https://tdm.silogroup.org/data/derivative_storage/ACAD.csv'.
[2025-12-22T20:15:12.359680] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACAD'.
[2025-12-22T20:15:12.360079] [INFO ] [FORECASTER] Starting predict_future for ACAD
[2025-12-22T20:15:12.361128] [DEBUG] [LOCAL     ] No optimal features file found for ACAD: ./output/feature-sets/ACAD.txt
[2025-12-22T20:15:12.361198] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:15:12.361238] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:15:12.361267] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:15:12.361346] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:15:12.424564] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:15:12.425928] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:15:12.426042] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:15:12.426077] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:15:12.551548] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:15:12.551737] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:15:12.551782] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:15:12.551828] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:15:12.555873] [DEBUG] [FORECASTER] ACAD: Forecast T+1@11:T+2@11: DOWN (p=15.81%)
[2025-12-22T20:15:12.556215] [INFO ] [FORECASTER] Completed predict_future for ACAD
[2025-12-22T20:15:12.556365] [INFO ] [sig       ] ACAD: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:15:12.703069] [INFO ] [LOCAL     ] Saved forecast: ACAD	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/ACAD.txt
[2025-12-22T20:15:12.703272] [INFO ] [sig       ] [25/3560] Completed ACAD in 0.4s | 2.88 sym/s | Total: 8.7s | ETA: 20.4m
[2025-12-22T20:15:12.703319] [INFO ] [sig       ] [26/3560] Forecasting ACB...
[2025-12-22T20:15:12.703350] [INFO ] [sig       ] Generating forecast for: ACB
[2025-12-22T20:15:12.703384] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACB' from 'https://tdm.silogroup.org/data/derivative_storage/ACB.csv'.
[2025-12-22T20:15:12.714652] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACB'.
[2025-12-22T20:15:12.715069] [INFO ] [FORECASTER] Starting predict_future for ACB
[2025-12-22T20:15:12.715982] [DEBUG] [LOCAL     ] No optimal features file found for ACB: ./output/feature-sets/ACB.txt
[2025-12-22T20:15:12.716036] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:15:12.716071] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:15:12.716099] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:15:12.716157] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:15:12.774184] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:15:12.775089] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:15:12.775174] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:15:12.775207] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:15:12.898502] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:15:12.898682] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:15:12.898723] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:15:12.898752] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:15:12.902303] [DEBUG] [FORECASTER] ACB: Forecast T+1@11:T+2@11: DOWN (p=27.02%)
[2025-12-22T20:15:12.902627] [INFO ] [FORECASTER] Completed predict_future for ACB
[2025-12-22T20:15:12.902764] [INFO ] [sig       ] ACB: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:15:13.039687] [INFO ] [LOCAL     ] Saved forecast: ACB	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/ACB.txt
[2025-12-22T20:15:13.039856] [INFO ] [sig       ] [26/3560] Completed ACB in 0.3s | 2.89 sym/s | Total: 9.0s | ETA: 20.4m
[2025-12-22T20:15:13.039899] [INFO ] [sig       ] [27/3560] Forecasting ACCO...
[2025-12-22T20:15:13.039929] [INFO ] [sig       ] Generating forecast for: ACCO
[2025-12-22T20:15:13.039959] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACCO' from 'https://tdm.silogroup.org/data/derivative_storage/ACCO.csv'.
[2025-12-22T20:15:13.051705] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACCO'.
[2025-12-22T20:15:13.052136] [INFO ] [FORECASTER] Starting predict_future for ACCO
[2025-12-22T20:15:13.052963] [DEBUG] [LOCAL     ] No optimal features file found for ACCO: ./output/feature-sets/ACCO.txt
[2025-12-22T20:15:13.053017] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:15:13.053080] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:15:13.053110] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:15:13.053167] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:15:13.109794] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:15:13.110731] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:15:13.110817] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:15:13.110866] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:15:13.238262] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:15:13.238465] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:15:13.238521] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:15:13.238558] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:15:13.242394] [DEBUG] [FORECASTER] ACCO: Forecast T+1@11:T+2@11: UP (p=63.60%)
[2025-12-22T20:15:13.242749] [INFO ] [FORECASTER] Completed predict_future for ACCO
[2025-12-22T20:15:13.242899] [INFO ] [sig       ] ACCO: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:15:13.383865] [INFO ] [LOCAL     ] Saved forecast: ACCO	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/ACCO.txt
[2025-12-22T20:15:13.384034] [INFO ] [sig       ] [27/3560] Completed ACCO in 0.3s | 2.89 sym/s | Total: 9.4s | ETA: 20.4m
[2025-12-22T20:15:13.384084] [INFO ] [sig       ] [28/3560] Forecasting ACDC...
[2025-12-22T20:15:13.384113] [INFO ] [sig       ] Generating forecast for: ACDC
[2025-12-22T20:15:13.384147] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACDC' from 'https://tdm.silogroup.org/data/derivative_storage/ACDC.csv'.
[2025-12-22T20:15:13.398451] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACDC'.
[2025-12-22T20:15:13.399216] [INFO ] [FORECASTER] Starting predict_future for ACDC
[2025-12-22T20:15:13.400377] [DEBUG] [LOCAL     ] No optimal features file found for ACDC: ./output/feature-sets/ACDC.txt
[2025-12-22T20:15:13.400437] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:15:13.400472] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:15:13.400500] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:15:13.400559] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:15:13.463460] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:15:13.464523] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:15:13.464648] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:15:13.464684] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:15:13.583351] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:15:13.583514] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:15:13.583554] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:15:13.583633] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:15:13.587599] [DEBUG] [FORECASTER] ACDC: Forecast T+1@11:T+2@11: UP (p=91.18%)
[2025-12-22T20:15:13.587919] [INFO ] [FORECASTER] Completed predict_future for ACDC
[2025-12-22T20:15:13.588065] [INFO ] [sig       ] ACDC: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:15:13.727482] [INFO ] [LOCAL     ] Saved forecast: ACDC	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/ACDC.txt
[2025-12-22T20:15:13.727667] [INFO ] [sig       ] [28/3560] Completed ACDC in 0.3s | 2.89 sym/s | Total: 9.7s | ETA: 20.4m
[2025-12-22T20:15:13.727711] [INFO ] [sig       ] [29/3560] Forecasting ACEL...
[2025-12-22T20:15:13.727740] [INFO ] [sig       ] Generating forecast for: ACEL
[2025-12-22T20:15:13.727773] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACEL' from 'https://tdm.silogroup.org/data/derivative_storage/ACEL.csv'.
[2025-12-22T20:15:13.740149] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACEL'.
[2025-12-22T20:15:13.740590] [INFO ] [FORECASTER] Starting predict_future for ACEL
[2025-12-22T20:15:13.741389] [DEBUG] [LOCAL     ] No optimal features file found for ACEL: ./output/feature-sets/ACEL.txt
[2025-12-22T20:15:13.741442] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:15:13.741474] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:15:13.741517] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:15:13.741592] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:15:13.800078] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:15:13.800999] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:15:13.801095] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:15:13.801129] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:15:13.915876] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:15:13.916040] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:15:13.916079] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:15:13.916107] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:15:13.919760] [DEBUG] [FORECASTER] ACEL: Forecast T+1@11:T+2@11: UP (p=69.47%)
[2025-12-22T20:15:13.920117] [INFO ] [FORECASTER] Completed predict_future for ACEL
[2025-12-22T20:15:13.920265] [INFO ] [sig       ] ACEL: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:15:14.061910] [INFO ] [LOCAL     ] Saved forecast: ACEL	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/ACEL.txt
[2025-12-22T20:15:14.062072] [INFO ] [sig       ] [29/3560] Completed ACEL in 0.3s | 2.89 sym/s | Total: 10.0s | ETA: 20.4m
[2025-12-22T20:15:14.062113] [INFO ] [sig       ] [30/3560] Forecasting ACGL...
[2025-12-22T20:15:14.062143] [INFO ] [sig       ] Generating forecast for: ACGL
[2025-12-22T20:15:14.062175] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACGL' from 'https://tdm.silogroup.org/data/derivative_storage/ACGL.csv'.
[2025-12-22T20:15:14.074076] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACGL'.
[2025-12-22T20:15:14.074491] [INFO ] [FORECASTER] Starting predict_future for ACGL
[2025-12-22T20:15:14.075316] [DEBUG] [LOCAL     ] No optimal features file found for ACGL: ./output/feature-sets/ACGL.txt
[2025-12-22T20:15:14.075371] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:15:14.075403] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:15:14.075429] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:15:14.075484] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:15:14.135027] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:15:14.135981] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:15:14.136085] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:15:14.136119] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:15:14.257203] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:15:14.257366] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:15:14.257405] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:15:14.257474] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:15:14.261133] [DEBUG] [FORECASTER] ACGL: Forecast T+1@11:T+2@11: DOWN (p=0.24%)
[2025-12-22T20:15:14.261465] [INFO ] [FORECASTER] Completed predict_future for ACGL
[2025-12-22T20:15:14.261673] [INFO ] [sig       ] ACGL: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:15:14.402186] [INFO ] [LOCAL     ] Saved forecast: ACGL	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/ACGL.txt
[2025-12-22T20:15:14.402356] [INFO ] [sig       ] [30/3560] Completed ACGL in 0.3s | 2.89 sym/s | Total: 10.4s | ETA: 20.3m
[2025-12-22T20:15:14.402396] [INFO ] [sig       ] [31/3560] Forecasting ACGLN...
[2025-12-22T20:15:14.402427] [INFO ] [sig       ] Generating forecast for: ACGLN
[2025-12-22T20:15:14.402460] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACGLN' from 'https://tdm.silogroup.org/data/derivative_storage/ACGLN.csv'.
[2025-12-22T20:15:14.414165] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACGLN'.
[2025-12-22T20:15:14.414604] [INFO ] [FORECASTER] Starting predict_future for ACGLN
[2025-12-22T20:15:14.415432] [DEBUG] [LOCAL     ] No optimal features file found for ACGLN: ./output/feature-sets/ACGLN.txt
[2025-12-22T20:15:14.415486] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:15:14.415517] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:15:14.415544] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:15:14.415811] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:15:14.478042] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:15:14.479231] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:15:14.479330] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:15:14.479364] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:15:14.626400] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:15:14.626555] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:15:14.626614] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:15:14.626645] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:15:14.630130] [DEBUG] [FORECASTER] ACGLN: Forecast T+1@11:T+2@11: DOWN (p=33.95%)
[2025-12-22T20:15:14.630432] [INFO ] [FORECASTER] Completed predict_future for ACGLN
[2025-12-22T20:15:14.630591] [INFO ] [sig       ] ACGLN: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:15:14.768157] [INFO ] [LOCAL     ] Saved forecast: ACGLN	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/ACGLN.txt
[2025-12-22T20:15:14.768321] [INFO ] [sig       ] [31/3560] Completed ACGLN in 0.4s | 2.89 sym/s | Total: 10.7s | ETA: 20.4m
[2025-12-22T20:15:14.768361] [INFO ] [sig       ] [32/3560] Forecasting ACGLO...
[2025-12-22T20:15:14.768390] [INFO ] [sig       ] Generating forecast for: ACGLO
[2025-12-22T20:15:14.768422] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACGLO' from 'https://tdm.silogroup.org/data/derivative_storage/ACGLO.csv'.
[2025-12-22T20:15:14.779454] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACGLO'.
[2025-12-22T20:15:14.779881] [INFO ] [FORECASTER] Starting predict_future for ACGLO
[2025-12-22T20:15:14.780716] [DEBUG] [LOCAL     ] No optimal features file found for ACGLO: ./output/feature-sets/ACGLO.txt
[2025-12-22T20:15:14.780772] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:15:14.780804] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:15:14.780831] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:15:14.780888] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:15:14.842764] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:15:14.843756] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:15:14.843839] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:15:14.843872] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:15:14.968517] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:15:14.968887] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:15:14.968928] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:15:14.968957] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:15:14.972923] [DEBUG] [FORECASTER] ACGLO: Forecast T+1@11:T+2@11: DOWN (p=16.47%)
[2025-12-22T20:15:14.973196] [INFO ] [FORECASTER] Completed predict_future for ACGLO
[2025-12-22T20:15:14.973328] [INFO ] [sig       ] ACGLO: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:15:15.114835] [INFO ] [LOCAL     ] Saved forecast: ACGLO	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/ACGLO.txt
[2025-12-22T20:15:15.114996] [INFO ] [sig       ] [32/3560] Completed ACGLO in 0.3s | 2.89 sym/s | Total: 11.1s | ETA: 20.4m
[2025-12-22T20:15:15.115036] [INFO ] [sig       ] [33/3560] Forecasting ACHC...
[2025-12-22T20:15:15.115067] [INFO ] [sig       ] Generating forecast for: ACHC
[2025-12-22T20:15:15.115105] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACHC' from 'https://tdm.silogroup.org/data/derivative_storage/ACHC.csv'.
[2025-12-22T20:15:15.127033] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACHC'.
[2025-12-22T20:15:15.127418] [INFO ] [FORECASTER] Starting predict_future for ACHC
[2025-12-22T20:15:15.128511] [DEBUG] [LOCAL     ] No optimal features file found for ACHC: ./output/feature-sets/ACHC.txt
[2025-12-22T20:15:15.128566] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:15:15.128637] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:15:15.128666] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:15:15.128724] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:15:15.188390] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:15:15.189288] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:15:15.189370] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:15:15.189431] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:15:15.312879] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:15:15.313038] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:15:15.313077] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:15:15.313106] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:15:15.316622] [DEBUG] [FORECASTER] ACHC: Forecast T+1@11:T+2@11: UP (p=72.36%)
[2025-12-22T20:15:15.316925] [INFO ] [FORECASTER] Completed predict_future for ACHC
[2025-12-22T20:15:15.317064] [INFO ] [sig       ] ACHC: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:15:15.456221] [INFO ] [LOCAL     ] Saved forecast: ACHC	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/ACHC.txt
[2025-12-22T20:15:15.456354] [INFO ] [sig       ] [33/3560] Completed ACHC in 0.3s | 2.89 sym/s | Total: 11.4s | ETA: 20.4m
[2025-12-22T20:15:15.456392] [INFO ] [sig       ] [34/3560] Forecasting ACI...
[2025-12-22T20:15:15.456422] [INFO ] [sig       ] Generating forecast for: ACI
[2025-12-22T20:15:15.456452] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACI' from 'https://tdm.silogroup.org/data/derivative_storage/ACI.csv'.
[2025-12-22T20:15:15.468636] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACI'.
[2025-12-22T20:15:15.468970] [INFO ] [FORECASTER] Starting predict_future for ACI
[2025-12-22T20:15:15.469836] [DEBUG] [LOCAL     ] No optimal features file found for ACI: ./output/feature-sets/ACI.txt
[2025-12-22T20:15:15.469891] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:15:15.469924] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:15:15.469952] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:15:15.470010] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:15:15.529446] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:15:15.530094] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:15:15.530173] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:15:15.530205] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:15:15.653113] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:15:15.653275] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:15:15.653321] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:15:15.653351] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:15:15.656933] [DEBUG] [FORECASTER] ACI: Forecast T+1@11:T+2@11: UP (p=77.49%)
[2025-12-22T20:15:15.657239] [INFO ] [FORECASTER] Completed predict_future for ACI
[2025-12-22T20:15:15.657374] [INFO ] [sig       ] ACI: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:15:15.795476] [INFO ] [LOCAL     ] Saved forecast: ACI	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/ACI.txt
[2025-12-22T20:15:15.795629] [INFO ] [sig       ] [34/3560] Completed ACI in 0.3s | 2.89 sym/s | Total: 11.8s | ETA: 20.3m
[2025-12-22T20:15:15.795678] [INFO ] [sig       ] [35/3560] Forecasting ACIC...
[2025-12-22T20:15:15.795709] [INFO ] [sig       ] Generating forecast for: ACIC
[2025-12-22T20:15:15.795741] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACIC' from 'https://tdm.silogroup.org/data/derivative_storage/ACIC.csv'.
[2025-12-22T20:15:15.808053] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACIC'.
[2025-12-22T20:15:15.808399] [INFO ] [FORECASTER] Starting predict_future for ACIC
[2025-12-22T20:15:15.809416] [DEBUG] [LOCAL     ] No optimal features file found for ACIC: ./output/feature-sets/ACIC.txt
[2025-12-22T20:15:15.809471] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:15:15.809504] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:15:15.809531] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:15:15.809617] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:15:15.867905] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:15:15.868550] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:15:15.868643] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:15:15.868677] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:15:15.987481] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:15:15.987634] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:15:15.987675] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:15:15.987703] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:15:15.991307] [DEBUG] [FORECASTER] ACIC: Forecast T+1@11:T+2@11: DOWN (p=15.06%)
[2025-12-22T20:15:15.991599] [INFO ] [FORECASTER] Completed predict_future for ACIC
[2025-12-22T20:15:15.991729] [INFO ] [sig       ] ACIC: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:15:16.128269] [INFO ] [LOCAL     ] Saved forecast: ACIC	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/ACIC.txt
[2025-12-22T20:15:16.128386] [INFO ] [sig       ] [35/3560] Completed ACIC in 0.3s | 2.89 sym/s | Total: 12.1s | ETA: 20.3m
[2025-12-22T20:15:16.128425] [INFO ] [sig       ] [36/3560] Forecasting ACLS...
[2025-12-22T20:15:16.128455] [INFO ] [sig       ] Generating forecast for: ACLS
[2025-12-22T20:15:16.128485] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACLS' from 'https://tdm.silogroup.org/data/derivative_storage/ACLS.csv'.
[2025-12-22T20:15:16.139162] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACLS'.
[2025-12-22T20:15:16.139476] [INFO ] [FORECASTER] Starting predict_future for ACLS
[2025-12-22T20:15:16.140271] [DEBUG] [LOCAL     ] No optimal features file found for ACLS: ./output/feature-sets/ACLS.txt
[2025-12-22T20:15:16.140323] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:15:16.140355] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:15:16.140381] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:15:16.140438] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:15:16.197970] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:15:16.198590] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:15:16.198668] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:15:16.198700] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:15:16.320749] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:15:16.320882] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:15:16.320920] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:15:16.320963] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:15:16.324478] [DEBUG] [FORECASTER] ACLS: Forecast T+1@11:T+2@11: DOWN (p=6.24%)
[2025-12-22T20:15:16.324927] [INFO ] [FORECASTER] Completed predict_future for ACLS
[2025-12-22T20:15:16.325057] [INFO ] [sig       ] ACLS: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:15:16.464292] [INFO ] [LOCAL     ] Saved forecast: ACLS	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/ACLS.txt
[2025-12-22T20:15:16.464452] [INFO ] [sig       ] [36/3560] Completed ACLS in 0.3s | 2.89 sym/s | Total: 12.4s | ETA: 20.3m
[2025-12-22T20:15:16.464490] [INFO ] [sig       ] [37/3560] Forecasting ACLX...
[2025-12-22T20:15:16.464519] [INFO ] [sig       ] Generating forecast for: ACLX
[2025-12-22T20:15:16.464549] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACLX' from 'https://tdm.silogroup.org/data/derivative_storage/ACLX.csv'.
[2025-12-22T20:15:16.475981] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACLX'.
[2025-12-22T20:15:16.476388] [INFO ] [FORECASTER] Starting predict_future for ACLX
[2025-12-22T20:15:16.477265] [DEBUG] [LOCAL     ] No optimal features file found for ACLX: ./output/feature-sets/ACLX.txt
[2025-12-22T20:15:16.477321] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:15:16.477354] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:15:16.477382] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:15:16.477439] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:15:16.536283] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:15:16.537207] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:15:16.537326] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:15:16.537359] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:15:16.659544] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:15:16.659714] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:15:16.659766] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:15:16.659798] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:15:16.663211] [DEBUG] [FORECASTER] ACLX: Forecast T+1@11:T+2@11: DOWN (p=24.79%)
[2025-12-22T20:15:16.663490] [INFO ] [FORECASTER] Completed predict_future for ACLX
[2025-12-22T20:15:16.663650] [INFO ] [sig       ] ACLX: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:15:16.801880] [INFO ] [LOCAL     ] Saved forecast: ACLX	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/ACLX.txt
[2025-12-22T20:15:16.802045] [INFO ] [sig       ] [37/3560] Completed ACLX in 0.3s | 2.90 sym/s | Total: 12.8s | ETA: 20.3m
[2025-12-22T20:15:16.802086] [INFO ] [sig       ] [38/3560] Forecasting ACM...
[2025-12-22T20:15:16.802117] [INFO ] [sig       ] Generating forecast for: ACM
[2025-12-22T20:15:16.802147] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACM' from 'https://tdm.silogroup.org/data/derivative_storage/ACM.csv'.
[2025-12-22T20:15:16.814400] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACM'.
[2025-12-22T20:15:16.814807] [INFO ] [FORECASTER] Starting predict_future for ACM
[2025-12-22T20:15:16.815687] [DEBUG] [LOCAL     ] No optimal features file found for ACM: ./output/feature-sets/ACM.txt
[2025-12-22T20:15:16.815747] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:15:16.815973] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:15:16.816002] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:15:16.816059] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:15:16.875695] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:15:16.876606] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:15:16.876891] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:15:16.876924] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:15:16.997404] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:15:16.997566] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:15:16.997626] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:15:16.997654] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:15:17.001433] [DEBUG] [FORECASTER] ACM: Forecast T+1@11:T+2@11: DOWN (p=8.17%)
[2025-12-22T20:15:17.001729] [INFO ] [FORECASTER] Completed predict_future for ACM
[2025-12-22T20:15:17.001862] [INFO ] [sig       ] ACM: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:15:17.141620] [INFO ] [LOCAL     ] Saved forecast: ACM	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/ACM.txt
[2025-12-22T20:15:17.141783] [INFO ] [sig       ] [38/3560] Completed ACM in 0.3s | 2.90 sym/s | Total: 13.1s | ETA: 20.3m
[2025-12-22T20:15:17.141823] [INFO ] [sig       ] [39/3560] Forecasting ACN...
[2025-12-22T20:15:17.141853] [INFO ] [sig       ] Generating forecast for: ACN
[2025-12-22T20:15:17.141883] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACN' from 'https://tdm.silogroup.org/data/derivative_storage/ACN.csv'.
[2025-12-22T20:15:17.153483] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACN'.
[2025-12-22T20:15:17.153911] [INFO ] [FORECASTER] Starting predict_future for ACN
[2025-12-22T20:15:17.154757] [DEBUG] [LOCAL     ] No optimal features file found for ACN: ./output/feature-sets/ACN.txt
[2025-12-22T20:15:17.154811] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:15:17.154843] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:15:17.154870] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:15:17.154927] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:15:17.214320] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:15:17.215341] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:15:17.215423] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:15:17.215456] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:15:17.336456] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:15:17.336631] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:15:17.336672] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:15:17.336701] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:15:17.340092] [DEBUG] [FORECASTER] ACN: Forecast T+1@11:T+2@11: DOWN (p=30.09%)
[2025-12-22T20:15:17.340371] [INFO ] [FORECASTER] Completed predict_future for ACN
[2025-12-22T20:15:17.340502] [INFO ] [sig       ] ACN: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:15:17.478703] [INFO ] [LOCAL     ] Saved forecast: ACN	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/ACN.txt
[2025-12-22T20:15:17.478859] [INFO ] [sig       ] [39/3560] Completed ACN in 0.3s | 2.90 sym/s | Total: 13.5s | ETA: 20.2m
[2025-12-22T20:15:17.478899] [INFO ] [sig       ] [40/3560] Forecasting ACNB...
[2025-12-22T20:15:17.478929] [INFO ] [sig       ] Generating forecast for: ACNB
[2025-12-22T20:15:17.478959] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACNB' from 'https://tdm.silogroup.org/data/derivative_storage/ACNB.csv'.
[2025-12-22T20:15:17.489943] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACNB'.
[2025-12-22T20:15:17.490533] [INFO ] [FORECASTER] Starting predict_future for ACNB
[2025-12-22T20:15:17.491553] [DEBUG] [LOCAL     ] No optimal features file found for ACNB: ./output/feature-sets/ACNB.txt
[2025-12-22T20:15:17.491625] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:15:17.491658] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:15:17.491684] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:15:17.491755] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:15:17.550244] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:15:17.551156] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:15:17.551239] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:15:17.551271] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:15:17.667113] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:15:17.667264] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:15:17.667308] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:15:17.667337] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:15:17.670750] [DEBUG] [FORECASTER] ACNB: Forecast T+1@11:T+2@11: DOWN (p=4.81%)
[2025-12-22T20:15:17.671027] [INFO ] [FORECASTER] Completed predict_future for ACNB
[2025-12-22T20:15:17.671158] [INFO ] [sig       ] ACNB: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:15:17.810954] [INFO ] [LOCAL     ] Saved forecast: ACNB	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/ACNB.txt
[2025-12-22T20:15:17.811147] [INFO ] [sig       ] [40/3560] Completed ACNB in 0.3s | 2.90 sym/s | Total: 13.8s | ETA: 20.2m
[2025-12-22T20:15:17.811189] [INFO ] [sig       ] [41/3560] Forecasting ACON...
[2025-12-22T20:15:17.811220] [INFO ] [sig       ] Generating forecast for: ACON
[2025-12-22T20:15:17.811250] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACON' from 'https://tdm.silogroup.org/data/derivative_storage/ACON.csv'.
[2025-12-22T20:15:17.822263] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACON'.
[2025-12-22T20:15:17.822704] [INFO ] [FORECASTER] Starting predict_future for ACON
[2025-12-22T20:15:17.823556] [DEBUG] [LOCAL     ] No optimal features file found for ACON: ./output/feature-sets/ACON.txt
[2025-12-22T20:15:17.823635] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:15:17.823672] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:15:17.823699] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:15:17.823758] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:15:17.885993] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:15:17.887052] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:15:17.887137] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:15:17.887169] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:15:18.016812] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:15:18.016992] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:15:18.017038] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:15:18.017071] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:15:18.021065] [DEBUG] [FORECASTER] ACON: Forecast T+1@11:T+2@11: DOWN (p=24.54%)
[2025-12-22T20:15:18.021358] [INFO ] [FORECASTER] Completed predict_future for ACON
[2025-12-22T20:15:18.021497] [INFO ] [sig       ] ACON: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:15:18.163050] [INFO ] [LOCAL     ] Saved forecast: ACON	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/ACON.txt
[2025-12-22T20:15:18.163212] [INFO ] [sig       ] [41/3560] Completed ACON in 0.4s | 2.90 sym/s | Total: 14.1s | ETA: 20.2m
[2025-12-22T20:15:18.163254] [INFO ] [sig       ] [42/3560] Forecasting ACP...
[2025-12-22T20:15:18.163286] [INFO ] [sig       ] Generating forecast for: ACP
[2025-12-22T20:15:18.163317] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACP' from 'https://tdm.silogroup.org/data/derivative_storage/ACP.csv'.
[2025-12-22T20:15:18.175191] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACP'.
[2025-12-22T20:15:18.175612] [INFO ] [FORECASTER] Starting predict_future for ACP
[2025-12-22T20:15:18.176613] [DEBUG] [LOCAL     ] No optimal features file found for ACP: ./output/feature-sets/ACP.txt
[2025-12-22T20:15:18.176870] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:15:18.176904] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:15:18.176930] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:15:18.176985] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:15:18.239058] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:15:18.240026] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:15:18.240109] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:15:18.240142] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:15:18.357310] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:15:18.357465] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:15:18.357505] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:15:18.357534] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:15:18.361315] [DEBUG] [FORECASTER] ACP: Forecast T+1@11:T+2@11: DOWN (p=17.74%)
[2025-12-22T20:15:18.361608] [INFO ] [FORECASTER] Completed predict_future for ACP
[2025-12-22T20:15:18.361739] [INFO ] [sig       ] ACP: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:15:18.499132] [INFO ] [LOCAL     ] Saved forecast: ACP	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/ACP.txt
[2025-12-22T20:15:18.499270] [INFO ] [sig       ] [42/3560] Completed ACP in 0.3s | 2.90 sym/s | Total: 14.5s | ETA: 20.2m
[2025-12-22T20:15:18.499309] [INFO ] [sig       ] [43/3560] Forecasting ACRE...
[2025-12-22T20:15:18.499339] [INFO ] [sig       ] Generating forecast for: ACRE
[2025-12-22T20:15:18.499369] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACRE' from 'https://tdm.silogroup.org/data/derivative_storage/ACRE.csv'.
[2025-12-22T20:15:18.509931] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACRE'.
[2025-12-22T20:15:18.510292] [INFO ] [FORECASTER] Starting predict_future for ACRE
[2025-12-22T20:15:18.511084] [DEBUG] [LOCAL     ] No optimal features file found for ACRE: ./output/feature-sets/ACRE.txt
[2025-12-22T20:15:18.511137] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:15:18.511169] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:15:18.511195] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:15:18.511250] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:15:18.567991] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:15:18.568670] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:15:18.568749] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:15:18.568780] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:15:18.690103] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:15:18.690258] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:15:18.690299] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:15:18.690327] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:15:18.693730] [DEBUG] [FORECASTER] ACRE: Forecast T+1@11:T+2@11: DOWN (p=23.06%)
[2025-12-22T20:15:18.694010] [INFO ] [FORECASTER] Completed predict_future for ACRE
[2025-12-22T20:15:18.694140] [INFO ] [sig       ] ACRE: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:15:18.842389] [INFO ] [LOCAL     ] Saved forecast: ACRE	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/ACRE.txt
[2025-12-22T20:15:18.842599] [INFO ] [sig       ] [43/3560] Completed ACRE in 0.3s | 2.90 sym/s | Total: 14.8s | ETA: 20.2m
[2025-12-22T20:15:18.842645] [INFO ] [sig       ] [44/3560] Forecasting ACRS...
[2025-12-22T20:15:18.842678] [INFO ] [sig       ] Generating forecast for: ACRS
[2025-12-22T20:15:18.842710] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACRS' from 'https://tdm.silogroup.org/data/derivative_storage/ACRS.csv'.
[2025-12-22T20:15:18.855435] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACRS'.
[2025-12-22T20:15:18.856050] [INFO ] [FORECASTER] Starting predict_future for ACRS
[2025-12-22T20:15:18.856923] [DEBUG] [LOCAL     ] No optimal features file found for ACRS: ./output/feature-sets/ACRS.txt
[2025-12-22T20:15:18.856979] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:15:18.857052] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:15:18.857081] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:15:18.857152] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:15:18.921345] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:15:18.922345] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:15:18.922446] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:15:18.922483] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:15:19.061522] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:15:19.061719] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:15:19.061777] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:15:19.061810] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:15:19.065852] [DEBUG] [FORECASTER] ACRS: Forecast T+1@11:T+2@11: DOWN (p=0.55%)
[2025-12-22T20:15:19.066182] [INFO ] [FORECASTER] Completed predict_future for ACRS
[2025-12-22T20:15:19.066349] [INFO ] [sig       ] ACRS: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:15:19.220037] [INFO ] [LOCAL     ] Saved forecast: ACRS	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/ACRS.txt
[2025-12-22T20:15:19.220219] [INFO ] [sig       ] [44/3560] Completed ACRS in 0.4s | 2.90 sym/s | Total: 15.2s | ETA: 20.2m
[2025-12-22T20:15:19.220265] [INFO ] [sig       ] [45/3560] Forecasting ACTG...
[2025-12-22T20:15:19.220296] [INFO ] [sig       ] Generating forecast for: ACTG
[2025-12-22T20:15:19.220329] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACTG' from 'https://tdm.silogroup.org/data/derivative_storage/ACTG.csv'.
[2025-12-22T20:15:19.231631] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACTG'.
[2025-12-22T20:15:19.232045] [INFO ] [FORECASTER] Starting predict_future for ACTG
[2025-12-22T20:15:19.232889] [DEBUG] [LOCAL     ] No optimal features file found for ACTG: ./output/feature-sets/ACTG.txt
[2025-12-22T20:15:19.232945] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:15:19.232978] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:15:19.233007] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:15:19.233065] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:15:19.298184] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:15:19.299262] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:15:19.299352] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:15:19.299394] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:15:19.429738] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:15:19.429895] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:15:19.429937] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:15:19.429968] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:15:19.433709] [DEBUG] [FORECASTER] ACTG: Forecast T+1@11:T+2@11: DOWN (p=39.67%)
[2025-12-22T20:15:19.434026] [INFO ] [FORECASTER] Completed predict_future for ACTG
[2025-12-22T20:15:19.434183] [INFO ] [sig       ] ACTG: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:15:19.591393] [INFO ] [LOCAL     ] Saved forecast: ACTG	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/ACTG.txt
[2025-12-22T20:15:19.591604] [INFO ] [sig       ] [45/3560] Completed ACTG in 0.4s | 2.89 sym/s | Total: 15.6s | ETA: 20.3m
[2025-12-22T20:15:19.591653] [INFO ] [sig       ] [46/3560] Forecasting ACVA...
[2025-12-22T20:15:19.591684] [INFO ] [sig       ] Generating forecast for: ACVA
[2025-12-22T20:15:19.591715] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACVA' from 'https://tdm.silogroup.org/data/derivative_storage/ACVA.csv'.
[2025-12-22T20:15:19.603859] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACVA'.
[2025-12-22T20:15:19.604332] [INFO ] [FORECASTER] Starting predict_future for ACVA
[2025-12-22T20:15:19.605254] [DEBUG] [LOCAL     ] No optimal features file found for ACVA: ./output/feature-sets/ACVA.txt
[2025-12-22T20:15:19.605311] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:15:19.605345] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:15:19.605372] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:15:19.605429] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:15:19.672116] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:15:19.673139] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:15:19.673231] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:15:19.673264] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:15:19.799882] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:15:19.800240] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:15:19.800281] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:15:19.800310] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:15:19.804498] [DEBUG] [FORECASTER] ACVA: Forecast T+1@11:T+2@11: UP (p=55.90%)
[2025-12-22T20:15:19.804821] [INFO ] [FORECASTER] Completed predict_future for ACVA
[2025-12-22T20:15:19.805161] [INFO ] [sig       ] ACVA: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:15:19.950238] [INFO ] [LOCAL     ] Saved forecast: ACVA	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/ACVA.txt
[2025-12-22T20:15:19.950399] [INFO ] [sig       ] [46/3560] Completed ACVA in 0.4s | 2.89 sym/s | Total: 15.9s | ETA: 20.3m
[2025-12-22T20:15:19.950437] [INFO ] [sig       ] [47/3560] Forecasting ACWI...
[2025-12-22T20:15:19.950468] [INFO ] [sig       ] Generating forecast for: ACWI
[2025-12-22T20:15:19.950500] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACWI' from 'https://tdm.silogroup.org/data/derivative_storage/ACWI.csv'.
[2025-12-22T20:15:19.962970] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACWI'.
[2025-12-22T20:15:19.963368] [INFO ] [FORECASTER] Starting predict_future for ACWI
[2025-12-22T20:15:19.964243] [DEBUG] [LOCAL     ] No optimal features file found for ACWI: ./output/feature-sets/ACWI.txt
[2025-12-22T20:15:19.964300] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:15:19.964333] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:15:19.964362] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:15:19.964420] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:15:20.038021] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:15:20.038940] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:15:20.039026] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:15:20.039082] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:15:20.163942] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:15:20.164109] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:15:20.164148] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:15:20.164217] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:15:20.167725] [DEBUG] [FORECASTER] ACWI: Forecast T+1@11:T+2@11: DOWN (p=40.75%)
[2025-12-22T20:15:20.168047] [INFO ] [FORECASTER] Completed predict_future for ACWI
[2025-12-22T20:15:20.168186] [INFO ] [sig       ] ACWI: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:15:20.309780] [INFO ] [LOCAL     ] Saved forecast: ACWI	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/ACWI.txt
[2025-12-22T20:15:20.309948] [INFO ] [sig       ] [47/3560] Completed ACWI in 0.4s | 2.89 sym/s | Total: 16.3s | ETA: 20.3m
[2025-12-22T20:15:20.309989] [INFO ] [sig       ] [48/3560] Forecasting ACWX...
[2025-12-22T20:15:20.310020] [INFO ] [sig       ] Generating forecast for: ACWX
[2025-12-22T20:15:20.310052] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACWX' from 'https://tdm.silogroup.org/data/derivative_storage/ACWX.csv'.
[2025-12-22T20:15:20.321345] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACWX'.
[2025-12-22T20:15:20.321741] [INFO ] [FORECASTER] Starting predict_future for ACWX
[2025-12-22T20:15:20.322550] [DEBUG] [LOCAL     ] No optimal features file found for ACWX: ./output/feature-sets/ACWX.txt
[2025-12-22T20:15:20.322623] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:15:20.322656] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:15:20.322682] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:15:20.322738] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:15:20.381859] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:15:20.382959] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:15:20.383039] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:15:20.383071] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:15:20.505656] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:15:20.505995] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:15:20.506033] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:15:20.506060] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:15:20.509925] [DEBUG] [FORECASTER] ACWX: Forecast T+1@11:T+2@11: DOWN (p=27.84%)
[2025-12-22T20:15:20.510205] [INFO ] [FORECASTER] Completed predict_future for ACWX
[2025-12-22T20:15:20.510333] [INFO ] [sig       ] ACWX: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:15:20.646949] [INFO ] [LOCAL     ] Saved forecast: ACWX	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/ACWX.txt
[2025-12-22T20:15:20.647063] [INFO ] [sig       ] [48/3560] Completed ACWX in 0.3s | 2.89 sym/s | Total: 16.6s | ETA: 20.3m
[2025-12-22T20:15:20.647100] [INFO ] [sig       ] [49/3560] Forecasting ACXP...
[2025-12-22T20:15:20.647130] [INFO ] [sig       ] Generating forecast for: ACXP
[2025-12-22T20:15:20.647161] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACXP' from 'https://tdm.silogroup.org/data/derivative_storage/ACXP.csv'.
[2025-12-22T20:15:20.658937] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACXP'.
[2025-12-22T20:15:20.659279] [INFO ] [FORECASTER] Starting predict_future for ACXP
[2025-12-22T20:15:20.660086] [DEBUG] [LOCAL     ] No optimal features file found for ACXP: ./output/feature-sets/ACXP.txt
[2025-12-22T20:15:20.660140] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:15:20.660176] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:15:20.660202] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:15:20.660260] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:15:20.716747] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:15:20.717366] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:15:20.717444] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:15:20.717476] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:15:20.831850] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:15:20.832018] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:15:20.832058] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:15:20.832087] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:15:20.835458] [DEBUG] [FORECASTER] ACXP: Forecast T+1@11:T+2@11: DOWN (p=10.77%)
[2025-12-22T20:15:20.835761] [INFO ] [FORECASTER] Completed predict_future for ACXP
[2025-12-22T20:15:20.835889] [INFO ] [sig       ] ACXP: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:15:20.975874] [INFO ] [LOCAL     ] Saved forecast: ACXP	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/ACXP.txt
[2025-12-22T20:15:20.976037] [INFO ] [sig       ] [49/3560] Completed ACXP in 0.3s | 2.89 sym/s | Total: 16.9s | ETA: 20.2m
[2025-12-22T20:15:20.976079] [INFO ] [sig       ] [50/3560] Forecasting ADBE...
[2025-12-22T20:15:20.976109] [INFO ] [sig       ] Generating forecast for: ADBE
[2025-12-22T20:15:20.976139] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADBE' from 'https://tdm.silogroup.org/data/derivative_storage/ADBE.csv'.
[2025-12-22T20:15:20.988564] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADBE'.
[2025-12-22T20:15:20.989189] [INFO ] [FORECASTER] Starting predict_future for ADBE
[2025-12-22T20:15:20.990233] [DEBUG] [LOCAL     ] No optimal features file found for ADBE: ./output/feature-sets/ADBE.txt
[2025-12-22T20:15:20.990286] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:15:20.990318] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:15:20.990344] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:15:20.990399] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:15:21.047459] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:15:21.048121] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:15:21.048199] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:15:21.048231] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:15:21.172536] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:15:21.172707] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:15:21.172747] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:15:21.172776] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:15:21.176194] [DEBUG] [FORECASTER] ADBE: Forecast T+1@11:T+2@11: DOWN (p=10.17%)
[2025-12-22T20:15:21.176488] [INFO ] [FORECASTER] Completed predict_future for ADBE
[2025-12-22T20:15:21.176642] [INFO ] [sig       ] ADBE: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:15:21.316773] [INFO ] [LOCAL     ] Saved forecast: ADBE	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/ADBE.txt
[2025-12-22T20:15:21.316907] [INFO ] [sig       ] [50/3560] Completed ADBE in 0.3s | 2.89 sym/s | Total: 17.3s | ETA: 20.2m
[2025-12-22T20:15:21.316945] [INFO ] [sig       ] [51/3560] Forecasting ADC...
[2025-12-22T20:15:21.316976] [INFO ] [sig       ] Generating forecast for: ADC
[2025-12-22T20:15:21.317007] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADC' from 'https://tdm.silogroup.org/data/derivative_storage/ADC.csv'.
[2025-12-22T20:15:21.329016] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADC'.
[2025-12-22T20:15:21.329377] [INFO ] [FORECASTER] Starting predict_future for ADC
[2025-12-22T20:15:21.330185] [DEBUG] [LOCAL     ] No optimal features file found for ADC: ./output/feature-sets/ADC.txt
[2025-12-22T20:15:21.330238] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:15:21.330458] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:15:21.330485] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:15:21.330542] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:15:21.389484] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:15:21.390140] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:15:21.390217] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:15:21.390249] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:15:21.505386] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:15:21.505494] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:15:21.505530] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:15:21.505558] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:15:21.509152] [DEBUG] [FORECASTER] ADC: Forecast T+1@11:T+2@11: DOWN (p=5.96%)
[2025-12-22T20:15:21.509418] [INFO ] [FORECASTER] Completed predict_future for ADC
[2025-12-22T20:15:21.509547] [INFO ] [sig       ] ADC: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:15:21.646279] [INFO ] [LOCAL     ] Saved forecast: ADC	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/ADC.txt
[2025-12-22T20:15:21.646399] [INFO ] [sig       ] [51/3560] Completed ADC in 0.3s | 2.89 sym/s | Total: 17.6s | ETA: 20.2m
[2025-12-22T20:15:21.646438] [INFO ] [sig       ] [52/3560] Forecasting ADEA...
[2025-12-22T20:15:21.646468] [INFO ] [sig       ] Generating forecast for: ADEA
[2025-12-22T20:15:21.646496] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADEA' from 'https://tdm.silogroup.org/data/derivative_storage/ADEA.csv'.
[2025-12-22T20:15:21.659022] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADEA'.
[2025-12-22T20:15:21.662544] [INFO ] [FORECASTER] Starting predict_future for ADEA
[2025-12-22T20:15:21.663421] [DEBUG] [LOCAL     ] No optimal features file found for ADEA: ./output/feature-sets/ADEA.txt
[2025-12-22T20:15:21.663474] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:15:21.663505] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:15:21.663532] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:15:21.663612] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:15:21.721729] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:15:21.722340] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:15:21.722426] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:15:21.722459] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:15:21.837465] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:15:21.837607] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:15:21.837649] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:15:21.837677] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:15:21.841000] [DEBUG] [FORECASTER] ADEA: Forecast T+1@11:T+2@11: UP (p=91.04%)
[2025-12-22T20:15:21.841273] [INFO ] [FORECASTER] Completed predict_future for ADEA
[2025-12-22T20:15:21.841402] [INFO ] [sig       ] ADEA: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:15:21.977491] [INFO ] [LOCAL     ] Saved forecast: ADEA	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/ADEA.txt
[2025-12-22T20:15:21.977621] [INFO ] [sig       ] [52/3560] Completed ADEA in 0.3s | 2.90 sym/s | Total: 17.9s | ETA: 20.2m
[2025-12-22T20:15:21.977661] [INFO ] [sig       ] [53/3560] Forecasting ADI...
[2025-12-22T20:15:21.977691] [INFO ] [sig       ] Generating forecast for: ADI
[2025-12-22T20:15:21.977720] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADI' from 'https://tdm.silogroup.org/data/derivative_storage/ADI.csv'.
[2025-12-22T20:15:21.989960] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADI'.
[2025-12-22T20:15:21.990490] [INFO ] [FORECASTER] Starting predict_future for ADI
[2025-12-22T20:15:21.991471] [DEBUG] [LOCAL     ] No optimal features file found for ADI: ./output/feature-sets/ADI.txt
[2025-12-22T20:15:21.991524] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:15:21.991570] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:15:21.991633] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:15:21.991691] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:15:22.053015] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:15:22.053918] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:15:22.054004] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:15:22.054038] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:15:22.177932] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:15:22.178079] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:15:22.178119] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:15:22.178148] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:15:22.181656] [DEBUG] [FORECASTER] ADI: Forecast T+1@11:T+2@11: UP (p=65.66%)
[2025-12-22T20:15:22.181936] [INFO ] [FORECASTER] Completed predict_future for ADI
[2025-12-22T20:15:22.182070] [INFO ] [sig       ] ADI: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:15:22.340555] [INFO ] [LOCAL     ] Saved forecast: ADI	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/ADI.txt
[2025-12-22T20:15:22.340786] [INFO ] [sig       ] [53/3560] Completed ADI in 0.4s | 2.89 sym/s | Total: 18.3s | ETA: 20.2m
[2025-12-22T20:15:22.340845] [INFO ] [sig       ] [54/3560] Forecasting ADM...
[2025-12-22T20:15:22.340889] [INFO ] [sig       ] Generating forecast for: ADM
[2025-12-22T20:15:22.340935] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADM' from 'https://tdm.silogroup.org/data/derivative_storage/ADM.csv'.
[2025-12-22T20:15:22.355625] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADM'.
[2025-12-22T20:15:22.356076] [INFO ] [FORECASTER] Starting predict_future for ADM
[2025-12-22T20:15:22.357180] [DEBUG] [LOCAL     ] No optimal features file found for ADM: ./output/feature-sets/ADM.txt
[2025-12-22T20:15:22.357250] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:15:22.357301] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:15:22.357347] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:15:22.357434] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:15:22.417667] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:15:22.418541] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:15:22.418678] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:15:22.418715] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:15:22.544534] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:15:22.544732] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:15:22.544774] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:15:22.544803] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:15:22.548470] [DEBUG] [FORECASTER] ADM: Forecast T+1@11:T+2@11: DOWN (p=40.24%)
[2025-12-22T20:15:22.548771] [INFO ] [FORECASTER] Completed predict_future for ADM
[2025-12-22T20:15:22.549101] [INFO ] [sig       ] ADM: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:15:22.685604] [INFO ] [LOCAL     ] Saved forecast: ADM	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/ADM.txt
[2025-12-22T20:15:22.685734] [INFO ] [sig       ] [54/3560] Completed ADM in 0.3s | 2.89 sym/s | Total: 18.7s | ETA: 20.2m
[2025-12-22T20:15:22.685781] [INFO ] [sig       ] [55/3560] Forecasting ADMA...
[2025-12-22T20:15:22.685813] [INFO ] [sig       ] Generating forecast for: ADMA
[2025-12-22T20:15:22.685843] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADMA' from 'https://tdm.silogroup.org/data/derivative_storage/ADMA.csv'.
[2025-12-22T20:15:22.698244] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADMA'.
[2025-12-22T20:15:22.698635] [INFO ] [FORECASTER] Starting predict_future for ADMA
[2025-12-22T20:15:22.699483] [DEBUG] [LOCAL     ] No optimal features file found for ADMA: ./output/feature-sets/ADMA.txt
[2025-12-22T20:15:22.699540] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:15:22.699588] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:15:22.699620] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:15:22.699677] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:15:22.759718] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:15:22.760427] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:15:22.760513] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:15:22.760546] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:15:22.889773] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:15:22.889916] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:15:22.889957] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:15:22.889985] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:15:22.893519] [DEBUG] [FORECASTER] ADMA: Forecast T+1@11:T+2@11: UP (p=68.89%)
[2025-12-22T20:15:22.893808] [INFO ] [FORECASTER] Completed predict_future for ADMA
[2025-12-22T20:15:22.893937] [INFO ] [sig       ] ADMA: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:15:23.036776] [INFO ] [LOCAL     ] Saved forecast: ADMA	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/ADMA.txt
[2025-12-22T20:15:23.036914] [INFO ] [sig       ] [55/3560] Completed ADMA in 0.4s | 2.89 sym/s | Total: 19.0s | ETA: 20.2m
[2025-12-22T20:15:23.036962] [INFO ] [sig       ] [56/3560] Forecasting ADP...
[2025-12-22T20:15:23.036999] [INFO ] [sig       ] Generating forecast for: ADP
[2025-12-22T20:15:23.037031] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADP' from 'https://tdm.silogroup.org/data/derivative_storage/ADP.csv'.
[2025-12-22T20:15:23.048489] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADP'.
[2025-12-22T20:15:23.048875] [INFO ] [FORECASTER] Starting predict_future for ADP
[2025-12-22T20:15:23.049801] [DEBUG] [LOCAL     ] No optimal features file found for ADP: ./output/feature-sets/ADP.txt
[2025-12-22T20:15:23.049857] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:15:23.049889] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:15:23.049916] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:15:23.049973] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:15:23.107817] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:15:23.108492] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:15:23.108592] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:15:23.108627] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:15:23.236754] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:15:23.237128] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:15:23.237177] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:15:23.237206] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:15:23.240730] [DEBUG] [FORECASTER] ADP: Forecast T+1@11:T+2@11: DOWN (p=13.40%)
[2025-12-22T20:15:23.241012] [INFO ] [FORECASTER] Completed predict_future for ADP
[2025-12-22T20:15:23.241139] [INFO ] [sig       ] ADP: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:15:23.376148] [INFO ] [LOCAL     ] Saved forecast: ADP	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/ADP.txt
[2025-12-22T20:15:23.376273] [INFO ] [sig       ] [56/3560] Completed ADP in 0.3s | 2.89 sym/s | Total: 19.3s | ETA: 20.2m
[2025-12-22T20:15:23.376317] [INFO ] [sig       ] [57/3560] Forecasting ADSE...
[2025-12-22T20:15:23.376347] [INFO ] [sig       ] Generating forecast for: ADSE
[2025-12-22T20:15:23.376377] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADSE' from 'https://tdm.silogroup.org/data/derivative_storage/ADSE.csv'.
[2025-12-22T20:15:23.390375] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADSE'.
[2025-12-22T20:15:23.390783] [INFO ] [FORECASTER] Starting predict_future for ADSE
[2025-12-22T20:15:23.391617] [DEBUG] [LOCAL     ] No optimal features file found for ADSE: ./output/feature-sets/ADSE.txt
[2025-12-22T20:15:23.391676] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:15:23.391708] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:15:23.391735] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:15:23.391792] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:15:23.449551] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:15:23.450474] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:15:23.450560] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:15:23.450614] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:15:23.569640] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:15:23.569763] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:15:23.569801] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:15:23.569830] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:15:23.573147] [DEBUG] [FORECASTER] ADSE: Forecast T+1@11:T+2@11: DOWN (p=22.65%)
[2025-12-22T20:15:23.573420] [INFO ] [FORECASTER] Completed predict_future for ADSE
[2025-12-22T20:15:23.573547] [INFO ] [sig       ] ADSE: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:15:23.713911] [INFO ] [LOCAL     ] Saved forecast: ADSE	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/ADSE.txt
[2025-12-22T20:15:23.714123] [INFO ] [sig       ] [57/3560] Completed ADSE in 0.3s | 2.90 sym/s | Total: 19.7s | ETA: 20.2m
[2025-12-22T20:15:23.714172] [INFO ] [sig       ] [58/3560] Forecasting ADSK...
[2025-12-22T20:15:23.714208] [INFO ] [sig       ] Generating forecast for: ADSK
[2025-12-22T20:15:23.714249] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADSK' from 'https://tdm.silogroup.org/data/derivative_storage/ADSK.csv'.
[2025-12-22T20:15:23.728124] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADSK'.
[2025-12-22T20:15:23.728556] [INFO ] [FORECASTER] Starting predict_future for ADSK
[2025-12-22T20:15:23.729723] [DEBUG] [LOCAL     ] No optimal features file found for ADSK: ./output/feature-sets/ADSK.txt
[2025-12-22T20:15:23.729789] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:15:23.729822] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:15:23.729849] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:15:23.729906] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:15:23.790691] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:15:23.791643] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:15:23.791729] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:15:23.791762] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:15:23.915439] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:15:23.915625] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:15:23.915672] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:15:23.915700] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:15:23.919224] [DEBUG] [FORECASTER] ADSK: Forecast T+1@11:T+2@11: DOWN (p=25.43%)
[2025-12-22T20:15:23.919537] [INFO ] [FORECASTER] Completed predict_future for ADSK
[2025-12-22T20:15:23.919718] [INFO ] [sig       ] ADSK: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:15:24.061396] [INFO ] [LOCAL     ] Saved forecast: ADSK	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/ADSK.txt
[2025-12-22T20:15:24.061611] [INFO ] [sig       ] [58/3560] Completed ADSK in 0.3s | 2.90 sym/s | Total: 20.0s | ETA: 20.2m
[2025-12-22T20:15:24.061668] [INFO ] [sig       ] [59/3560] Forecasting ADTN...
[2025-12-22T20:15:24.061698] [INFO ] [sig       ] Generating forecast for: ADTN
[2025-12-22T20:15:24.061729] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADTN' from 'https://tdm.silogroup.org/data/derivative_storage/ADTN.csv'.
[2025-12-22T20:15:24.077598] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADTN'.
[2025-12-22T20:15:24.078156] [INFO ] [FORECASTER] Starting predict_future for ADTN
[2025-12-22T20:15:24.079435] [DEBUG] [LOCAL     ] No optimal features file found for ADTN: ./output/feature-sets/ADTN.txt
[2025-12-22T20:15:24.079509] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:15:24.079562] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:15:24.079700] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:15:24.079800] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:15:24.172881] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:15:24.174218] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:15:24.174362] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:15:24.174418] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:15:24.338411] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:15:24.338639] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:15:24.338712] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:15:24.338763] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:15:24.344212] [DEBUG] [FORECASTER] ADTN: Forecast T+1@11:T+2@11: DOWN (p=25.74%)
[2025-12-22T20:15:24.344682] [INFO ] [FORECASTER] Completed predict_future for ADTN
[2025-12-22T20:15:24.344895] [INFO ] [sig       ] ADTN: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:15:24.575687] [INFO ] [LOCAL     ] Saved forecast: ADTN	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/ADTN.txt
[2025-12-22T20:15:24.575930] [INFO ] [sig       ] [59/3560] Completed ADTN in 0.5s | 2.87 sym/s | Total: 20.5s | ETA: 20.3m
[2025-12-22T20:15:24.575994] [INFO ] [sig       ] [60/3560] Forecasting ADTX...
[2025-12-22T20:15:24.576037] [INFO ] [sig       ] Generating forecast for: ADTX
[2025-12-22T20:15:24.576084] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADTX' from 'https://tdm.silogroup.org/data/derivative_storage/ADTX.csv'.
[2025-12-22T20:15:24.603484] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADTX'.
[2025-12-22T20:15:24.604059] [INFO ] [FORECASTER] Starting predict_future for ADTX
[2025-12-22T20:15:24.605322] [DEBUG] [LOCAL     ] No optimal features file found for ADTX: ./output/feature-sets/ADTX.txt
[2025-12-22T20:15:24.605396] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:15:24.605445] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:15:24.605490] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:15:24.605609] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:15:24.683735] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:15:24.684889] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:15:24.685001] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:15:24.685034] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:15:24.832719] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:15:24.832897] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:15:24.832939] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:15:24.832987] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:15:24.837155] [DEBUG] [FORECASTER] ADTX: Forecast T+1@11:T+2@11: UP (p=63.92%)
[2025-12-22T20:15:24.837592] [INFO ] [FORECASTER] Completed predict_future for ADTX
[2025-12-22T20:15:24.837780] [INFO ] [sig       ] ADTX: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:15:25.043447] [INFO ] [LOCAL     ] Saved forecast: ADTX	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/ADTX.txt
[2025-12-22T20:15:25.043649] [INFO ] [sig       ] [60/3560] Completed ADTX in 0.5s | 2.85 sym/s | Total: 21.0s | ETA: 20.4m
[2025-12-22T20:15:25.043696] [INFO ] [sig       ] [61/3560] Forecasting ADUS...
[2025-12-22T20:15:25.043725] [INFO ] [sig       ] Generating forecast for: ADUS
[2025-12-22T20:15:25.043755] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADUS' from 'https://tdm.silogroup.org/data/derivative_storage/ADUS.csv'.
[2025-12-22T20:15:25.058805] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADUS'.
[2025-12-22T20:15:25.059388] [INFO ] [FORECASTER] Starting predict_future for ADUS
[2025-12-22T20:15:25.060608] [DEBUG] [LOCAL     ] No optimal features file found for ADUS: ./output/feature-sets/ADUS.txt
[2025-12-22T20:15:25.060688] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:15:25.060786] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:15:25.060837] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:15:25.060929] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:15:25.137533] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:15:25.138542] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:15:25.138668] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:15:25.138702] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:15:25.282276] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:15:25.282447] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:15:25.282498] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:15:25.282536] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:15:25.286530] [DEBUG] [FORECASTER] ADUS: Forecast T+1@11:T+2@11: DOWN (p=2.88%)
[2025-12-22T20:15:25.286878] [INFO ] [FORECASTER] Completed predict_future for ADUS
[2025-12-22T20:15:25.287030] [INFO ] [sig       ] ADUS: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:15:25.442353] [INFO ] [LOCAL     ] Saved forecast: ADUS	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/ADUS.txt
[2025-12-22T20:15:25.442528] [INFO ] [sig       ] [61/3560] Completed ADUS in 0.4s | 2.85 sym/s | Total: 21.4s | ETA: 20.5m
[2025-12-22T20:15:25.442606] [INFO ] [sig       ] [62/3560] Forecasting ADX...
[2025-12-22T20:15:25.442644] [INFO ] [sig       ] Generating forecast for: ADX
[2025-12-22T20:15:25.442683] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADX' from 'https://tdm.silogroup.org/data/derivative_storage/ADX.csv'.
[2025-12-22T20:15:25.454766] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADX'.
[2025-12-22T20:15:25.455149] [INFO ] [FORECASTER] Starting predict_future for ADX
[2025-12-22T20:15:25.455978] [DEBUG] [LOCAL     ] No optimal features file found for ADX: ./output/feature-sets/ADX.txt
[2025-12-22T20:15:25.456031] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:15:25.456065] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:15:25.456092] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:15:25.456149] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:15:25.512384] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:15:25.513334] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:15:25.513436] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:15:25.513470] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:15:25.633452] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:15:25.633634] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:15:25.633676] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:15:25.633705] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:15:25.637138] [DEBUG] [FORECASTER] ADX: Forecast T+1@11:T+2@11: DOWN (p=9.19%)
[2025-12-22T20:15:25.637434] [INFO ] [FORECASTER] Completed predict_future for ADX
[2025-12-22T20:15:25.637590] [INFO ] [sig       ] ADX: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:15:25.772091] [INFO ] [LOCAL     ] Saved forecast: ADX	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/ADX.txt
[2025-12-22T20:15:25.772246] [INFO ] [sig       ] [62/3560] Completed ADX in 0.3s | 2.85 sym/s | Total: 21.7s | ETA: 20.4m
[2025-12-22T20:15:25.772286] [INFO ] [sig       ] [63/3560] Forecasting AEE...
[2025-12-22T20:15:25.772315] [INFO ] [sig       ] Generating forecast for: AEE
[2025-12-22T20:15:25.772346] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEE' from 'https://tdm.silogroup.org/data/derivative_storage/AEE.csv'.
[2025-12-22T20:15:25.783788] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEE'.
[2025-12-22T20:15:25.784163] [INFO ] [FORECASTER] Starting predict_future for AEE
[2025-12-22T20:15:25.784990] [DEBUG] [LOCAL     ] No optimal features file found for AEE: ./output/feature-sets/AEE.txt
[2025-12-22T20:15:25.785045] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:15:25.785080] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:15:25.785107] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:15:25.785164] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:15:25.851299] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:15:25.852426] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:15:25.852529] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:15:25.852597] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:15:25.981918] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:15:25.982073] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:15:25.982112] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:15:25.982140] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:15:25.985558] [DEBUG] [FORECASTER] AEE: Forecast T+1@11:T+2@11: UP (p=64.44%)
[2025-12-22T20:15:25.985854] [INFO ] [FORECASTER] Completed predict_future for AEE
[2025-12-22T20:15:25.985990] [INFO ] [sig       ] AEE: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:15:26.133879] [INFO ] [LOCAL     ] Saved forecast: AEE	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/AEE.txt
[2025-12-22T20:15:26.134245] [INFO ] [sig       ] [63/3560] Completed AEE in 0.4s | 2.85 sym/s | Total: 22.1s | ETA: 20.5m
[2025-12-22T20:15:26.134286] [INFO ] [sig       ] [64/3560] Forecasting AEFC...
[2025-12-22T20:15:26.134317] [INFO ] [sig       ] Generating forecast for: AEFC
[2025-12-22T20:15:26.134350] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEFC' from 'https://tdm.silogroup.org/data/derivative_storage/AEFC.csv'.
[2025-12-22T20:15:26.146906] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEFC'.
[2025-12-22T20:15:26.147504] [INFO ] [FORECASTER] Starting predict_future for AEFC
[2025-12-22T20:15:26.148405] [DEBUG] [LOCAL     ] No optimal features file found for AEFC: ./output/feature-sets/AEFC.txt
[2025-12-22T20:15:26.148461] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:15:26.148498] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:15:26.148551] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:15:26.148630] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:15:26.217378] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:15:26.218335] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:15:26.218422] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:15:26.218456] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:15:26.348637] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:15:26.348797] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:15:26.348837] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:15:26.348927] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:15:26.353011] [DEBUG] [FORECASTER] AEFC: Forecast T+1@11:T+2@11: DOWN (p=4.49%)
[2025-12-22T20:15:26.353322] [INFO ] [FORECASTER] Completed predict_future for AEFC
[2025-12-22T20:15:26.353505] [INFO ] [sig       ] AEFC: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:15:26.501905] [INFO ] [LOCAL     ] Saved forecast: AEFC	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/AEFC.txt
[2025-12-22T20:15:26.502073] [INFO ] [sig       ] [64/3560] Completed AEFC in 0.4s | 2.85 sym/s | Total: 22.5s | ETA: 20.5m
[2025-12-22T20:15:26.502114] [INFO ] [sig       ] [65/3560] Forecasting AEG...
[2025-12-22T20:15:26.502148] [INFO ] [sig       ] Generating forecast for: AEG
[2025-12-22T20:15:26.502193] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEG' from 'https://tdm.silogroup.org/data/derivative_storage/AEG.csv'.
[2025-12-22T20:15:26.514423] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEG'.
[2025-12-22T20:15:26.514868] [INFO ] [FORECASTER] Starting predict_future for AEG
[2025-12-22T20:15:26.515799] [DEBUG] [LOCAL     ] No optimal features file found for AEG: ./output/feature-sets/AEG.txt
[2025-12-22T20:15:26.515865] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:15:26.515909] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:15:26.515947] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:15:26.516027] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:15:26.579625] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:15:26.580553] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:15:26.580662] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:15:26.580696] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:15:26.700842] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:15:26.701005] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:15:26.701045] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:15:26.701073] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:15:26.704445] [DEBUG] [FORECASTER] AEG: Forecast T+1@11:T+2@11: UP (p=96.21%)
[2025-12-22T20:15:26.704753] [INFO ] [FORECASTER] Completed predict_future for AEG
[2025-12-22T20:15:26.704886] [INFO ] [sig       ] AEG: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:15:26.841440] [INFO ] [LOCAL     ] Saved forecast: AEG	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/AEG.txt
[2025-12-22T20:15:26.841659] [INFO ] [sig       ] [65/3560] Completed AEG in 0.3s | 2.85 sym/s | Total: 22.8s | ETA: 20.4m
[2025-12-22T20:15:26.841712] [INFO ] [sig       ] [66/3560] Forecasting AEHL...
[2025-12-22T20:15:26.841742] [INFO ] [sig       ] Generating forecast for: AEHL
[2025-12-22T20:15:26.841775] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEHL' from 'https://tdm.silogroup.org/data/derivative_storage/AEHL.csv'.
[2025-12-22T20:15:26.854429] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEHL'.
[2025-12-22T20:15:26.854895] [INFO ] [FORECASTER] Starting predict_future for AEHL
[2025-12-22T20:15:26.855876] [DEBUG] [LOCAL     ] No optimal features file found for AEHL: ./output/feature-sets/AEHL.txt
[2025-12-22T20:15:26.855937] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:15:26.855970] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:15:26.856002] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:15:26.856072] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:15:26.927488] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:15:26.928665] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:15:26.928790] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:15:26.928837] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:15:27.065476] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:15:27.065656] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:15:27.065698] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:15:27.065730] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:15:27.069978] [DEBUG] [FORECASTER] AEHL: Forecast T+1@11:T+2@11: DOWN (p=11.04%)
[2025-12-22T20:15:27.070346] [INFO ] [FORECASTER] Completed predict_future for AEHL
[2025-12-22T20:15:27.070516] [INFO ] [sig       ] AEHL: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:15:27.226621] [INFO ] [LOCAL     ] Saved forecast: AEHL	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/AEHL.txt
[2025-12-22T20:15:27.226791] [INFO ] [sig       ] [66/3560] Completed AEHL in 0.4s | 2.84 sym/s | Total: 23.2s | ETA: 20.5m
[2025-12-22T20:15:27.226834] [INFO ] [sig       ] [67/3560] Forecasting AEI...
[2025-12-22T20:15:27.226866] [INFO ] [sig       ] Generating forecast for: AEI
[2025-12-22T20:15:27.226898] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEI' from 'https://tdm.silogroup.org/data/derivative_storage/AEI.csv'.
[2025-12-22T20:15:27.239442] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEI'.
[2025-12-22T20:15:27.239895] [INFO ] [FORECASTER] Starting predict_future for AEI
[2025-12-22T20:15:27.240795] [DEBUG] [LOCAL     ] No optimal features file found for AEI: ./output/feature-sets/AEI.txt
[2025-12-22T20:15:27.240851] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:15:27.240886] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:15:27.240918] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:15:27.241001] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:15:27.308111] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:15:27.309183] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:15:27.309275] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:15:27.309308] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:15:27.441620] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:15:27.441780] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:15:27.441822] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:15:27.441852] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:15:27.446628] [DEBUG] [FORECASTER] AEI: Forecast T+1@11:T+2@11: DOWN (p=17.17%)
[2025-12-22T20:15:27.447052] [INFO ] [FORECASTER] Completed predict_future for AEI
[2025-12-22T20:15:27.447224] [INFO ] [sig       ] AEI: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:15:27.604873] [INFO ] [LOCAL     ] Saved forecast: AEI	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/AEI.txt
[2025-12-22T20:15:27.605038] [INFO ] [sig       ] [67/3560] Completed AEI in 0.4s | 2.84 sym/s | Total: 23.6s | ETA: 20.5m
[2025-12-22T20:15:27.605103] [INFO ] [sig       ] [68/3560] Forecasting AEIS...
[2025-12-22T20:15:27.605159] [INFO ] [sig       ] Generating forecast for: AEIS
[2025-12-22T20:15:27.605202] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEIS' from 'https://tdm.silogroup.org/data/derivative_storage/AEIS.csv'.
[2025-12-22T20:15:27.617818] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEIS'.
[2025-12-22T20:15:27.618248] [INFO ] [FORECASTER] Starting predict_future for AEIS
[2025-12-22T20:15:27.619126] [DEBUG] [LOCAL     ] No optimal features file found for AEIS: ./output/feature-sets/AEIS.txt
[2025-12-22T20:15:27.619182] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:15:27.619216] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:15:27.619243] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:15:27.619302] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:15:27.681942] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:15:27.683108] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:15:27.683194] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:15:27.683229] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:15:27.811933] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:15:27.812112] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:15:27.812152] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:15:27.812180] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:15:27.816150] [DEBUG] [FORECASTER] AEIS: Forecast T+1@11:T+2@11: UP (p=88.22%)
[2025-12-22T20:15:27.816518] [INFO ] [FORECASTER] Completed predict_future for AEIS
[2025-12-22T20:15:27.816689] [INFO ] [sig       ] AEIS: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:15:27.965254] [INFO ] [LOCAL     ] Saved forecast: AEIS	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/AEIS.txt
[2025-12-22T20:15:27.965419] [INFO ] [sig       ] [68/3560] Completed AEIS in 0.4s | 2.84 sym/s | Total: 23.9s | ETA: 20.5m
[2025-12-22T20:15:27.965460] [INFO ] [sig       ] [69/3560] Forecasting AEM...
[2025-12-22T20:15:27.965491] [INFO ] [sig       ] Generating forecast for: AEM
[2025-12-22T20:15:27.965521] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEM' from 'https://tdm.silogroup.org/data/derivative_storage/AEM.csv'.
[2025-12-22T20:15:27.978620] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEM'.
[2025-12-22T20:15:27.979288] [INFO ] [FORECASTER] Starting predict_future for AEM
[2025-12-22T20:15:27.980342] [DEBUG] [LOCAL     ] No optimal features file found for AEM: ./output/feature-sets/AEM.txt
[2025-12-22T20:15:27.980398] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:15:27.980431] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:15:27.980458] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:15:27.980515] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:15:28.039763] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:15:28.040628] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:15:28.040714] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:15:28.040748] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:15:28.169554] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:15:28.169721] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:15:28.169763] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:15:28.169792] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:15:28.173469] [DEBUG] [FORECASTER] AEM: Forecast T+1@11:T+2@11: UP (p=57.83%)
[2025-12-22T20:15:28.173782] [INFO ] [FORECASTER] Completed predict_future for AEM
[2025-12-22T20:15:28.174075] [INFO ] [sig       ] AEM: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:15:28.319249] [INFO ] [LOCAL     ] Saved forecast: AEM	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/AEM.txt
[2025-12-22T20:15:28.319412] [INFO ] [sig       ] [69/3560] Completed AEM in 0.4s | 2.84 sym/s | Total: 24.3s | ETA: 20.5m
[2025-12-22T20:15:28.319464] [INFO ] [sig       ] [70/3560] Forecasting AEO...
[2025-12-22T20:15:28.319495] [INFO ] [sig       ] Generating forecast for: AEO
[2025-12-22T20:15:28.319527] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEO' from 'https://tdm.silogroup.org/data/derivative_storage/AEO.csv'.
[2025-12-22T20:15:28.331924] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEO'.
[2025-12-22T20:15:28.332321] [INFO ] [FORECASTER] Starting predict_future for AEO
[2025-12-22T20:15:28.333223] [DEBUG] [LOCAL     ] No optimal features file found for AEO: ./output/feature-sets/AEO.txt
[2025-12-22T20:15:28.333278] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:15:28.333310] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:15:28.333337] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:15:28.333416] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:15:28.395876] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:15:28.396815] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:15:28.396907] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:15:28.396941] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:15:28.532958] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:15:28.533122] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:15:28.533167] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:15:28.533195] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:15:28.537161] [DEBUG] [FORECASTER] AEO: Forecast T+1@11:T+2@11: UP (p=67.88%)
[2025-12-22T20:15:28.537453] [INFO ] [FORECASTER] Completed predict_future for AEO
[2025-12-22T20:15:28.537623] [INFO ] [sig       ] AEO: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:15:28.681910] [INFO ] [LOCAL     ] Saved forecast: AEO	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/AEO.txt
[2025-12-22T20:15:28.682080] [INFO ] [sig       ] [70/3560] Completed AEO in 0.4s | 2.84 sym/s | Total: 24.7s | ETA: 20.5m
[2025-12-22T20:15:28.682121] [INFO ] [sig       ] [71/3560] Forecasting AEP...
[2025-12-22T20:15:28.682153] [INFO ] [sig       ] Generating forecast for: AEP
[2025-12-22T20:15:28.682186] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEP' from 'https://tdm.silogroup.org/data/derivative_storage/AEP.csv'.
[2025-12-22T20:15:28.694614] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEP'.
[2025-12-22T20:15:28.695057] [INFO ] [FORECASTER] Starting predict_future for AEP
[2025-12-22T20:15:28.696135] [DEBUG] [LOCAL     ] No optimal features file found for AEP: ./output/feature-sets/AEP.txt
[2025-12-22T20:15:28.696190] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:15:28.696222] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:15:28.696248] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:15:28.696306] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:15:28.755189] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:15:28.756098] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:15:28.756184] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:15:28.756261] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:15:28.875834] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:15:28.875993] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:15:28.876033] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:15:28.876061] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:15:28.879455] [DEBUG] [FORECASTER] AEP: Forecast T+1@11:T+2@11: DOWN (p=34.99%)
[2025-12-22T20:15:28.879777] [INFO ] [FORECASTER] Completed predict_future for AEP
[2025-12-22T20:15:28.879913] [INFO ] [sig       ] AEP: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:15:29.019619] [INFO ] [LOCAL     ] Saved forecast: AEP	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/AEP.txt
[2025-12-22T20:15:29.019791] [INFO ] [sig       ] [71/3560] Completed AEP in 0.3s | 2.84 sym/s | Total: 25.0s | ETA: 20.5m
[2025-12-22T20:15:29.019831] [INFO ] [sig       ] [72/3560] Forecasting AES...
[2025-12-22T20:15:29.019862] [INFO ] [sig       ] Generating forecast for: AES
[2025-12-22T20:15:29.019893] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AES' from 'https://tdm.silogroup.org/data/derivative_storage/AES.csv'.
[2025-12-22T20:15:29.040535] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AES'.
[2025-12-22T20:15:29.040969] [INFO ] [FORECASTER] Starting predict_future for AES
[2025-12-22T20:15:29.041921] [DEBUG] [LOCAL     ] No optimal features file found for AES: ./output/feature-sets/AES.txt
[2025-12-22T20:15:29.041978] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:15:29.042011] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:15:29.042038] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:15:29.042094] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:15:29.105679] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:15:29.106659] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:15:29.106773] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:15:29.106808] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:15:29.233189] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:15:29.233360] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:15:29.233405] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:15:29.233434] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:15:29.237079] [DEBUG] [FORECASTER] AES: Forecast T+1@11:T+2@11: UP (p=87.27%)
[2025-12-22T20:15:29.237390] [INFO ] [FORECASTER] Completed predict_future for AES
[2025-12-22T20:15:29.237538] [INFO ] [sig       ] AES: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:15:29.377027] [INFO ] [LOCAL     ] Saved forecast: AES	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/AES.txt
[2025-12-22T20:15:29.377177] [INFO ] [sig       ] [72/3560] Completed AES in 0.4s | 2.84 sym/s | Total: 25.3s | ETA: 20.5m
[2025-12-22T20:15:29.377217] [INFO ] [sig       ] [73/3560] Forecasting AESI...
[2025-12-22T20:15:29.377246] [INFO ] [sig       ] Generating forecast for: AESI
[2025-12-22T20:15:29.377278] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AESI' from 'https://tdm.silogroup.org/data/derivative_storage/AESI.csv'.
[2025-12-22T20:15:29.390736] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AESI'.
[2025-12-22T20:15:29.391283] [INFO ] [FORECASTER] Starting predict_future for AESI
[2025-12-22T20:15:29.392406] [DEBUG] [LOCAL     ] No optimal features file found for AESI: ./output/feature-sets/AESI.txt
[2025-12-22T20:15:29.392462] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:15:29.392495] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:15:29.392522] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:15:29.392601] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:15:29.454387] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:15:29.455163] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:15:29.455247] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:15:29.455290] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:15:29.575406] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:15:29.575588] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:15:29.575634] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:15:29.575663] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:15:29.579792] [DEBUG] [FORECASTER] AESI: Forecast T+1@11:T+2@11: DOWN (p=1.63%)
[2025-12-22T20:15:29.580293] [INFO ] [FORECASTER] Completed predict_future for AESI
[2025-12-22T20:15:29.580433] [INFO ] [sig       ] AESI: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:15:29.717495] [INFO ] [LOCAL     ] Saved forecast: AESI	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/AESI.txt
[2025-12-22T20:15:29.717650] [INFO ] [sig       ] [73/3560] Completed AESI in 0.3s | 2.84 sym/s | Total: 25.7s | ETA: 20.5m
[2025-12-22T20:15:29.717690] [INFO ] [sig       ] [74/3560] Forecasting AEVA...
[2025-12-22T20:15:29.717719] [INFO ] [sig       ] Generating forecast for: AEVA
[2025-12-22T20:15:29.717751] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEVA' from 'https://tdm.silogroup.org/data/derivative_storage/AEVA.csv'.
[2025-12-22T20:15:29.729537] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEVA'.
[2025-12-22T20:15:29.729922] [INFO ] [FORECASTER] Starting predict_future for AEVA
[2025-12-22T20:15:29.730739] [DEBUG] [LOCAL     ] No optimal features file found for AEVA: ./output/feature-sets/AEVA.txt
[2025-12-22T20:15:29.730795] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:15:29.730830] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:15:29.730858] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:15:29.730913] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:15:29.787621] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:15:29.788364] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:15:29.788447] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:15:29.788481] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:15:29.910181] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:15:29.910334] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:15:29.910373] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:15:29.910401] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:15:29.913926] [DEBUG] [FORECASTER] AEVA: Forecast T+1@11:T+2@11: DOWN (p=5.50%)
[2025-12-22T20:15:29.914217] [INFO ] [FORECASTER] Completed predict_future for AEVA
[2025-12-22T20:15:29.914351] [INFO ] [sig       ] AEVA: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:15:30.057231] [INFO ] [LOCAL     ] Saved forecast: AEVA	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/AEVA.txt
[2025-12-22T20:15:30.057431] [INFO ] [sig       ] [74/3560] Completed AEVA in 0.3s | 2.84 sym/s | Total: 26.0s | ETA: 20.4m
[2025-12-22T20:15:30.057477] [INFO ] [sig       ] [75/3560] Forecasting AEYE...
[2025-12-22T20:15:30.057506] [INFO ] [sig       ] Generating forecast for: AEYE
[2025-12-22T20:15:30.057536] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEYE' from 'https://tdm.silogroup.org/data/derivative_storage/AEYE.csv'.
[2025-12-22T20:15:30.069222] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEYE'.
[2025-12-22T20:15:30.069670] [INFO ] [FORECASTER] Starting predict_future for AEYE
[2025-12-22T20:15:30.070539] [DEBUG] [LOCAL     ] No optimal features file found for AEYE: ./output/feature-sets/AEYE.txt
[2025-12-22T20:15:30.070622] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:15:30.070660] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:15:30.070690] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:15:30.070749] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:15:30.130288] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:15:30.131274] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:15:30.131364] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:15:30.131398] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:15:30.251303] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:15:30.251487] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:15:30.251545] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:15:30.251611] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:15:30.256933] [DEBUG] [FORECASTER] AEYE: Forecast T+1@11:T+2@11: UP (p=75.64%)
[2025-12-22T20:15:30.257326] [INFO ] [FORECASTER] Completed predict_future for AEYE
[2025-12-22T20:15:30.257510] [INFO ] [sig       ] AEYE: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:15:30.443626] [INFO ] [LOCAL     ] Saved forecast: AEYE	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/AEYE.txt
[2025-12-22T20:15:30.443781] [INFO ] [sig       ] [75/3560] Completed AEYE in 0.4s | 2.84 sym/s | Total: 26.4s | ETA: 20.5m
[2025-12-22T20:15:30.443821] [INFO ] [sig       ] [76/3560] Forecasting AFB...
[2025-12-22T20:15:30.443852] [INFO ] [sig       ] Generating forecast for: AFB
[2025-12-22T20:15:30.443883] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFB' from 'https://tdm.silogroup.org/data/derivative_storage/AFB.csv'.
[2025-12-22T20:15:30.455001] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFB'.
[2025-12-22T20:15:30.455422] [INFO ] [FORECASTER] Starting predict_future for AFB
[2025-12-22T20:15:30.456290] [DEBUG] [LOCAL     ] No optimal features file found for AFB: ./output/feature-sets/AFB.txt
[2025-12-22T20:15:30.456345] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:15:30.456377] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:15:30.456404] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:15:30.456461] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:15:30.516712] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:15:30.517687] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:15:30.517770] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:15:30.517802] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:15:30.646913] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:15:30.647250] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:15:30.647289] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:15:30.647317] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:15:30.650928] [DEBUG] [FORECASTER] AFB: Forecast T+1@11:T+2@11: DOWN (p=26.47%)
[2025-12-22T20:15:30.651208] [INFO ] [FORECASTER] Completed predict_future for AFB
[2025-12-22T20:15:30.651338] [INFO ] [sig       ] AFB: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:15:30.795803] [INFO ] [LOCAL     ] Saved forecast: AFB	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/AFB.txt
[2025-12-22T20:15:30.795963] [INFO ] [sig       ] [76/3560] Completed AFB in 0.4s | 2.84 sym/s | Total: 26.8s | ETA: 20.5m
[2025-12-22T20:15:30.796008] [INFO ] [sig       ] [77/3560] Forecasting AFCG...
[2025-12-22T20:15:30.796038] [INFO ] [sig       ] Generating forecast for: AFCG
[2025-12-22T20:15:30.796070] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFCG' from 'https://tdm.silogroup.org/data/derivative_storage/AFCG.csv'.
[2025-12-22T20:15:30.808962] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFCG'.
[2025-12-22T20:15:30.809378] [INFO ] [FORECASTER] Starting predict_future for AFCG
[2025-12-22T20:15:30.810407] [DEBUG] [LOCAL     ] No optimal features file found for AFCG: ./output/feature-sets/AFCG.txt
[2025-12-22T20:15:30.810461] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:15:30.810509] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:15:30.810538] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:15:30.810616] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:15:30.872207] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:15:30.873452] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:15:30.873561] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:15:30.873624] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:15:31.003023] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:15:31.003173] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:15:31.003212] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:15:31.003241] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:15:31.006653] [DEBUG] [FORECASTER] AFCG: Forecast T+1@11:T+2@11: UP (p=54.23%)
[2025-12-22T20:15:31.006939] [INFO ] [FORECASTER] Completed predict_future for AFCG
[2025-12-22T20:15:31.007071] [INFO ] [sig       ] AFCG: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:15:31.144202] [INFO ] [LOCAL     ] Saved forecast: AFCG	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/AFCG.txt
[2025-12-22T20:15:31.144342] [INFO ] [sig       ] [77/3560] Completed AFCG in 0.3s | 2.84 sym/s | Total: 27.1s | ETA: 20.4m
[2025-12-22T20:15:31.144381] [INFO ] [sig       ] [78/3560] Forecasting AFG...
[2025-12-22T20:15:31.144411] [INFO ] [sig       ] Generating forecast for: AFG
[2025-12-22T20:15:31.144441] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFG' from 'https://tdm.silogroup.org/data/derivative_storage/AFG.csv'.
[2025-12-22T20:15:31.156240] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFG'.
[2025-12-22T20:15:31.156626] [INFO ] [FORECASTER] Starting predict_future for AFG
[2025-12-22T20:15:31.157469] [DEBUG] [LOCAL     ] No optimal features file found for AFG: ./output/feature-sets/AFG.txt
[2025-12-22T20:15:31.157523] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:15:31.157610] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:15:31.157649] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:15:31.157726] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:15:31.221024] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:15:31.221850] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:15:31.221940] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:15:31.221975] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:15:31.344771] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:15:31.344922] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:15:31.344962] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:15:31.344990] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:15:31.348347] [DEBUG] [FORECASTER] AFG: Forecast T+1@11:T+2@11: DOWN (p=11.16%)
[2025-12-22T20:15:31.348638] [INFO ] [FORECASTER] Completed predict_future for AFG
[2025-12-22T20:15:31.348770] [INFO ] [sig       ] AFG: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:15:31.484157] [INFO ] [LOCAL     ] Saved forecast: AFG	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/AFG.txt
[2025-12-22T20:15:31.484291] [INFO ] [sig       ] [78/3560] Completed AFG in 0.3s | 2.84 sym/s | Total: 27.5s | ETA: 20.4m
[2025-12-22T20:15:31.484331] [INFO ] [sig       ] [79/3560] Forecasting AFGC...
[2025-12-22T20:15:31.484360] [INFO ] [sig       ] Generating forecast for: AFGC
[2025-12-22T20:15:31.484391] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFGC' from 'https://tdm.silogroup.org/data/derivative_storage/AFGC.csv'.
[2025-12-22T20:15:31.495413] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFGC'.
[2025-12-22T20:15:31.495762] [INFO ] [FORECASTER] Starting predict_future for AFGC
[2025-12-22T20:15:31.496568] [DEBUG] [LOCAL     ] No optimal features file found for AFGC: ./output/feature-sets/AFGC.txt
[2025-12-22T20:15:31.496648] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:15:31.496681] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:15:31.496708] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:15:31.496767] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:15:31.553849] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:15:31.554542] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:15:31.554637] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:15:31.554671] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:15:31.662231] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:15:31.662381] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:15:31.662419] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:15:31.662447] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:15:31.665849] [DEBUG] [FORECASTER] AFGC: Forecast T+1@11:T+2@11: UP (p=69.45%)
[2025-12-22T20:15:31.666125] [INFO ] [FORECASTER] Completed predict_future for AFGC
[2025-12-22T20:15:31.666256] [INFO ] [sig       ] AFGC: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:15:31.803927] [INFO ] [LOCAL     ] Saved forecast: AFGC	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/AFGC.txt
[2025-12-22T20:15:31.804069] [INFO ] [sig       ] [79/3560] Completed AFGC in 0.3s | 2.84 sym/s | Total: 27.8s | ETA: 20.4m
[2025-12-22T20:15:31.804110] [INFO ] [sig       ] [80/3560] Forecasting AFL...
[2025-12-22T20:15:31.804140] [INFO ] [sig       ] Generating forecast for: AFL
[2025-12-22T20:15:31.804170] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFL' from 'https://tdm.silogroup.org/data/derivative_storage/AFL.csv'.
[2025-12-22T20:15:31.815880] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFL'.
[2025-12-22T20:15:31.816231] [INFO ] [FORECASTER] Starting predict_future for AFL
[2025-12-22T20:15:31.817067] [DEBUG] [LOCAL     ] No optimal features file found for AFL: ./output/feature-sets/AFL.txt
[2025-12-22T20:15:31.817122] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:15:31.817154] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:15:31.817181] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:15:31.817238] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:15:31.876666] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:15:31.877438] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:15:31.877518] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:15:31.877551] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:15:31.997260] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:15:31.997413] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:15:31.997453] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:15:31.997481] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:15:32.000951] [DEBUG] [FORECASTER] AFL: Forecast T+1@11:T+2@11: DOWN (p=39.16%)
[2025-12-22T20:15:32.001241] [INFO ] [FORECASTER] Completed predict_future for AFL
[2025-12-22T20:15:32.001377] [INFO ] [sig       ] AFL: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:15:32.138483] [INFO ] [LOCAL     ] Saved forecast: AFL	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/AFL.txt
[2025-12-22T20:15:32.138688] [INFO ] [sig       ] [80/3560] Completed AFL in 0.3s | 2.85 sym/s | Total: 28.1s | ETA: 20.4m
[2025-12-22T20:15:32.138754] [INFO ] [sig       ] [81/3560] Forecasting AFRI...
[2025-12-22T20:15:32.138789] [INFO ] [sig       ] Generating forecast for: AFRI
[2025-12-22T20:15:32.138819] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFRI' from 'https://tdm.silogroup.org/data/derivative_storage/AFRI.csv'.
[2025-12-22T20:15:32.148933] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFRI'.
[2025-12-22T20:15:32.149321] [INFO ] [FORECASTER] Starting predict_future for AFRI
[2025-12-22T20:15:32.150155] [DEBUG] [LOCAL     ] No optimal features file found for AFRI: ./output/feature-sets/AFRI.txt
[2025-12-22T20:15:32.150210] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:15:32.150244] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:15:32.150271] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:15:32.150329] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:15:32.210240] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:15:32.211163] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:15:32.211250] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:15:32.211284] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:15:32.311144] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:15:32.311295] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:15:32.311335] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:15:32.311417] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:15:32.316057] [DEBUG] [FORECASTER] AFRI: Forecast T+1@11:T+2@11: DOWN (p=9.57%)
[2025-12-22T20:15:32.316382] [INFO ] [FORECASTER] Completed predict_future for AFRI
[2025-12-22T20:15:32.316525] [INFO ] [sig       ] AFRI: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:15:32.457956] [INFO ] [LOCAL     ] Saved forecast: AFRI	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/AFRI.txt
[2025-12-22T20:15:32.458142] [INFO ] [sig       ] [81/3560] Completed AFRI in 0.3s | 2.85 sym/s | Total: 28.4s | ETA: 20.4m
[2025-12-22T20:15:32.458197] [INFO ] [sig       ] [82/3560] Forecasting AFRM...
[2025-12-22T20:15:32.458236] [INFO ] [sig       ] Generating forecast for: AFRM
[2025-12-22T20:15:32.458274] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFRM' from 'https://tdm.silogroup.org/data/derivative_storage/AFRM.csv'.
[2025-12-22T20:15:32.471790] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFRM'.
[2025-12-22T20:15:32.472167] [INFO ] [FORECASTER] Starting predict_future for AFRM
[2025-12-22T20:15:32.472978] [DEBUG] [LOCAL     ] No optimal features file found for AFRM: ./output/feature-sets/AFRM.txt
[2025-12-22T20:15:32.473035] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:15:32.473068] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:15:32.473096] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:15:32.473152] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:15:32.533476] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:15:32.534328] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:15:32.534416] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:15:32.534451] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:15:32.661213] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:15:32.661387] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:15:32.661439] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:15:32.661479] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:15:32.665029] [DEBUG] [FORECASTER] AFRM: Forecast T+1@11:T+2@11: DOWN (p=37.84%)
[2025-12-22T20:15:32.665314] [INFO ] [FORECASTER] Completed predict_future for AFRM
[2025-12-22T20:15:32.665479] [INFO ] [sig       ] AFRM: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:15:32.803428] [INFO ] [LOCAL     ] Saved forecast: AFRM	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/AFRM.txt
[2025-12-22T20:15:32.803560] [INFO ] [sig       ] [82/3560] Completed AFRM in 0.3s | 2.85 sym/s | Total: 28.8s | ETA: 20.3m
[2025-12-22T20:15:32.803620] [INFO ] [sig       ] [83/3560] Forecasting AFYA...
[2025-12-22T20:15:32.803651] [INFO ] [sig       ] Generating forecast for: AFYA
[2025-12-22T20:15:32.803680] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFYA' from 'https://tdm.silogroup.org/data/derivative_storage/AFYA.csv'.
[2025-12-22T20:15:32.818493] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFYA'.
[2025-12-22T20:15:32.819169] [INFO ] [FORECASTER] Starting predict_future for AFYA
[2025-12-22T20:15:32.820194] [DEBUG] [LOCAL     ] No optimal features file found for AFYA: ./output/feature-sets/AFYA.txt
[2025-12-22T20:15:32.820251] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:15:32.820286] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:15:32.820314] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:15:32.820374] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:15:32.899911] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:15:32.901211] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:15:32.901319] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:15:32.901355] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:15:33.032813] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:15:33.033060] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:15:33.033108] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:15:33.033140] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:15:33.037897] [DEBUG] [FORECASTER] AFYA: Forecast T+1@11:T+2@11: UP (p=98.58%)
[2025-12-22T20:15:33.038323] [INFO ] [FORECASTER] Completed predict_future for AFYA
[2025-12-22T20:15:33.038518] [INFO ] [sig       ] AFYA: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:15:33.188642] [INFO ] [LOCAL     ] Saved forecast: AFYA	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/AFYA.txt
[2025-12-22T20:15:33.188868] [INFO ] [sig       ] [83/3560] Completed AFYA in 0.4s | 2.85 sym/s | Total: 29.2s | ETA: 20.4m
[2025-12-22T20:15:33.188917] [INFO ] [sig       ] [84/3560] Forecasting AG...
[2025-12-22T20:15:33.188951] [INFO ] [sig       ] Generating forecast for: AG
[2025-12-22T20:15:33.188986] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AG' from 'https://tdm.silogroup.org/data/derivative_storage/AG.csv'.
[2025-12-22T20:15:33.206103] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AG'.
[2025-12-22T20:15:33.206744] [INFO ] [FORECASTER] Starting predict_future for AG
[2025-12-22T20:15:33.208257] [DEBUG] [LOCAL     ] No optimal features file found for AG: ./output/feature-sets/AG.txt
[2025-12-22T20:15:33.208325] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:15:33.208376] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:15:33.208415] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:15:33.208485] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:15:33.267104] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:15:33.267874] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:15:33.267959] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:15:33.267992] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:15:33.386990] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:15:33.387351] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:15:33.387392] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:15:33.387437] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:15:33.391088] [DEBUG] [FORECASTER] AG: Forecast T+1@11:T+2@11: UP (p=80.24%)
[2025-12-22T20:15:33.391362] [INFO ] [FORECASTER] Completed predict_future for AG
[2025-12-22T20:15:33.391494] [INFO ] [sig       ] AG: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:15:33.533830] [INFO ] [LOCAL     ] Saved forecast: AG	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/AG.txt
[2025-12-22T20:15:33.534008] [INFO ] [sig       ] [84/3560] Completed AG in 0.3s | 2.85 sym/s | Total: 29.5s | ETA: 20.3m
[2025-12-22T20:15:33.534050] [INFO ] [sig       ] [85/3560] Forecasting AGCO...
[2025-12-22T20:15:33.534080] [INFO ] [sig       ] Generating forecast for: AGCO
[2025-12-22T20:15:33.534109] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGCO' from 'https://tdm.silogroup.org/data/derivative_storage/AGCO.csv'.
[2025-12-22T20:15:33.545348] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGCO'.
[2025-12-22T20:15:33.545763] [INFO ] [FORECASTER] Starting predict_future for AGCO
[2025-12-22T20:15:33.546553] [DEBUG] [LOCAL     ] No optimal features file found for AGCO: ./output/feature-sets/AGCO.txt
[2025-12-22T20:15:33.546632] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:15:33.546666] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:15:33.546694] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:15:33.546751] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:15:33.606595] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:15:33.607720] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:15:33.607825] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:15:33.607860] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:15:33.734310] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:15:33.734471] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:15:33.734513] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:15:33.734543] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:15:33.738523] [DEBUG] [FORECASTER] AGCO: Forecast T+1@11:T+2@11: UP (p=73.61%)
[2025-12-22T20:15:33.738827] [INFO ] [FORECASTER] Completed predict_future for AGCO
[2025-12-22T20:15:33.738961] [INFO ] [sig       ] AGCO: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:15:33.878342] [INFO ] [LOCAL     ] Saved forecast: AGCO	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/AGCO.txt
[2025-12-22T20:15:33.878554] [INFO ] [sig       ] [85/3560] Completed AGCO in 0.3s | 2.85 sym/s | Total: 29.9s | ETA: 20.3m
[2025-12-22T20:15:33.878633] [INFO ] [sig       ] [86/3560] Forecasting AGD...
[2025-12-22T20:15:33.878680] [INFO ] [sig       ] Generating forecast for: AGD
[2025-12-22T20:15:33.878723] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGD' from 'https://tdm.silogroup.org/data/derivative_storage/AGD.csv'.
[2025-12-22T20:15:33.891841] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGD'.
[2025-12-22T20:15:33.892430] [INFO ] [FORECASTER] Starting predict_future for AGD
[2025-12-22T20:15:33.893452] [DEBUG] [LOCAL     ] No optimal features file found for AGD: ./output/feature-sets/AGD.txt
[2025-12-22T20:15:33.893506] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:15:33.893539] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:15:33.893566] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:15:33.893643] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:15:33.953536] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:15:33.954440] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:15:33.954528] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:15:33.954596] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:15:34.076122] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:15:34.076285] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:15:34.076325] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:15:34.076354] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:15:34.079940] [DEBUG] [FORECASTER] AGD: Forecast T+1@11:T+2@11: UP (p=78.14%)
[2025-12-22T20:15:34.080285] [INFO ] [FORECASTER] Completed predict_future for AGD
[2025-12-22T20:15:34.080439] [INFO ] [sig       ] AGD: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:15:34.231782] [INFO ] [LOCAL     ] Saved forecast: AGD	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/AGD.txt
[2025-12-22T20:15:34.231953] [INFO ] [sig       ] [86/3560] Completed AGD in 0.4s | 2.85 sym/s | Total: 30.2s | ETA: 20.3m
[2025-12-22T20:15:34.231995] [INFO ] [sig       ] [87/3560] Forecasting AGEN...
[2025-12-22T20:15:34.232027] [INFO ] [sig       ] Generating forecast for: AGEN
[2025-12-22T20:15:34.232057] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGEN' from 'https://tdm.silogroup.org/data/derivative_storage/AGEN.csv'.
[2025-12-22T20:15:34.245865] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGEN'.
[2025-12-22T20:15:34.246389] [INFO ] [FORECASTER] Starting predict_future for AGEN
[2025-12-22T20:15:34.247465] [DEBUG] [LOCAL     ] No optimal features file found for AGEN: ./output/feature-sets/AGEN.txt
[2025-12-22T20:15:34.247530] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:15:34.247593] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:15:34.247638] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:15:34.247721] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:15:34.327347] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:15:34.328567] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:15:34.328701] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:15:34.328763] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:15:34.466671] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:15:34.466855] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:15:34.466905] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:15:34.466941] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:15:34.471234] [DEBUG] [FORECASTER] AGEN: Forecast T+1@11:T+2@11: DOWN (p=42.65%)
[2025-12-22T20:15:34.471619] [INFO ] [FORECASTER] Completed predict_future for AGEN
[2025-12-22T20:15:34.471780] [INFO ] [sig       ] AGEN: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:15:34.618178] [INFO ] [LOCAL     ] Saved forecast: AGEN	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/AGEN.txt
[2025-12-22T20:15:34.618359] [INFO ] [sig       ] [87/3560] Completed AGEN in 0.4s | 2.84 sym/s | Total: 30.6s | ETA: 20.4m
[2025-12-22T20:15:34.618404] [INFO ] [sig       ] [88/3560] Forecasting AGI...
[2025-12-22T20:15:34.618435] [INFO ] [sig       ] Generating forecast for: AGI
[2025-12-22T20:15:34.618466] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGI' from 'https://tdm.silogroup.org/data/derivative_storage/AGI.csv'.
[2025-12-22T20:15:34.630679] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGI'.
[2025-12-22T20:15:34.631127] [INFO ] [FORECASTER] Starting predict_future for AGI
[2025-12-22T20:15:34.632014] [DEBUG] [LOCAL     ] No optimal features file found for AGI: ./output/feature-sets/AGI.txt
[2025-12-22T20:15:34.632070] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:15:34.632107] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:15:34.632192] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:15:34.632256] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:15:34.690446] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:15:34.691362] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:15:34.691509] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:15:34.691543] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:15:34.820666] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:15:34.820826] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:15:34.820869] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:15:34.820901] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:15:34.824483] [DEBUG] [FORECASTER] AGI: Forecast T+1@11:T+2@11: UP (p=71.32%)
[2025-12-22T20:15:34.824814] [INFO ] [FORECASTER] Completed predict_future for AGI
[2025-12-22T20:15:34.824971] [INFO ] [sig       ] AGI: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:15:34.980478] [INFO ] [LOCAL     ] Saved forecast: AGI	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/AGI.txt
[2025-12-22T20:15:34.980673] [INFO ] [sig       ] [88/3560] Completed AGI in 0.4s | 2.84 sym/s | Total: 31.0s | ETA: 20.4m
[2025-12-22T20:15:34.980718] [INFO ] [sig       ] [89/3560] Forecasting AGIO...
[2025-12-22T20:15:34.980751] [INFO ] [sig       ] Generating forecast for: AGIO
[2025-12-22T20:15:34.980783] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGIO' from 'https://tdm.silogroup.org/data/derivative_storage/AGIO.csv'.
[2025-12-22T20:15:34.994937] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGIO'.
[2025-12-22T20:15:34.995513] [INFO ] [FORECASTER] Starting predict_future for AGIO
[2025-12-22T20:15:34.996495] [DEBUG] [LOCAL     ] No optimal features file found for AGIO: ./output/feature-sets/AGIO.txt
[2025-12-22T20:15:34.996552] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:15:34.996607] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:15:34.996638] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:15:34.996698] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:15:35.059955] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:15:35.060901] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:15:35.060994] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:15:35.061029] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:15:35.194886] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:15:35.195043] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:15:35.195085] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:15:35.195114] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:15:35.198603] [DEBUG] [FORECASTER] AGIO: Forecast T+1@11:T+2@11: DOWN (p=23.36%)
[2025-12-22T20:15:35.198899] [INFO ] [FORECASTER] Completed predict_future for AGIO
[2025-12-22T20:15:35.199057] [INFO ] [sig       ] AGIO: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:15:35.343351] [INFO ] [LOCAL     ] Saved forecast: AGIO	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/AGIO.txt
[2025-12-22T20:15:35.343520] [INFO ] [sig       ] [89/3560] Completed AGIO in 0.4s | 2.84 sym/s | Total: 31.3s | ETA: 20.4m
[2025-12-22T20:15:35.343563] [INFO ] [sig       ] [90/3560] Forecasting AGM...
[2025-12-22T20:15:35.343619] [INFO ] [sig       ] Generating forecast for: AGM
[2025-12-22T20:15:35.343652] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGM' from 'https://tdm.silogroup.org/data/derivative_storage/AGM.csv'.
[2025-12-22T20:15:35.356665] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGM'.
[2025-12-22T20:15:35.357061] [INFO ] [FORECASTER] Starting predict_future for AGM
[2025-12-22T20:15:35.357907] [DEBUG] [LOCAL     ] No optimal features file found for AGM: ./output/feature-sets/AGM.txt
[2025-12-22T20:15:35.357962] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:15:35.357995] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:15:35.358023] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:15:35.358078] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:15:35.417311] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:15:35.418129] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:15:35.418211] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:15:35.418243] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:15:35.543946] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:15:35.544107] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:15:35.544346] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:15:35.544376] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:15:35.548411] [DEBUG] [FORECASTER] AGM: Forecast T+1@11:T+2@11: DOWN (p=43.71%)
[2025-12-22T20:15:35.548713] [INFO ] [FORECASTER] Completed predict_future for AGM
[2025-12-22T20:15:35.548872] [INFO ] [sig       ] AGM: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:15:35.692662] [INFO ] [LOCAL     ] Saved forecast: AGM	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/AGM.txt
[2025-12-22T20:15:35.692826] [INFO ] [sig       ] [90/3560] Completed AGM in 0.3s | 2.84 sym/s | Total: 31.7s | ETA: 20.3m
[2025-12-22T20:15:35.692869] [INFO ] [sig       ] [91/3560] Forecasting AGMH...
[2025-12-22T20:15:35.692898] [INFO ] [sig       ] Generating forecast for: AGMH
[2025-12-22T20:15:35.692928] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGMH' from 'https://tdm.silogroup.org/data/derivative_storage/AGMH.csv'.
[2025-12-22T20:15:35.704899] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGMH'.
[2025-12-22T20:15:35.705324] [INFO ] [FORECASTER] Starting predict_future for AGMH
[2025-12-22T20:15:35.706266] [DEBUG] [LOCAL     ] No optimal features file found for AGMH: ./output/feature-sets/AGMH.txt
[2025-12-22T20:15:35.706340] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:15:35.706387] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:15:35.706426] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:15:35.706509] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:15:35.764535] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:15:35.765444] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:15:35.765533] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:15:35.765567] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:15:35.878052] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:15:35.878211] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:15:35.878251] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:15:35.878281] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:15:35.881717] [DEBUG] [FORECASTER] AGMH: Forecast T+1@11:T+2@11: DOWN (p=32.83%)
[2025-12-22T20:15:35.882012] [INFO ] [FORECASTER] Completed predict_future for AGMH
[2025-12-22T20:15:35.882147] [INFO ] [sig       ] AGMH: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:15:36.021460] [INFO ] [LOCAL     ] Saved forecast: AGMH	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/AGMH.txt
[2025-12-22T20:15:36.021685] [INFO ] [sig       ] [91/3560] Completed AGMH in 0.3s | 2.84 sym/s | Total: 32.0s | ETA: 20.3m
[2025-12-22T20:15:36.021730] [INFO ] [sig       ] [92/3560] Forecasting AGNC...
[2025-12-22T20:15:36.021759] [INFO ] [sig       ] Generating forecast for: AGNC
[2025-12-22T20:15:36.021796] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGNC' from 'https://tdm.silogroup.org/data/derivative_storage/AGNC.csv'.
[2025-12-22T20:15:36.033260] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGNC'.
[2025-12-22T20:15:36.033621] [INFO ] [FORECASTER] Starting predict_future for AGNC
[2025-12-22T20:15:36.034392] [DEBUG] [LOCAL     ] No optimal features file found for AGNC: ./output/feature-sets/AGNC.txt
[2025-12-22T20:15:36.034444] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:15:36.034477] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:15:36.034504] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:15:36.034560] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:15:36.090793] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:15:36.091432] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:15:36.091510] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:15:36.091543] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:15:36.212988] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:15:36.213134] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:15:36.213172] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:15:36.213200] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:15:36.216604] [DEBUG] [FORECASTER] AGNC: Forecast T+1@11:T+2@11: DOWN (p=32.37%)
[2025-12-22T20:15:36.216882] [INFO ] [FORECASTER] Completed predict_future for AGNC
[2025-12-22T20:15:36.217011] [INFO ] [sig       ] AGNC: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:15:36.353793] [INFO ] [LOCAL     ] Saved forecast: AGNC	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/AGNC.txt
[2025-12-22T20:15:36.353957] [INFO ] [sig       ] [92/3560] Completed AGNC in 0.3s | 2.85 sym/s | Total: 32.3s | ETA: 20.3m
[2025-12-22T20:15:36.353998] [INFO ] [sig       ] [93/3560] Forecasting AGNCL...
[2025-12-22T20:15:36.354028] [INFO ] [sig       ] Generating forecast for: AGNCL
[2025-12-22T20:15:36.354059] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGNCL' from 'https://tdm.silogroup.org/data/derivative_storage/AGNCL.csv'.
[2025-12-22T20:15:36.364792] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGNCL'.
[2025-12-22T20:15:36.365159] [INFO ] [FORECASTER] Starting predict_future for AGNCL
[2025-12-22T20:15:36.365950] [DEBUG] [LOCAL     ] No optimal features file found for AGNCL: ./output/feature-sets/AGNCL.txt
[2025-12-22T20:15:36.366003] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:15:36.366034] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:15:36.366062] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:15:36.366118] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:15:36.422779] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:15:36.423454] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:15:36.423532] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:15:36.423565] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:15:36.528118] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:15:36.528271] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:15:36.528310] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:15:36.528339] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:15:36.531776] [DEBUG] [FORECASTER] AGNCL: Forecast T+1@11:T+2@11: UP (p=79.61%)
[2025-12-22T20:15:36.532058] [INFO ] [FORECASTER] Completed predict_future for AGNCL
[2025-12-22T20:15:36.532192] [INFO ] [sig       ] AGNCL: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:15:36.670129] [INFO ] [LOCAL     ] Saved forecast: AGNCL	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/AGNCL.txt
[2025-12-22T20:15:36.670302] [INFO ] [sig       ] [93/3560] Completed AGNCL in 0.3s | 2.85 sym/s | Total: 32.6s | ETA: 20.3m
[2025-12-22T20:15:36.670351] [INFO ] [sig       ] [94/3560] Forecasting AGNCM...
[2025-12-22T20:15:36.670381] [INFO ] [sig       ] Generating forecast for: AGNCM
[2025-12-22T20:15:36.670411] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGNCM' from 'https://tdm.silogroup.org/data/derivative_storage/AGNCM.csv'.
[2025-12-22T20:15:36.681859] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGNCM'.
[2025-12-22T20:15:36.682214] [INFO ] [FORECASTER] Starting predict_future for AGNCM
[2025-12-22T20:15:36.683027] [DEBUG] [LOCAL     ] No optimal features file found for AGNCM: ./output/feature-sets/AGNCM.txt
[2025-12-22T20:15:36.683079] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:15:36.683111] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:15:36.683138] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:15:36.683195] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:15:36.739945] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:15:36.740854] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:15:36.740935] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:15:36.740968] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:15:36.849844] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:15:36.850006] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:15:36.850045] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:15:36.850075] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:15:36.853523] [DEBUG] [FORECASTER] AGNCM: Forecast T+1@11:T+2@11: UP (p=72.96%)
[2025-12-22T20:15:36.853833] [INFO ] [FORECASTER] Completed predict_future for AGNCM
[2025-12-22T20:15:36.853972] [INFO ] [sig       ] AGNCM: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:15:36.990138] [INFO ] [LOCAL     ] Saved forecast: AGNCM	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/AGNCM.txt
[2025-12-22T20:15:36.990272] [INFO ] [sig       ] [94/3560] Completed AGNCM in 0.3s | 2.85 sym/s | Total: 33.0s | ETA: 20.3m
[2025-12-22T20:15:36.990311] [INFO ] [sig       ] [95/3560] Forecasting AGNCN...
[2025-12-22T20:15:36.990342] [INFO ] [sig       ] Generating forecast for: AGNCN
[2025-12-22T20:15:36.990373] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGNCN' from 'https://tdm.silogroup.org/data/derivative_storage/AGNCN.csv'.
[2025-12-22T20:15:37.001536] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGNCN'.
[2025-12-22T20:15:37.001979] [INFO ] [FORECASTER] Starting predict_future for AGNCN
[2025-12-22T20:15:37.002786] [DEBUG] [LOCAL     ] No optimal features file found for AGNCN: ./output/feature-sets/AGNCN.txt
[2025-12-22T20:15:37.002839] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:15:37.002899] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:15:37.002928] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:15:37.002985] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:15:37.063185] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:15:37.064109] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:15:37.064196] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:15:37.064229] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:15:37.183600] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:15:37.183748] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:15:37.183787] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:15:37.183830] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:15:37.187220] [DEBUG] [FORECASTER] AGNCN: Forecast T+1@11:T+2@11: UP (p=88.53%)
[2025-12-22T20:15:37.187493] [INFO ] [FORECASTER] Completed predict_future for AGNCN
[2025-12-22T20:15:37.187640] [INFO ] [sig       ] AGNCN: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:15:37.328518] [INFO ] [LOCAL     ] Saved forecast: AGNCN	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/AGNCN.txt
[2025-12-22T20:15:37.328668] [INFO ] [sig       ] [95/3560] Completed AGNCN in 0.3s | 2.85 sym/s | Total: 33.3s | ETA: 20.2m
[2025-12-22T20:15:37.328709] [INFO ] [sig       ] [96/3560] Forecasting AGNCO...
[2025-12-22T20:15:37.328738] [INFO ] [sig       ] Generating forecast for: AGNCO
[2025-12-22T20:15:37.328770] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGNCO' from 'https://tdm.silogroup.org/data/derivative_storage/AGNCO.csv'.
[2025-12-22T20:15:37.339832] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGNCO'.
[2025-12-22T20:15:37.340178] [INFO ] [FORECASTER] Starting predict_future for AGNCO
[2025-12-22T20:15:37.341001] [DEBUG] [LOCAL     ] No optimal features file found for AGNCO: ./output/feature-sets/AGNCO.txt
[2025-12-22T20:15:37.341059] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:15:37.341090] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:15:37.341116] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:15:37.341171] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:15:37.403643] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:15:37.404731] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:15:37.404815] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:15:37.404848] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:15:37.526414] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:15:37.526562] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:15:37.526623] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:15:37.526653] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:15:37.530103] [DEBUG] [FORECASTER] AGNCO: Forecast T+1@11:T+2@11: UP (p=59.77%)
[2025-12-22T20:15:37.530389] [INFO ] [FORECASTER] Completed predict_future for AGNCO
[2025-12-22T20:15:37.530521] [INFO ] [sig       ] AGNCO: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:15:37.669196] [INFO ] [LOCAL     ] Saved forecast: AGNCO	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/AGNCO.txt
[2025-12-22T20:15:37.669339] [INFO ] [sig       ] [96/3560] Completed AGNCO in 0.3s | 2.85 sym/s | Total: 33.6s | ETA: 20.2m
[2025-12-22T20:15:37.669379] [INFO ] [sig       ] [97/3560] Forecasting AGNCP...
[2025-12-22T20:15:37.669408] [INFO ] [sig       ] Generating forecast for: AGNCP
[2025-12-22T20:15:37.669438] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGNCP' from 'https://tdm.silogroup.org/data/derivative_storage/AGNCP.csv'.
[2025-12-22T20:15:37.680120] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGNCP'.
[2025-12-22T20:15:37.680449] [INFO ] [FORECASTER] Starting predict_future for AGNCP
[2025-12-22T20:15:37.681280] [DEBUG] [LOCAL     ] No optimal features file found for AGNCP: ./output/feature-sets/AGNCP.txt
[2025-12-22T20:15:37.681334] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:15:37.681367] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:15:37.681394] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:15:37.681450] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:15:37.738279] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:15:37.738970] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:15:37.739074] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:15:37.739129] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:15:37.862796] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:15:37.862934] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:15:37.862974] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:15:37.863003] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:15:37.866593] [DEBUG] [FORECASTER] AGNCP: Forecast T+1@11:T+2@11: UP (p=76.82%)
[2025-12-22T20:15:37.866870] [INFO ] [FORECASTER] Completed predict_future for AGNCP
[2025-12-22T20:15:37.867004] [INFO ] [sig       ] AGNCP: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:15:38.005082] [INFO ] [LOCAL     ] Saved forecast: AGNCP	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/AGNCP.txt
[2025-12-22T20:15:38.005227] [INFO ] [sig       ] [97/3560] Completed AGNCP in 0.3s | 2.85 sym/s | Total: 34.0s | ETA: 20.2m
[2025-12-22T20:15:38.005268] [INFO ] [sig       ] [98/3560] Forecasting AGO...
[2025-12-22T20:15:38.005298] [INFO ] [sig       ] Generating forecast for: AGO
[2025-12-22T20:15:38.005330] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGO' from 'https://tdm.silogroup.org/data/derivative_storage/AGO.csv'.
[2025-12-22T20:15:38.015778] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGO'.
[2025-12-22T20:15:38.016112] [INFO ] [FORECASTER] Starting predict_future for AGO
[2025-12-22T20:15:38.016911] [DEBUG] [LOCAL     ] No optimal features file found for AGO: ./output/feature-sets/AGO.txt
[2025-12-22T20:15:38.016964] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:15:38.016996] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:15:38.017022] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:15:38.017079] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:15:38.073955] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:15:38.074701] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:15:38.074783] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:15:38.074816] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:15:38.192769] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:15:38.192915] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:15:38.192955] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:15:38.193013] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:15:38.196383] [DEBUG] [FORECASTER] AGO: Forecast T+1@11:T+2@11: DOWN (p=41.14%)
[2025-12-22T20:15:38.196680] [INFO ] [FORECASTER] Completed predict_future for AGO
[2025-12-22T20:15:38.196814] [INFO ] [sig       ] AGO: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:15:38.338246] [INFO ] [LOCAL     ] Saved forecast: AGO	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/AGO.txt
[2025-12-22T20:15:38.338379] [INFO ] [sig       ] [98/3560] Completed AGO in 0.3s | 2.86 sym/s | Total: 34.3s | ETA: 20.2m
[2025-12-22T20:15:38.338417] [INFO ] [sig       ] [99/3560] Forecasting AGRO...
[2025-12-22T20:15:38.338448] [INFO ] [sig       ] Generating forecast for: AGRO
[2025-12-22T20:15:38.338478] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGRO' from 'https://tdm.silogroup.org/data/derivative_storage/AGRO.csv'.
[2025-12-22T20:15:38.349948] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGRO'.
[2025-12-22T20:15:38.350265] [INFO ] [FORECASTER] Starting predict_future for AGRO
[2025-12-22T20:15:38.351082] [DEBUG] [LOCAL     ] No optimal features file found for AGRO: ./output/feature-sets/AGRO.txt
[2025-12-22T20:15:38.351135] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:15:38.351167] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:15:38.351194] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:15:38.351262] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:15:38.410546] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:15:38.411542] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:15:38.411638] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:15:38.411671] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:15:38.532426] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:15:38.532587] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:15:38.532629] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:15:38.532656] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:15:38.536015] [DEBUG] [FORECASTER] AGRO: Forecast T+1@11:T+2@11: UP (p=92.18%)
[2025-12-22T20:15:38.536289] [INFO ] [FORECASTER] Completed predict_future for AGRO
[2025-12-22T20:15:38.536417] [INFO ] [sig       ] AGRO: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:15:38.673062] [INFO ] [LOCAL     ] Saved forecast: AGRO	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/AGRO.txt
[2025-12-22T20:15:38.673194] [INFO ] [sig       ] [99/3560] Completed AGRO in 0.3s | 2.86 sym/s | Total: 34.6s | ETA: 20.2m
[2025-12-22T20:15:38.673234] [INFO ] [sig       ] [100/3560] Forecasting AGX...
[2025-12-22T20:15:38.673264] [INFO ] [sig       ] Generating forecast for: AGX
[2025-12-22T20:15:38.673298] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGX' from 'https://tdm.silogroup.org/data/derivative_storage/AGX.csv'.
[2025-12-22T20:15:38.684118] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGX'.
[2025-12-22T20:15:38.684447] [INFO ] [FORECASTER] Starting predict_future for AGX
[2025-12-22T20:15:38.685237] [DEBUG] [LOCAL     ] No optimal features file found for AGX: ./output/feature-sets/AGX.txt
[2025-12-22T20:15:38.685290] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:15:38.685321] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:15:38.685349] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:15:38.685406] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:15:38.744383] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:15:38.745158] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:15:38.745243] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:15:38.745278] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:15:38.862491] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:15:38.862653] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:15:38.862701] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:15:38.862729] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:15:38.866116] [DEBUG] [FORECASTER] AGX: Forecast T+1@11:T+2@11: DOWN (p=9.66%)
[2025-12-22T20:15:38.866387] [INFO ] [FORECASTER] Completed predict_future for AGX
[2025-12-22T20:15:38.866516] [INFO ] [sig       ] AGX: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:15:39.006115] [INFO ] [LOCAL     ] Saved forecast: AGX	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/AGX.txt
[2025-12-22T20:15:39.006290] [INFO ] [sig       ] [100/3560] Completed AGX in 0.3s | 2.86 sym/s | Total: 35.0s | ETA: 20.2m
[2025-12-22T20:15:39.006331] [INFO ] [sig       ] [101/3560] Forecasting AGYS...
[2025-12-22T20:15:39.006361] [INFO ] [sig       ] Generating forecast for: AGYS
[2025-12-22T20:15:39.006392] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGYS' from 'https://tdm.silogroup.org/data/derivative_storage/AGYS.csv'.
[2025-12-22T20:15:39.018101] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGYS'.
[2025-12-22T20:15:39.018741] [INFO ] [FORECASTER] Starting predict_future for AGYS
[2025-12-22T20:15:39.019565] [DEBUG] [LOCAL     ] No optimal features file found for AGYS: ./output/feature-sets/AGYS.txt
[2025-12-22T20:15:39.019652] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:15:39.019686] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:15:39.019713] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:15:39.019770] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:15:39.078215] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:15:39.079133] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:15:39.079227] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:15:39.079260] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:15:39.201800] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:15:39.201955] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:15:39.201996] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:15:39.202024] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:15:39.205498] [DEBUG] [FORECASTER] AGYS: Forecast T+1@11:T+2@11: UP (p=90.36%)
[2025-12-22T20:15:39.205850] [INFO ] [FORECASTER] Completed predict_future for AGYS
[2025-12-22T20:15:39.205995] [INFO ] [sig       ] AGYS: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:15:39.346031] [INFO ] [LOCAL     ] Saved forecast: AGYS	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/AGYS.txt
[2025-12-22T20:15:39.346198] [INFO ] [sig       ] [101/3560] Completed AGYS in 0.3s | 2.86 sym/s | Total: 35.3s | ETA: 20.2m
[2025-12-22T20:15:39.346237] [INFO ] [sig       ] [102/3560] Forecasting AGZD...
[2025-12-22T20:15:39.346266] [INFO ] [sig       ] Generating forecast for: AGZD
[2025-12-22T20:15:39.346297] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGZD' from 'https://tdm.silogroup.org/data/derivative_storage/AGZD.csv'.
[2025-12-22T20:15:39.357815] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGZD'.
[2025-12-22T20:15:39.358195] [INFO ] [FORECASTER] Starting predict_future for AGZD
[2025-12-22T20:15:39.359216] [DEBUG] [LOCAL     ] No optimal features file found for AGZD: ./output/feature-sets/AGZD.txt
[2025-12-22T20:15:39.359270] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:15:39.359301] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:15:39.359327] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:15:39.359384] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:15:39.420132] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:15:39.421077] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:15:39.421163] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:15:39.421197] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:15:39.538698] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:15:39.538858] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:15:39.538898] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:15:39.538930] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:15:39.542541] [DEBUG] [FORECASTER] AGZD: Forecast T+1@11:T+2@11: UP (p=85.35%)
[2025-12-22T20:15:39.542850] [INFO ] [FORECASTER] Completed predict_future for AGZD
[2025-12-22T20:15:39.542987] [INFO ] [sig       ] AGZD: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:15:39.684710] [INFO ] [LOCAL     ] Saved forecast: AGZD	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/AGZD.txt
[2025-12-22T20:15:39.684864] [INFO ] [sig       ] [102/3560] Completed AGZD in 0.3s | 2.86 sym/s | Total: 35.7s | ETA: 20.1m
[2025-12-22T20:15:39.684907] [INFO ] [sig       ] [103/3560] Forecasting AHCO...
[2025-12-22T20:15:39.684938] [INFO ] [sig       ] Generating forecast for: AHCO
[2025-12-22T20:15:39.684968] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AHCO' from 'https://tdm.silogroup.org/data/derivative_storage/AHCO.csv'.
[2025-12-22T20:15:39.696492] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AHCO'.
[2025-12-22T20:15:39.696880] [INFO ] [FORECASTER] Starting predict_future for AHCO
[2025-12-22T20:15:39.697696] [DEBUG] [LOCAL     ] No optimal features file found for AHCO: ./output/feature-sets/AHCO.txt
[2025-12-22T20:15:39.697750] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:15:39.697784] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:15:39.697811] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:15:39.697868] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:15:39.758316] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:15:39.759186] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:15:39.759287] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:15:39.759322] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:15:39.881275] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:15:39.881430] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:15:39.881469] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:15:39.881499] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:15:39.884941] [DEBUG] [FORECASTER] AHCO: Forecast T+1@11:T+2@11: DOWN (p=13.36%)
[2025-12-22T20:15:39.885225] [INFO ] [FORECASTER] Completed predict_future for AHCO
[2025-12-22T20:15:39.885364] [INFO ] [sig       ] AHCO: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:15:40.020439] [INFO ] [LOCAL     ] Saved forecast: AHCO	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/AHCO.txt
[2025-12-22T20:15:40.020622] [INFO ] [sig       ] [103/3560] Completed AHCO in 0.3s | 2.86 sym/s | Total: 36.0s | ETA: 20.1m
[2025-12-22T20:15:40.020664] [INFO ] [sig       ] [104/3560] Forecasting AHH...
[2025-12-22T20:15:40.020695] [INFO ] [sig       ] Generating forecast for: AHH
[2025-12-22T20:15:40.020728] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AHH' from 'https://tdm.silogroup.org/data/derivative_storage/AHH.csv'.
[2025-12-22T20:15:40.032449] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AHH'.
[2025-12-22T20:15:40.032879] [INFO ] [FORECASTER] Starting predict_future for AHH
[2025-12-22T20:15:40.033729] [DEBUG] [LOCAL     ] No optimal features file found for AHH: ./output/feature-sets/AHH.txt
[2025-12-22T20:15:40.033784] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:15:40.033817] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:15:40.033845] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:15:40.033903] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:15:40.096096] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:15:40.097149] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:15:40.097242] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:15:40.097276] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:15:40.226402] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:15:40.226558] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:15:40.226620] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:15:40.226652] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:15:40.230831] [DEBUG] [FORECASTER] AHH: Forecast T+1@11:T+2@11: UP (p=93.17%)
[2025-12-22T20:15:40.231120] [INFO ] [FORECASTER] Completed predict_future for AHH
[2025-12-22T20:15:40.231263] [INFO ] [sig       ] AHH: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:15:40.372558] [INFO ] [LOCAL     ] Saved forecast: AHH	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/AHH.txt
[2025-12-22T20:15:40.372729] [INFO ] [sig       ] [104/3560] Completed AHH in 0.4s | 2.86 sym/s | Total: 36.3s | ETA: 20.1m
[2025-12-22T20:15:40.372770] [INFO ] [sig       ] [105/3560] Forecasting AI...
[2025-12-22T20:15:40.372799] [INFO ] [sig       ] Generating forecast for: AI
[2025-12-22T20:15:40.372829] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AI' from 'https://tdm.silogroup.org/data/derivative_storage/AI.csv'.
[2025-12-22T20:15:40.383872] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AI'.
[2025-12-22T20:15:40.384261] [INFO ] [FORECASTER] Starting predict_future for AI
[2025-12-22T20:15:40.385099] [DEBUG] [LOCAL     ] No optimal features file found for AI: ./output/feature-sets/AI.txt
[2025-12-22T20:15:40.385154] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:15:40.385187] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:15:40.385217] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:15:40.385276] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:15:40.445773] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:15:40.446535] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:15:40.446683] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:15:40.446733] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:15:40.573691] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:15:40.573847] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:15:40.573888] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:15:40.573921] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:15:40.577406] [DEBUG] [FORECASTER] AI: Forecast T+1@11:T+2@11: DOWN (p=20.73%)
[2025-12-22T20:15:40.577710] [INFO ] [FORECASTER] Completed predict_future for AI
[2025-12-22T20:15:40.577845] [INFO ] [sig       ] AI: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:15:40.734066] [INFO ] [LOCAL     ] Saved forecast: AI	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/AI.txt
[2025-12-22T20:15:40.734241] [INFO ] [sig       ] [105/3560] Completed AI in 0.4s | 2.86 sym/s | Total: 36.7s | ETA: 20.1m
[2025-12-22T20:15:40.734281] [INFO ] [sig       ] [106/3560] Forecasting AIA...
[2025-12-22T20:15:40.734312] [INFO ] [sig       ] Generating forecast for: AIA
[2025-12-22T20:15:40.734343] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIA' from 'https://tdm.silogroup.org/data/derivative_storage/AIA.csv'.
[2025-12-22T20:15:40.745246] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIA'.
[2025-12-22T20:15:40.745606] [INFO ] [FORECASTER] Starting predict_future for AIA
[2025-12-22T20:15:40.746388] [DEBUG] [LOCAL     ] No optimal features file found for AIA: ./output/feature-sets/AIA.txt
[2025-12-22T20:15:40.746440] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:15:40.746473] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:15:40.746500] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:15:40.746556] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:15:40.803871] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:15:40.804597] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:15:40.804676] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:15:40.804709] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:15:40.923135] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:15:40.923292] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:15:40.923333] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:15:40.923361] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:15:40.926829] [DEBUG] [FORECASTER] AIA: Forecast T+1@11:T+2@11: DOWN (p=11.82%)
[2025-12-22T20:15:40.927125] [INFO ] [FORECASTER] Completed predict_future for AIA
[2025-12-22T20:15:40.927256] [INFO ] [sig       ] AIA: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:15:41.065236] [INFO ] [LOCAL     ] Saved forecast: AIA	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/AIA.txt
[2025-12-22T20:15:41.065394] [INFO ] [sig       ] [106/3560] Completed AIA in 0.3s | 2.86 sym/s | Total: 37.0s | ETA: 20.1m
[2025-12-22T20:15:41.065436] [INFO ] [sig       ] [107/3560] Forecasting AIFF...
[2025-12-22T20:15:41.065465] [INFO ] [sig       ] Generating forecast for: AIFF
[2025-12-22T20:15:41.065494] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIFF' from 'https://tdm.silogroup.org/data/derivative_storage/AIFF.csv'.
[2025-12-22T20:15:41.076601] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIFF'.
[2025-12-22T20:15:41.076930] [INFO ] [FORECASTER] Starting predict_future for AIFF
[2025-12-22T20:15:41.077716] [DEBUG] [LOCAL     ] No optimal features file found for AIFF: ./output/feature-sets/AIFF.txt
[2025-12-22T20:15:41.077768] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:15:41.077800] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:15:41.077827] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:15:41.077887] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:15:41.137642] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:15:41.138568] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:15:41.138672] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:15:41.138706] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:15:41.275762] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:15:41.275930] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:15:41.275977] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:15:41.276008] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:15:41.279866] [DEBUG] [FORECASTER] AIFF: Forecast T+1@11:T+2@11: UP (p=96.70%)
[2025-12-22T20:15:41.280148] [INFO ] [FORECASTER] Completed predict_future for AIFF
[2025-12-22T20:15:41.280298] [INFO ] [sig       ] AIFF: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:15:41.428492] [INFO ] [LOCAL     ] Saved forecast: AIFF	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/AIFF.txt
[2025-12-22T20:15:41.428668] [INFO ] [sig       ] [107/3560] Completed AIFF in 0.4s | 2.86 sym/s | Total: 37.4s | ETA: 20.1m
[2025-12-22T20:15:41.428713] [INFO ] [sig       ] [108/3560] Forecasting AIG...
[2025-12-22T20:15:41.428742] [INFO ] [sig       ] Generating forecast for: AIG
[2025-12-22T20:15:41.428774] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIG' from 'https://tdm.silogroup.org/data/derivative_storage/AIG.csv'.
[2025-12-22T20:15:41.441057] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIG'.
[2025-12-22T20:15:41.441659] [INFO ] [FORECASTER] Starting predict_future for AIG
[2025-12-22T20:15:41.442460] [DEBUG] [LOCAL     ] No optimal features file found for AIG: ./output/feature-sets/AIG.txt
[2025-12-22T20:15:41.442512] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:15:41.442544] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:15:41.442598] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:15:41.442671] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:15:41.501170] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:15:41.501961] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:15:41.502043] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:15:41.502075] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:15:41.627679] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:15:41.627837] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:15:41.627893] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:15:41.627924] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:15:41.632129] [DEBUG] [FORECASTER] AIG: Forecast T+1@11:T+2@11: DOWN (p=16.98%)
[2025-12-22T20:15:41.632404] [INFO ] [FORECASTER] Completed predict_future for AIG
[2025-12-22T20:15:41.632536] [INFO ] [sig       ] AIG: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:15:41.775604] [INFO ] [LOCAL     ] Saved forecast: AIG	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/AIG.txt
[2025-12-22T20:15:41.775795] [INFO ] [sig       ] [108/3560] Completed AIG in 0.3s | 2.86 sym/s | Total: 37.7s | ETA: 20.1m
[2025-12-22T20:15:41.775835] [INFO ] [sig       ] [109/3560] Forecasting AIMD...
[2025-12-22T20:15:41.775865] [INFO ] [sig       ] Generating forecast for: AIMD
[2025-12-22T20:15:41.775898] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIMD' from 'https://tdm.silogroup.org/data/derivative_storage/AIMD.csv'.
[2025-12-22T20:15:41.786703] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIMD'.
[2025-12-22T20:15:41.787042] [INFO ] [FORECASTER] Starting predict_future for AIMD
[2025-12-22T20:15:41.788027] [DEBUG] [LOCAL     ] No optimal features file found for AIMD: ./output/feature-sets/AIMD.txt
[2025-12-22T20:15:41.788080] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:15:41.788113] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:15:41.788140] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:15:41.788195] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:15:41.845352] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:15:41.846073] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:15:41.846151] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:15:41.846182] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:15:41.961137] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:15:41.961298] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:15:41.961338] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:15:41.961367] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:15:41.965121] [DEBUG] [FORECASTER] AIMD: Forecast T+1@11:T+2@11: UP (p=61.26%)
[2025-12-22T20:15:41.965391] [INFO ] [FORECASTER] Completed predict_future for AIMD
[2025-12-22T20:15:41.965521] [INFO ] [sig       ] AIMD: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:15:42.102566] [INFO ] [LOCAL     ] Saved forecast: AIMD	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/AIMD.txt
[2025-12-22T20:15:42.102725] [INFO ] [sig       ] [109/3560] Completed AIMD in 0.3s | 2.86 sym/s | Total: 38.1s | ETA: 20.1m
[2025-12-22T20:15:42.102764] [INFO ] [sig       ] [110/3560] Forecasting AIO...
[2025-12-22T20:15:42.102794] [INFO ] [sig       ] Generating forecast for: AIO
[2025-12-22T20:15:42.102825] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIO' from 'https://tdm.silogroup.org/data/derivative_storage/AIO.csv'.
[2025-12-22T20:15:42.113519] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIO'.
[2025-12-22T20:15:42.113868] [INFO ] [FORECASTER] Starting predict_future for AIO
[2025-12-22T20:15:42.114652] [DEBUG] [LOCAL     ] No optimal features file found for AIO: ./output/feature-sets/AIO.txt
[2025-12-22T20:15:42.114704] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:15:42.114736] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:15:42.114763] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:15:42.114823] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:15:42.174008] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:15:42.174895] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:15:42.174978] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:15:42.175010] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:15:42.293120] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:15:42.293273] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:15:42.293313] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:15:42.293342] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:15:42.296741] [DEBUG] [FORECASTER] AIO: Forecast T+1@11:T+2@11: UP (p=62.32%)
[2025-12-22T20:15:42.297016] [INFO ] [FORECASTER] Completed predict_future for AIO
[2025-12-22T20:15:42.297150] [INFO ] [sig       ] AIO: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:15:42.432149] [INFO ] [LOCAL     ] Saved forecast: AIO	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/AIO.txt
[2025-12-22T20:15:42.432282] [INFO ] [sig       ] [110/3560] Completed AIO in 0.3s | 2.86 sym/s | Total: 38.4s | ETA: 20.1m
[2025-12-22T20:15:42.432320] [INFO ] [sig       ] [111/3560] Forecasting AIP...
[2025-12-22T20:15:42.432348] [INFO ] [sig       ] Generating forecast for: AIP
[2025-12-22T20:15:42.432379] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIP' from 'https://tdm.silogroup.org/data/derivative_storage/AIP.csv'.
[2025-12-22T20:15:42.448086] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIP'.
[2025-12-22T20:15:42.448631] [INFO ] [FORECASTER] Starting predict_future for AIP
[2025-12-22T20:15:42.449795] [DEBUG] [LOCAL     ] No optimal features file found for AIP: ./output/feature-sets/AIP.txt
[2025-12-22T20:15:42.449863] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:15:42.449914] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:15:42.449955] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:15:42.450046] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:15:42.529517] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:15:42.530514] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:15:42.530623] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:15:42.530659] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:15:42.656413] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:15:42.656615] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:15:42.656659] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:15:42.656689] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:15:42.660480] [DEBUG] [FORECASTER] AIP: Forecast T+1@11:T+2@11: UP (p=71.32%)
[2025-12-22T20:15:42.660787] [INFO ] [FORECASTER] Completed predict_future for AIP
[2025-12-22T20:15:42.660924] [INFO ] [sig       ] AIP: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:15:42.796999] [INFO ] [LOCAL     ] Saved forecast: AIP	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/AIP.txt
[2025-12-22T20:15:42.797159] [INFO ] [sig       ] [111/3560] Completed AIP in 0.4s | 2.86 sym/s | Total: 38.8s | ETA: 20.1m
[2025-12-22T20:15:42.797200] [INFO ] [sig       ] [112/3560] Forecasting AIPI...
[2025-12-22T20:15:42.797231] [INFO ] [sig       ] Generating forecast for: AIPI
[2025-12-22T20:15:42.797262] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIPI' from 'https://tdm.silogroup.org/data/derivative_storage/AIPI.csv'.
[2025-12-22T20:15:42.809070] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIPI'.
[2025-12-22T20:15:42.809457] [INFO ] [FORECASTER] Starting predict_future for AIPI
[2025-12-22T20:15:42.810441] [DEBUG] [LOCAL     ] No optimal features file found for AIPI: ./output/feature-sets/AIPI.txt
[2025-12-22T20:15:42.810494] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:15:42.810609] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:15:42.810641] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:15:42.810698] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:15:42.868735] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:15:42.869713] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:15:42.869801] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:15:42.869835] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:15:42.988736] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:15:42.988898] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:15:42.988939] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:15:42.988968] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:15:42.992388] [DEBUG] [FORECASTER] AIPI: Forecast T+1@11:T+2@11: DOWN (p=13.58%)
[2025-12-22T20:15:42.992686] [INFO ] [FORECASTER] Completed predict_future for AIPI
[2025-12-22T20:15:42.992819] [INFO ] [sig       ] AIPI: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:15:43.128169] [INFO ] [LOCAL     ] Saved forecast: AIPI	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/AIPI.txt
[2025-12-22T20:15:43.128334] [INFO ] [sig       ] [112/3560] Completed AIPI in 0.3s | 2.86 sym/s | Total: 39.1s | ETA: 20.1m
[2025-12-22T20:15:43.128376] [INFO ] [sig       ] [113/3560] Forecasting AIQ...
[2025-12-22T20:15:43.128406] [INFO ] [sig       ] Generating forecast for: AIQ
[2025-12-22T20:15:43.128438] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIQ' from 'https://tdm.silogroup.org/data/derivative_storage/AIQ.csv'.
[2025-12-22T20:15:43.139619] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIQ'.
[2025-12-22T20:15:43.140017] [INFO ] [FORECASTER] Starting predict_future for AIQ
[2025-12-22T20:15:43.140882] [DEBUG] [LOCAL     ] No optimal features file found for AIQ: ./output/feature-sets/AIQ.txt
[2025-12-22T20:15:43.140936] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:15:43.140968] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:15:43.140994] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:15:43.141050] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:15:43.206997] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:15:43.208030] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:15:43.208127] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:15:43.208161] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:15:43.340939] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:15:43.341095] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:15:43.341138] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:15:43.341170] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:15:43.345151] [DEBUG] [FORECASTER] AIQ: Forecast T+1@11:T+2@11: DOWN (p=29.49%)
[2025-12-22T20:15:43.345452] [INFO ] [FORECASTER] Completed predict_future for AIQ
[2025-12-22T20:15:43.345615] [INFO ] [sig       ] AIQ: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:15:43.498156] [INFO ] [LOCAL     ] Saved forecast: AIQ	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/AIQ.txt
[2025-12-22T20:15:43.498337] [INFO ] [sig       ] [113/3560] Completed AIQ in 0.4s | 2.86 sym/s | Total: 39.5s | ETA: 20.1m
[2025-12-22T20:15:43.498381] [INFO ] [sig       ] [114/3560] Forecasting AIRG...
[2025-12-22T20:15:43.498413] [INFO ] [sig       ] Generating forecast for: AIRG
[2025-12-22T20:15:43.498445] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIRG' from 'https://tdm.silogroup.org/data/derivative_storage/AIRG.csv'.
[2025-12-22T20:15:43.510415] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIRG'.
[2025-12-22T20:15:43.510846] [INFO ] [FORECASTER] Starting predict_future for AIRG
[2025-12-22T20:15:43.511799] [DEBUG] [LOCAL     ] No optimal features file found for AIRG: ./output/feature-sets/AIRG.txt
[2025-12-22T20:15:43.511865] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:15:43.511909] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:15:43.511945] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:15:43.512008] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:15:43.576395] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:15:43.577275] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:15:43.577402] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:15:43.577458] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:15:43.698031] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:15:43.698201] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:15:43.698248] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:15:43.698277] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:15:43.702326] [DEBUG] [FORECASTER] AIRG: Forecast T+1@11:T+2@11: DOWN (p=22.58%)
[2025-12-22T20:15:43.702658] [INFO ] [FORECASTER] Completed predict_future for AIRG
[2025-12-22T20:15:43.702803] [INFO ] [sig       ] AIRG: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:15:43.852989] [INFO ] [LOCAL     ] Saved forecast: AIRG	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/AIRG.txt
[2025-12-22T20:15:43.853145] [INFO ] [sig       ] [114/3560] Completed AIRG in 0.4s | 2.86 sym/s | Total: 39.8s | ETA: 20.1m
[2025-12-22T20:15:43.853199] [INFO ] [sig       ] [115/3560] Forecasting AIRJ...
[2025-12-22T20:15:43.853232] [INFO ] [sig       ] Generating forecast for: AIRJ
[2025-12-22T20:15:43.853456] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIRJ' from 'https://tdm.silogroup.org/data/derivative_storage/AIRJ.csv'.
[2025-12-22T20:15:43.864907] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIRJ'.
[2025-12-22T20:15:43.865324] [INFO ] [FORECASTER] Starting predict_future for AIRJ
[2025-12-22T20:15:43.866194] [DEBUG] [LOCAL     ] No optimal features file found for AIRJ: ./output/feature-sets/AIRJ.txt
[2025-12-22T20:15:43.866248] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:15:43.866281] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:15:43.866309] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:15:43.866367] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:15:43.930212] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:15:43.931073] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:15:43.931157] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:15:43.931190] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:15:44.060114] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:15:44.060273] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:15:44.060315] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:15:44.060588] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:15:44.064697] [DEBUG] [FORECASTER] AIRJ: Forecast T+1@11:T+2@11: DOWN (p=47.84%)
[2025-12-22T20:15:44.065073] [INFO ] [FORECASTER] Completed predict_future for AIRJ
[2025-12-22T20:15:44.065228] [INFO ] [sig       ] AIRJ: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:15:44.223161] [INFO ] [LOCAL     ] Saved forecast: AIRJ	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/AIRJ.txt
[2025-12-22T20:15:44.223329] [INFO ] [sig       ] [115/3560] Completed AIRJ in 0.4s | 2.86 sym/s | Total: 40.2s | ETA: 20.1m
[2025-12-22T20:15:44.223402] [INFO ] [sig       ] [116/3560] Forecasting AIRS...
[2025-12-22T20:15:44.223442] [INFO ] [sig       ] Generating forecast for: AIRS
[2025-12-22T20:15:44.223474] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIRS' from 'https://tdm.silogroup.org/data/derivative_storage/AIRS.csv'.
[2025-12-22T20:15:44.234809] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIRS'.
[2025-12-22T20:15:44.235225] [INFO ] [FORECASTER] Starting predict_future for AIRS
[2025-12-22T20:15:44.236329] [DEBUG] [LOCAL     ] No optimal features file found for AIRS: ./output/feature-sets/AIRS.txt
[2025-12-22T20:15:44.236570] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:15:44.236624] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:15:44.236653] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:15:44.236711] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:15:44.300981] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:15:44.302050] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:15:44.302139] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:15:44.302175] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:15:44.436513] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:15:44.436690] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:15:44.436732] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:15:44.436769] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:15:44.440666] [DEBUG] [FORECASTER] AIRS: Forecast T+1@11:T+2@11: DOWN (p=34.91%)
[2025-12-22T20:15:44.440967] [INFO ] [FORECASTER] Completed predict_future for AIRS
[2025-12-22T20:15:44.441110] [INFO ] [sig       ] AIRS: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:15:44.589319] [INFO ] [LOCAL     ] Saved forecast: AIRS	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/AIRS.txt
[2025-12-22T20:15:44.589487] [INFO ] [sig       ] [116/3560] Completed AIRS in 0.4s | 2.86 sym/s | Total: 40.6s | ETA: 20.1m
[2025-12-22T20:15:44.589530] [INFO ] [sig       ] [117/3560] Forecasting AISP...
[2025-12-22T20:15:44.589563] [INFO ] [sig       ] Generating forecast for: AISP
[2025-12-22T20:15:44.589616] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AISP' from 'https://tdm.silogroup.org/data/derivative_storage/AISP.csv'.
[2025-12-22T20:15:44.601410] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AISP'.
[2025-12-22T20:15:44.601848] [INFO ] [FORECASTER] Starting predict_future for AISP
[2025-12-22T20:15:44.602723] [DEBUG] [LOCAL     ] No optimal features file found for AISP: ./output/feature-sets/AISP.txt
[2025-12-22T20:15:44.602778] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:15:44.602812] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:15:44.602841] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:15:44.602901] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:15:44.664754] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:15:44.665688] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:15:44.665780] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:15:44.665814] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:15:44.799754] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:15:44.799910] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:15:44.799950] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:15:44.799980] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:15:44.803689] [DEBUG] [FORECASTER] AISP: Forecast T+1@11:T+2@11: UP (p=96.81%)
[2025-12-22T20:15:44.803974] [INFO ] [FORECASTER] Completed predict_future for AISP
[2025-12-22T20:15:44.804131] [INFO ] [sig       ] AISP: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:15:44.949242] [INFO ] [LOCAL     ] Saved forecast: AISP	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/AISP.txt
[2025-12-22T20:15:44.949405] [INFO ] [sig       ] [117/3560] Completed AISP in 0.4s | 2.86 sym/s | Total: 40.9s | ETA: 20.1m
[2025-12-22T20:15:44.949447] [INFO ] [sig       ] [118/3560] Forecasting AIZN...
[2025-12-22T20:15:44.949479] [INFO ] [sig       ] Generating forecast for: AIZN
[2025-12-22T20:15:44.949513] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIZN' from 'https://tdm.silogroup.org/data/derivative_storage/AIZN.csv'.
[2025-12-22T20:15:44.961066] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIZN'.
[2025-12-22T20:15:44.961435] [INFO ] [FORECASTER] Starting predict_future for AIZN
[2025-12-22T20:15:44.962281] [DEBUG] [LOCAL     ] No optimal features file found for AIZN: ./output/feature-sets/AIZN.txt
[2025-12-22T20:15:44.962338] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:15:44.962369] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:15:44.962396] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:15:44.962452] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:15:45.019550] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:15:45.020370] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:15:45.020454] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:15:45.020488] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:15:45.132053] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:15:45.132214] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:15:45.132255] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:15:45.132284] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:15:45.135828] [DEBUG] [FORECASTER] AIZN: Forecast T+1@11:T+2@11: UP (p=95.73%)
[2025-12-22T20:15:45.136116] [INFO ] [FORECASTER] Completed predict_future for AIZN
[2025-12-22T20:15:45.136251] [INFO ] [sig       ] AIZN: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:15:45.272722] [INFO ] [LOCAL     ] Saved forecast: AIZN	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/AIZN.txt
[2025-12-22T20:15:45.272882] [INFO ] [sig       ] [118/3560] Completed AIZN in 0.3s | 2.86 sym/s | Total: 41.2s | ETA: 20.1m
[2025-12-22T20:15:45.272924] [INFO ] [sig       ] [119/3560] Forecasting AJG...
[2025-12-22T20:15:45.272954] [INFO ] [sig       ] Generating forecast for: AJG
[2025-12-22T20:15:45.272983] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AJG' from 'https://tdm.silogroup.org/data/derivative_storage/AJG.csv'.
[2025-12-22T20:15:45.284042] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AJG'.
[2025-12-22T20:15:45.284418] [INFO ] [FORECASTER] Starting predict_future for AJG
[2025-12-22T20:15:45.285258] [DEBUG] [LOCAL     ] No optimal features file found for AJG: ./output/feature-sets/AJG.txt
[2025-12-22T20:15:45.285311] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:15:45.285343] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:15:45.285370] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:15:45.285426] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:15:45.342437] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:15:45.343356] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:15:45.343446] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:15:45.343480] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:15:45.473970] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:15:45.474147] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:15:45.474193] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:15:45.474240] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:15:45.477945] [DEBUG] [FORECASTER] AJG: Forecast T+1@11:T+2@11: UP (p=99.17%)
[2025-12-22T20:15:45.478318] [INFO ] [FORECASTER] Completed predict_future for AJG
[2025-12-22T20:15:45.478495] [INFO ] [sig       ] AJG: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:15:45.617249] [INFO ] [LOCAL     ] Saved forecast: AJG	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/AJG.txt
[2025-12-22T20:15:45.617411] [INFO ] [sig       ] [119/3560] Completed AJG in 0.3s | 2.86 sym/s | Total: 41.6s | ETA: 20.0m
[2025-12-22T20:15:45.617451] [INFO ] [sig       ] [120/3560] Forecasting AKAM...
[2025-12-22T20:15:45.617482] [INFO ] [sig       ] Generating forecast for: AKAM
[2025-12-22T20:15:45.617513] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AKAM' from 'https://tdm.silogroup.org/data/derivative_storage/AKAM.csv'.
[2025-12-22T20:15:45.629244] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AKAM'.
[2025-12-22T20:15:45.629690] [INFO ] [FORECASTER] Starting predict_future for AKAM
[2025-12-22T20:15:45.630506] [DEBUG] [LOCAL     ] No optimal features file found for AKAM: ./output/feature-sets/AKAM.txt
[2025-12-22T20:15:45.630561] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:15:45.630623] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:15:45.630652] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:15:45.630710] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:15:45.688721] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:15:45.689702] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:15:45.689795] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:15:45.689829] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:15:45.809878] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:15:45.810039] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:15:45.810081] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:15:45.810110] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:15:45.813693] [DEBUG] [FORECASTER] AKAM: Forecast T+1@11:T+2@11: UP (p=98.21%)
[2025-12-22T20:15:45.813997] [INFO ] [FORECASTER] Completed predict_future for AKAM
[2025-12-22T20:15:45.814137] [INFO ] [sig       ] AKAM: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:15:45.953322] [INFO ] [LOCAL     ] Saved forecast: AKAM	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/AKAM.txt
[2025-12-22T20:15:45.953483] [INFO ] [sig       ] [120/3560] Completed AKAM in 0.3s | 2.86 sym/s | Total: 41.9s | ETA: 20.0m
[2025-12-22T20:15:45.953524] [INFO ] [sig       ] [121/3560] Forecasting AKBA...
[2025-12-22T20:15:45.953554] [INFO ] [sig       ] Generating forecast for: AKBA
[2025-12-22T20:15:45.953606] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AKBA' from 'https://tdm.silogroup.org/data/derivative_storage/AKBA.csv'.
[2025-12-22T20:15:45.965049] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AKBA'.
[2025-12-22T20:15:45.965437] [INFO ] [FORECASTER] Starting predict_future for AKBA
[2025-12-22T20:15:45.966252] [DEBUG] [LOCAL     ] No optimal features file found for AKBA: ./output/feature-sets/AKBA.txt
[2025-12-22T20:15:45.966304] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:15:45.966337] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:15:45.966363] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:15:45.966420] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:15:46.025064] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:15:46.025996] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:15:46.026120] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:15:46.026163] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:15:46.151637] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:15:46.151795] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:15:46.151836] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:15:46.151866] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:15:46.155506] [DEBUG] [FORECASTER] AKBA: Forecast T+1@11:T+2@11: DOWN (p=41.06%)
[2025-12-22T20:15:46.155885] [INFO ] [FORECASTER] Completed predict_future for AKBA
[2025-12-22T20:15:46.156039] [INFO ] [sig       ] AKBA: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:15:46.297548] [INFO ] [LOCAL     ] Saved forecast: AKBA	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/AKBA.txt
[2025-12-22T20:15:46.297740] [INFO ] [sig       ] [121/3560] Completed AKBA in 0.3s | 2.86 sym/s | Total: 42.3s | ETA: 20.0m
[2025-12-22T20:15:46.297782] [INFO ] [sig       ] [122/3560] Forecasting AL...
[2025-12-22T20:15:46.297811] [INFO ] [sig       ] Generating forecast for: AL
[2025-12-22T20:15:46.297842] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AL' from 'https://tdm.silogroup.org/data/derivative_storage/AL.csv'.
[2025-12-22T20:15:46.308986] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AL'.
[2025-12-22T20:15:46.309424] [INFO ] [FORECASTER] Starting predict_future for AL
[2025-12-22T20:15:46.310249] [DEBUG] [LOCAL     ] No optimal features file found for AL: ./output/feature-sets/AL.txt
[2025-12-22T20:15:46.310304] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:15:46.310337] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:15:46.310366] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:15:46.310423] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:15:46.369198] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:15:46.370108] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:15:46.370229] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:15:46.370264] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:15:46.499658] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:15:46.499861] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:15:46.499913] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:15:46.499945] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:15:46.503704] [DEBUG] [FORECASTER] AL: Forecast T+1@11:T+2@11: DOWN (p=37.39%)
[2025-12-22T20:15:46.504153] [INFO ] [FORECASTER] Completed predict_future for AL
[2025-12-22T20:15:46.504365] [INFO ] [sig       ] AL: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:15:46.655545] [INFO ] [LOCAL     ] Saved forecast: AL	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/AL.txt
[2025-12-22T20:15:46.655725] [INFO ] [sig       ] [122/3560] Completed AL in 0.4s | 2.86 sym/s | Total: 42.6s | ETA: 20.0m
[2025-12-22T20:15:46.655764] [INFO ] [sig       ] [123/3560] Forecasting ALAB...
[2025-12-22T20:15:46.655797] [INFO ] [sig       ] Generating forecast for: ALAB
[2025-12-22T20:15:46.655827] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALAB' from 'https://tdm.silogroup.org/data/derivative_storage/ALAB.csv'.
[2025-12-22T20:15:46.668219] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALAB'.
[2025-12-22T20:15:46.668620] [INFO ] [FORECASTER] Starting predict_future for ALAB
[2025-12-22T20:15:46.669497] [DEBUG] [LOCAL     ] No optimal features file found for ALAB: ./output/feature-sets/ALAB.txt
[2025-12-22T20:15:46.669553] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:15:46.669613] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:15:46.669670] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:15:46.669734] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:15:46.731026] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:15:46.731893] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:15:46.731981] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:15:46.732017] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:15:46.871607] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:15:46.871760] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:15:46.871801] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:15:46.871829] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:15:46.875224] [DEBUG] [FORECASTER] ALAB: Forecast T+1@11:T+2@11: UP (p=78.74%)
[2025-12-22T20:15:46.875506] [INFO ] [FORECASTER] Completed predict_future for ALAB
[2025-12-22T20:15:46.875656] [INFO ] [sig       ] ALAB: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:15:47.014164] [INFO ] [LOCAL     ] Saved forecast: ALAB	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/ALAB.txt
[2025-12-22T20:15:47.014313] [INFO ] [sig       ] [123/3560] Completed ALAB in 0.4s | 2.86 sym/s | Total: 43.0s | ETA: 20.0m
[2025-12-22T20:15:47.014355] [INFO ] [sig       ] [124/3560] Forecasting ALB...
[2025-12-22T20:15:47.014385] [INFO ] [sig       ] Generating forecast for: ALB
[2025-12-22T20:15:47.014416] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALB' from 'https://tdm.silogroup.org/data/derivative_storage/ALB.csv'.
[2025-12-22T20:15:47.025374] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALB'.
[2025-12-22T20:15:47.025808] [INFO ] [FORECASTER] Starting predict_future for ALB
[2025-12-22T20:15:47.026645] [DEBUG] [LOCAL     ] No optimal features file found for ALB: ./output/feature-sets/ALB.txt
[2025-12-22T20:15:47.026700] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:15:47.026735] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:15:47.026765] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:15:47.026825] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:15:47.085275] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:15:47.086177] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:15:47.086261] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:15:47.086295] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:15:47.220722] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:15:47.220879] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:15:47.220920] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:15:47.220950] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:15:47.224475] [DEBUG] [FORECASTER] ALB: Forecast T+1@11:T+2@11: DOWN (p=31.80%)
[2025-12-22T20:15:47.224778] [INFO ] [FORECASTER] Completed predict_future for ALB
[2025-12-22T20:15:47.224915] [INFO ] [sig       ] ALB: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:15:47.363472] [INFO ] [LOCAL     ] Saved forecast: ALB	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/ALB.txt
[2025-12-22T20:15:47.363643] [INFO ] [sig       ] [124/3560] Completed ALB in 0.3s | 2.86 sym/s | Total: 43.3s | ETA: 20.0m
[2025-12-22T20:15:47.363685] [INFO ] [sig       ] [125/3560] Forecasting ALC...
[2025-12-22T20:15:47.363716] [INFO ] [sig       ] Generating forecast for: ALC
[2025-12-22T20:15:47.363745] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALC' from 'https://tdm.silogroup.org/data/derivative_storage/ALC.csv'.
[2025-12-22T20:15:47.375701] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALC'.
[2025-12-22T20:15:47.377170] [INFO ] [FORECASTER] Starting predict_future for ALC
[2025-12-22T20:15:47.380198] [DEBUG] [LOCAL     ] No optimal features file found for ALC: ./output/feature-sets/ALC.txt
[2025-12-22T20:15:47.380256] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:15:47.380290] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:15:47.380320] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:15:47.380383] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:15:47.448334] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:15:47.449288] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:15:47.449374] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:15:47.449407] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:15:47.572233] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:15:47.572384] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:15:47.572422] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:15:47.572451] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:15:47.575859] [DEBUG] [FORECASTER] ALC: Forecast T+1@11:T+2@11: DOWN (p=13.20%)
[2025-12-22T20:15:47.576172] [INFO ] [FORECASTER] Completed predict_future for ALC
[2025-12-22T20:15:47.576311] [INFO ] [sig       ] ALC: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:15:47.714856] [INFO ] [LOCAL     ] Saved forecast: ALC	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/ALC.txt
[2025-12-22T20:15:47.715052] [INFO ] [sig       ] [125/3560] Completed ALC in 0.4s | 2.86 sym/s | Total: 43.7s | ETA: 20.0m
[2025-12-22T20:15:47.715096] [INFO ] [sig       ] [126/3560] Forecasting ALCO...
[2025-12-22T20:15:47.715126] [INFO ] [sig       ] Generating forecast for: ALCO
[2025-12-22T20:15:47.715157] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALCO' from 'https://tdm.silogroup.org/data/derivative_storage/ALCO.csv'.
[2025-12-22T20:15:47.726084] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALCO'.
[2025-12-22T20:15:47.726494] [INFO ] [FORECASTER] Starting predict_future for ALCO
[2025-12-22T20:15:47.727303] [DEBUG] [LOCAL     ] No optimal features file found for ALCO: ./output/feature-sets/ALCO.txt
[2025-12-22T20:15:47.727356] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:15:47.727388] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:15:47.727414] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:15:47.727469] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:15:47.784693] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:15:47.785595] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:15:47.785677] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:15:47.785710] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:15:47.910171] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:15:47.910371] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:15:47.910422] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:15:47.910451] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:15:47.913905] [DEBUG] [FORECASTER] ALCO: Forecast T+1@11:T+2@11: UP (p=55.26%)
[2025-12-22T20:15:47.914192] [INFO ] [FORECASTER] Completed predict_future for ALCO
[2025-12-22T20:15:47.914330] [INFO ] [sig       ] ALCO: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:15:48.072936] [INFO ] [LOCAL     ] Saved forecast: ALCO	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/ALCO.txt
[2025-12-22T20:15:48.073119] [INFO ] [sig       ] [126/3560] Completed ALCO in 0.4s | 2.86 sym/s | Total: 44.0s | ETA: 20.0m
[2025-12-22T20:15:48.073164] [INFO ] [sig       ] [127/3560] Forecasting ALDX...
[2025-12-22T20:15:48.073195] [INFO ] [sig       ] Generating forecast for: ALDX
[2025-12-22T20:15:48.073250] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALDX' from 'https://tdm.silogroup.org/data/derivative_storage/ALDX.csv'.
[2025-12-22T20:15:48.085163] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALDX'.
[2025-12-22T20:15:48.085647] [INFO ] [FORECASTER] Starting predict_future for ALDX
[2025-12-22T20:15:48.086647] [DEBUG] [LOCAL     ] No optimal features file found for ALDX: ./output/feature-sets/ALDX.txt
[2025-12-22T20:15:48.086704] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:15:48.086738] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:15:48.086768] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:15:48.086826] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:15:48.148669] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:15:48.149829] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:15:48.149955] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:15:48.149991] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:15:48.280426] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:15:48.280611] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:15:48.280654] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:15:48.280684] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:15:48.284256] [DEBUG] [FORECASTER] ALDX: Forecast T+1@11:T+2@11: UP (p=63.58%)
[2025-12-22T20:15:48.284751] [INFO ] [FORECASTER] Completed predict_future for ALDX
[2025-12-22T20:15:48.284890] [INFO ] [sig       ] ALDX: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:15:48.423129] [INFO ] [LOCAL     ] Saved forecast: ALDX	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/ALDX.txt
[2025-12-22T20:15:48.423289] [INFO ] [sig       ] [127/3560] Completed ALDX in 0.4s | 2.86 sym/s | Total: 44.4s | ETA: 20.0m
[2025-12-22T20:15:48.423330] [INFO ] [sig       ] [128/3560] Forecasting ALEX...
[2025-12-22T20:15:48.423360] [INFO ] [sig       ] Generating forecast for: ALEX
[2025-12-22T20:15:48.423389] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALEX' from 'https://tdm.silogroup.org/data/derivative_storage/ALEX.csv'.
[2025-12-22T20:15:48.434863] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALEX'.
[2025-12-22T20:15:48.435238] [INFO ] [FORECASTER] Starting predict_future for ALEX
[2025-12-22T20:15:48.436027] [DEBUG] [LOCAL     ] No optimal features file found for ALEX: ./output/feature-sets/ALEX.txt
[2025-12-22T20:15:48.436080] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:15:48.436112] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:15:48.436139] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:15:48.436196] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:15:48.494498] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:15:48.495381] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:15:48.495466] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:15:48.495501] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:15:48.621099] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:15:48.621255] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:15:48.621297] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:15:48.621328] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:15:48.624853] [DEBUG] [FORECASTER] ALEX: Forecast T+1@11:T+2@11: DOWN (p=12.50%)
[2025-12-22T20:15:48.625138] [INFO ] [FORECASTER] Completed predict_future for ALEX
[2025-12-22T20:15:48.625272] [INFO ] [sig       ] ALEX: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:15:48.764763] [INFO ] [LOCAL     ] Saved forecast: ALEX	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/ALEX.txt
[2025-12-22T20:15:48.764931] [INFO ] [sig       ] [128/3560] Completed ALEX in 0.3s | 2.86 sym/s | Total: 44.7s | ETA: 20.0m
[2025-12-22T20:15:48.764976] [INFO ] [sig       ] [129/3560] Forecasting ALG...
[2025-12-22T20:15:48.765008] [INFO ] [sig       ] Generating forecast for: ALG
[2025-12-22T20:15:48.765040] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALG' from 'https://tdm.silogroup.org/data/derivative_storage/ALG.csv'.
[2025-12-22T20:15:48.777279] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALG'.
[2025-12-22T20:15:48.777725] [INFO ] [FORECASTER] Starting predict_future for ALG
[2025-12-22T20:15:48.778567] [DEBUG] [LOCAL     ] No optimal features file found for ALG: ./output/feature-sets/ALG.txt
[2025-12-22T20:15:48.778648] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:15:48.778717] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:15:48.778756] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:15:48.778838] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:15:48.837457] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:15:48.838375] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:15:48.838463] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:15:48.838498] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:15:48.959173] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:15:48.959333] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:15:48.959375] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:15:48.959403] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:15:48.962831] [DEBUG] [FORECASTER] ALG: Forecast T+1@11:T+2@11: UP (p=92.88%)
[2025-12-22T20:15:48.963127] [INFO ] [FORECASTER] Completed predict_future for ALG
[2025-12-22T20:15:48.963269] [INFO ] [sig       ] ALG: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:15:49.099928] [INFO ] [LOCAL     ] Saved forecast: ALG	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/ALG.txt
[2025-12-22T20:15:49.100077] [INFO ] [sig       ] [129/3560] Completed ALG in 0.3s | 2.86 sym/s | Total: 45.1s | ETA: 20.0m
[2025-12-22T20:15:49.100119] [INFO ] [sig       ] [130/3560] Forecasting ALGM...
[2025-12-22T20:15:49.100151] [INFO ] [sig       ] Generating forecast for: ALGM
[2025-12-22T20:15:49.100182] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALGM' from 'https://tdm.silogroup.org/data/derivative_storage/ALGM.csv'.
[2025-12-22T20:15:49.111171] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALGM'.
[2025-12-22T20:15:49.111759] [INFO ] [FORECASTER] Starting predict_future for ALGM
[2025-12-22T20:15:49.112527] [DEBUG] [LOCAL     ] No optimal features file found for ALGM: ./output/feature-sets/ALGM.txt
[2025-12-22T20:15:49.112599] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:15:49.112633] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:15:49.112660] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:15:49.112717] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:15:49.168679] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:15:49.169381] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:15:49.169464] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:15:49.169496] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:15:49.293037] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:15:49.293194] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:15:49.293236] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:15:49.293264] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:15:49.297074] [DEBUG] [FORECASTER] ALGM: Forecast T+1@11:T+2@11: DOWN (p=32.85%)
[2025-12-22T20:15:49.297375] [INFO ] [FORECASTER] Completed predict_future for ALGM
[2025-12-22T20:15:49.297516] [INFO ] [sig       ] ALGM: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:15:49.496205] [INFO ] [LOCAL     ] Saved forecast: ALGM	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/ALGM.txt
[2025-12-22T20:15:49.496351] [INFO ] [sig       ] [130/3560] Completed ALGM in 0.4s | 2.86 sym/s | Total: 45.5s | ETA: 20.0m
[2025-12-22T20:15:49.496390] [INFO ] [sig       ] [131/3560] Forecasting ALGN...
[2025-12-22T20:15:49.496421] [INFO ] [sig       ] Generating forecast for: ALGN
[2025-12-22T20:15:49.496451] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALGN' from 'https://tdm.silogroup.org/data/derivative_storage/ALGN.csv'.
[2025-12-22T20:15:49.507991] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALGN'.
[2025-12-22T20:15:49.508360] [INFO ] [FORECASTER] Starting predict_future for ALGN
[2025-12-22T20:15:49.509189] [DEBUG] [LOCAL     ] No optimal features file found for ALGN: ./output/feature-sets/ALGN.txt
[2025-12-22T20:15:49.509241] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:15:49.509273] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:15:49.509298] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:15:49.509354] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:15:49.569752] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:15:49.570691] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:15:49.570778] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:15:49.570812] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:15:49.698669] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:15:49.698913] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:15:49.698984] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:15:49.699025] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:15:49.704099] [DEBUG] [FORECASTER] ALGN: Forecast T+1@11:T+2@11: DOWN (p=5.27%)
[2025-12-22T20:15:49.704517] [INFO ] [FORECASTER] Completed predict_future for ALGN
[2025-12-22T20:15:49.704738] [INFO ] [sig       ] ALGN: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:15:49.856467] [INFO ] [LOCAL     ] Saved forecast: ALGN	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/ALGN.txt
[2025-12-22T20:15:49.856649] [INFO ] [sig       ] [131/3560] Completed ALGN in 0.4s | 2.86 sym/s | Total: 45.8s | ETA: 20.0m
[2025-12-22T20:15:49.856693] [INFO ] [sig       ] [132/3560] Forecasting ALGS...
[2025-12-22T20:15:49.856723] [INFO ] [sig       ] Generating forecast for: ALGS
[2025-12-22T20:15:49.856762] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALGS' from 'https://tdm.silogroup.org/data/derivative_storage/ALGS.csv'.
[2025-12-22T20:15:49.868614] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALGS'.
[2025-12-22T20:15:49.869014] [INFO ] [FORECASTER] Starting predict_future for ALGS
[2025-12-22T20:15:49.869865] [DEBUG] [LOCAL     ] No optimal features file found for ALGS: ./output/feature-sets/ALGS.txt
[2025-12-22T20:15:49.869921] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:15:49.869953] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:15:49.869980] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:15:49.870037] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:15:49.929460] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:15:49.930357] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:15:49.930467] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:15:49.930502] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:15:50.063368] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:15:50.063526] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:15:50.063565] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:15:50.063703] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:15:50.067095] [DEBUG] [FORECASTER] ALGS: Forecast T+1@11:T+2@11: UP (p=74.00%)
[2025-12-22T20:15:50.067368] [INFO ] [FORECASTER] Completed predict_future for ALGS
[2025-12-22T20:15:50.067497] [INFO ] [sig       ] ALGS: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:15:50.212936] [INFO ] [LOCAL     ] Saved forecast: ALGS	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/ALGS.txt
[2025-12-22T20:15:50.213091] [INFO ] [sig       ] [132/3560] Completed ALGS in 0.4s | 2.86 sym/s | Total: 46.2s | ETA: 20.0m
[2025-12-22T20:15:50.213134] [INFO ] [sig       ] [133/3560] Forecasting ALHC...
[2025-12-22T20:15:50.213167] [INFO ] [sig       ] Generating forecast for: ALHC
[2025-12-22T20:15:50.213200] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALHC' from 'https://tdm.silogroup.org/data/derivative_storage/ALHC.csv'.
[2025-12-22T20:15:50.225386] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALHC'.
[2025-12-22T20:15:50.225828] [INFO ] [FORECASTER] Starting predict_future for ALHC
[2025-12-22T20:15:50.226665] [DEBUG] [LOCAL     ] No optimal features file found for ALHC: ./output/feature-sets/ALHC.txt
[2025-12-22T20:15:50.226722] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:15:50.226755] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:15:50.226783] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:15:50.226840] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:15:50.288743] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:15:50.289859] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:15:50.289947] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:15:50.289982] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:15:50.414611] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:15:50.414794] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:15:50.414845] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:15:50.414888] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:15:50.419362] [DEBUG] [FORECASTER] ALHC: Forecast T+1@11:T+2@11: UP (p=72.94%)
[2025-12-22T20:15:50.419959] [INFO ] [FORECASTER] Completed predict_future for ALHC
[2025-12-22T20:15:50.420112] [INFO ] [sig       ] ALHC: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:15:50.574414] [INFO ] [LOCAL     ] Saved forecast: ALHC	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/ALHC.txt
[2025-12-22T20:15:50.574784] [INFO ] [sig       ] [133/3560] Completed ALHC in 0.4s | 2.86 sym/s | Total: 46.5s | ETA: 20.0m
[2025-12-22T20:15:50.574828] [INFO ] [sig       ] [134/3560] Forecasting ALK...
[2025-12-22T20:15:50.574857] [INFO ] [sig       ] Generating forecast for: ALK
[2025-12-22T20:15:50.574887] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALK' from 'https://tdm.silogroup.org/data/derivative_storage/ALK.csv'.
[2025-12-22T20:15:50.586682] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALK'.
[2025-12-22T20:15:50.587049] [INFO ] [FORECASTER] Starting predict_future for ALK
[2025-12-22T20:15:50.587882] [DEBUG] [LOCAL     ] No optimal features file found for ALK: ./output/feature-sets/ALK.txt
[2025-12-22T20:15:50.587935] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:15:50.587967] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:15:50.587994] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:15:50.588051] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:15:50.647704] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:15:50.648619] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:15:50.648706] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:15:50.648738] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:15:50.779047] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:15:50.779196] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:15:50.779235] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:15:50.779265] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:15:50.782960] [DEBUG] [FORECASTER] ALK: Forecast T+1@11:T+2@11: DOWN (p=1.09%)
[2025-12-22T20:15:50.783229] [INFO ] [FORECASTER] Completed predict_future for ALK
[2025-12-22T20:15:50.783358] [INFO ] [sig       ] ALK: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:15:50.922749] [INFO ] [LOCAL     ] Saved forecast: ALK	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/ALK.txt
[2025-12-22T20:15:50.922901] [INFO ] [sig       ] [134/3560] Completed ALK in 0.3s | 2.86 sym/s | Total: 46.9s | ETA: 20.0m
[2025-12-22T20:15:50.922940] [INFO ] [sig       ] [135/3560] Forecasting ALKS...
[2025-12-22T20:15:50.922972] [INFO ] [sig       ] Generating forecast for: ALKS
[2025-12-22T20:15:50.923189] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALKS' from 'https://tdm.silogroup.org/data/derivative_storage/ALKS.csv'.
[2025-12-22T20:15:50.935045] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALKS'.
[2025-12-22T20:15:50.935383] [INFO ] [FORECASTER] Starting predict_future for ALKS
[2025-12-22T20:15:50.936392] [DEBUG] [LOCAL     ] No optimal features file found for ALKS: ./output/feature-sets/ALKS.txt
[2025-12-22T20:15:50.936445] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:15:50.936478] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:15:50.936504] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:15:50.936773] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:15:50.995962] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:15:50.996750] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:15:50.996832] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:15:50.996866] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:15:51.117986] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:15:51.118139] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:15:51.118180] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:15:51.118211] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:15:51.121683] [DEBUG] [FORECASTER] ALKS: Forecast T+1@11:T+2@11: UP (p=59.87%)
[2025-12-22T20:15:51.121963] [INFO ] [FORECASTER] Completed predict_future for ALKS
[2025-12-22T20:15:51.122095] [INFO ] [sig       ] ALKS: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:15:51.265886] [INFO ] [LOCAL     ] Saved forecast: ALKS	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/ALKS.txt
[2025-12-22T20:15:51.266043] [INFO ] [sig       ] [135/3560] Completed ALKS in 0.3s | 2.86 sym/s | Total: 47.2s | ETA: 20.0m
[2025-12-22T20:15:51.266084] [INFO ] [sig       ] [136/3560] Forecasting ALL...
[2025-12-22T20:15:51.266113] [INFO ] [sig       ] Generating forecast for: ALL
[2025-12-22T20:15:51.266143] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALL' from 'https://tdm.silogroup.org/data/derivative_storage/ALL.csv'.
[2025-12-22T20:15:51.277280] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALL'.
[2025-12-22T20:15:51.277642] [INFO ] [FORECASTER] Starting predict_future for ALL
[2025-12-22T20:15:51.278414] [DEBUG] [LOCAL     ] No optimal features file found for ALL: ./output/feature-sets/ALL.txt
[2025-12-22T20:15:51.278479] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:15:51.278512] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:15:51.278540] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:15:51.278613] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:15:51.335751] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:15:51.336427] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:15:51.336511] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:15:51.336544] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:15:51.454310] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:15:51.454459] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:15:51.454498] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:15:51.454527] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:15:51.458033] [DEBUG] [FORECASTER] ALL: Forecast T+1@11:T+2@11: UP (p=95.89%)
[2025-12-22T20:15:51.458317] [INFO ] [FORECASTER] Completed predict_future for ALL
[2025-12-22T20:15:51.458451] [INFO ] [sig       ] ALL: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:15:51.595062] [INFO ] [LOCAL     ] Saved forecast: ALL	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/ALL.txt
[2025-12-22T20:15:51.595201] [INFO ] [sig       ] [136/3560] Completed ALL in 0.3s | 2.86 sym/s | Total: 47.6s | ETA: 20.0m
[2025-12-22T20:15:51.595243] [INFO ] [sig       ] [137/3560] Forecasting ALLE...
[2025-12-22T20:15:51.595277] [INFO ] [sig       ] Generating forecast for: ALLE
[2025-12-22T20:15:51.595307] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALLE' from 'https://tdm.silogroup.org/data/derivative_storage/ALLE.csv'.
[2025-12-22T20:15:51.607697] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALLE'.
[2025-12-22T20:15:51.608041] [INFO ] [FORECASTER] Starting predict_future for ALLE
[2025-12-22T20:15:51.608826] [DEBUG] [LOCAL     ] No optimal features file found for ALLE: ./output/feature-sets/ALLE.txt
[2025-12-22T20:15:51.608879] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:15:51.608911] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:15:51.608937] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:15:51.608993] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:15:51.667327] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:15:51.668080] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:15:51.668159] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:15:51.668191] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:15:51.785117] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:15:51.785266] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:15:51.785304] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:15:51.785331] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:15:51.788699] [DEBUG] [FORECASTER] ALLE: Forecast T+1@11:T+2@11: DOWN (p=3.92%)
[2025-12-22T20:15:51.788974] [INFO ] [FORECASTER] Completed predict_future for ALLE
[2025-12-22T20:15:51.789122] [INFO ] [sig       ] ALLE: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:15:51.924916] [INFO ] [LOCAL     ] Saved forecast: ALLE	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/ALLE.txt
[2025-12-22T20:15:51.925069] [INFO ] [sig       ] [137/3560] Completed ALLE in 0.3s | 2.86 sym/s | Total: 47.9s | ETA: 19.9m
[2025-12-22T20:15:51.925111] [INFO ] [sig       ] [138/3560] Forecasting ALLO...
[2025-12-22T20:15:51.925140] [INFO ] [sig       ] Generating forecast for: ALLO
[2025-12-22T20:15:51.925171] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALLO' from 'https://tdm.silogroup.org/data/derivative_storage/ALLO.csv'.
[2025-12-22T20:15:51.936167] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALLO'.
[2025-12-22T20:15:51.936607] [INFO ] [FORECASTER] Starting predict_future for ALLO
[2025-12-22T20:15:51.937458] [DEBUG] [LOCAL     ] No optimal features file found for ALLO: ./output/feature-sets/ALLO.txt
[2025-12-22T20:15:51.937514] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:15:51.937546] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:15:51.937594] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:15:51.937662] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:15:51.998066] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:15:51.998954] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:15:51.999058] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:15:51.999093] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:15:52.123221] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:15:52.123374] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:15:52.123414] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:15:52.123442] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:15:52.126952] [DEBUG] [FORECASTER] ALLO: Forecast T+1@11:T+2@11: UP (p=52.30%)
[2025-12-22T20:15:52.127252] [INFO ] [FORECASTER] Completed predict_future for ALLO
[2025-12-22T20:15:52.127388] [INFO ] [sig       ] ALLO: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:15:52.266736] [INFO ] [LOCAL     ] Saved forecast: ALLO	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/ALLO.txt
[2025-12-22T20:15:52.266895] [INFO ] [sig       ] [138/3560] Completed ALLO in 0.3s | 2.86 sym/s | Total: 48.2s | ETA: 19.9m
[2025-12-22T20:15:52.266938] [INFO ] [sig       ] [139/3560] Forecasting ALLY...
[2025-12-22T20:15:52.266968] [INFO ] [sig       ] Generating forecast for: ALLY
[2025-12-22T20:15:52.266999] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALLY' from 'https://tdm.silogroup.org/data/derivative_storage/ALLY.csv'.
[2025-12-22T20:15:52.278266] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALLY'.
[2025-12-22T20:15:52.278685] [INFO ] [FORECASTER] Starting predict_future for ALLY
[2025-12-22T20:15:52.279537] [DEBUG] [LOCAL     ] No optimal features file found for ALLY: ./output/feature-sets/ALLY.txt
[2025-12-22T20:15:52.279614] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:15:52.279652] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:15:52.279680] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:15:52.279737] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:15:52.337844] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:15:52.338692] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:15:52.338811] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:15:52.338845] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:15:52.465743] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:15:52.465900] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:15:52.465940] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:15:52.465969] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:15:52.469462] [DEBUG] [FORECASTER] ALLY: Forecast T+1@11:T+2@11: UP (p=50.98%)
[2025-12-22T20:15:52.469785] [INFO ] [FORECASTER] Completed predict_future for ALLY
[2025-12-22T20:15:52.469923] [INFO ] [sig       ] ALLY: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:15:52.607724] [INFO ] [LOCAL     ] Saved forecast: ALLY	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/ALLY.txt
[2025-12-22T20:15:52.607907] [INFO ] [sig       ] [139/3560] Completed ALLY in 0.3s | 2.86 sym/s | Total: 48.6s | ETA: 19.9m
[2025-12-22T20:15:52.607976] [INFO ] [sig       ] [140/3560] Forecasting ALMS...
[2025-12-22T20:15:52.608013] [INFO ] [sig       ] Generating forecast for: ALMS
[2025-12-22T20:15:52.608045] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALMS' from 'https://tdm.silogroup.org/data/derivative_storage/ALMS.csv'.
[2025-12-22T20:15:52.619142] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALMS'.
[2025-12-22T20:15:52.619542] [INFO ] [FORECASTER] Starting predict_future for ALMS
[2025-12-22T20:15:52.620371] [DEBUG] [LOCAL     ] No optimal features file found for ALMS: ./output/feature-sets/ALMS.txt
[2025-12-22T20:15:52.620426] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:15:52.620458] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:15:52.620485] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:15:52.620543] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:15:52.688629] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:15:52.689511] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:15:52.689612] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:15:52.689869] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:15:52.818703] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:15:52.818874] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:15:52.818922] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:15:52.818951] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:15:52.822836] [DEBUG] [FORECASTER] ALMS: Forecast T+1@11:T+2@11: DOWN (p=47.48%)
[2025-12-22T20:15:52.823126] [INFO ] [FORECASTER] Completed predict_future for ALMS
[2025-12-22T20:15:52.823258] [INFO ] [sig       ] ALMS: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:15:52.967747] [INFO ] [LOCAL     ] Saved forecast: ALMS	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/ALMS.txt
[2025-12-22T20:15:52.967894] [INFO ] [sig       ] [140/3560] Completed ALMS in 0.4s | 2.86 sym/s | Total: 48.9s | ETA: 19.9m
[2025-12-22T20:15:52.967935] [INFO ] [sig       ] [141/3560] Forecasting ALNY...
[2025-12-22T20:15:52.967965] [INFO ] [sig       ] Generating forecast for: ALNY
[2025-12-22T20:15:52.967995] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALNY' from 'https://tdm.silogroup.org/data/derivative_storage/ALNY.csv'.
[2025-12-22T20:15:52.979168] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALNY'.
[2025-12-22T20:15:52.979508] [INFO ] [FORECASTER] Starting predict_future for ALNY
[2025-12-22T20:15:52.980326] [DEBUG] [LOCAL     ] No optimal features file found for ALNY: ./output/feature-sets/ALNY.txt
[2025-12-22T20:15:52.980379] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:15:52.980413] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:15:52.980441] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:15:52.980498] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:15:53.037116] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:15:53.037838] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:15:53.037917] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:15:53.037949] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:15:53.161702] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:15:53.161858] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:15:53.161898] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:15:53.161927] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:15:53.165543] [DEBUG] [FORECASTER] ALNY: Forecast T+1@11:T+2@11: UP (p=92.58%)
[2025-12-22T20:15:53.165867] [INFO ] [FORECASTER] Completed predict_future for ALNY
[2025-12-22T20:15:53.166004] [INFO ] [sig       ] ALNY: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:15:53.305919] [INFO ] [LOCAL     ] Saved forecast: ALNY	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/ALNY.txt
[2025-12-22T20:15:53.306088] [INFO ] [sig       ] [141/3560] Completed ALNY in 0.3s | 2.86 sym/s | Total: 49.3s | ETA: 19.9m
[2025-12-22T20:15:53.306132] [INFO ] [sig       ] [142/3560] Forecasting ALRM...
[2025-12-22T20:15:53.306163] [INFO ] [sig       ] Generating forecast for: ALRM
[2025-12-22T20:15:53.306193] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALRM' from 'https://tdm.silogroup.org/data/derivative_storage/ALRM.csv'.
[2025-12-22T20:15:53.318341] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALRM'.
[2025-12-22T20:15:53.318952] [INFO ] [FORECASTER] Starting predict_future for ALRM
[2025-12-22T20:15:53.319997] [DEBUG] [LOCAL     ] No optimal features file found for ALRM: ./output/feature-sets/ALRM.txt
[2025-12-22T20:15:53.320054] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:15:53.320088] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:15:53.320116] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:15:53.320172] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:15:53.379390] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:15:53.380292] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:15:53.380377] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:15:53.380414] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:15:53.509994] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:15:53.510151] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:15:53.510191] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:15:53.510222] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:15:53.513702] [DEBUG] [FORECASTER] ALRM: Forecast T+1@11:T+2@11: DOWN (p=23.83%)
[2025-12-22T20:15:53.513983] [INFO ] [FORECASTER] Completed predict_future for ALRM
[2025-12-22T20:15:53.514119] [INFO ] [sig       ] ALRM: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:15:53.662532] [INFO ] [LOCAL     ] Saved forecast: ALRM	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/ALRM.txt
[2025-12-22T20:15:53.662786] [INFO ] [sig       ] [142/3560] Completed ALRM in 0.4s | 2.86 sym/s | Total: 49.6s | ETA: 19.9m
[2025-12-22T20:15:53.662834] [INFO ] [sig       ] [143/3560] Forecasting ALRS...
[2025-12-22T20:15:53.662866] [INFO ] [sig       ] Generating forecast for: ALRS
[2025-12-22T20:15:53.662897] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALRS' from 'https://tdm.silogroup.org/data/derivative_storage/ALRS.csv'.
[2025-12-22T20:15:53.673835] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALRS'.
[2025-12-22T20:15:53.674237] [INFO ] [FORECASTER] Starting predict_future for ALRS
[2025-12-22T20:15:53.675075] [DEBUG] [LOCAL     ] No optimal features file found for ALRS: ./output/feature-sets/ALRS.txt
[2025-12-22T20:15:53.675129] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:15:53.675163] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:15:53.675192] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:15:53.675248] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:15:53.736206] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:15:53.737316] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:15:53.737405] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:15:53.737439] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:15:53.864275] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:15:53.864435] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:15:53.864493] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:15:53.864524] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:15:53.868355] [DEBUG] [FORECASTER] ALRS: Forecast T+1@11:T+2@11: DOWN (p=18.67%)
[2025-12-22T20:15:53.868670] [INFO ] [FORECASTER] Completed predict_future for ALRS
[2025-12-22T20:15:53.868805] [INFO ] [sig       ] ALRS: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:15:54.019205] [INFO ] [LOCAL     ] Saved forecast: ALRS	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/ALRS.txt
[2025-12-22T20:15:54.019369] [INFO ] [sig       ] [143/3560] Completed ALRS in 0.4s | 2.86 sym/s | Total: 50.0s | ETA: 19.9m
[2025-12-22T20:15:54.019413] [INFO ] [sig       ] [144/3560] Forecasting ALSN...
[2025-12-22T20:15:54.019443] [INFO ] [sig       ] Generating forecast for: ALSN
[2025-12-22T20:15:54.019475] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALSN' from 'https://tdm.silogroup.org/data/derivative_storage/ALSN.csv'.
[2025-12-22T20:15:54.030457] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALSN'.
[2025-12-22T20:15:54.030900] [INFO ] [FORECASTER] Starting predict_future for ALSN
[2025-12-22T20:15:54.031886] [DEBUG] [LOCAL     ] No optimal features file found for ALSN: ./output/feature-sets/ALSN.txt
[2025-12-22T20:15:54.031952] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:15:54.031987] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:15:54.032014] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:15:54.032072] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:15:54.093963] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:15:54.094874] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:15:54.094960] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:15:54.094994] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:15:54.227380] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:15:54.227752] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:15:54.227793] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:15:54.227821] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:15:54.231945] [DEBUG] [FORECASTER] ALSN: Forecast T+1@11:T+2@11: DOWN (p=37.38%)
[2025-12-22T20:15:54.232264] [INFO ] [FORECASTER] Completed predict_future for ALSN
[2025-12-22T20:15:54.232407] [INFO ] [sig       ] ALSN: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:15:54.386076] [INFO ] [LOCAL     ] Saved forecast: ALSN	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/ALSN.txt
[2025-12-22T20:15:54.386239] [INFO ] [sig       ] [144/3560] Completed ALSN in 0.4s | 2.86 sym/s | Total: 50.4s | ETA: 19.9m
[2025-12-22T20:15:54.386280] [INFO ] [sig       ] [145/3560] Forecasting ALTG...
[2025-12-22T20:15:54.386311] [INFO ] [sig       ] Generating forecast for: ALTG
[2025-12-22T20:15:54.386342] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALTG' from 'https://tdm.silogroup.org/data/derivative_storage/ALTG.csv'.
[2025-12-22T20:15:54.401979] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALTG'.
[2025-12-22T20:15:54.402401] [INFO ] [FORECASTER] Starting predict_future for ALTG
[2025-12-22T20:15:54.403281] [DEBUG] [LOCAL     ] No optimal features file found for ALTG: ./output/feature-sets/ALTG.txt
[2025-12-22T20:15:54.403338] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:15:54.403374] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:15:54.403404] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:15:54.403462] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:15:54.463471] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:15:54.464367] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:15:54.464460] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:15:54.464494] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:15:54.587862] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:15:54.588021] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:15:54.588060] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:15:54.588091] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:15:54.592045] [DEBUG] [FORECASTER] ALTG: Forecast T+1@11:T+2@11: DOWN (p=25.67%)
[2025-12-22T20:15:54.592328] [INFO ] [FORECASTER] Completed predict_future for ALTG
[2025-12-22T20:15:54.592461] [INFO ] [sig       ] ALTG: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:15:54.760286] [INFO ] [LOCAL     ] Saved forecast: ALTG	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/ALTG.txt
[2025-12-22T20:15:54.760448] [INFO ] [sig       ] [145/3560] Completed ALTG in 0.4s | 2.86 sym/s | Total: 50.7s | ETA: 19.9m
[2025-12-22T20:15:54.760493] [INFO ] [sig       ] [146/3560] Forecasting ALTI...
[2025-12-22T20:15:54.760524] [INFO ] [sig       ] Generating forecast for: ALTI
[2025-12-22T20:15:54.760556] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALTI' from 'https://tdm.silogroup.org/data/derivative_storage/ALTI.csv'.
[2025-12-22T20:15:54.772705] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALTI'.
[2025-12-22T20:15:54.773144] [INFO ] [FORECASTER] Starting predict_future for ALTI
[2025-12-22T20:15:54.774005] [DEBUG] [LOCAL     ] No optimal features file found for ALTI: ./output/feature-sets/ALTI.txt
[2025-12-22T20:15:54.774060] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:15:54.774149] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:15:54.774178] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:15:54.774235] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:15:54.835899] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:15:54.837024] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:15:54.837112] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:15:54.837146] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:15:54.963857] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:15:54.964018] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:15:54.964060] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:15:54.964089] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:15:54.967911] [DEBUG] [FORECASTER] ALTI: Forecast T+1@11:T+2@11: UP (p=89.72%)
[2025-12-22T20:15:54.968249] [INFO ] [FORECASTER] Completed predict_future for ALTI
[2025-12-22T20:15:54.968404] [INFO ] [sig       ] ALTI: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:15:55.114976] [INFO ] [LOCAL     ] Saved forecast: ALTI	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/ALTI.txt
[2025-12-22T20:15:55.115137] [INFO ] [sig       ] [146/3560] Completed ALTI in 0.4s | 2.86 sym/s | Total: 51.1s | ETA: 19.9m
[2025-12-22T20:15:55.115181] [INFO ] [sig       ] [147/3560] Forecasting ALTS...
[2025-12-22T20:15:55.115213] [INFO ] [sig       ] Generating forecast for: ALTS
[2025-12-22T20:15:55.115244] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALTS' from 'https://tdm.silogroup.org/data/derivative_storage/ALTS.csv'.
[2025-12-22T20:15:55.126917] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALTS'.
[2025-12-22T20:15:55.127329] [INFO ] [FORECASTER] Starting predict_future for ALTS
[2025-12-22T20:15:55.128440] [DEBUG] [LOCAL     ] No optimal features file found for ALTS: ./output/feature-sets/ALTS.txt
[2025-12-22T20:15:55.128507] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:15:55.128567] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:15:55.128645] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:15:55.128744] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:15:55.193170] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:15:55.194111] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:15:55.194204] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:15:55.194238] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:15:55.335386] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:15:55.335762] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:15:55.335806] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:15:55.335835] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:15:55.339945] [DEBUG] [FORECASTER] ALTS: Forecast T+1@11:T+2@11: DOWN (p=21.00%)
[2025-12-22T20:15:55.340235] [INFO ] [FORECASTER] Completed predict_future for ALTS
[2025-12-22T20:15:55.340375] [INFO ] [sig       ] ALTS: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:15:55.500353] [INFO ] [LOCAL     ] Saved forecast: ALTS	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/ALTS.txt
[2025-12-22T20:15:55.500526] [INFO ] [sig       ] [147/3560] Completed ALTS in 0.4s | 2.86 sym/s | Total: 51.5s | ETA: 19.9m
[2025-12-22T20:15:55.500567] [INFO ] [sig       ] [148/3560] Forecasting ALTY...
[2025-12-22T20:15:55.500624] [INFO ] [sig       ] Generating forecast for: ALTY
[2025-12-22T20:15:55.500657] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALTY' from 'https://tdm.silogroup.org/data/derivative_storage/ALTY.csv'.
[2025-12-22T20:15:55.512440] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALTY'.
[2025-12-22T20:15:55.512843] [INFO ] [FORECASTER] Starting predict_future for ALTY
[2025-12-22T20:15:55.513654] [DEBUG] [LOCAL     ] No optimal features file found for ALTY: ./output/feature-sets/ALTY.txt
[2025-12-22T20:15:55.513707] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:15:55.513740] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:15:55.513768] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:15:55.513824] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:15:55.573825] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:15:55.574731] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:15:55.574822] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:15:55.574855] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:15:55.684729] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:15:55.684894] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:15:55.684934] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:15:55.684961] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:15:55.688455] [DEBUG] [FORECASTER] ALTY: Forecast T+1@11:T+2@11: DOWN (p=14.76%)
[2025-12-22T20:15:55.688807] [INFO ] [FORECASTER] Completed predict_future for ALTY
[2025-12-22T20:15:55.688954] [INFO ] [sig       ] ALTY: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:15:55.830468] [INFO ] [LOCAL     ] Saved forecast: ALTY	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/ALTY.txt
[2025-12-22T20:15:55.830654] [INFO ] [sig       ] [148/3560] Completed ALTY in 0.3s | 2.86 sym/s | Total: 51.8s | ETA: 19.9m
[2025-12-22T20:15:55.830699] [INFO ] [sig       ] [149/3560] Forecasting ALVO...
[2025-12-22T20:15:55.830729] [INFO ] [sig       ] Generating forecast for: ALVO
[2025-12-22T20:15:55.830760] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALVO' from 'https://tdm.silogroup.org/data/derivative_storage/ALVO.csv'.
[2025-12-22T20:15:55.843155] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALVO'.
[2025-12-22T20:15:55.843562] [INFO ] [FORECASTER] Starting predict_future for ALVO
[2025-12-22T20:15:55.844636] [DEBUG] [LOCAL     ] No optimal features file found for ALVO: ./output/feature-sets/ALVO.txt
[2025-12-22T20:15:55.844883] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:15:55.844916] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:15:55.844944] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:15:55.845002] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:15:55.927786] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:15:55.928808] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:15:55.928899] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:15:55.928934] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:15:56.073520] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:15:56.073703] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:15:56.073746] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:15:56.073811] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:15:56.078044] [DEBUG] [FORECASTER] ALVO: Forecast T+1@11:T+2@11: UP (p=97.00%)
[2025-12-22T20:15:56.078521] [INFO ] [FORECASTER] Completed predict_future for ALVO
[2025-12-22T20:15:56.078754] [INFO ] [sig       ] ALVO: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:15:56.220400] [INFO ] [LOCAL     ] Saved forecast: ALVO	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/ALVO.txt
[2025-12-22T20:15:56.220595] [INFO ] [sig       ] [149/3560] Completed ALVO in 0.4s | 2.85 sym/s | Total: 52.2s | ETA: 19.9m
[2025-12-22T20:15:56.220836] [INFO ] [sig       ] [150/3560] Forecasting ALX...
[2025-12-22T20:15:56.220879] [INFO ] [sig       ] Generating forecast for: ALX
[2025-12-22T20:15:56.220912] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALX' from 'https://tdm.silogroup.org/data/derivative_storage/ALX.csv'.
[2025-12-22T20:15:56.235238] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALX'.
[2025-12-22T20:15:56.235825] [INFO ] [FORECASTER] Starting predict_future for ALX
[2025-12-22T20:15:56.237008] [DEBUG] [LOCAL     ] No optimal features file found for ALX: ./output/feature-sets/ALX.txt
[2025-12-22T20:15:56.237087] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:15:56.237134] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:15:56.237172] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:15:56.237252] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:15:56.300308] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:15:56.301464] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:15:56.301765] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:15:56.301801] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:15:56.421469] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:15:56.421646] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:15:56.421688] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:15:56.421718] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:15:56.425550] [DEBUG] [FORECASTER] ALX: Forecast T+1@11:T+2@11: UP (p=83.72%)
[2025-12-22T20:15:56.426047] [INFO ] [FORECASTER] Completed predict_future for ALX
[2025-12-22T20:15:56.426181] [INFO ] [sig       ] ALX: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:15:56.571849] [INFO ] [LOCAL     ] Saved forecast: ALX	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/ALX.txt
[2025-12-22T20:15:56.572009] [INFO ] [sig       ] [150/3560] Completed ALX in 0.4s | 2.85 sym/s | Total: 52.5s | ETA: 19.9m
[2025-12-22T20:15:56.572056] [INFO ] [sig       ] [151/3560] Forecasting ALXO...
[2025-12-22T20:15:56.572086] [INFO ] [sig       ] Generating forecast for: ALXO
[2025-12-22T20:15:56.572116] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALXO' from 'https://tdm.silogroup.org/data/derivative_storage/ALXO.csv'.
[2025-12-22T20:15:56.584730] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALXO'.
[2025-12-22T20:15:56.585113] [INFO ] [FORECASTER] Starting predict_future for ALXO
[2025-12-22T20:15:56.586100] [DEBUG] [LOCAL     ] No optimal features file found for ALXO: ./output/feature-sets/ALXO.txt
[2025-12-22T20:15:56.586152] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:15:56.586184] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:15:56.586211] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:15:56.586266] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:15:56.647377] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:15:56.648258] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:15:56.648340] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:15:56.648372] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:15:56.768698] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:15:56.768855] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:15:56.768895] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:15:56.768923] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:15:56.772860] [DEBUG] [FORECASTER] ALXO: Forecast T+1@11:T+2@11: DOWN (p=16.71%)
[2025-12-22T20:15:56.773139] [INFO ] [FORECASTER] Completed predict_future for ALXO
[2025-12-22T20:15:56.773275] [INFO ] [sig       ] ALXO: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:15:56.933595] [INFO ] [LOCAL     ] Saved forecast: ALXO	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/ALXO.txt
[2025-12-22T20:15:56.933804] [INFO ] [sig       ] [151/3560] Completed ALXO in 0.4s | 2.85 sym/s | Total: 52.9s | ETA: 19.9m
[2025-12-22T20:15:56.933862] [INFO ] [sig       ] [152/3560] Forecasting ALZN...
[2025-12-22T20:15:56.933900] [INFO ] [sig       ] Generating forecast for: ALZN
[2025-12-22T20:15:56.933941] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALZN' from 'https://tdm.silogroup.org/data/derivative_storage/ALZN.csv'.
[2025-12-22T20:15:56.949981] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALZN'.
[2025-12-22T20:15:56.950437] [INFO ] [FORECASTER] Starting predict_future for ALZN
[2025-12-22T20:15:56.951437] [DEBUG] [LOCAL     ] No optimal features file found for ALZN: ./output/feature-sets/ALZN.txt
[2025-12-22T20:15:56.951500] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:15:56.951539] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:15:56.951601] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:15:56.951687] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:15:57.013764] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:15:57.014658] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:15:57.014740] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:15:57.014773] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:15:57.135959] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:15:57.136114] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:15:57.136160] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:15:57.136189] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:15:57.140871] [DEBUG] [FORECASTER] ALZN: Forecast T+1@11:T+2@11: UP (p=71.09%)
[2025-12-22T20:15:57.141296] [INFO ] [FORECASTER] Completed predict_future for ALZN
[2025-12-22T20:15:57.141524] [INFO ] [sig       ] ALZN: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:15:57.316524] [INFO ] [LOCAL     ] Saved forecast: ALZN	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/ALZN.txt
[2025-12-22T20:15:57.316709] [INFO ] [sig       ] [152/3560] Completed ALZN in 0.4s | 2.85 sym/s | Total: 53.3s | ETA: 19.9m
[2025-12-22T20:15:57.316750] [INFO ] [sig       ] [153/3560] Forecasting AM...
[2025-12-22T20:15:57.316782] [INFO ] [sig       ] Generating forecast for: AM
[2025-12-22T20:15:57.316812] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AM' from 'https://tdm.silogroup.org/data/derivative_storage/AM.csv'.
[2025-12-22T20:15:57.328351] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AM'.
[2025-12-22T20:15:57.328780] [INFO ] [FORECASTER] Starting predict_future for AM
[2025-12-22T20:15:57.329636] [DEBUG] [LOCAL     ] No optimal features file found for AM: ./output/feature-sets/AM.txt
[2025-12-22T20:15:57.329690] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:15:57.329722] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:15:57.329748] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:15:57.329804] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:15:57.387104] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:15:57.388019] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:15:57.388106] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:15:57.388140] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:15:57.511974] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:15:57.512148] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:15:57.512200] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:15:57.512231] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:15:57.515942] [DEBUG] [FORECASTER] AM: Forecast T+1@11:T+2@11: UP (p=67.13%)
[2025-12-22T20:15:57.516238] [INFO ] [FORECASTER] Completed predict_future for AM
[2025-12-22T20:15:57.516381] [INFO ] [sig       ] AM: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:15:57.670961] [INFO ] [LOCAL     ] Saved forecast: AM	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/AM.txt
[2025-12-22T20:15:57.671149] [INFO ] [sig       ] [153/3560] Completed AM in 0.4s | 2.85 sym/s | Total: 53.6s | ETA: 19.9m
[2025-12-22T20:15:57.671194] [INFO ] [sig       ] [154/3560] Forecasting AMAL...
[2025-12-22T20:15:57.671227] [INFO ] [sig       ] Generating forecast for: AMAL
[2025-12-22T20:15:57.671259] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMAL' from 'https://tdm.silogroup.org/data/derivative_storage/AMAL.csv'.
[2025-12-22T20:15:57.684070] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMAL'.
[2025-12-22T20:15:57.684415] [INFO ] [FORECASTER] Starting predict_future for AMAL
[2025-12-22T20:15:57.685478] [DEBUG] [LOCAL     ] No optimal features file found for AMAL: ./output/feature-sets/AMAL.txt
[2025-12-22T20:15:57.685544] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:15:57.685807] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:15:57.685838] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:15:57.685897] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:15:57.745088] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:15:57.746165] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:15:57.746247] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:15:57.746279] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:15:57.870169] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:15:57.870327] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:15:57.870367] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:15:57.870438] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:15:57.874454] [DEBUG] [FORECASTER] AMAL: Forecast T+1@11:T+2@11: DOWN (p=8.30%)
[2025-12-22T20:15:57.874935] [INFO ] [FORECASTER] Completed predict_future for AMAL
[2025-12-22T20:15:57.875066] [INFO ] [sig       ] AMAL: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:15:58.014945] [INFO ] [LOCAL     ] Saved forecast: AMAL	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/AMAL.txt
[2025-12-22T20:15:58.015123] [INFO ] [sig       ] [154/3560] Completed AMAL in 0.3s | 2.85 sym/s | Total: 54.0s | ETA: 19.9m
[2025-12-22T20:15:58.015167] [INFO ] [sig       ] [155/3560] Forecasting AMBA...
[2025-12-22T20:15:58.015198] [INFO ] [sig       ] Generating forecast for: AMBA
[2025-12-22T20:15:58.015228] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMBA' from 'https://tdm.silogroup.org/data/derivative_storage/AMBA.csv'.
[2025-12-22T20:15:58.028798] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMBA'.
[2025-12-22T20:15:58.029271] [INFO ] [FORECASTER] Starting predict_future for AMBA
[2025-12-22T20:15:58.030103] [DEBUG] [LOCAL     ] No optimal features file found for AMBA: ./output/feature-sets/AMBA.txt
[2025-12-22T20:15:58.030159] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:15:58.030192] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:15:58.030219] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:15:58.030276] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:15:58.092712] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:15:58.093691] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:15:58.093777] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:15:58.093810] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:15:58.219896] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:15:58.220051] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:15:58.220090] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:15:58.220119] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:15:58.223594] [DEBUG] [FORECASTER] AMBA: Forecast T+1@11:T+2@11: UP (p=99.38%)
[2025-12-22T20:15:58.223875] [INFO ] [FORECASTER] Completed predict_future for AMBA
[2025-12-22T20:15:58.224022] [INFO ] [sig       ] AMBA: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:15:58.367954] [INFO ] [LOCAL     ] Saved forecast: AMBA	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/AMBA.txt
[2025-12-22T20:15:58.368106] [INFO ] [sig       ] [155/3560] Completed AMBA in 0.4s | 2.85 sym/s | Total: 54.3s | ETA: 19.9m
[2025-12-22T20:15:58.368149] [INFO ] [sig       ] [156/3560] Forecasting AMBP...
[2025-12-22T20:15:58.368178] [INFO ] [sig       ] Generating forecast for: AMBP
[2025-12-22T20:15:58.368207] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMBP' from 'https://tdm.silogroup.org/data/derivative_storage/AMBP.csv'.
[2025-12-22T20:15:58.379725] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMBP'.
[2025-12-22T20:15:58.380056] [INFO ] [FORECASTER] Starting predict_future for AMBP
[2025-12-22T20:15:58.380839] [DEBUG] [LOCAL     ] No optimal features file found for AMBP: ./output/feature-sets/AMBP.txt
[2025-12-22T20:15:58.380893] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:15:58.380925] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:15:58.380953] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:15:58.381008] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:15:58.436699] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:15:58.437416] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:15:58.437564] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:15:58.437620] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:15:58.557281] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:15:58.557433] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:15:58.557473] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:15:58.557504] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:15:58.561038] [DEBUG] [FORECASTER] AMBP: Forecast T+1@11:T+2@11: UP (p=94.29%)
[2025-12-22T20:15:58.561324] [INFO ] [FORECASTER] Completed predict_future for AMBP
[2025-12-22T20:15:58.561455] [INFO ] [sig       ] AMBP: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:15:58.699240] [INFO ] [LOCAL     ] Saved forecast: AMBP	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/AMBP.txt
[2025-12-22T20:15:58.699391] [INFO ] [sig       ] [156/3560] Completed AMBP in 0.3s | 2.85 sym/s | Total: 54.7s | ETA: 19.9m
[2025-12-22T20:15:58.699432] [INFO ] [sig       ] [157/3560] Forecasting AMC...
[2025-12-22T20:15:58.699462] [INFO ] [sig       ] Generating forecast for: AMC
[2025-12-22T20:15:58.699496] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMC' from 'https://tdm.silogroup.org/data/derivative_storage/AMC.csv'.
[2025-12-22T20:15:58.710846] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMC'.
[2025-12-22T20:15:58.711203] [INFO ] [FORECASTER] Starting predict_future for AMC
[2025-12-22T20:15:58.711982] [DEBUG] [LOCAL     ] No optimal features file found for AMC: ./output/feature-sets/AMC.txt
[2025-12-22T20:15:58.712035] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:15:58.712067] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:15:58.712094] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:15:58.712151] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:15:58.769739] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:15:58.770463] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:15:58.770559] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:15:58.770624] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:15:58.889834] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:15:58.889984] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:15:58.890023] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:15:58.890053] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:15:58.893592] [DEBUG] [FORECASTER] AMC: Forecast T+1@11:T+2@11: DOWN (p=22.40%)
[2025-12-22T20:15:58.894067] [INFO ] [FORECASTER] Completed predict_future for AMC
[2025-12-22T20:15:58.894201] [INFO ] [sig       ] AMC: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:15:59.031810] [INFO ] [LOCAL     ] Saved forecast: AMC	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/AMC.txt
[2025-12-22T20:15:59.031945] [INFO ] [sig       ] [157/3560] Completed AMC in 0.3s | 2.85 sym/s | Total: 55.0s | ETA: 19.9m
[2025-12-22T20:15:59.031985] [INFO ] [sig       ] [158/3560] Forecasting AMCX...
[2025-12-22T20:15:59.032015] [INFO ] [sig       ] Generating forecast for: AMCX
[2025-12-22T20:15:59.032044] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMCX' from 'https://tdm.silogroup.org/data/derivative_storage/AMCX.csv'.
[2025-12-22T20:15:59.047196] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMCX'.
[2025-12-22T20:15:59.047763] [INFO ] [FORECASTER] Starting predict_future for AMCX
[2025-12-22T20:15:59.048919] [DEBUG] [LOCAL     ] No optimal features file found for AMCX: ./output/feature-sets/AMCX.txt
[2025-12-22T20:15:59.048993] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:15:59.049062] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:15:59.049120] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:15:59.049199] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:15:59.113251] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:15:59.114212] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:15:59.114299] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:15:59.114334] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:15:59.240296] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:15:59.240473] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:15:59.240524] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:15:59.240599] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:15:59.244333] [DEBUG] [FORECASTER] AMCX: Forecast T+1@11:T+2@11: DOWN (p=2.51%)
[2025-12-22T20:15:59.244656] [INFO ] [FORECASTER] Completed predict_future for AMCX
[2025-12-22T20:15:59.244797] [INFO ] [sig       ] AMCX: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:15:59.385897] [INFO ] [LOCAL     ] Saved forecast: AMCX	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/AMCX.txt
[2025-12-22T20:15:59.386061] [INFO ] [sig       ] [158/3560] Completed AMCX in 0.4s | 2.85 sym/s | Total: 55.4s | ETA: 19.9m
[2025-12-22T20:15:59.386103] [INFO ] [sig       ] [159/3560] Forecasting AMD...
[2025-12-22T20:15:59.386132] [INFO ] [sig       ] Generating forecast for: AMD
[2025-12-22T20:15:59.386162] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMD' from 'https://tdm.silogroup.org/data/derivative_storage/AMD.csv'.
[2025-12-22T20:15:59.397792] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMD'.
[2025-12-22T20:15:59.398204] [INFO ] [FORECASTER] Starting predict_future for AMD
[2025-12-22T20:15:59.399100] [DEBUG] [LOCAL     ] No optimal features file found for AMD: ./output/feature-sets/AMD.txt
[2025-12-22T20:15:59.399157] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:15:59.399192] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:15:59.399220] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:15:59.399279] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:15:59.458639] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:15:59.459556] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:15:59.459661] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:15:59.459695] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:15:59.588530] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:15:59.588705] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:15:59.588747] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:15:59.588775] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:15:59.592422] [DEBUG] [FORECASTER] AMD: Forecast T+1@11:T+2@11: DOWN (p=49.22%)
[2025-12-22T20:15:59.592728] [INFO ] [FORECASTER] Completed predict_future for AMD
[2025-12-22T20:15:59.592857] [INFO ] [sig       ] AMD: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:15:59.735256] [INFO ] [LOCAL     ] Saved forecast: AMD	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/AMD.txt
[2025-12-22T20:15:59.735461] [INFO ] [sig       ] [159/3560] Completed AMD in 0.3s | 2.85 sym/s | Total: 55.7s | ETA: 19.9m
[2025-12-22T20:15:59.735506] [INFO ] [sig       ] [160/3560] Forecasting AMDL...
[2025-12-22T20:15:59.735534] [INFO ] [sig       ] Generating forecast for: AMDL
[2025-12-22T20:15:59.735564] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMDL' from 'https://tdm.silogroup.org/data/derivative_storage/AMDL.csv'.
[2025-12-22T20:15:59.747271] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMDL'.
[2025-12-22T20:15:59.747685] [INFO ] [FORECASTER] Starting predict_future for AMDL
[2025-12-22T20:15:59.748496] [DEBUG] [LOCAL     ] No optimal features file found for AMDL: ./output/feature-sets/AMDL.txt
[2025-12-22T20:15:59.748552] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:15:59.748605] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:15:59.748634] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:15:59.748690] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:15:59.809817] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:15:59.811009] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:15:59.811141] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:15:59.811175] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:15:59.950871] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:15:59.951028] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:15:59.951069] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:15:59.951099] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:15:59.954681] [DEBUG] [FORECASTER] AMDL: Forecast T+1@11:T+2@11: DOWN (p=46.63%)
[2025-12-22T20:15:59.954982] [INFO ] [FORECASTER] Completed predict_future for AMDL
[2025-12-22T20:15:59.955122] [INFO ] [sig       ] AMDL: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:16:00.097879] [INFO ] [LOCAL     ] Saved forecast: AMDL	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/AMDL.txt
[2025-12-22T20:16:00.098041] [INFO ] [sig       ] [160/3560] Completed AMDL in 0.4s | 2.85 sym/s | Total: 56.1s | ETA: 19.9m
[2025-12-22T20:16:00.098079] [INFO ] [sig       ] [161/3560] Forecasting AME...
[2025-12-22T20:16:00.098110] [INFO ] [sig       ] Generating forecast for: AME
[2025-12-22T20:16:00.098140] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AME' from 'https://tdm.silogroup.org/data/derivative_storage/AME.csv'.
[2025-12-22T20:16:00.110261] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AME'.
[2025-12-22T20:16:00.110674] [INFO ] [FORECASTER] Starting predict_future for AME
[2025-12-22T20:16:00.111480] [DEBUG] [LOCAL     ] No optimal features file found for AME: ./output/feature-sets/AME.txt
[2025-12-22T20:16:00.111538] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:16:00.111632] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:16:00.111674] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:16:00.111745] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:16:00.170488] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:16:00.171524] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:16:00.171635] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:16:00.171671] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:16:00.296221] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:16:00.296396] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:16:00.296446] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:16:00.296476] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:16:00.300045] [DEBUG] [FORECASTER] AME: Forecast T+1@11:T+2@11: DOWN (p=27.01%)
[2025-12-22T20:16:00.300336] [INFO ] [FORECASTER] Completed predict_future for AME
[2025-12-22T20:16:00.300478] [INFO ] [sig       ] AME: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:16:00.436744] [INFO ] [LOCAL     ] Saved forecast: AME	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/AME.txt
[2025-12-22T20:16:00.436903] [INFO ] [sig       ] [161/3560] Completed AME in 0.3s | 2.85 sym/s | Total: 56.4s | ETA: 19.8m
[2025-12-22T20:16:00.436947] [INFO ] [sig       ] [162/3560] Forecasting AMG...
[2025-12-22T20:16:00.436985] [INFO ] [sig       ] Generating forecast for: AMG
[2025-12-22T20:16:00.437030] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMG' from 'https://tdm.silogroup.org/data/derivative_storage/AMG.csv'.
[2025-12-22T20:16:00.452793] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMG'.
[2025-12-22T20:16:00.453348] [INFO ] [FORECASTER] Starting predict_future for AMG
[2025-12-22T20:16:00.454519] [DEBUG] [LOCAL     ] No optimal features file found for AMG: ./output/feature-sets/AMG.txt
[2025-12-22T20:16:00.454615] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:16:00.454667] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:16:00.454709] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:16:00.454792] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:16:00.531382] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:16:00.532305] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:16:00.532395] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:16:00.532430] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:16:00.655646] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:16:00.656013] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:16:00.656054] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:16:00.656083] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:16:00.659825] [DEBUG] [FORECASTER] AMG: Forecast T+1@11:T+2@11: UP (p=76.09%)
[2025-12-22T20:16:00.660103] [INFO ] [FORECASTER] Completed predict_future for AMG
[2025-12-22T20:16:00.660260] [INFO ] [sig       ] AMG: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:16:00.797339] [INFO ] [LOCAL     ] Saved forecast: AMG	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/AMG.txt
[2025-12-22T20:16:00.797503] [INFO ] [sig       ] [162/3560] Completed AMG in 0.4s | 2.85 sym/s | Total: 56.8s | ETA: 19.8m
[2025-12-22T20:16:00.797546] [INFO ] [sig       ] [163/3560] Forecasting AMGN...
[2025-12-22T20:16:00.797597] [INFO ] [sig       ] Generating forecast for: AMGN
[2025-12-22T20:16:00.797631] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMGN' from 'https://tdm.silogroup.org/data/derivative_storage/AMGN.csv'.
[2025-12-22T20:16:00.808939] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMGN'.
[2025-12-22T20:16:00.809338] [INFO ] [FORECASTER] Starting predict_future for AMGN
[2025-12-22T20:16:00.810135] [DEBUG] [LOCAL     ] No optimal features file found for AMGN: ./output/feature-sets/AMGN.txt
[2025-12-22T20:16:00.810190] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:16:00.810250] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:16:00.810279] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:16:00.810336] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:16:00.867643] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:16:00.868520] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:16:00.868631] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:16:00.868668] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:16:00.988352] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:16:00.988519] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:16:00.988565] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:16:00.988616] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:16:00.992139] [DEBUG] [FORECASTER] AMGN: Forecast T+1@11:T+2@11: DOWN (p=5.22%)
[2025-12-22T20:16:00.992481] [INFO ] [FORECASTER] Completed predict_future for AMGN
[2025-12-22T20:16:00.992647] [INFO ] [sig       ] AMGN: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:16:01.132363] [INFO ] [LOCAL     ] Saved forecast: AMGN	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/AMGN.txt
[2025-12-22T20:16:01.133223] [INFO ] [sig       ] [163/3560] Completed AMGN in 0.3s | 2.85 sym/s | Total: 57.1s | ETA: 19.8m
[2025-12-22T20:16:01.133276] [INFO ] [sig       ] [164/3560] Forecasting AMH...
[2025-12-22T20:16:01.133307] [INFO ] [sig       ] Generating forecast for: AMH
[2025-12-22T20:16:01.133337] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMH' from 'https://tdm.silogroup.org/data/derivative_storage/AMH.csv'.
[2025-12-22T20:16:01.145179] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMH'.
[2025-12-22T20:16:01.145560] [INFO ] [FORECASTER] Starting predict_future for AMH
[2025-12-22T20:16:01.146359] [DEBUG] [LOCAL     ] No optimal features file found for AMH: ./output/feature-sets/AMH.txt
[2025-12-22T20:16:01.146413] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:16:01.146447] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:16:01.146474] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:16:01.146532] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:16:01.205477] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:16:01.206373] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:16:01.206464] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:16:01.206498] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:16:01.326886] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:16:01.327050] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:16:01.327093] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:16:01.327122] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:16:01.330828] [DEBUG] [FORECASTER] AMH: Forecast T+1@11:T+2@11: UP (p=55.90%)
[2025-12-22T20:16:01.331155] [INFO ] [FORECASTER] Completed predict_future for AMH
[2025-12-22T20:16:01.331301] [INFO ] [sig       ] AMH: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:16:01.489534] [INFO ] [LOCAL     ] Saved forecast: AMH	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/AMH.txt
[2025-12-22T20:16:01.489812] [INFO ] [sig       ] [164/3560] Completed AMH in 0.4s | 2.85 sym/s | Total: 57.5s | ETA: 19.8m
[2025-12-22T20:16:01.489870] [INFO ] [sig       ] [165/3560] Forecasting AMLX...
[2025-12-22T20:16:01.489912] [INFO ] [sig       ] Generating forecast for: AMLX
[2025-12-22T20:16:01.489954] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMLX' from 'https://tdm.silogroup.org/data/derivative_storage/AMLX.csv'.
[2025-12-22T20:16:01.506841] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMLX'.
[2025-12-22T20:16:01.507386] [INFO ] [FORECASTER] Starting predict_future for AMLX
[2025-12-22T20:16:01.508623] [DEBUG] [LOCAL     ] No optimal features file found for AMLX: ./output/feature-sets/AMLX.txt
[2025-12-22T20:16:01.508698] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:16:01.508750] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:16:01.508793] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:16:01.508877] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:16:01.567713] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:16:01.568636] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:16:01.568721] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:16:01.568754] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:16:01.693234] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:16:01.693418] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:16:01.693476] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:16:01.693520] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:16:01.698803] [DEBUG] [FORECASTER] AMLX: Forecast T+1@11:T+2@11: UP (p=72.64%)
[2025-12-22T20:16:01.699300] [INFO ] [FORECASTER] Completed predict_future for AMLX
[2025-12-22T20:16:01.699490] [INFO ] [sig       ] AMLX: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:16:01.860445] [INFO ] [LOCAL     ] Saved forecast: AMLX	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/AMLX.txt
[2025-12-22T20:16:01.860632] [INFO ] [sig       ] [165/3560] Completed AMLX in 0.4s | 2.85 sym/s | Total: 57.8s | ETA: 19.8m
[2025-12-22T20:16:01.860678] [INFO ] [sig       ] [166/3560] Forecasting AMN...
[2025-12-22T20:16:01.860708] [INFO ] [sig       ] Generating forecast for: AMN
[2025-12-22T20:16:01.860740] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMN' from 'https://tdm.silogroup.org/data/derivative_storage/AMN.csv'.
[2025-12-22T20:16:01.874552] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMN'.
[2025-12-22T20:16:01.875005] [INFO ] [FORECASTER] Starting predict_future for AMN
[2025-12-22T20:16:01.876186] [DEBUG] [LOCAL     ] No optimal features file found for AMN: ./output/feature-sets/AMN.txt
[2025-12-22T20:16:01.876250] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:16:01.876284] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:16:01.876311] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:16:01.876368] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:16:01.935992] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:16:01.937121] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:16:01.937209] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:16:01.937241] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:16:02.064022] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:16:02.064178] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:16:02.064218] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:16:02.064277] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:16:02.068278] [DEBUG] [FORECASTER] AMN: Forecast T+1@11:T+2@11: DOWN (p=34.52%)
[2025-12-22T20:16:02.068552] [INFO ] [FORECASTER] Completed predict_future for AMN
[2025-12-22T20:16:02.068704] [INFO ] [sig       ] AMN: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:16:02.206205] [INFO ] [LOCAL     ] Saved forecast: AMN	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/AMN.txt
[2025-12-22T20:16:02.206366] [INFO ] [sig       ] [166/3560] Completed AMN in 0.3s | 2.85 sym/s | Total: 58.2s | ETA: 19.8m
[2025-12-22T20:16:02.206406] [INFO ] [sig       ] [167/3560] Forecasting AMP...
[2025-12-22T20:16:02.206437] [INFO ] [sig       ] Generating forecast for: AMP
[2025-12-22T20:16:02.206468] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMP' from 'https://tdm.silogroup.org/data/derivative_storage/AMP.csv'.
[2025-12-22T20:16:02.219431] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMP'.
[2025-12-22T20:16:02.219829] [INFO ] [FORECASTER] Starting predict_future for AMP
[2025-12-22T20:16:02.220704] [DEBUG] [LOCAL     ] No optimal features file found for AMP: ./output/feature-sets/AMP.txt
[2025-12-22T20:16:02.220758] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:16:02.220791] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:16:02.220819] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:16:02.220876] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:16:02.277877] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:16:02.278651] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:16:02.278735] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:16:02.278767] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:16:02.403695] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:16:02.404055] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:16:02.404094] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:16:02.404122] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:16:02.407536] [DEBUG] [FORECASTER] AMP: Forecast T+1@11:T+2@11: DOWN (p=5.96%)
[2025-12-22T20:16:02.408017] [INFO ] [FORECASTER] Completed predict_future for AMP
[2025-12-22T20:16:02.408149] [INFO ] [sig       ] AMP: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:16:02.549085] [INFO ] [LOCAL     ] Saved forecast: AMP	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/AMP.txt
[2025-12-22T20:16:02.549226] [INFO ] [sig       ] [167/3560] Completed AMP in 0.3s | 2.85 sym/s | Total: 58.5s | ETA: 19.8m
[2025-12-22T20:16:02.549266] [INFO ] [sig       ] [168/3560] Forecasting AMPG...
[2025-12-22T20:16:02.549295] [INFO ] [sig       ] Generating forecast for: AMPG
[2025-12-22T20:16:02.549325] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMPG' from 'https://tdm.silogroup.org/data/derivative_storage/AMPG.csv'.
[2025-12-22T20:16:02.563785] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMPG'.
[2025-12-22T20:16:02.564306] [INFO ] [FORECASTER] Starting predict_future for AMPG
[2025-12-22T20:16:02.565487] [DEBUG] [LOCAL     ] No optimal features file found for AMPG: ./output/feature-sets/AMPG.txt
[2025-12-22T20:16:02.565564] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:16:02.565638] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:16:02.565683] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:16:02.565776] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:16:02.665307] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:16:02.666675] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:16:02.667025] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:16:02.667084] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:16:02.828827] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:16:02.828987] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:16:02.829026] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:16:02.829079] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:16:02.832632] [DEBUG] [FORECASTER] AMPG: Forecast T+1@11:T+2@11: UP (p=95.25%)
[2025-12-22T20:16:02.832926] [INFO ] [FORECASTER] Completed predict_future for AMPG
[2025-12-22T20:16:02.833106] [INFO ] [sig       ] AMPG: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:16:02.982910] [INFO ] [LOCAL     ] Saved forecast: AMPG	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/AMPG.txt
[2025-12-22T20:16:02.983063] [INFO ] [sig       ] [168/3560] Completed AMPG in 0.4s | 2.85 sym/s | Total: 59.0s | ETA: 19.8m
[2025-12-22T20:16:02.983105] [INFO ] [sig       ] [169/3560] Forecasting AMPH...
[2025-12-22T20:16:02.983135] [INFO ] [sig       ] Generating forecast for: AMPH
[2025-12-22T20:16:02.983166] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMPH' from 'https://tdm.silogroup.org/data/derivative_storage/AMPH.csv'.
[2025-12-22T20:16:02.994848] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMPH'.
[2025-12-22T20:16:02.995197] [INFO ] [FORECASTER] Starting predict_future for AMPH
[2025-12-22T20:16:02.996006] [DEBUG] [LOCAL     ] No optimal features file found for AMPH: ./output/feature-sets/AMPH.txt
[2025-12-22T20:16:02.996058] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:16:02.996091] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:16:02.996118] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:16:02.996176] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:16:03.060184] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:16:03.061100] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:16:03.061185] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:16:03.061220] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:16:03.188736] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:16:03.188908] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:16:03.188970] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:16:03.189019] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:16:03.193923] [DEBUG] [FORECASTER] AMPH: Forecast T+1@11:T+2@11: DOWN (p=12.43%)
[2025-12-22T20:16:03.194408] [INFO ] [FORECASTER] Completed predict_future for AMPH
[2025-12-22T20:16:03.194636] [INFO ] [sig       ] AMPH: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:16:03.337476] [INFO ] [LOCAL     ] Saved forecast: AMPH	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/AMPH.txt
[2025-12-22T20:16:03.337631] [INFO ] [sig       ] [169/3560] Completed AMPH in 0.4s | 2.85 sym/s | Total: 59.3s | ETA: 19.8m
[2025-12-22T20:16:03.337673] [INFO ] [sig       ] [170/3560] Forecasting AMPL...
[2025-12-22T20:16:03.337702] [INFO ] [sig       ] Generating forecast for: AMPL
[2025-12-22T20:16:03.337732] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMPL' from 'https://tdm.silogroup.org/data/derivative_storage/AMPL.csv'.
[2025-12-22T20:16:03.349728] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMPL'.
[2025-12-22T20:16:03.350044] [INFO ] [FORECASTER] Starting predict_future for AMPL
[2025-12-22T20:16:03.350843] [DEBUG] [LOCAL     ] No optimal features file found for AMPL: ./output/feature-sets/AMPL.txt
[2025-12-22T20:16:03.350895] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:16:03.350928] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:16:03.350956] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:16:03.351016] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:16:03.412399] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:16:03.413766] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:16:03.414048] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:16:03.414083] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:16:03.532070] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:16:03.532223] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:16:03.532262] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:16:03.532291] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:16:03.535855] [DEBUG] [FORECASTER] AMPL: Forecast T+1@11:T+2@11: UP (p=79.64%)
[2025-12-22T20:16:03.536130] [INFO ] [FORECASTER] Completed predict_future for AMPL
[2025-12-22T20:16:03.536257] [INFO ] [sig       ] AMPL: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:16:03.678062] [INFO ] [LOCAL     ] Saved forecast: AMPL	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/AMPL.txt
[2025-12-22T20:16:03.678239] [INFO ] [sig       ] [170/3560] Completed AMPL in 0.3s | 2.85 sym/s | Total: 59.7s | ETA: 19.8m
[2025-12-22T20:16:03.678286] [INFO ] [sig       ] [171/3560] Forecasting AMPX...
[2025-12-22T20:16:03.678318] [INFO ] [sig       ] Generating forecast for: AMPX
[2025-12-22T20:16:03.678351] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMPX' from 'https://tdm.silogroup.org/data/derivative_storage/AMPX.csv'.
[2025-12-22T20:16:03.690103] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMPX'.
[2025-12-22T20:16:03.690528] [INFO ] [FORECASTER] Starting predict_future for AMPX
[2025-12-22T20:16:03.691542] [DEBUG] [LOCAL     ] No optimal features file found for AMPX: ./output/feature-sets/AMPX.txt
[2025-12-22T20:16:03.691629] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:16:03.691670] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:16:03.691705] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:16:03.691764] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:16:03.755215] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:16:03.756168] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:16:03.756259] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:16:03.756293] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:16:03.880492] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:16:03.880670] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:16:03.880733] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:16:03.880767] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:16:03.885024] [DEBUG] [FORECASTER] AMPX: Forecast T+1@11:T+2@11: DOWN (p=8.31%)
[2025-12-22T20:16:03.885291] [INFO ] [FORECASTER] Completed predict_future for AMPX
[2025-12-22T20:16:03.885419] [INFO ] [sig       ] AMPX: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:16:04.029536] [INFO ] [LOCAL     ] Saved forecast: AMPX	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/AMPX.txt
[2025-12-22T20:16:04.029712] [INFO ] [sig       ] [171/3560] Completed AMPX in 0.4s | 2.85 sym/s | Total: 1.0m | ETA: 19.8m
[2025-12-22T20:16:04.029753] [INFO ] [sig       ] [172/3560] Forecasting AMRC...
[2025-12-22T20:16:04.029784] [INFO ] [sig       ] Generating forecast for: AMRC
[2025-12-22T20:16:04.029813] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMRC' from 'https://tdm.silogroup.org/data/derivative_storage/AMRC.csv'.
[2025-12-22T20:16:04.044038] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMRC'.
[2025-12-22T20:16:04.044474] [INFO ] [FORECASTER] Starting predict_future for AMRC
[2025-12-22T20:16:04.045606] [DEBUG] [LOCAL     ] No optimal features file found for AMRC: ./output/feature-sets/AMRC.txt
[2025-12-22T20:16:04.045668] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:16:04.045705] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:16:04.045737] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:16:04.045812] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:16:04.107627] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:16:04.108410] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:16:04.108492] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:16:04.108525] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:16:04.235653] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:16:04.235808] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:16:04.235849] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:16:04.235878] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:16:04.239387] [DEBUG] [FORECASTER] AMRC: Forecast T+1@11:T+2@11: UP (p=90.63%)
[2025-12-22T20:16:04.239688] [INFO ] [FORECASTER] Completed predict_future for AMRC
[2025-12-22T20:16:04.239987] [INFO ] [sig       ] AMRC: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:16:04.380301] [INFO ] [LOCAL     ] Saved forecast: AMRC	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/AMRC.txt
[2025-12-22T20:16:04.380469] [INFO ] [sig       ] [172/3560] Completed AMRC in 0.4s | 2.85 sym/s | Total: 1.0m | ETA: 19.8m
[2025-12-22T20:16:04.380514] [INFO ] [sig       ] [173/3560] Forecasting AMRN...
[2025-12-22T20:16:04.380548] [INFO ] [sig       ] Generating forecast for: AMRN
[2025-12-22T20:16:04.380603] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMRN' from 'https://tdm.silogroup.org/data/derivative_storage/AMRN.csv'.
[2025-12-22T20:16:04.396930] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMRN'.
[2025-12-22T20:16:04.397325] [INFO ] [FORECASTER] Starting predict_future for AMRN
[2025-12-22T20:16:04.398234] [DEBUG] [LOCAL     ] No optimal features file found for AMRN: ./output/feature-sets/AMRN.txt
[2025-12-22T20:16:04.398289] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:16:04.398324] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:16:04.398353] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:16:04.398412] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:16:04.458972] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:16:04.459879] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:16:04.460025] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:16:04.460076] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:16:04.592757] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:16:04.592922] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:16:04.592972] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:16:04.593004] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:16:04.597089] [DEBUG] [FORECASTER] AMRN: Forecast T+1@11:T+2@11: UP (p=62.13%)
[2025-12-22T20:16:04.597401] [INFO ] [FORECASTER] Completed predict_future for AMRN
[2025-12-22T20:16:04.597540] [INFO ] [sig       ] AMRN: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:16:04.736397] [INFO ] [LOCAL     ] Saved forecast: AMRN	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/AMRN.txt
[2025-12-22T20:16:04.736539] [INFO ] [sig       ] [173/3560] Completed AMRN in 0.4s | 2.85 sym/s | Total: 1.0m | ETA: 19.8m
[2025-12-22T20:16:04.736601] [INFO ] [sig       ] [174/3560] Forecasting AMRX...
[2025-12-22T20:16:04.736636] [INFO ] [sig       ] Generating forecast for: AMRX
[2025-12-22T20:16:04.736666] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMRX' from 'https://tdm.silogroup.org/data/derivative_storage/AMRX.csv'.
[2025-12-22T20:16:04.748118] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMRX'.
[2025-12-22T20:16:04.748463] [INFO ] [FORECASTER] Starting predict_future for AMRX
[2025-12-22T20:16:04.749506] [DEBUG] [LOCAL     ] No optimal features file found for AMRX: ./output/feature-sets/AMRX.txt
[2025-12-22T20:16:04.749562] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:16:04.749616] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:16:04.749645] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:16:04.749701] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:16:04.809187] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:16:04.810248] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:16:04.810339] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:16:04.810371] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:16:04.930864] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:16:04.931015] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:16:04.931054] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:16:04.931083] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:16:04.934617] [DEBUG] [FORECASTER] AMRX: Forecast T+1@11:T+2@11: DOWN (p=2.39%)
[2025-12-22T20:16:04.934886] [INFO ] [FORECASTER] Completed predict_future for AMRX
[2025-12-22T20:16:04.935011] [INFO ] [sig       ] AMRX: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:16:05.070909] [INFO ] [LOCAL     ] Saved forecast: AMRX	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/AMRX.txt
[2025-12-22T20:16:05.071053] [INFO ] [sig       ] [174/3560] Completed AMRX in 0.3s | 2.85 sym/s | Total: 1.0m | ETA: 19.8m
[2025-12-22T20:16:05.071103] [INFO ] [sig       ] [175/3560] Forecasting AMSC...
[2025-12-22T20:16:05.071135] [INFO ] [sig       ] Generating forecast for: AMSC
[2025-12-22T20:16:05.071167] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMSC' from 'https://tdm.silogroup.org/data/derivative_storage/AMSC.csv'.
[2025-12-22T20:16:05.252935] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMSC'.
[2025-12-22T20:16:05.253339] [INFO ] [FORECASTER] Starting predict_future for AMSC
[2025-12-22T20:16:05.254150] [DEBUG] [LOCAL     ] No optimal features file found for AMSC: ./output/feature-sets/AMSC.txt
[2025-12-22T20:16:05.254204] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:16:05.254237] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:16:05.254264] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:16:05.254320] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:16:05.311998] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:16:05.312893] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:16:05.312981] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:16:05.313012] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:16:05.443164] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:16:05.443321] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:16:05.443361] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:16:05.443389] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:16:05.446811] [DEBUG] [FORECASTER] AMSC: Forecast T+1@11:T+2@11: DOWN (p=14.20%)
[2025-12-22T20:16:05.447102] [INFO ] [FORECASTER] Completed predict_future for AMSC
[2025-12-22T20:16:05.447235] [INFO ] [sig       ] AMSC: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:16:05.586561] [INFO ] [LOCAL     ] Saved forecast: AMSC	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/AMSC.txt
[2025-12-22T20:16:05.586717] [INFO ] [sig       ] [175/3560] Completed AMSC in 0.5s | 2.84 sym/s | Total: 1.0m | ETA: 19.8m
[2025-12-22T20:16:05.586757] [INFO ] [sig       ] [176/3560] Forecasting AMSF...
[2025-12-22T20:16:05.586788] [INFO ] [sig       ] Generating forecast for: AMSF
[2025-12-22T20:16:05.586818] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMSF' from 'https://tdm.silogroup.org/data/derivative_storage/AMSF.csv'.
[2025-12-22T20:16:05.597948] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMSF'.
[2025-12-22T20:16:05.598273] [INFO ] [FORECASTER] Starting predict_future for AMSF
[2025-12-22T20:16:05.599101] [DEBUG] [LOCAL     ] No optimal features file found for AMSF: ./output/feature-sets/AMSF.txt
[2025-12-22T20:16:05.599153] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:16:05.599187] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:16:05.599214] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:16:05.599270] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:16:05.655123] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:16:05.655768] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:16:05.655847] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:16:05.655879] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:16:05.775874] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:16:05.776026] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:16:05.776066] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:16:05.776095] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:16:05.779469] [DEBUG] [FORECASTER] AMSF: Forecast T+1@11:T+2@11: UP (p=97.34%)
[2025-12-22T20:16:05.779794] [INFO ] [FORECASTER] Completed predict_future for AMSF
[2025-12-22T20:16:05.779922] [INFO ] [sig       ] AMSF: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:16:05.916025] [INFO ] [LOCAL     ] Saved forecast: AMSF	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/AMSF.txt
[2025-12-22T20:16:05.916184] [INFO ] [sig       ] [176/3560] Completed AMSF in 0.3s | 2.84 sym/s | Total: 1.0m | ETA: 19.8m
[2025-12-22T20:16:05.916226] [INFO ] [sig       ] [177/3560] Forecasting AMTB...
[2025-12-22T20:16:05.916255] [INFO ] [sig       ] Generating forecast for: AMTB
[2025-12-22T20:16:05.916286] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMTB' from 'https://tdm.silogroup.org/data/derivative_storage/AMTB.csv'.
[2025-12-22T20:16:05.927109] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMTB'.
[2025-12-22T20:16:05.927453] [INFO ] [FORECASTER] Starting predict_future for AMTB
[2025-12-22T20:16:05.928237] [DEBUG] [LOCAL     ] No optimal features file found for AMTB: ./output/feature-sets/AMTB.txt
[2025-12-22T20:16:05.928291] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:16:05.928323] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:16:05.928350] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:16:05.928406] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:16:05.984074] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:16:05.984754] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:16:05.984831] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:16:05.984863] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:16:06.104063] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:16:06.104211] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:16:06.104250] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:16:06.104278] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:16:06.107619] [DEBUG] [FORECASTER] AMTB: Forecast T+1@11:T+2@11: UP (p=53.55%)
[2025-12-22T20:16:06.107894] [INFO ] [FORECASTER] Completed predict_future for AMTB
[2025-12-22T20:16:06.108019] [INFO ] [sig       ] AMTB: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:16:06.243998] [INFO ] [LOCAL     ] Saved forecast: AMTB	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/AMTB.txt
[2025-12-22T20:16:06.244140] [INFO ] [sig       ] [177/3560] Completed AMTB in 0.3s | 2.84 sym/s | Total: 1.0m | ETA: 19.8m
[2025-12-22T20:16:06.244179] [INFO ] [sig       ] [178/3560] Forecasting AMTX...
[2025-12-22T20:16:06.244208] [INFO ] [sig       ] Generating forecast for: AMTX
[2025-12-22T20:16:06.244241] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMTX' from 'https://tdm.silogroup.org/data/derivative_storage/AMTX.csv'.
[2025-12-22T20:16:06.255158] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMTX'.
[2025-12-22T20:16:06.255520] [INFO ] [FORECASTER] Starting predict_future for AMTX
[2025-12-22T20:16:06.256374] [DEBUG] [LOCAL     ] No optimal features file found for AMTX: ./output/feature-sets/AMTX.txt
[2025-12-22T20:16:06.256428] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:16:06.256461] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:16:06.256488] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:16:06.256545] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:16:06.315363] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:16:06.316193] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:16:06.316272] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:16:06.316304] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:16:06.438275] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:16:06.438445] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:16:06.438514] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:16:06.438544] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:16:06.441952] [DEBUG] [FORECASTER] AMTX: Forecast T+1@11:T+2@11: UP (p=87.78%)
[2025-12-22T20:16:06.442276] [INFO ] [FORECASTER] Completed predict_future for AMTX
[2025-12-22T20:16:06.442415] [INFO ] [sig       ] AMTX: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:16:06.577137] [INFO ] [LOCAL     ] Saved forecast: AMTX	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/AMTX.txt
[2025-12-22T20:16:06.577274] [INFO ] [sig       ] [178/3560] Completed AMTX in 0.3s | 2.85 sym/s | Total: 1.0m | ETA: 19.8m
[2025-12-22T20:16:06.577314] [INFO ] [sig       ] [179/3560] Forecasting AMWD...
[2025-12-22T20:16:06.577343] [INFO ] [sig       ] Generating forecast for: AMWD
[2025-12-22T20:16:06.577373] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMWD' from 'https://tdm.silogroup.org/data/derivative_storage/AMWD.csv'.
[2025-12-22T20:16:06.588076] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMWD'.
[2025-12-22T20:16:06.588412] [INFO ] [FORECASTER] Starting predict_future for AMWD
[2025-12-22T20:16:06.589228] [DEBUG] [LOCAL     ] No optimal features file found for AMWD: ./output/feature-sets/AMWD.txt
[2025-12-22T20:16:06.589282] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:16:06.589315] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:16:06.589342] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:16:06.589398] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:16:06.645521] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:16:06.646142] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:16:06.646218] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:16:06.646251] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:16:06.763522] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:16:06.763703] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:16:06.763744] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:16:06.763775] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:16:06.767101] [DEBUG] [FORECASTER] AMWD: Forecast T+1@11:T+2@11: DOWN (p=34.22%)
[2025-12-22T20:16:06.767372] [INFO ] [FORECASTER] Completed predict_future for AMWD
[2025-12-22T20:16:06.767498] [INFO ] [sig       ] AMWD: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:16:06.901632] [INFO ] [LOCAL     ] Saved forecast: AMWD	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/AMWD.txt
[2025-12-22T20:16:06.901763] [INFO ] [sig       ] [179/3560] Completed AMWD in 0.3s | 2.85 sym/s | Total: 1.0m | ETA: 19.8m
[2025-12-22T20:16:06.901801] [INFO ] [sig       ] [180/3560] Forecasting AMWL...
[2025-12-22T20:16:06.901832] [INFO ] [sig       ] Generating forecast for: AMWL
[2025-12-22T20:16:06.901862] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMWL' from 'https://tdm.silogroup.org/data/derivative_storage/AMWL.csv'.
[2025-12-22T20:16:06.912632] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMWL'.
[2025-12-22T20:16:06.912982] [INFO ] [FORECASTER] Starting predict_future for AMWL
[2025-12-22T20:16:06.913763] [DEBUG] [LOCAL     ] No optimal features file found for AMWL: ./output/feature-sets/AMWL.txt
[2025-12-22T20:16:06.913815] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:16:06.913876] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:16:06.913905] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:16:06.913962] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:16:06.970289] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:16:06.970954] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:16:06.971031] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:16:06.971063] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:16:07.093626] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:16:07.093775] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:16:07.093813] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:16:07.093842] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:16:07.097206] [DEBUG] [FORECASTER] AMWL: Forecast T+1@11:T+2@11: UP (p=94.96%)
[2025-12-22T20:16:07.097477] [INFO ] [FORECASTER] Completed predict_future for AMWL
[2025-12-22T20:16:07.097622] [INFO ] [sig       ] AMWL: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:16:07.233182] [INFO ] [LOCAL     ] Saved forecast: AMWL	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/AMWL.txt
[2025-12-22T20:16:07.233319] [INFO ] [sig       ] [180/3560] Completed AMWL in 0.3s | 2.85 sym/s | Total: 1.1m | ETA: 19.8m
[2025-12-22T20:16:07.233361] [INFO ] [sig       ] [181/3560] Forecasting AMX...
[2025-12-22T20:16:07.233390] [INFO ] [sig       ] Generating forecast for: AMX
[2025-12-22T20:16:07.233420] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMX' from 'https://tdm.silogroup.org/data/derivative_storage/AMX.csv'.
[2025-12-22T20:16:07.244762] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMX'.
[2025-12-22T20:16:07.245073] [INFO ] [FORECASTER] Starting predict_future for AMX
[2025-12-22T20:16:07.245844] [DEBUG] [LOCAL     ] No optimal features file found for AMX: ./output/feature-sets/AMX.txt
[2025-12-22T20:16:07.245896] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:16:07.245929] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:16:07.245956] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:16:07.246012] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:16:07.302677] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:16:07.303299] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:16:07.303373] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:16:07.303405] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:16:07.420466] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:16:07.420632] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:16:07.420673] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:16:07.420701] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:16:07.424017] [DEBUG] [FORECASTER] AMX: Forecast T+1@11:T+2@11: UP (p=62.98%)
[2025-12-22T20:16:07.424284] [INFO ] [FORECASTER] Completed predict_future for AMX
[2025-12-22T20:16:07.424413] [INFO ] [sig       ] AMX: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:16:07.560011] [INFO ] [LOCAL     ] Saved forecast: AMX	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/AMX.txt
[2025-12-22T20:16:07.560140] [INFO ] [sig       ] [181/3560] Completed AMX in 0.3s | 2.85 sym/s | Total: 1.1m | ETA: 19.8m
[2025-12-22T20:16:07.560179] [INFO ] [sig       ] [182/3560] Forecasting AMZD...
[2025-12-22T20:16:07.560208] [INFO ] [sig       ] Generating forecast for: AMZD
[2025-12-22T20:16:07.560237] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMZD' from 'https://tdm.silogroup.org/data/derivative_storage/AMZD.csv'.
[2025-12-22T20:16:07.571540] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMZD'.
[2025-12-22T20:16:07.571883] [INFO ] [FORECASTER] Starting predict_future for AMZD
[2025-12-22T20:16:07.572657] [DEBUG] [LOCAL     ] No optimal features file found for AMZD: ./output/feature-sets/AMZD.txt
[2025-12-22T20:16:07.572708] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:16:07.572756] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:16:07.572784] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:16:07.572840] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:16:07.629349] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:16:07.630013] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:16:07.630089] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:16:07.630121] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:16:07.750930] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:16:07.751085] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:16:07.751123] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:16:07.751151] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:16:07.754492] [DEBUG] [FORECASTER] AMZD: Forecast T+1@11:T+2@11: UP (p=61.87%)
[2025-12-22T20:16:07.754781] [INFO ] [FORECASTER] Completed predict_future for AMZD
[2025-12-22T20:16:07.754908] [INFO ] [sig       ] AMZD: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:16:07.897463] [INFO ] [LOCAL     ] Saved forecast: AMZD	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/AMZD.txt
[2025-12-22T20:16:07.897646] [INFO ] [sig       ] [182/3560] Completed AMZD in 0.3s | 2.85 sym/s | Total: 1.1m | ETA: 19.8m
[2025-12-22T20:16:07.897689] [INFO ] [sig       ] [183/3560] Forecasting AMZN...
[2025-12-22T20:16:07.897719] [INFO ] [sig       ] Generating forecast for: AMZN
[2025-12-22T20:16:07.897749] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMZN' from 'https://tdm.silogroup.org/data/derivative_storage/AMZN.csv'.
[2025-12-22T20:16:07.908882] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMZN'.
[2025-12-22T20:16:07.909269] [INFO ] [FORECASTER] Starting predict_future for AMZN
[2025-12-22T20:16:07.910058] [DEBUG] [LOCAL     ] No optimal features file found for AMZN: ./output/feature-sets/AMZN.txt
[2025-12-22T20:16:07.910110] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:16:07.910141] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:16:07.910168] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:16:07.910224] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:16:07.968606] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:16:07.969504] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:16:07.969605] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:16:07.969642] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:16:08.091414] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:16:08.091592] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:16:08.091635] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:16:08.091700] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:16:08.095137] [DEBUG] [FORECASTER] AMZN: Forecast T+1@11:T+2@11: UP (p=93.44%)
[2025-12-22T20:16:08.095462] [INFO ] [FORECASTER] Completed predict_future for AMZN
[2025-12-22T20:16:08.095620] [INFO ] [sig       ] AMZN: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:16:08.232466] [INFO ] [LOCAL     ] Saved forecast: AMZN	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/AMZN.txt
[2025-12-22T20:16:08.232643] [INFO ] [sig       ] [183/3560] Completed AMZN in 0.3s | 2.85 sym/s | Total: 1.1m | ETA: 19.7m
[2025-12-22T20:16:08.232686] [INFO ] [sig       ] [184/3560] Forecasting AMZZ...
[2025-12-22T20:16:08.232715] [INFO ] [sig       ] Generating forecast for: AMZZ
[2025-12-22T20:16:08.232745] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMZZ' from 'https://tdm.silogroup.org/data/derivative_storage/AMZZ.csv'.
[2025-12-22T20:16:08.243722] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMZZ'.
[2025-12-22T20:16:08.244123] [INFO ] [FORECASTER] Starting predict_future for AMZZ
[2025-12-22T20:16:08.244902] [DEBUG] [LOCAL     ] No optimal features file found for AMZZ: ./output/feature-sets/AMZZ.txt
[2025-12-22T20:16:08.244954] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:16:08.244987] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:16:08.245014] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:16:08.245070] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:16:08.304751] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:16:08.305620] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:16:08.305699] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:16:08.305733] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:16:08.425303] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:16:08.425459] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:16:08.425499] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:16:08.425528] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:16:08.428894] [DEBUG] [FORECASTER] AMZZ: Forecast T+1@11:T+2@11: UP (p=88.00%)
[2025-12-22T20:16:08.429194] [INFO ] [FORECASTER] Completed predict_future for AMZZ
[2025-12-22T20:16:08.429321] [INFO ] [sig       ] AMZZ: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:16:08.567425] [INFO ] [LOCAL     ] Saved forecast: AMZZ	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/AMZZ.txt
[2025-12-22T20:16:08.567602] [INFO ] [sig       ] [184/3560] Completed AMZZ in 0.3s | 2.85 sym/s | Total: 1.1m | ETA: 19.7m
[2025-12-22T20:16:08.567645] [INFO ] [sig       ] [185/3560] Forecasting AN...
[2025-12-22T20:16:08.567675] [INFO ] [sig       ] Generating forecast for: AN
[2025-12-22T20:16:08.567704] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AN' from 'https://tdm.silogroup.org/data/derivative_storage/AN.csv'.
[2025-12-22T20:16:08.579682] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AN'.
[2025-12-22T20:16:08.580067] [INFO ] [FORECASTER] Starting predict_future for AN
[2025-12-22T20:16:08.580918] [DEBUG] [LOCAL     ] No optimal features file found for AN: ./output/feature-sets/AN.txt
[2025-12-22T20:16:08.580976] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:16:08.581032] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:16:08.581062] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:16:08.581121] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:16:08.639672] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:16:08.640528] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:16:08.640633] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:16:08.640669] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:16:08.765464] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:16:08.765632] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:16:08.765674] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:16:08.765705] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:16:08.769346] [DEBUG] [FORECASTER] AN: Forecast T+1@11:T+2@11: UP (p=91.39%)
[2025-12-22T20:16:08.769644] [INFO ] [FORECASTER] Completed predict_future for AN
[2025-12-22T20:16:08.769798] [INFO ] [sig       ] AN: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:16:08.905885] [INFO ] [LOCAL     ] Saved forecast: AN	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/AN.txt
[2025-12-22T20:16:08.906018] [INFO ] [sig       ] [185/3560] Completed AN in 0.3s | 2.85 sym/s | Total: 1.1m | ETA: 19.7m
[2025-12-22T20:16:08.906057] [INFO ] [sig       ] [186/3560] Forecasting ANAB...
[2025-12-22T20:16:08.906091] [INFO ] [sig       ] Generating forecast for: ANAB
[2025-12-22T20:16:08.906122] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANAB' from 'https://tdm.silogroup.org/data/derivative_storage/ANAB.csv'.
[2025-12-22T20:16:08.917223] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANAB'.
[2025-12-22T20:16:08.917535] [INFO ] [FORECASTER] Starting predict_future for ANAB
[2025-12-22T20:16:08.918305] [DEBUG] [LOCAL     ] No optimal features file found for ANAB: ./output/feature-sets/ANAB.txt
[2025-12-22T20:16:08.918357] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:16:08.918389] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:16:08.918416] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:16:08.918472] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:16:08.975519] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:16:08.976413] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:16:08.976507] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:16:08.976553] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:16:09.099411] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:16:09.099565] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:16:09.099623] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:16:09.099652] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:16:09.103114] [DEBUG] [FORECASTER] ANAB: Forecast T+1@11:T+2@11: DOWN (p=7.08%)
[2025-12-22T20:16:09.103394] [INFO ] [FORECASTER] Completed predict_future for ANAB
[2025-12-22T20:16:09.103524] [INFO ] [sig       ] ANAB: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:16:09.241830] [INFO ] [LOCAL     ] Saved forecast: ANAB	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/ANAB.txt
[2025-12-22T20:16:09.241965] [INFO ] [sig       ] [186/3560] Completed ANAB in 0.3s | 2.85 sym/s | Total: 1.1m | ETA: 19.7m
[2025-12-22T20:16:09.242006] [INFO ] [sig       ] [187/3560] Forecasting ANDE...
[2025-12-22T20:16:09.242035] [INFO ] [sig       ] Generating forecast for: ANDE
[2025-12-22T20:16:09.242064] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANDE' from 'https://tdm.silogroup.org/data/derivative_storage/ANDE.csv'.
[2025-12-22T20:16:09.252857] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANDE'.
[2025-12-22T20:16:09.253232] [INFO ] [FORECASTER] Starting predict_future for ANDE
[2025-12-22T20:16:09.254073] [DEBUG] [LOCAL     ] No optimal features file found for ANDE: ./output/feature-sets/ANDE.txt
[2025-12-22T20:16:09.254126] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:16:09.254159] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:16:09.254185] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:16:09.254240] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:16:09.312666] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:16:09.313481] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:16:09.313564] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:16:09.313617] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:16:09.443416] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:16:09.443617] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:16:09.443665] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:16:09.443697] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:16:09.447382] [DEBUG] [FORECASTER] ANDE: Forecast T+1@11:T+2@11: DOWN (p=46.82%)
[2025-12-22T20:16:09.447743] [INFO ] [FORECASTER] Completed predict_future for ANDE
[2025-12-22T20:16:09.447899] [INFO ] [sig       ] ANDE: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:16:09.586384] [INFO ] [LOCAL     ] Saved forecast: ANDE	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/ANDE.txt
[2025-12-22T20:16:09.586539] [INFO ] [sig       ] [187/3560] Completed ANDE in 0.3s | 2.85 sym/s | Total: 1.1m | ETA: 19.7m
[2025-12-22T20:16:09.586597] [INFO ] [sig       ] [188/3560] Forecasting ANF...
[2025-12-22T20:16:09.586631] [INFO ] [sig       ] Generating forecast for: ANF
[2025-12-22T20:16:09.586663] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANF' from 'https://tdm.silogroup.org/data/derivative_storage/ANF.csv'.
[2025-12-22T20:16:09.597794] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANF'.
[2025-12-22T20:16:09.598114] [INFO ] [FORECASTER] Starting predict_future for ANF
[2025-12-22T20:16:09.598899] [DEBUG] [LOCAL     ] No optimal features file found for ANF: ./output/feature-sets/ANF.txt
[2025-12-22T20:16:09.598952] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:16:09.598984] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:16:09.599012] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:16:09.599095] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:16:09.655182] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:16:09.655905] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:16:09.655995] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:16:09.656040] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:16:09.772266] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:16:09.772427] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:16:09.772474] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:16:09.772505] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:16:09.776014] [DEBUG] [FORECASTER] ANF: Forecast T+1@11:T+2@11: UP (p=75.26%)
[2025-12-22T20:16:09.776286] [INFO ] [FORECASTER] Completed predict_future for ANF
[2025-12-22T20:16:09.776410] [INFO ] [sig       ] ANF: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:16:09.912070] [INFO ] [LOCAL     ] Saved forecast: ANF	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/ANF.txt
[2025-12-22T20:16:09.912211] [INFO ] [sig       ] [188/3560] Completed ANF in 0.3s | 2.85 sym/s | Total: 1.1m | ETA: 19.7m
[2025-12-22T20:16:09.912252] [INFO ] [sig       ] [189/3560] Forecasting ANGI...
[2025-12-22T20:16:09.912281] [INFO ] [sig       ] Generating forecast for: ANGI
[2025-12-22T20:16:09.912311] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANGI' from 'https://tdm.silogroup.org/data/derivative_storage/ANGI.csv'.
[2025-12-22T20:16:09.923321] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANGI'.
[2025-12-22T20:16:09.923727] [INFO ] [FORECASTER] Starting predict_future for ANGI
[2025-12-22T20:16:09.924561] [DEBUG] [LOCAL     ] No optimal features file found for ANGI: ./output/feature-sets/ANGI.txt
[2025-12-22T20:16:09.924640] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:16:09.924673] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:16:09.924700] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:16:09.924757] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:16:09.982797] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:16:09.983632] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:16:09.983711] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:16:09.983745] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:16:10.102779] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:16:10.102937] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:16:10.102979] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:16:10.103025] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:16:10.106628] [DEBUG] [FORECASTER] ANGI: Forecast T+1@11:T+2@11: DOWN (p=28.90%)
[2025-12-22T20:16:10.106951] [INFO ] [FORECASTER] Completed predict_future for ANGI
[2025-12-22T20:16:10.107093] [INFO ] [sig       ] ANGI: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:16:10.245767] [INFO ] [LOCAL     ] Saved forecast: ANGI	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/ANGI.txt
[2025-12-22T20:16:10.245925] [INFO ] [sig       ] [189/3560] Completed ANGI in 0.3s | 2.85 sym/s | Total: 1.1m | ETA: 19.7m
[2025-12-22T20:16:10.245964] [INFO ] [sig       ] [190/3560] Forecasting ANGL...
[2025-12-22T20:16:10.245994] [INFO ] [sig       ] Generating forecast for: ANGL
[2025-12-22T20:16:10.246024] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANGL' from 'https://tdm.silogroup.org/data/derivative_storage/ANGL.csv'.
[2025-12-22T20:16:10.258220] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANGL'.
[2025-12-22T20:16:10.258658] [INFO ] [FORECASTER] Starting predict_future for ANGL
[2025-12-22T20:16:10.259498] [DEBUG] [LOCAL     ] No optimal features file found for ANGL: ./output/feature-sets/ANGL.txt
[2025-12-22T20:16:10.259558] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:16:10.259621] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:16:10.259654] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:16:10.259714] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:16:10.318384] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:16:10.319273] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:16:10.319399] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:16:10.319434] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:16:10.444378] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:16:10.444534] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:16:10.444594] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:16:10.444626] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:16:10.447955] [DEBUG] [FORECASTER] ANGL: Forecast T+1@11:T+2@11: UP (p=74.09%)
[2025-12-22T20:16:10.448219] [INFO ] [FORECASTER] Completed predict_future for ANGL
[2025-12-22T20:16:10.448339] [INFO ] [sig       ] ANGL: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:16:10.587713] [INFO ] [LOCAL     ] Saved forecast: ANGL	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/ANGL.txt
[2025-12-22T20:16:10.587886] [INFO ] [sig       ] [190/3560] Completed ANGL in 0.3s | 2.85 sym/s | Total: 1.1m | ETA: 19.7m
[2025-12-22T20:16:10.587932] [INFO ] [sig       ] [191/3560] Forecasting ANGO...
[2025-12-22T20:16:10.588139] [INFO ] [sig       ] Generating forecast for: ANGO
[2025-12-22T20:16:10.588172] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANGO' from 'https://tdm.silogroup.org/data/derivative_storage/ANGO.csv'.
[2025-12-22T20:16:10.600089] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANGO'.
[2025-12-22T20:16:10.600482] [INFO ] [FORECASTER] Starting predict_future for ANGO
[2025-12-22T20:16:10.601306] [DEBUG] [LOCAL     ] No optimal features file found for ANGO: ./output/feature-sets/ANGO.txt
[2025-12-22T20:16:10.601363] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:16:10.601396] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:16:10.601424] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:16:10.601482] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:16:10.660818] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:16:10.661667] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:16:10.661749] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:16:10.661798] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:16:10.784106] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:16:10.784271] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:16:10.784312] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:16:10.784340] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:16:10.787777] [DEBUG] [FORECASTER] ANGO: Forecast T+1@11:T+2@11: DOWN (p=22.29%)
[2025-12-22T20:16:10.788095] [INFO ] [FORECASTER] Completed predict_future for ANGO
[2025-12-22T20:16:10.788230] [INFO ] [sig       ] ANGO: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:16:10.926329] [INFO ] [LOCAL     ] Saved forecast: ANGO	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/ANGO.txt
[2025-12-22T20:16:10.926485] [INFO ] [sig       ] [191/3560] Completed ANGO in 0.3s | 2.86 sym/s | Total: 1.1m | ETA: 19.7m
[2025-12-22T20:16:10.926527] [INFO ] [sig       ] [192/3560] Forecasting ANIK...
[2025-12-22T20:16:10.926556] [INFO ] [sig       ] Generating forecast for: ANIK
[2025-12-22T20:16:10.926606] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANIK' from 'https://tdm.silogroup.org/data/derivative_storage/ANIK.csv'.
[2025-12-22T20:16:10.937891] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANIK'.
[2025-12-22T20:16:10.938271] [INFO ] [FORECASTER] Starting predict_future for ANIK
[2025-12-22T20:16:10.939087] [DEBUG] [LOCAL     ] No optimal features file found for ANIK: ./output/feature-sets/ANIK.txt
[2025-12-22T20:16:10.939141] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:16:10.939172] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:16:10.939199] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:16:10.939255] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:16:10.999371] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:16:11.000412] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:16:11.000494] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:16:11.000527] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:16:11.115829] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:16:11.115982] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:16:11.116021] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:16:11.116050] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:16:11.119498] [DEBUG] [FORECASTER] ANIK: Forecast T+1@11:T+2@11: DOWN (p=29.33%)
[2025-12-22T20:16:11.119854] [INFO ] [FORECASTER] Completed predict_future for ANIK
[2025-12-22T20:16:11.119991] [INFO ] [sig       ] ANIK: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:16:11.257333] [INFO ] [LOCAL     ] Saved forecast: ANIK	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/ANIK.txt
[2025-12-22T20:16:11.257492] [INFO ] [sig       ] [192/3560] Completed ANIK in 0.3s | 2.86 sym/s | Total: 1.1m | ETA: 19.7m
[2025-12-22T20:16:11.257533] [INFO ] [sig       ] [193/3560] Forecasting ANIP...
[2025-12-22T20:16:11.257564] [INFO ] [sig       ] Generating forecast for: ANIP
[2025-12-22T20:16:11.257614] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANIP' from 'https://tdm.silogroup.org/data/derivative_storage/ANIP.csv'.
[2025-12-22T20:16:11.269618] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANIP'.
[2025-12-22T20:16:11.269972] [INFO ] [FORECASTER] Starting predict_future for ANIP
[2025-12-22T20:16:11.270811] [DEBUG] [LOCAL     ] No optimal features file found for ANIP: ./output/feature-sets/ANIP.txt
[2025-12-22T20:16:11.270866] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:16:11.270900] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:16:11.270942] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:16:11.271003] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:16:11.327280] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:16:11.328155] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:16:11.328237] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:16:11.328269] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:16:11.459003] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:16:11.459192] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:16:11.459235] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:16:11.459265] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:16:11.462845] [DEBUG] [FORECASTER] ANIP: Forecast T+1@11:T+2@11: DOWN (p=7.23%)
[2025-12-22T20:16:11.463150] [INFO ] [FORECASTER] Completed predict_future for ANIP
[2025-12-22T20:16:11.463293] [INFO ] [sig       ] ANIP: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:16:11.621700] [INFO ] [LOCAL     ] Saved forecast: ANIP	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/ANIP.txt
[2025-12-22T20:16:11.621971] [INFO ] [sig       ] [193/3560] Completed ANIP in 0.4s | 2.86 sym/s | Total: 1.1m | ETA: 19.7m
[2025-12-22T20:16:11.622043] [INFO ] [sig       ] [194/3560] Forecasting ANIX...
[2025-12-22T20:16:11.622094] [INFO ] [sig       ] Generating forecast for: ANIX
[2025-12-22T20:16:11.622137] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANIX' from 'https://tdm.silogroup.org/data/derivative_storage/ANIX.csv'.
[2025-12-22T20:16:11.636874] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANIX'.
[2025-12-22T20:16:11.637358] [INFO ] [FORECASTER] Starting predict_future for ANIX
[2025-12-22T20:16:11.638485] [DEBUG] [LOCAL     ] No optimal features file found for ANIX: ./output/feature-sets/ANIX.txt
[2025-12-22T20:16:11.638560] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:16:11.638648] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:16:11.638699] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:16:11.638793] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:16:11.726883] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:16:11.728015] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:16:11.728151] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:16:11.728199] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:16:11.891153] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:16:11.891346] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:16:11.891403] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:16:11.891446] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:16:11.895809] [DEBUG] [FORECASTER] ANIX: Forecast T+1@11:T+2@11: DOWN (p=4.32%)
[2025-12-22T20:16:11.896145] [INFO ] [FORECASTER] Completed predict_future for ANIX
[2025-12-22T20:16:11.896324] [INFO ] [sig       ] ANIX: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:16:12.100882] [INFO ] [LOCAL     ] Saved forecast: ANIX	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/ANIX.txt
[2025-12-22T20:16:12.101111] [INFO ] [sig       ] [194/3560] Completed ANIX in 0.5s | 2.85 sym/s | Total: 1.1m | ETA: 19.7m
[2025-12-22T20:16:12.101178] [INFO ] [sig       ] [195/3560] Forecasting ANNX...
[2025-12-22T20:16:12.101230] [INFO ] [sig       ] Generating forecast for: ANNX
[2025-12-22T20:16:12.101283] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANNX' from 'https://tdm.silogroup.org/data/derivative_storage/ANNX.csv'.
[2025-12-22T20:16:12.118827] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANNX'.
[2025-12-22T20:16:12.119845] [INFO ] [FORECASTER] Starting predict_future for ANNX
[2025-12-22T20:16:12.120952] [DEBUG] [LOCAL     ] No optimal features file found for ANNX: ./output/feature-sets/ANNX.txt
[2025-12-22T20:16:12.121022] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:16:12.121055] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:16:12.121082] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:16:12.121140] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:16:12.207830] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:16:12.210630] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:16:12.210892] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:16:12.210944] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:16:12.377395] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:16:12.377613] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:16:12.377664] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:16:12.377717] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:16:12.382711] [DEBUG] [FORECASTER] ANNX: Forecast T+1@11:T+2@11: UP (p=74.05%)
[2025-12-22T20:16:12.383158] [INFO ] [FORECASTER] Completed predict_future for ANNX
[2025-12-22T20:16:12.383371] [INFO ] [sig       ] ANNX: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:16:12.544558] [INFO ] [LOCAL     ] Saved forecast: ANNX	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/ANNX.txt
[2025-12-22T20:16:12.544816] [INFO ] [sig       ] [195/3560] Completed ANNX in 0.4s | 2.85 sym/s | Total: 1.1m | ETA: 19.7m
[2025-12-22T20:16:12.544876] [INFO ] [sig       ] [196/3560] Forecasting ANTX...
[2025-12-22T20:16:12.544909] [INFO ] [sig       ] Generating forecast for: ANTX
[2025-12-22T20:16:12.544940] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANTX' from 'https://tdm.silogroup.org/data/derivative_storage/ANTX.csv'.
[2025-12-22T20:16:12.559842] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANTX'.
[2025-12-22T20:16:12.560395] [INFO ] [FORECASTER] Starting predict_future for ANTX
[2025-12-22T20:16:12.561361] [DEBUG] [LOCAL     ] No optimal features file found for ANTX: ./output/feature-sets/ANTX.txt
[2025-12-22T20:16:12.561420] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:16:12.561456] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:16:12.561484] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:16:12.561543] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:16:12.628883] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:16:12.630245] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:16:12.630407] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:16:12.630459] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:16:12.764029] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:16:12.764198] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:16:12.764240] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:16:12.764271] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:16:12.768967] [DEBUG] [FORECASTER] ANTX: Forecast T+1@11:T+2@11: DOWN (p=4.58%)
[2025-12-22T20:16:12.769527] [INFO ] [FORECASTER] Completed predict_future for ANTX
[2025-12-22T20:16:12.769754] [INFO ] [sig       ] ANTX: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:16:12.923131] [INFO ] [LOCAL     ] Saved forecast: ANTX	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/ANTX.txt
[2025-12-22T20:16:12.923300] [INFO ] [sig       ] [196/3560] Completed ANTX in 0.4s | 2.84 sym/s | Total: 1.1m | ETA: 19.7m
[2025-12-22T20:16:12.923342] [INFO ] [sig       ] [197/3560] Forecasting ANVS...
[2025-12-22T20:16:12.923376] [INFO ] [sig       ] Generating forecast for: ANVS
[2025-12-22T20:16:12.923431] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANVS' from 'https://tdm.silogroup.org/data/derivative_storage/ANVS.csv'.
[2025-12-22T20:16:12.937161] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANVS'.
[2025-12-22T20:16:12.937550] [INFO ] [FORECASTER] Starting predict_future for ANVS
[2025-12-22T20:16:12.938366] [DEBUG] [LOCAL     ] No optimal features file found for ANVS: ./output/feature-sets/ANVS.txt
[2025-12-22T20:16:12.938420] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:16:12.938499] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:16:12.938529] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:16:12.938603] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:16:12.996204] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:16:12.997079] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:16:12.997160] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:16:12.997193] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:16:13.120156] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:16:13.120311] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:16:13.120353] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:16:13.120382] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:16:13.123839] [DEBUG] [FORECASTER] ANVS: Forecast T+1@11:T+2@11: UP (p=69.65%)
[2025-12-22T20:16:13.124187] [INFO ] [FORECASTER] Completed predict_future for ANVS
[2025-12-22T20:16:13.124335] [INFO ] [sig       ] ANVS: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:16:13.279136] [INFO ] [LOCAL     ] Saved forecast: ANVS	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/ANVS.txt
[2025-12-22T20:16:13.279315] [INFO ] [sig       ] [197/3560] Completed ANVS in 0.4s | 2.84 sym/s | Total: 1.2m | ETA: 19.7m
[2025-12-22T20:16:13.279372] [INFO ] [sig       ] [198/3560] Forecasting AOD...
[2025-12-22T20:16:13.279415] [INFO ] [sig       ] Generating forecast for: AOD
[2025-12-22T20:16:13.279460] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AOD' from 'https://tdm.silogroup.org/data/derivative_storage/AOD.csv'.
[2025-12-22T20:16:13.291394] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AOD'.
[2025-12-22T20:16:13.291808] [INFO ] [FORECASTER] Starting predict_future for AOD
[2025-12-22T20:16:13.292780] [DEBUG] [LOCAL     ] No optimal features file found for AOD: ./output/feature-sets/AOD.txt
[2025-12-22T20:16:13.292835] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:16:13.292868] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:16:13.292895] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:16:13.292951] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:16:13.351422] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:16:13.352362] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:16:13.352453] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:16:13.352488] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:16:13.479806] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:16:13.479980] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:16:13.480022] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:16:13.480053] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:16:13.483668] [DEBUG] [FORECASTER] AOD: Forecast T+1@11:T+2@11: UP (p=74.71%)
[2025-12-22T20:16:13.484014] [INFO ] [FORECASTER] Completed predict_future for AOD
[2025-12-22T20:16:13.484159] [INFO ] [sig       ] AOD: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:16:13.636078] [INFO ] [LOCAL     ] Saved forecast: AOD	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/AOD.txt
[2025-12-22T20:16:13.636275] [INFO ] [sig       ] [198/3560] Completed AOD in 0.4s | 2.84 sym/s | Total: 1.2m | ETA: 19.7m
[2025-12-22T20:16:13.636318] [INFO ] [sig       ] [199/3560] Forecasting AOHY...
[2025-12-22T20:16:13.636351] [INFO ] [sig       ] Generating forecast for: AOHY
[2025-12-22T20:16:13.636385] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AOHY' from 'https://tdm.silogroup.org/data/derivative_storage/AOHY.csv'.
[2025-12-22T20:16:13.648755] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AOHY'.
[2025-12-22T20:16:13.649338] [INFO ] [FORECASTER] Starting predict_future for AOHY
[2025-12-22T20:16:13.650636] [DEBUG] [LOCAL     ] No optimal features file found for AOHY: ./output/feature-sets/AOHY.txt
[2025-12-22T20:16:13.650700] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:16:13.650735] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:16:13.650763] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:16:13.650821] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:16:13.710387] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:16:13.711341] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:16:13.711444] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:16:13.711479] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:16:13.832700] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:16:13.832877] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:16:13.832918] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:16:13.832945] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:16:13.836893] [DEBUG] [FORECASTER] AOHY: Forecast T+1@11:T+2@11: DOWN (p=10.42%)
[2025-12-22T20:16:13.837336] [INFO ] [FORECASTER] Completed predict_future for AOHY
[2025-12-22T20:16:13.837537] [INFO ] [sig       ] AOHY: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:16:13.978253] [INFO ] [LOCAL     ] Saved forecast: AOHY	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/AOHY.txt
[2025-12-22T20:16:13.978408] [INFO ] [sig       ] [199/3560] Completed AOHY in 0.3s | 2.84 sym/s | Total: 1.2m | ETA: 19.7m
[2025-12-22T20:16:13.978449] [INFO ] [sig       ] [200/3560] Forecasting AON...
[2025-12-22T20:16:13.978477] [INFO ] [sig       ] Generating forecast for: AON
[2025-12-22T20:16:13.978506] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AON' from 'https://tdm.silogroup.org/data/derivative_storage/AON.csv'.
[2025-12-22T20:16:13.990250] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AON'.
[2025-12-22T20:16:13.990685] [INFO ] [FORECASTER] Starting predict_future for AON
[2025-12-22T20:16:13.991499] [DEBUG] [LOCAL     ] No optimal features file found for AON: ./output/feature-sets/AON.txt
[2025-12-22T20:16:13.991555] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:16:13.991612] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:16:13.991643] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:16:13.991701] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:16:14.048408] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:16:14.049298] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:16:14.049379] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:16:14.049414] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:16:14.172454] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:16:14.172618] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:16:14.172660] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:16:14.172720] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:16:14.176135] [DEBUG] [FORECASTER] AON: Forecast T+1@11:T+2@11: UP (p=96.37%)
[2025-12-22T20:16:14.176411] [INFO ] [FORECASTER] Completed predict_future for AON
[2025-12-22T20:16:14.176537] [INFO ] [sig       ] AON: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:16:14.311733] [INFO ] [LOCAL     ] Saved forecast: AON	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/AON.txt
[2025-12-22T20:16:14.311871] [INFO ] [sig       ] [200/3560] Completed AON in 0.3s | 2.85 sym/s | Total: 1.2m | ETA: 19.7m
[2025-12-22T20:16:14.311911] [INFO ] [sig       ] [201/3560] Forecasting AOS...
[2025-12-22T20:16:14.311940] [INFO ] [sig       ] Generating forecast for: AOS
[2025-12-22T20:16:14.311971] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AOS' from 'https://tdm.silogroup.org/data/derivative_storage/AOS.csv'.
[2025-12-22T20:16:14.322942] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AOS'.
[2025-12-22T20:16:14.323313] [INFO ] [FORECASTER] Starting predict_future for AOS
[2025-12-22T20:16:14.324140] [DEBUG] [LOCAL     ] No optimal features file found for AOS: ./output/feature-sets/AOS.txt
[2025-12-22T20:16:14.324193] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:16:14.324226] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:16:14.324254] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:16:14.324310] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:16:14.384103] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:16:14.384827] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:16:14.384908] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:16:14.384942] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:16:14.507320] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:16:14.507451] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:16:14.507492] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:16:14.507522] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:16:14.511004] [DEBUG] [FORECASTER] AOS: Forecast T+1@11:T+2@11: UP (p=63.34%)
[2025-12-22T20:16:14.511283] [INFO ] [FORECASTER] Completed predict_future for AOS
[2025-12-22T20:16:14.511413] [INFO ] [sig       ] AOS: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:16:14.645653] [INFO ] [LOCAL     ] Saved forecast: AOS	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/AOS.txt
[2025-12-22T20:16:14.645782] [INFO ] [sig       ] [201/3560] Completed AOS in 0.3s | 2.85 sym/s | Total: 1.2m | ETA: 19.7m
[2025-12-22T20:16:14.645820] [INFO ] [sig       ] [202/3560] Forecasting AOSL...
[2025-12-22T20:16:14.645850] [INFO ] [sig       ] Generating forecast for: AOSL
[2025-12-22T20:16:14.645879] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AOSL' from 'https://tdm.silogroup.org/data/derivative_storage/AOSL.csv'.
[2025-12-22T20:16:14.656515] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AOSL'.
[2025-12-22T20:16:14.656883] [INFO ] [FORECASTER] Starting predict_future for AOSL
[2025-12-22T20:16:14.657713] [DEBUG] [LOCAL     ] No optimal features file found for AOSL: ./output/feature-sets/AOSL.txt
[2025-12-22T20:16:14.657768] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:16:14.657801] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:16:14.657830] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:16:14.657889] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:16:14.714609] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:16:14.715263] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:16:14.715341] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:16:14.715374] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:16:14.833422] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:16:14.833585] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:16:14.833626] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:16:14.833654] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:16:14.837213] [DEBUG] [FORECASTER] AOSL: Forecast T+1@11:T+2@11: DOWN (p=31.67%)
[2025-12-22T20:16:14.837496] [INFO ] [FORECASTER] Completed predict_future for AOSL
[2025-12-22T20:16:14.837642] [INFO ] [sig       ] AOSL: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:16:14.973874] [INFO ] [LOCAL     ] Saved forecast: AOSL	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/AOSL.txt
[2025-12-22T20:16:14.974007] [INFO ] [sig       ] [202/3560] Completed AOSL in 0.3s | 2.85 sym/s | Total: 1.2m | ETA: 19.7m
[2025-12-22T20:16:14.974048] [INFO ] [sig       ] [203/3560] Forecasting AP...
[2025-12-22T20:16:14.974077] [INFO ] [sig       ] Generating forecast for: AP
[2025-12-22T20:16:14.974109] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AP' from 'https://tdm.silogroup.org/data/derivative_storage/AP.csv'.
[2025-12-22T20:16:14.984926] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AP'.
[2025-12-22T20:16:14.985253] [INFO ] [FORECASTER] Starting predict_future for AP
[2025-12-22T20:16:14.986054] [DEBUG] [LOCAL     ] No optimal features file found for AP: ./output/feature-sets/AP.txt
[2025-12-22T20:16:14.986107] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:16:14.986138] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:16:14.986164] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:16:14.986220] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:16:15.042833] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:16:15.043608] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:16:15.043691] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:16:15.043725] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:16:15.175618] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:16:15.175777] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:16:15.175820] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:16:15.175849] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:16:15.179413] [DEBUG] [FORECASTER] AP: Forecast T+1@11:T+2@11: DOWN (p=37.82%)
[2025-12-22T20:16:15.179724] [INFO ] [FORECASTER] Completed predict_future for AP
[2025-12-22T20:16:15.179856] [INFO ] [sig       ] AP: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:16:15.321529] [INFO ] [LOCAL     ] Saved forecast: AP	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/AP.txt
[2025-12-22T20:16:15.321710] [INFO ] [sig       ] [203/3560] Completed AP in 0.3s | 2.85 sym/s | Total: 1.2m | ETA: 19.6m
[2025-12-22T20:16:15.321750] [INFO ] [sig       ] [204/3560] Forecasting APA...
[2025-12-22T20:16:15.321780] [INFO ] [sig       ] Generating forecast for: APA
[2025-12-22T20:16:15.321811] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APA' from 'https://tdm.silogroup.org/data/derivative_storage/APA.csv'.
[2025-12-22T20:16:15.333282] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APA'.
[2025-12-22T20:16:15.333701] [INFO ] [FORECASTER] Starting predict_future for APA
[2025-12-22T20:16:15.334483] [DEBUG] [LOCAL     ] No optimal features file found for APA: ./output/feature-sets/APA.txt
[2025-12-22T20:16:15.334535] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:16:15.334568] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:16:15.334617] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:16:15.334674] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:16:15.393958] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:16:15.395032] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:16:15.395128] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:16:15.395172] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:16:15.524016] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:16:15.524178] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:16:15.524218] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:16:15.524246] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:16:15.527671] [DEBUG] [FORECASTER] APA: Forecast T+1@11:T+2@11: DOWN (p=16.93%)
[2025-12-22T20:16:15.527969] [INFO ] [FORECASTER] Completed predict_future for APA
[2025-12-22T20:16:15.528103] [INFO ] [sig       ] APA: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:16:15.669482] [INFO ] [LOCAL     ] Saved forecast: APA	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/APA.txt
[2025-12-22T20:16:15.669674] [INFO ] [sig       ] [204/3560] Completed APA in 0.3s | 2.85 sym/s | Total: 1.2m | ETA: 19.6m
[2025-12-22T20:16:15.669718] [INFO ] [sig       ] [205/3560] Forecasting APAM...
[2025-12-22T20:16:15.669749] [INFO ] [sig       ] Generating forecast for: APAM
[2025-12-22T20:16:15.669778] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APAM' from 'https://tdm.silogroup.org/data/derivative_storage/APAM.csv'.
[2025-12-22T20:16:15.681205] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APAM'.
[2025-12-22T20:16:15.681617] [INFO ] [FORECASTER] Starting predict_future for APAM
[2025-12-22T20:16:15.682406] [DEBUG] [LOCAL     ] No optimal features file found for APAM: ./output/feature-sets/APAM.txt
[2025-12-22T20:16:15.682460] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:16:15.682491] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:16:15.682518] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:16:15.682598] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:16:15.738829] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:16:15.740349] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:16:15.740501] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:16:15.740535] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:16:15.858911] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:16:15.859112] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:16:15.859166] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:16:15.859205] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:16:15.863504] [DEBUG] [FORECASTER] APAM: Forecast T+1@11:T+2@11: DOWN (p=33.64%)
[2025-12-22T20:16:15.863859] [INFO ] [FORECASTER] Completed predict_future for APAM
[2025-12-22T20:16:15.864021] [INFO ] [sig       ] APAM: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:16:16.002406] [INFO ] [LOCAL     ] Saved forecast: APAM	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/APAM.txt
[2025-12-22T20:16:16.002535] [INFO ] [sig       ] [205/3560] Completed APAM in 0.3s | 2.85 sym/s | Total: 1.2m | ETA: 19.6m
[2025-12-22T20:16:16.002591] [INFO ] [sig       ] [206/3560] Forecasting APD...
[2025-12-22T20:16:16.002623] [INFO ] [sig       ] Generating forecast for: APD
[2025-12-22T20:16:16.002652] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APD' from 'https://tdm.silogroup.org/data/derivative_storage/APD.csv'.
[2025-12-22T20:16:16.014041] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APD'.
[2025-12-22T20:16:16.014374] [INFO ] [FORECASTER] Starting predict_future for APD
[2025-12-22T20:16:16.015211] [DEBUG] [LOCAL     ] No optimal features file found for APD: ./output/feature-sets/APD.txt
[2025-12-22T20:16:16.015276] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:16:16.015311] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:16:16.015338] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:16:16.015394] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:16:16.072192] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:16:16.072809] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:16:16.072886] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:16:16.072919] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:16:16.194499] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:16:16.194652] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:16:16.194691] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:16:16.194719] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:16:16.197995] [DEBUG] [FORECASTER] APD: Forecast T+1@11:T+2@11: UP (p=80.24%)
[2025-12-22T20:16:16.198259] [INFO ] [FORECASTER] Completed predict_future for APD
[2025-12-22T20:16:16.198379] [INFO ] [sig       ] APD: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:16:16.333399] [INFO ] [LOCAL     ] Saved forecast: APD	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/APD.txt
[2025-12-22T20:16:16.333519] [INFO ] [sig       ] [206/3560] Completed APD in 0.3s | 2.85 sym/s | Total: 1.2m | ETA: 19.6m
[2025-12-22T20:16:16.333557] [INFO ] [sig       ] [207/3560] Forecasting APEI...
[2025-12-22T20:16:16.333605] [INFO ] [sig       ] Generating forecast for: APEI
[2025-12-22T20:16:16.333636] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APEI' from 'https://tdm.silogroup.org/data/derivative_storage/APEI.csv'.
[2025-12-22T20:16:16.344055] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APEI'.
[2025-12-22T20:16:16.344364] [INFO ] [FORECASTER] Starting predict_future for APEI
[2025-12-22T20:16:16.345166] [DEBUG] [LOCAL     ] No optimal features file found for APEI: ./output/feature-sets/APEI.txt
[2025-12-22T20:16:16.345217] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:16:16.345248] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:16:16.345275] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:16:16.345331] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:16:16.401749] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:16:16.402381] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:16:16.402484] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:16:16.402518] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:16:16.516677] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:16:16.516827] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:16:16.516866] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:16:16.516895] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:16:16.520638] [DEBUG] [FORECASTER] APEI: Forecast T+1@11:T+2@11: UP (p=68.05%)
[2025-12-22T20:16:16.520908] [INFO ] [FORECASTER] Completed predict_future for APEI
[2025-12-22T20:16:16.521034] [INFO ] [sig       ] APEI: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:16:16.656290] [INFO ] [LOCAL     ] Saved forecast: APEI	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/APEI.txt
[2025-12-22T20:16:16.656411] [INFO ] [sig       ] [207/3560] Completed APEI in 0.3s | 2.85 sym/s | Total: 1.2m | ETA: 19.6m
[2025-12-22T20:16:16.656450] [INFO ] [sig       ] [208/3560] Forecasting APG...
[2025-12-22T20:16:16.656481] [INFO ] [sig       ] Generating forecast for: APG
[2025-12-22T20:16:16.656511] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APG' from 'https://tdm.silogroup.org/data/derivative_storage/APG.csv'.
[2025-12-22T20:16:16.667415] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APG'.
[2025-12-22T20:16:16.667761] [INFO ] [FORECASTER] Starting predict_future for APG
[2025-12-22T20:16:16.668516] [DEBUG] [LOCAL     ] No optimal features file found for APG: ./output/feature-sets/APG.txt
[2025-12-22T20:16:16.668587] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:16:16.668623] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:16:16.668650] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:16:16.668706] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:16:16.724811] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:16:16.725443] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:16:16.725520] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:16:16.725552] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:16:16.844358] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:16:16.844488] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:16:16.844526] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:16:16.844553] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:16:16.847858] [DEBUG] [FORECASTER] APG: Forecast T+1@11:T+2@11: UP (p=52.82%)
[2025-12-22T20:16:16.848152] [INFO ] [FORECASTER] Completed predict_future for APG
[2025-12-22T20:16:16.848272] [INFO ] [sig       ] APG: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:16:17.007996] [INFO ] [LOCAL     ] Saved forecast: APG	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/APG.txt
[2025-12-22T20:16:17.008148] [INFO ] [sig       ] [208/3560] Completed APG in 0.4s | 2.85 sym/s | Total: 1.2m | ETA: 19.6m
[2025-12-22T20:16:17.008188] [INFO ] [sig       ] [209/3560] Forecasting APGE...
[2025-12-22T20:16:17.008218] [INFO ] [sig       ] Generating forecast for: APGE
[2025-12-22T20:16:17.008248] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APGE' from 'https://tdm.silogroup.org/data/derivative_storage/APGE.csv'.
[2025-12-22T20:16:17.019089] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APGE'.
[2025-12-22T20:16:17.019446] [INFO ] [FORECASTER] Starting predict_future for APGE
[2025-12-22T20:16:17.020230] [DEBUG] [LOCAL     ] No optimal features file found for APGE: ./output/feature-sets/APGE.txt
[2025-12-22T20:16:17.020284] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:16:17.020316] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:16:17.020342] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:16:17.020402] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:16:17.076138] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:16:17.076850] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:16:17.076945] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:16:17.076977] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:16:17.198897] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:16:17.199078] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:16:17.199124] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:16:17.199152] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:16:17.202606] [DEBUG] [FORECASTER] APGE: Forecast T+1@11:T+2@11: DOWN (p=20.91%)
[2025-12-22T20:16:17.202894] [INFO ] [FORECASTER] Completed predict_future for APGE
[2025-12-22T20:16:17.203023] [INFO ] [sig       ] APGE: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:16:17.338350] [INFO ] [LOCAL     ] Saved forecast: APGE	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/APGE.txt
[2025-12-22T20:16:17.338503] [INFO ] [sig       ] [209/3560] Completed APGE in 0.3s | 2.85 sym/s | Total: 1.2m | ETA: 19.6m
[2025-12-22T20:16:17.338559] [INFO ] [sig       ] [210/3560] Forecasting APH...
[2025-12-22T20:16:17.338610] [INFO ] [sig       ] Generating forecast for: APH
[2025-12-22T20:16:17.338641] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APH' from 'https://tdm.silogroup.org/data/derivative_storage/APH.csv'.
[2025-12-22T20:16:17.349652] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APH'.
[2025-12-22T20:16:17.349967] [INFO ] [FORECASTER] Starting predict_future for APH
[2025-12-22T20:16:17.350759] [DEBUG] [LOCAL     ] No optimal features file found for APH: ./output/feature-sets/APH.txt
[2025-12-22T20:16:17.350810] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:16:17.350842] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:16:17.350869] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:16:17.350936] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:16:17.406765] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:16:17.407401] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:16:17.407474] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:16:17.407506] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:16:17.531304] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:16:17.531461] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:16:17.531500] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:16:17.531530] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:16:17.534988] [DEBUG] [FORECASTER] APH: Forecast T+1@11:T+2@11: DOWN (p=5.82%)
[2025-12-22T20:16:17.535308] [INFO ] [FORECASTER] Completed predict_future for APH
[2025-12-22T20:16:17.535443] [INFO ] [sig       ] APH: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:16:17.680041] [INFO ] [LOCAL     ] Saved forecast: APH	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/APH.txt
[2025-12-22T20:16:17.680242] [INFO ] [sig       ] [210/3560] Completed APH in 0.3s | 2.85 sym/s | Total: 1.2m | ETA: 19.6m
[2025-12-22T20:16:17.680284] [INFO ] [sig       ] [211/3560] Forecasting API...
[2025-12-22T20:16:17.680315] [INFO ] [sig       ] Generating forecast for: API
[2025-12-22T20:16:17.680344] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'API' from 'https://tdm.silogroup.org/data/derivative_storage/API.csv'.
[2025-12-22T20:16:17.691324] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'API'.
[2025-12-22T20:16:17.691727] [INFO ] [FORECASTER] Starting predict_future for API
[2025-12-22T20:16:17.692524] [DEBUG] [LOCAL     ] No optimal features file found for API: ./output/feature-sets/API.txt
[2025-12-22T20:16:17.692595] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:16:17.692632] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:16:17.692668] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:16:17.692733] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:16:17.752193] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:16:17.753194] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:16:17.753283] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:16:17.753318] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:16:17.871671] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:16:17.871807] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:16:17.871847] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:16:17.871875] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:16:17.875194] [DEBUG] [FORECASTER] API: Forecast T+1@11:T+2@11: DOWN (p=16.89%)
[2025-12-22T20:16:17.875460] [INFO ] [FORECASTER] Completed predict_future for API
[2025-12-22T20:16:17.875624] [INFO ] [sig       ] API: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:16:18.014772] [INFO ] [LOCAL     ] Saved forecast: API	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/API.txt
[2025-12-22T20:16:18.014907] [INFO ] [sig       ] [211/3560] Completed API in 0.3s | 2.85 sym/s | Total: 1.2m | ETA: 19.6m
[2025-12-22T20:16:18.014948] [INFO ] [sig       ] [212/3560] Forecasting APLD...
[2025-12-22T20:16:18.014979] [INFO ] [sig       ] Generating forecast for: APLD
[2025-12-22T20:16:18.015009] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APLD' from 'https://tdm.silogroup.org/data/derivative_storage/APLD.csv'.
[2025-12-22T20:16:18.025874] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APLD'.
[2025-12-22T20:16:18.026229] [INFO ] [FORECASTER] Starting predict_future for APLD
[2025-12-22T20:16:18.027030] [DEBUG] [LOCAL     ] No optimal features file found for APLD: ./output/feature-sets/APLD.txt
[2025-12-22T20:16:18.027083] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:16:18.027115] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:16:18.027142] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:16:18.027198] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:16:18.083325] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:16:18.084317] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:16:18.084420] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:16:18.084456] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:16:18.209876] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:16:18.210037] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:16:18.210078] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:16:18.210107] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:16:18.214025] [DEBUG] [FORECASTER] APLD: Forecast T+1@11:T+2@11: UP (p=63.05%)
[2025-12-22T20:16:18.214507] [INFO ] [FORECASTER] Completed predict_future for APLD
[2025-12-22T20:16:18.214660] [INFO ] [sig       ] APLD: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:16:18.356286] [INFO ] [LOCAL     ] Saved forecast: APLD	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/APLD.txt
[2025-12-22T20:16:18.356442] [INFO ] [sig       ] [212/3560] Completed APLD in 0.3s | 2.85 sym/s | Total: 1.2m | ETA: 19.6m
[2025-12-22T20:16:18.356483] [INFO ] [sig       ] [213/3560] Forecasting APLE...
[2025-12-22T20:16:18.356513] [INFO ] [sig       ] Generating forecast for: APLE
[2025-12-22T20:16:18.356543] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APLE' from 'https://tdm.silogroup.org/data/derivative_storage/APLE.csv'.
[2025-12-22T20:16:18.368876] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APLE'.
[2025-12-22T20:16:18.369309] [INFO ] [FORECASTER] Starting predict_future for APLE
[2025-12-22T20:16:18.370218] [DEBUG] [LOCAL     ] No optimal features file found for APLE: ./output/feature-sets/APLE.txt
[2025-12-22T20:16:18.370274] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:16:18.370306] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:16:18.370333] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:16:18.370389] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:16:18.427005] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:16:18.427831] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:16:18.427911] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:16:18.427944] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:16:18.543635] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:16:18.543799] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:16:18.543861] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:16:18.543893] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:16:18.547404] [DEBUG] [FORECASTER] APLE: Forecast T+1@11:T+2@11: DOWN (p=7.31%)
[2025-12-22T20:16:18.547742] [INFO ] [FORECASTER] Completed predict_future for APLE
[2025-12-22T20:16:18.547879] [INFO ] [sig       ] APLE: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:16:18.689167] [INFO ] [LOCAL     ] Saved forecast: APLE	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/APLE.txt
[2025-12-22T20:16:18.689330] [INFO ] [sig       ] [213/3560] Completed APLE in 0.3s | 2.85 sym/s | Total: 1.2m | ETA: 19.6m
[2025-12-22T20:16:18.689373] [INFO ] [sig       ] [214/3560] Forecasting APLS...
[2025-12-22T20:16:18.689405] [INFO ] [sig       ] Generating forecast for: APLS
[2025-12-22T20:16:18.689438] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APLS' from 'https://tdm.silogroup.org/data/derivative_storage/APLS.csv'.
[2025-12-22T20:16:18.700745] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APLS'.
[2025-12-22T20:16:18.701143] [INFO ] [FORECASTER] Starting predict_future for APLS
[2025-12-22T20:16:18.701989] [DEBUG] [LOCAL     ] No optimal features file found for APLS: ./output/feature-sets/APLS.txt
[2025-12-22T20:16:18.702045] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:16:18.702110] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:16:18.702140] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:16:18.702199] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:16:18.763798] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:16:18.764814] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:16:18.764904] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:16:18.764939] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:16:18.890424] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:16:18.890610] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:16:18.890652] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:16:18.890682] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:16:18.894249] [DEBUG] [FORECASTER] APLS: Forecast T+1@11:T+2@11: DOWN (p=49.39%)
[2025-12-22T20:16:18.894556] [INFO ] [FORECASTER] Completed predict_future for APLS
[2025-12-22T20:16:18.894711] [INFO ] [sig       ] APLS: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:16:19.032902] [INFO ] [LOCAL     ] Saved forecast: APLS	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/APLS.txt
[2025-12-22T20:16:19.033064] [INFO ] [sig       ] [214/3560] Completed APLS in 0.3s | 2.85 sym/s | Total: 1.3m | ETA: 19.5m
[2025-12-22T20:16:19.033121] [INFO ] [sig       ] [215/3560] Forecasting APM...
[2025-12-22T20:16:19.033153] [INFO ] [sig       ] Generating forecast for: APM
[2025-12-22T20:16:19.033184] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APM' from 'https://tdm.silogroup.org/data/derivative_storage/APM.csv'.
[2025-12-22T20:16:19.045598] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APM'.
[2025-12-22T20:16:19.046051] [INFO ] [FORECASTER] Starting predict_future for APM
[2025-12-22T20:16:19.047007] [DEBUG] [LOCAL     ] No optimal features file found for APM: ./output/feature-sets/APM.txt
[2025-12-22T20:16:19.047068] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:16:19.047106] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:16:19.047137] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:16:19.047209] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:16:19.107016] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:16:19.107888] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:16:19.107993] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:16:19.108027] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:16:19.221072] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:16:19.221226] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:16:19.221269] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:16:19.221298] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:16:19.224666] [DEBUG] [FORECASTER] APM: Forecast T+1@11:T+2@11: DOWN (p=15.72%)
[2025-12-22T20:16:19.224947] [INFO ] [FORECASTER] Completed predict_future for APM
[2025-12-22T20:16:19.225077] [INFO ] [sig       ] APM: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:16:19.362340] [INFO ] [LOCAL     ] Saved forecast: APM	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/APM.txt
[2025-12-22T20:16:19.362480] [INFO ] [sig       ] [215/3560] Completed APM in 0.3s | 2.85 sym/s | Total: 1.3m | ETA: 19.5m
[2025-12-22T20:16:19.362521] [INFO ] [sig       ] [216/3560] Forecasting APO...
[2025-12-22T20:16:19.362550] [INFO ] [sig       ] Generating forecast for: APO
[2025-12-22T20:16:19.362597] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APO' from 'https://tdm.silogroup.org/data/derivative_storage/APO.csv'.
[2025-12-22T20:16:19.374770] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APO'.
[2025-12-22T20:16:19.375144] [INFO ] [FORECASTER] Starting predict_future for APO
[2025-12-22T20:16:19.375922] [DEBUG] [LOCAL     ] No optimal features file found for APO: ./output/feature-sets/APO.txt
[2025-12-22T20:16:19.375983] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:16:19.376023] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:16:19.376055] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:16:19.376123] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:16:19.433276] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:16:19.434092] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:16:19.434172] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:16:19.434205] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:16:19.557141] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:16:19.557300] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:16:19.557340] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:16:19.557368] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:16:19.560743] [DEBUG] [FORECASTER] APO: Forecast T+1@11:T+2@11: DOWN (p=2.62%)
[2025-12-22T20:16:19.561011] [INFO ] [FORECASTER] Completed predict_future for APO
[2025-12-22T20:16:19.561136] [INFO ] [sig       ] APO: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:16:19.697633] [INFO ] [LOCAL     ] Saved forecast: APO	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/APO.txt
[2025-12-22T20:16:19.697810] [INFO ] [sig       ] [216/3560] Completed APO in 0.3s | 2.85 sym/s | Total: 1.3m | ETA: 19.5m
[2025-12-22T20:16:19.697855] [INFO ] [sig       ] [217/3560] Forecasting APOG...
[2025-12-22T20:16:19.697888] [INFO ] [sig       ] Generating forecast for: APOG
[2025-12-22T20:16:19.697921] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APOG' from 'https://tdm.silogroup.org/data/derivative_storage/APOG.csv'.
[2025-12-22T20:16:19.709848] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APOG'.
[2025-12-22T20:16:19.710225] [INFO ] [FORECASTER] Starting predict_future for APOG
[2025-12-22T20:16:19.711014] [DEBUG] [LOCAL     ] No optimal features file found for APOG: ./output/feature-sets/APOG.txt
[2025-12-22T20:16:19.711069] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:16:19.711117] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:16:19.711145] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:16:19.711388] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:16:19.767321] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:16:19.768138] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:16:19.768218] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:16:19.768251] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:16:19.885534] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:16:19.885712] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:16:19.885751] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:16:19.885821] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:16:19.889190] [DEBUG] [FORECASTER] APOG: Forecast T+1@11:T+2@11: UP (p=65.46%)
[2025-12-22T20:16:19.889460] [INFO ] [FORECASTER] Completed predict_future for APOG
[2025-12-22T20:16:19.889601] [INFO ] [sig       ] APOG: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:16:20.026315] [INFO ] [LOCAL     ] Saved forecast: APOG	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/APOG.txt
[2025-12-22T20:16:20.026458] [INFO ] [sig       ] [217/3560] Completed APOG in 0.3s | 2.86 sym/s | Total: 1.3m | ETA: 19.5m
[2025-12-22T20:16:20.026498] [INFO ] [sig       ] [218/3560] Forecasting APP...
[2025-12-22T20:16:20.026527] [INFO ] [sig       ] Generating forecast for: APP
[2025-12-22T20:16:20.026558] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APP' from 'https://tdm.silogroup.org/data/derivative_storage/APP.csv'.
[2025-12-22T20:16:20.037681] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APP'.
[2025-12-22T20:16:20.037981] [INFO ] [FORECASTER] Starting predict_future for APP
[2025-12-22T20:16:20.038751] [DEBUG] [LOCAL     ] No optimal features file found for APP: ./output/feature-sets/APP.txt
[2025-12-22T20:16:20.038803] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:16:20.038835] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:16:20.038862] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:16:20.038918] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:16:20.095616] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:16:20.096636] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:16:20.096721] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:16:20.096755] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:16:20.213909] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:16:20.214069] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:16:20.214109] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:16:20.214136] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:16:20.217516] [DEBUG] [FORECASTER] APP: Forecast T+1@11:T+2@11: UP (p=80.22%)
[2025-12-22T20:16:20.217830] [INFO ] [FORECASTER] Completed predict_future for APP
[2025-12-22T20:16:20.217960] [INFO ] [sig       ] APP: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:16:20.358345] [INFO ] [LOCAL     ] Saved forecast: APP	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/APP.txt
[2025-12-22T20:16:20.358515] [INFO ] [sig       ] [218/3560] Completed APP in 0.3s | 2.86 sym/s | Total: 1.3m | ETA: 19.5m
[2025-12-22T20:16:20.358556] [INFO ] [sig       ] [219/3560] Forecasting APPF...
[2025-12-22T20:16:20.358607] [INFO ] [sig       ] Generating forecast for: APPF
[2025-12-22T20:16:20.358639] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APPF' from 'https://tdm.silogroup.org/data/derivative_storage/APPF.csv'.
[2025-12-22T20:16:20.371384] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APPF'.
[2025-12-22T20:16:20.371764] [INFO ] [FORECASTER] Starting predict_future for APPF
[2025-12-22T20:16:20.372761] [DEBUG] [LOCAL     ] No optimal features file found for APPF: ./output/feature-sets/APPF.txt
[2025-12-22T20:16:20.372813] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:16:20.372844] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:16:20.372871] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:16:20.372926] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:16:20.431026] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:16:20.431915] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:16:20.431995] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:16:20.432027] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:16:20.552752] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:16:20.552921] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:16:20.552960] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:16:20.552989] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:16:20.556330] [DEBUG] [FORECASTER] APPF: Forecast T+1@11:T+2@11: UP (p=91.02%)
[2025-12-22T20:16:20.556622] [INFO ] [FORECASTER] Completed predict_future for APPF
[2025-12-22T20:16:20.556748] [INFO ] [sig       ] APPF: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:16:20.693674] [INFO ] [LOCAL     ] Saved forecast: APPF	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/APPF.txt
[2025-12-22T20:16:20.693802] [INFO ] [sig       ] [219/3560] Completed APPF in 0.3s | 2.86 sym/s | Total: 1.3m | ETA: 19.5m
[2025-12-22T20:16:20.693842] [INFO ] [sig       ] [220/3560] Forecasting APPN...
[2025-12-22T20:16:20.693871] [INFO ] [sig       ] Generating forecast for: APPN
[2025-12-22T20:16:20.693901] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APPN' from 'https://tdm.silogroup.org/data/derivative_storage/APPN.csv'.
[2025-12-22T20:16:20.705308] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APPN'.
[2025-12-22T20:16:20.705687] [INFO ] [FORECASTER] Starting predict_future for APPN
[2025-12-22T20:16:20.706441] [DEBUG] [LOCAL     ] No optimal features file found for APPN: ./output/feature-sets/APPN.txt
[2025-12-22T20:16:20.706493] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:16:20.706524] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:16:20.706550] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:16:20.706624] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:16:20.763019] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:16:20.763775] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:16:20.763854] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:16:20.763886] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:16:20.881869] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:16:20.882021] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:16:20.882063] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:16:20.882091] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:16:20.885387] [DEBUG] [FORECASTER] APPN: Forecast T+1@11:T+2@11: UP (p=54.24%)
[2025-12-22T20:16:20.885668] [INFO ] [FORECASTER] Completed predict_future for APPN
[2025-12-22T20:16:20.885792] [INFO ] [sig       ] APPN: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:16:21.022519] [INFO ] [LOCAL     ] Saved forecast: APPN	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/APPN.txt
[2025-12-22T20:16:21.022701] [INFO ] [sig       ] [220/3560] Completed APPN in 0.3s | 2.86 sym/s | Total: 1.3m | ETA: 19.5m
[2025-12-22T20:16:21.022741] [INFO ] [sig       ] [221/3560] Forecasting APPS...
[2025-12-22T20:16:21.022772] [INFO ] [sig       ] Generating forecast for: APPS
[2025-12-22T20:16:21.022825] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APPS' from 'https://tdm.silogroup.org/data/derivative_storage/APPS.csv'.
[2025-12-22T20:16:21.034011] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APPS'.
[2025-12-22T20:16:21.034426] [INFO ] [FORECASTER] Starting predict_future for APPS
[2025-12-22T20:16:21.035244] [DEBUG] [LOCAL     ] No optimal features file found for APPS: ./output/feature-sets/APPS.txt
[2025-12-22T20:16:21.035298] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:16:21.035330] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:16:21.035357] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:16:21.035414] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:16:21.092213] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:16:21.093061] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:16:21.093143] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:16:21.093176] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:16:21.211998] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:16:21.212156] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:16:21.212194] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:16:21.212223] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:16:21.215531] [DEBUG] [FORECASTER] APPS: Forecast T+1@11:T+2@11: DOWN (p=48.36%)
[2025-12-22T20:16:21.215817] [INFO ] [FORECASTER] Completed predict_future for APPS
[2025-12-22T20:16:21.215940] [INFO ] [sig       ] APPS: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:16:21.355595] [INFO ] [LOCAL     ] Saved forecast: APPS	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/APPS.txt
[2025-12-22T20:16:21.355754] [INFO ] [sig       ] [221/3560] Completed APPS in 0.3s | 2.86 sym/s | Total: 1.3m | ETA: 19.5m
[2025-12-22T20:16:21.355795] [INFO ] [sig       ] [222/3560] Forecasting APVO...
[2025-12-22T20:16:21.355824] [INFO ] [sig       ] Generating forecast for: APVO
[2025-12-22T20:16:21.355853] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APVO' from 'https://tdm.silogroup.org/data/derivative_storage/APVO.csv'.
[2025-12-22T20:16:21.366961] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APVO'.
[2025-12-22T20:16:21.367317] [INFO ] [FORECASTER] Starting predict_future for APVO
[2025-12-22T20:16:21.368094] [DEBUG] [LOCAL     ] No optimal features file found for APVO: ./output/feature-sets/APVO.txt
[2025-12-22T20:16:21.368146] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:16:21.368178] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:16:21.368204] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:16:21.368261] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:16:21.427742] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:16:21.428626] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:16:21.428709] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:16:21.428743] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:16:21.543078] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:16:21.543235] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:16:21.543274] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:16:21.543302] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:16:21.547016] [DEBUG] [FORECASTER] APVO: Forecast T+1@11:T+2@11: DOWN (p=42.00%)
[2025-12-22T20:16:21.547300] [INFO ] [FORECASTER] Completed predict_future for APVO
[2025-12-22T20:16:21.547425] [INFO ] [sig       ] APVO: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:16:21.685516] [INFO ] [LOCAL     ] Saved forecast: APVO	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/APVO.txt
[2025-12-22T20:16:21.685662] [INFO ] [sig       ] [222/3560] Completed APVO in 0.3s | 2.86 sym/s | Total: 1.3m | ETA: 19.5m
[2025-12-22T20:16:21.685702] [INFO ] [sig       ] [223/3560] Forecasting APYX...
[2025-12-22T20:16:21.685733] [INFO ] [sig       ] Generating forecast for: APYX
[2025-12-22T20:16:21.685763] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APYX' from 'https://tdm.silogroup.org/data/derivative_storage/APYX.csv'.
[2025-12-22T20:16:21.696733] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APYX'.
[2025-12-22T20:16:21.697029] [INFO ] [FORECASTER] Starting predict_future for APYX
[2025-12-22T20:16:21.697802] [DEBUG] [LOCAL     ] No optimal features file found for APYX: ./output/feature-sets/APYX.txt
[2025-12-22T20:16:21.697854] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:16:21.697886] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:16:21.697912] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:16:21.697967] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:16:21.754002] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:16:21.754608] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:16:21.754682] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:16:21.754714] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:16:21.875482] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:16:21.875656] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:16:21.875703] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:16:21.875733] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:16:21.879218] [DEBUG] [FORECASTER] APYX: Forecast T+1@11:T+2@11: UP (p=66.58%)
[2025-12-22T20:16:21.879485] [INFO ] [FORECASTER] Completed predict_future for APYX
[2025-12-22T20:16:21.879628] [INFO ] [sig       ] APYX: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:16:22.015282] [INFO ] [LOCAL     ] Saved forecast: APYX	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/APYX.txt
[2025-12-22T20:16:22.015432] [INFO ] [sig       ] [223/3560] Completed APYX in 0.3s | 2.86 sym/s | Total: 1.3m | ETA: 19.5m
[2025-12-22T20:16:22.015471] [INFO ] [sig       ] [224/3560] Forecasting AQMS...
[2025-12-22T20:16:22.015501] [INFO ] [sig       ] Generating forecast for: AQMS
[2025-12-22T20:16:22.015531] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AQMS' from 'https://tdm.silogroup.org/data/derivative_storage/AQMS.csv'.
[2025-12-22T20:16:22.027072] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AQMS'.
[2025-12-22T20:16:22.027420] [INFO ] [FORECASTER] Starting predict_future for AQMS
[2025-12-22T20:16:22.028209] [DEBUG] [LOCAL     ] No optimal features file found for AQMS: ./output/feature-sets/AQMS.txt
[2025-12-22T20:16:22.028260] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:16:22.028293] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:16:22.028321] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:16:22.028377] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:16:22.087649] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:16:22.088591] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:16:22.088719] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:16:22.088755] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:16:22.199437] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:16:22.199612] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:16:22.199654] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:16:22.199700] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:16:22.203067] [DEBUG] [FORECASTER] AQMS: Forecast T+1@11:T+2@11: DOWN (p=7.66%)
[2025-12-22T20:16:22.203347] [INFO ] [FORECASTER] Completed predict_future for AQMS
[2025-12-22T20:16:22.203476] [INFO ] [sig       ] AQMS: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:16:22.343158] [INFO ] [LOCAL     ] Saved forecast: AQMS	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/AQMS.txt
[2025-12-22T20:16:22.343316] [INFO ] [sig       ] [224/3560] Completed AQMS in 0.3s | 2.86 sym/s | Total: 1.3m | ETA: 19.4m
[2025-12-22T20:16:22.343355] [INFO ] [sig       ] [225/3560] Forecasting AQN...
[2025-12-22T20:16:22.343385] [INFO ] [sig       ] Generating forecast for: AQN
[2025-12-22T20:16:22.343416] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AQN' from 'https://tdm.silogroup.org/data/derivative_storage/AQN.csv'.
[2025-12-22T20:16:22.354499] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AQN'.
[2025-12-22T20:16:22.354913] [INFO ] [FORECASTER] Starting predict_future for AQN
[2025-12-22T20:16:22.355696] [DEBUG] [LOCAL     ] No optimal features file found for AQN: ./output/feature-sets/AQN.txt
[2025-12-22T20:16:22.355748] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:16:22.355780] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:16:22.355808] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:16:22.355864] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:16:22.412792] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:16:22.413673] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:16:22.413753] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:16:22.413786] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:16:22.530266] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:16:22.530424] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:16:22.530463] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:16:22.530492] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:16:22.533947] [DEBUG] [FORECASTER] AQN: Forecast T+1@11:T+2@11: UP (p=74.09%)
[2025-12-22T20:16:22.534208] [INFO ] [FORECASTER] Completed predict_future for AQN
[2025-12-22T20:16:22.534332] [INFO ] [sig       ] AQN: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:16:22.671194] [INFO ] [LOCAL     ] Saved forecast: AQN	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/AQN.txt
[2025-12-22T20:16:22.671350] [INFO ] [sig       ] [225/3560] Completed AQN in 0.3s | 2.86 sym/s | Total: 1.3m | ETA: 19.4m
[2025-12-22T20:16:22.671391] [INFO ] [sig       ] [226/3560] Forecasting AQNB...
[2025-12-22T20:16:22.671421] [INFO ] [sig       ] Generating forecast for: AQNB
[2025-12-22T20:16:22.671450] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AQNB' from 'https://tdm.silogroup.org/data/derivative_storage/AQNB.csv'.
[2025-12-22T20:16:22.682729] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AQNB'.
[2025-12-22T20:16:22.683153] [INFO ] [FORECASTER] Starting predict_future for AQNB
[2025-12-22T20:16:22.683978] [DEBUG] [LOCAL     ] No optimal features file found for AQNB: ./output/feature-sets/AQNB.txt
[2025-12-22T20:16:22.684032] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:16:22.684065] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:16:22.684091] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:16:22.684147] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:16:22.751547] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:16:22.752481] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:16:22.752570] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:16:22.752625] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:16:22.863662] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:16:22.863835] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:16:22.863887] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:16:22.863925] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:16:22.867916] [DEBUG] [FORECASTER] AQNB: Forecast T+1@11:T+2@11: UP (p=60.73%)
[2025-12-22T20:16:22.868267] [INFO ] [FORECASTER] Completed predict_future for AQNB
[2025-12-22T20:16:22.868406] [INFO ] [sig       ] AQNB: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:16:23.016912] [INFO ] [LOCAL     ] Saved forecast: AQNB	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/AQNB.txt
[2025-12-22T20:16:23.017067] [INFO ] [sig       ] [226/3560] Completed AQNB in 0.3s | 2.86 sym/s | Total: 1.3m | ETA: 19.4m
[2025-12-22T20:16:23.017108] [INFO ] [sig       ] [227/3560] Forecasting ARBB...
[2025-12-22T20:16:23.017138] [INFO ] [sig       ] Generating forecast for: ARBB
[2025-12-22T20:16:23.017169] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARBB' from 'https://tdm.silogroup.org/data/derivative_storage/ARBB.csv'.
[2025-12-22T20:16:23.028392] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARBB'.
[2025-12-22T20:16:23.028822] [INFO ] [FORECASTER] Starting predict_future for ARBB
[2025-12-22T20:16:23.029666] [DEBUG] [LOCAL     ] No optimal features file found for ARBB: ./output/feature-sets/ARBB.txt
[2025-12-22T20:16:23.029719] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:16:23.029751] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:16:23.029777] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:16:23.029832] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:16:23.086356] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:16:23.087262] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:16:23.087355] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:16:23.087388] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:16:23.207686] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:16:23.207843] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:16:23.207884] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:16:23.207915] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:16:23.211339] [DEBUG] [FORECASTER] ARBB: Forecast T+1@11:T+2@11: DOWN (p=9.07%)
[2025-12-22T20:16:23.211641] [INFO ] [FORECASTER] Completed predict_future for ARBB
[2025-12-22T20:16:23.211769] [INFO ] [sig       ] ARBB: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:16:23.368784] [INFO ] [LOCAL     ] Saved forecast: ARBB	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/ARBB.txt
[2025-12-22T20:16:23.368986] [INFO ] [sig       ] [227/3560] Completed ARBB in 0.4s | 2.86 sym/s | Total: 1.3m | ETA: 19.4m
[2025-12-22T20:16:23.369054] [INFO ] [sig       ] [228/3560] Forecasting ARBE...
[2025-12-22T20:16:23.369096] [INFO ] [sig       ] Generating forecast for: ARBE
[2025-12-22T20:16:23.369136] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARBE' from 'https://tdm.silogroup.org/data/derivative_storage/ARBE.csv'.
[2025-12-22T20:16:23.384070] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARBE'.
[2025-12-22T20:16:23.384484] [INFO ] [FORECASTER] Starting predict_future for ARBE
[2025-12-22T20:16:23.385275] [DEBUG] [LOCAL     ] No optimal features file found for ARBE: ./output/feature-sets/ARBE.txt
[2025-12-22T20:16:23.385328] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:16:23.385360] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:16:23.385388] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:16:23.385458] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:16:23.445735] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:16:23.446622] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:16:23.446702] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:16:23.446734] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:16:23.576520] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:16:23.576689] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:16:23.576730] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:16:23.576759] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:16:23.580400] [DEBUG] [FORECASTER] ARBE: Forecast T+1@11:T+2@11: DOWN (p=38.20%)
[2025-12-22T20:16:23.580691] [INFO ] [FORECASTER] Completed predict_future for ARBE
[2025-12-22T20:16:23.580817] [INFO ] [sig       ] ARBE: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:16:23.720142] [INFO ] [LOCAL     ] Saved forecast: ARBE	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/ARBE.txt
[2025-12-22T20:16:23.720285] [INFO ] [sig       ] [228/3560] Completed ARBE in 0.4s | 2.86 sym/s | Total: 1.3m | ETA: 19.4m
[2025-12-22T20:16:23.720324] [INFO ] [sig       ] [229/3560] Forecasting ARCB...
[2025-12-22T20:16:23.720354] [INFO ] [sig       ] Generating forecast for: ARCB
[2025-12-22T20:16:23.720533] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARCB' from 'https://tdm.silogroup.org/data/derivative_storage/ARCB.csv'.
[2025-12-22T20:16:23.732552] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARCB'.
[2025-12-22T20:16:23.732886] [INFO ] [FORECASTER] Starting predict_future for ARCB
[2025-12-22T20:16:23.733667] [DEBUG] [LOCAL     ] No optimal features file found for ARCB: ./output/feature-sets/ARCB.txt
[2025-12-22T20:16:23.733718] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:16:23.733750] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:16:23.733777] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:16:23.733833] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:16:23.791844] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:16:23.792541] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:16:23.792640] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:16:23.792674] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:16:23.918707] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:16:23.918868] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:16:23.918909] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:16:23.918937] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:16:23.922348] [DEBUG] [FORECASTER] ARCB: Forecast T+1@11:T+2@11: DOWN (p=2.39%)
[2025-12-22T20:16:23.922638] [INFO ] [FORECASTER] Completed predict_future for ARCB
[2025-12-22T20:16:23.922765] [INFO ] [sig       ] ARCB: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:16:24.058013] [INFO ] [LOCAL     ] Saved forecast: ARCB	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/ARCB.txt
[2025-12-22T20:16:24.058165] [INFO ] [sig       ] [229/3560] Completed ARCB in 0.3s | 2.86 sym/s | Total: 1.3m | ETA: 19.4m
[2025-12-22T20:16:24.058204] [INFO ] [sig       ] [230/3560] Forecasting ARCC...
[2025-12-22T20:16:24.058234] [INFO ] [sig       ] Generating forecast for: ARCC
[2025-12-22T20:16:24.058437] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARCC' from 'https://tdm.silogroup.org/data/derivative_storage/ARCC.csv'.
[2025-12-22T20:16:24.071182] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARCC'.
[2025-12-22T20:16:24.071589] [INFO ] [FORECASTER] Starting predict_future for ARCC
[2025-12-22T20:16:24.072379] [DEBUG] [LOCAL     ] No optimal features file found for ARCC: ./output/feature-sets/ARCC.txt
[2025-12-22T20:16:24.072468] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:16:24.072503] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:16:24.072530] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:16:24.072607] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:16:24.128565] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:16:24.129382] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:16:24.129463] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:16:24.129495] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:16:24.249735] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:16:24.249925] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:16:24.249972] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:16:24.250003] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:16:24.253538] [DEBUG] [FORECASTER] ARCC: Forecast T+1@11:T+2@11: UP (p=98.50%)
[2025-12-22T20:16:24.253819] [INFO ] [FORECASTER] Completed predict_future for ARCC
[2025-12-22T20:16:24.253948] [INFO ] [sig       ] ARCC: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:16:24.391380] [INFO ] [LOCAL     ] Saved forecast: ARCC	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/ARCC.txt
[2025-12-22T20:16:24.391515] [INFO ] [sig       ] [230/3560] Completed ARCC in 0.3s | 2.86 sym/s | Total: 1.3m | ETA: 19.4m
[2025-12-22T20:16:24.391554] [INFO ] [sig       ] [231/3560] Forecasting ARCO...
[2025-12-22T20:16:24.391601] [INFO ] [sig       ] Generating forecast for: ARCO
[2025-12-22T20:16:24.391633] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARCO' from 'https://tdm.silogroup.org/data/derivative_storage/ARCO.csv'.
[2025-12-22T20:16:24.403453] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARCO'.
[2025-12-22T20:16:24.403836] [INFO ] [FORECASTER] Starting predict_future for ARCO
[2025-12-22T20:16:24.404622] [DEBUG] [LOCAL     ] No optimal features file found for ARCO: ./output/feature-sets/ARCO.txt
[2025-12-22T20:16:24.404673] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:16:24.404732] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:16:24.404760] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:16:24.404815] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:16:24.461416] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:16:24.462142] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:16:24.462224] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:16:24.462256] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:16:24.575746] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:16:24.575903] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:16:24.575944] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:16:24.575973] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:16:24.579397] [DEBUG] [FORECASTER] ARCO: Forecast T+1@11:T+2@11: UP (p=95.45%)
[2025-12-22T20:16:24.579696] [INFO ] [FORECASTER] Completed predict_future for ARCO
[2025-12-22T20:16:24.579823] [INFO ] [sig       ] ARCO: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:16:24.731433] [INFO ] [LOCAL     ] Saved forecast: ARCO	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/ARCO.txt
[2025-12-22T20:16:24.731605] [INFO ] [sig       ] [231/3560] Completed ARCO in 0.3s | 2.86 sym/s | Total: 1.3m | ETA: 19.4m
[2025-12-22T20:16:24.731648] [INFO ] [sig       ] [232/3560] Forecasting ARDC...
[2025-12-22T20:16:24.731678] [INFO ] [sig       ] Generating forecast for: ARDC
[2025-12-22T20:16:24.731707] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARDC' from 'https://tdm.silogroup.org/data/derivative_storage/ARDC.csv'.
[2025-12-22T20:16:24.742857] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARDC'.
[2025-12-22T20:16:24.743251] [INFO ] [FORECASTER] Starting predict_future for ARDC
[2025-12-22T20:16:24.744149] [DEBUG] [LOCAL     ] No optimal features file found for ARDC: ./output/feature-sets/ARDC.txt
[2025-12-22T20:16:24.744203] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:16:24.744235] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:16:24.744262] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:16:24.744318] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:16:24.805109] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:16:24.805943] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:16:24.806026] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:16:24.806060] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:16:24.933126] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:16:24.933307] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:16:24.933348] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:16:24.933377] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:16:24.938243] [DEBUG] [FORECASTER] ARDC: Forecast T+1@11:T+2@11: UP (p=96.16%)
[2025-12-22T20:16:24.938766] [INFO ] [FORECASTER] Completed predict_future for ARDC
[2025-12-22T20:16:24.938961] [INFO ] [sig       ] ARDC: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:16:25.083257] [INFO ] [LOCAL     ] Saved forecast: ARDC	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/ARDC.txt
[2025-12-22T20:16:25.083449] [INFO ] [sig       ] [232/3560] Completed ARDC in 0.4s | 2.86 sym/s | Total: 1.4m | ETA: 19.4m
[2025-12-22T20:16:25.083498] [INFO ] [sig       ] [233/3560] Forecasting ARDX...
[2025-12-22T20:16:25.083529] [INFO ] [sig       ] Generating forecast for: ARDX
[2025-12-22T20:16:25.083559] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARDX' from 'https://tdm.silogroup.org/data/derivative_storage/ARDX.csv'.
[2025-12-22T20:16:25.094631] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARDX'.
[2025-12-22T20:16:25.095037] [INFO ] [FORECASTER] Starting predict_future for ARDX
[2025-12-22T20:16:25.095916] [DEBUG] [LOCAL     ] No optimal features file found for ARDX: ./output/feature-sets/ARDX.txt
[2025-12-22T20:16:25.095975] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:16:25.096009] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:16:25.096037] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:16:25.096094] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:16:25.154593] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:16:25.155549] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:16:25.155668] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:16:25.155702] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:16:25.272706] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:16:25.272864] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:16:25.272904] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:16:25.272931] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:16:25.277041] [DEBUG] [FORECASTER] ARDX: Forecast T+1@11:T+2@11: DOWN (p=37.22%)
[2025-12-22T20:16:25.277610] [INFO ] [FORECASTER] Completed predict_future for ARDX
[2025-12-22T20:16:25.277794] [INFO ] [sig       ] ARDX: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:16:25.433072] [INFO ] [LOCAL     ] Saved forecast: ARDX	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/ARDX.txt
[2025-12-22T20:16:25.433233] [INFO ] [sig       ] [233/3560] Completed ARDX in 0.3s | 2.86 sym/s | Total: 1.4m | ETA: 19.4m
[2025-12-22T20:16:25.433275] [INFO ] [sig       ] [234/3560] Forecasting ARE...
[2025-12-22T20:16:25.433306] [INFO ] [sig       ] Generating forecast for: ARE
[2025-12-22T20:16:25.433339] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARE' from 'https://tdm.silogroup.org/data/derivative_storage/ARE.csv'.
[2025-12-22T20:16:25.443731] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARE'.
[2025-12-22T20:16:25.444126] [INFO ] [FORECASTER] Starting predict_future for ARE
[2025-12-22T20:16:25.444941] [DEBUG] [LOCAL     ] No optimal features file found for ARE: ./output/feature-sets/ARE.txt
[2025-12-22T20:16:25.444995] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:16:25.445029] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:16:25.445057] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:16:25.445115] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:16:25.502490] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:16:25.503386] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:16:25.503476] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:16:25.503510] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:16:25.631683] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:16:25.631842] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:16:25.631883] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:16:25.631945] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:16:25.635700] [DEBUG] [FORECASTER] ARE: Forecast T+1@11:T+2@11: UP (p=86.40%)
[2025-12-22T20:16:25.636000] [INFO ] [FORECASTER] Completed predict_future for ARE
[2025-12-22T20:16:25.636136] [INFO ] [sig       ] ARE: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:16:25.792173] [INFO ] [LOCAL     ] Saved forecast: ARE	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/ARE.txt
[2025-12-22T20:16:25.792341] [INFO ] [sig       ] [234/3560] Completed ARE in 0.4s | 2.86 sym/s | Total: 1.4m | ETA: 19.4m
[2025-12-22T20:16:25.792398] [INFO ] [sig       ] [235/3560] Forecasting AREC...
[2025-12-22T20:16:25.792447] [INFO ] [sig       ] Generating forecast for: AREC
[2025-12-22T20:16:25.792495] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AREC' from 'https://tdm.silogroup.org/data/derivative_storage/AREC.csv'.
[2025-12-22T20:16:25.804529] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AREC'.
[2025-12-22T20:16:25.804957] [INFO ] [FORECASTER] Starting predict_future for AREC
[2025-12-22T20:16:25.805801] [DEBUG] [LOCAL     ] No optimal features file found for AREC: ./output/feature-sets/AREC.txt
[2025-12-22T20:16:25.805859] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:16:25.805894] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:16:25.805922] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:16:25.805981] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:16:25.866994] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:16:25.867941] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:16:25.868028] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:16:25.868062] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:16:25.992011] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:16:25.992173] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:16:25.992214] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:16:25.992244] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:16:25.995745] [DEBUG] [FORECASTER] AREC: Forecast T+1@11:T+2@11: UP (p=72.14%)
[2025-12-22T20:16:25.996091] [INFO ] [FORECASTER] Completed predict_future for AREC
[2025-12-22T20:16:25.996227] [INFO ] [sig       ] AREC: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:16:26.137292] [INFO ] [LOCAL     ] Saved forecast: AREC	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/AREC.txt
[2025-12-22T20:16:26.137660] [INFO ] [sig       ] [235/3560] Completed AREC in 0.3s | 2.86 sym/s | Total: 1.4m | ETA: 19.4m
[2025-12-22T20:16:26.137709] [INFO ] [sig       ] [236/3560] Forecasting ARES...
[2025-12-22T20:16:26.137740] [INFO ] [sig       ] Generating forecast for: ARES
[2025-12-22T20:16:26.137770] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARES' from 'https://tdm.silogroup.org/data/derivative_storage/ARES.csv'.
[2025-12-22T20:16:26.148680] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARES'.
[2025-12-22T20:16:26.149056] [INFO ] [FORECASTER] Starting predict_future for ARES
[2025-12-22T20:16:26.149893] [DEBUG] [LOCAL     ] No optimal features file found for ARES: ./output/feature-sets/ARES.txt
[2025-12-22T20:16:26.149948] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:16:26.149981] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:16:26.150010] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:16:26.150071] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:16:26.210560] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:16:26.211322] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:16:26.211402] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:16:26.211437] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:16:26.336905] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:16:26.337057] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:16:26.337099] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:16:26.337135] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:16:26.340879] [DEBUG] [FORECASTER] ARES: Forecast T+1@11:T+2@11: UP (p=97.47%)
[2025-12-22T20:16:26.341165] [INFO ] [FORECASTER] Completed predict_future for ARES
[2025-12-22T20:16:26.341292] [INFO ] [sig       ] ARES: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:16:26.480094] [INFO ] [LOCAL     ] Saved forecast: ARES	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/ARES.txt
[2025-12-22T20:16:26.480235] [INFO ] [sig       ] [236/3560] Completed ARES in 0.3s | 2.86 sym/s | Total: 1.4m | ETA: 19.4m
[2025-12-22T20:16:26.480283] [INFO ] [sig       ] [237/3560] Forecasting ARGX...
[2025-12-22T20:16:26.480315] [INFO ] [sig       ] Generating forecast for: ARGX
[2025-12-22T20:16:26.480347] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARGX' from 'https://tdm.silogroup.org/data/derivative_storage/ARGX.csv'.
[2025-12-22T20:16:26.491261] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARGX'.
[2025-12-22T20:16:26.491706] [INFO ] [FORECASTER] Starting predict_future for ARGX
[2025-12-22T20:16:26.492550] [DEBUG] [LOCAL     ] No optimal features file found for ARGX: ./output/feature-sets/ARGX.txt
[2025-12-22T20:16:26.492628] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:16:26.492661] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:16:26.492686] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:16:26.492740] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:16:26.549965] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:16:26.550901] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:16:26.550986] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:16:26.551017] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:16:26.676931] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:16:26.677151] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:16:26.677203] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:16:26.677234] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:16:26.680816] [DEBUG] [FORECASTER] ARGX: Forecast T+1@11:T+2@11: DOWN (p=12.36%)
[2025-12-22T20:16:26.681135] [INFO ] [FORECASTER] Completed predict_future for ARGX
[2025-12-22T20:16:26.681279] [INFO ] [sig       ] ARGX: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:16:26.829866] [INFO ] [LOCAL     ] Saved forecast: ARGX	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/ARGX.txt
[2025-12-22T20:16:26.830067] [INFO ] [sig       ] [237/3560] Completed ARGX in 0.3s | 2.86 sym/s | Total: 1.4m | ETA: 19.3m
[2025-12-22T20:16:26.830125] [INFO ] [sig       ] [238/3560] Forecasting ARHS...
[2025-12-22T20:16:26.830165] [INFO ] [sig       ] Generating forecast for: ARHS
[2025-12-22T20:16:26.830206] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARHS' from 'https://tdm.silogroup.org/data/derivative_storage/ARHS.csv'.
[2025-12-22T20:16:26.841994] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARHS'.
[2025-12-22T20:16:26.842417] [INFO ] [FORECASTER] Starting predict_future for ARHS
[2025-12-22T20:16:26.843284] [DEBUG] [LOCAL     ] No optimal features file found for ARHS: ./output/feature-sets/ARHS.txt
[2025-12-22T20:16:26.843343] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:16:26.843377] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:16:26.843405] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:16:26.843463] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:16:26.900912] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:16:26.901793] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:16:26.901872] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:16:26.901904] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:16:27.022836] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:16:27.022998] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:16:27.023039] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:16:27.023069] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:16:27.026500] [DEBUG] [FORECASTER] ARHS: Forecast T+1@11:T+2@11: UP (p=82.36%)
[2025-12-22T20:16:27.026821] [INFO ] [FORECASTER] Completed predict_future for ARHS
[2025-12-22T20:16:27.026959] [INFO ] [sig       ] ARHS: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:16:27.165481] [INFO ] [LOCAL     ] Saved forecast: ARHS	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/ARHS.txt
[2025-12-22T20:16:27.165650] [INFO ] [sig       ] [238/3560] Completed ARHS in 0.3s | 2.86 sym/s | Total: 1.4m | ETA: 19.3m
[2025-12-22T20:16:27.165692] [INFO ] [sig       ] [239/3560] Forecasting ARI...
[2025-12-22T20:16:27.165722] [INFO ] [sig       ] Generating forecast for: ARI
[2025-12-22T20:16:27.165753] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARI' from 'https://tdm.silogroup.org/data/derivative_storage/ARI.csv'.
[2025-12-22T20:16:27.175961] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARI'.
[2025-12-22T20:16:27.176288] [INFO ] [FORECASTER] Starting predict_future for ARI
[2025-12-22T20:16:27.177076] [DEBUG] [LOCAL     ] No optimal features file found for ARI: ./output/feature-sets/ARI.txt
[2025-12-22T20:16:27.177130] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:16:27.177163] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:16:27.177189] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:16:27.177244] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:16:27.235062] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:16:27.235904] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:16:27.235984] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:16:27.236016] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:16:27.356448] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:16:27.356625] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:16:27.356667] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:16:27.356708] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:16:27.360138] [DEBUG] [FORECASTER] ARI: Forecast T+1@11:T+2@11: UP (p=55.36%)
[2025-12-22T20:16:27.360457] [INFO ] [FORECASTER] Completed predict_future for ARI
[2025-12-22T20:16:27.360606] [INFO ] [sig       ] ARI: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:16:27.501756] [INFO ] [LOCAL     ] Saved forecast: ARI	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/ARI.txt
[2025-12-22T20:16:27.501915] [INFO ] [sig       ] [239/3560] Completed ARI in 0.3s | 2.86 sym/s | Total: 1.4m | ETA: 19.3m
[2025-12-22T20:16:27.501954] [INFO ] [sig       ] [240/3560] Forecasting ARKO...
[2025-12-22T20:16:27.501986] [INFO ] [sig       ] Generating forecast for: ARKO
[2025-12-22T20:16:27.502015] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARKO' from 'https://tdm.silogroup.org/data/derivative_storage/ARKO.csv'.
[2025-12-22T20:16:27.512622] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARKO'.
[2025-12-22T20:16:27.513034] [INFO ] [FORECASTER] Starting predict_future for ARKO
[2025-12-22T20:16:27.513864] [DEBUG] [LOCAL     ] No optimal features file found for ARKO: ./output/feature-sets/ARKO.txt
[2025-12-22T20:16:27.513919] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:16:27.513952] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:16:27.513979] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:16:27.514036] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:16:27.571956] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:16:27.572819] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:16:27.572909] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:16:27.572946] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:16:27.694254] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:16:27.694408] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:16:27.694447] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:16:27.694476] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:16:27.697969] [DEBUG] [FORECASTER] ARKO: Forecast T+1@11:T+2@11: DOWN (p=45.74%)
[2025-12-22T20:16:27.698250] [INFO ] [FORECASTER] Completed predict_future for ARKO
[2025-12-22T20:16:27.698376] [INFO ] [sig       ] ARKO: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:16:27.837133] [INFO ] [LOCAL     ] Saved forecast: ARKO	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/ARKO.txt
[2025-12-22T20:16:27.837288] [INFO ] [sig       ] [240/3560] Completed ARKO in 0.3s | 2.86 sym/s | Total: 1.4m | ETA: 19.3m
[2025-12-22T20:16:27.837327] [INFO ] [sig       ] [241/3560] Forecasting ARLO...
[2025-12-22T20:16:27.837357] [INFO ] [sig       ] Generating forecast for: ARLO
[2025-12-22T20:16:27.837388] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARLO' from 'https://tdm.silogroup.org/data/derivative_storage/ARLO.csv'.
[2025-12-22T20:16:27.847289] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARLO'.
[2025-12-22T20:16:27.847653] [INFO ] [FORECASTER] Starting predict_future for ARLO
[2025-12-22T20:16:27.848482] [DEBUG] [LOCAL     ] No optimal features file found for ARLO: ./output/feature-sets/ARLO.txt
[2025-12-22T20:16:27.848536] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:16:27.848609] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:16:27.848643] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:16:27.848700] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:16:27.906462] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:16:27.907290] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:16:27.907415] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:16:27.907449] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:16:28.027073] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:16:28.027228] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:16:28.027268] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:16:28.027297] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:16:28.030751] [DEBUG] [FORECASTER] ARLO: Forecast T+1@11:T+2@11: DOWN (p=5.07%)
[2025-12-22T20:16:28.031023] [INFO ] [FORECASTER] Completed predict_future for ARLO
[2025-12-22T20:16:28.031148] [INFO ] [sig       ] ARLO: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:16:28.167804] [INFO ] [LOCAL     ] Saved forecast: ARLO	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/ARLO.txt
[2025-12-22T20:16:28.167960] [INFO ] [sig       ] [241/3560] Completed ARLO in 0.3s | 2.86 sym/s | Total: 1.4m | ETA: 19.3m
[2025-12-22T20:16:28.167999] [INFO ] [sig       ] [242/3560] Forecasting ARLP...
[2025-12-22T20:16:28.168029] [INFO ] [sig       ] Generating forecast for: ARLP
[2025-12-22T20:16:28.168060] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARLP' from 'https://tdm.silogroup.org/data/derivative_storage/ARLP.csv'.
[2025-12-22T20:16:28.178654] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARLP'.
[2025-12-22T20:16:28.178986] [INFO ] [FORECASTER] Starting predict_future for ARLP
[2025-12-22T20:16:28.179871] [DEBUG] [LOCAL     ] No optimal features file found for ARLP: ./output/feature-sets/ARLP.txt
[2025-12-22T20:16:28.179928] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:16:28.179962] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:16:28.179991] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:16:28.180049] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:16:28.241360] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:16:28.242297] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:16:28.242378] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:16:28.242413] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:16:28.363346] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:16:28.363493] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:16:28.363533] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:16:28.363562] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:16:28.366980] [DEBUG] [FORECASTER] ARLP: Forecast T+1@11:T+2@11: DOWN (p=40.61%)
[2025-12-22T20:16:28.367259] [INFO ] [FORECASTER] Completed predict_future for ARLP
[2025-12-22T20:16:28.367384] [INFO ] [sig       ] ARLP: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:16:28.504226] [INFO ] [LOCAL     ] Saved forecast: ARLP	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/ARLP.txt
[2025-12-22T20:16:28.504349] [INFO ] [sig       ] [242/3560] Completed ARLP in 0.3s | 2.86 sym/s | Total: 1.4m | ETA: 19.3m
[2025-12-22T20:16:28.504388] [INFO ] [sig       ] [243/3560] Forecasting ARM...
[2025-12-22T20:16:28.504417] [INFO ] [sig       ] Generating forecast for: ARM
[2025-12-22T20:16:28.504446] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARM' from 'https://tdm.silogroup.org/data/derivative_storage/ARM.csv'.
[2025-12-22T20:16:28.515700] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARM'.
[2025-12-22T20:16:28.516096] [INFO ] [FORECASTER] Starting predict_future for ARM
[2025-12-22T20:16:28.516930] [DEBUG] [LOCAL     ] No optimal features file found for ARM: ./output/feature-sets/ARM.txt
[2025-12-22T20:16:28.516982] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:16:28.517015] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:16:28.517041] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:16:28.517097] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:16:28.574419] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:16:28.575323] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:16:28.575406] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:16:28.575439] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:16:28.697787] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:16:28.697945] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:16:28.697987] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:16:28.698016] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:16:28.701675] [DEBUG] [FORECASTER] ARM: Forecast T+1@11:T+2@11: UP (p=52.99%)
[2025-12-22T20:16:28.701973] [INFO ] [FORECASTER] Completed predict_future for ARM
[2025-12-22T20:16:28.702134] [INFO ] [sig       ] ARM: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:16:28.874205] [INFO ] [LOCAL     ] Saved forecast: ARM	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/ARM.txt
[2025-12-22T20:16:28.874393] [INFO ] [sig       ] [243/3560] Completed ARM in 0.4s | 2.86 sym/s | Total: 1.4m | ETA: 19.3m
[2025-12-22T20:16:28.874435] [INFO ] [sig       ] [244/3560] Forecasting ARMK...
[2025-12-22T20:16:28.874466] [INFO ] [sig       ] Generating forecast for: ARMK
[2025-12-22T20:16:28.874497] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARMK' from 'https://tdm.silogroup.org/data/derivative_storage/ARMK.csv'.
[2025-12-22T20:16:28.887187] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARMK'.
[2025-12-22T20:16:28.887666] [INFO ] [FORECASTER] Starting predict_future for ARMK
[2025-12-22T20:16:28.888730] [DEBUG] [LOCAL     ] No optimal features file found for ARMK: ./output/feature-sets/ARMK.txt
[2025-12-22T20:16:28.888796] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:16:28.888836] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:16:28.888872] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:16:28.888955] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:16:28.948747] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:16:28.949710] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:16:28.949798] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:16:28.949833] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:16:29.073067] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:16:29.073226] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:16:29.073274] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:16:29.073308] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:16:29.076644] [DEBUG] [FORECASTER] ARMK: Forecast T+1@11:T+2@11: UP (p=68.99%)
[2025-12-22T20:16:29.076911] [INFO ] [FORECASTER] Completed predict_future for ARMK
[2025-12-22T20:16:29.077033] [INFO ] [sig       ] ARMK: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:16:29.212695] [INFO ] [LOCAL     ] Saved forecast: ARMK	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/ARMK.txt
[2025-12-22T20:16:29.212889] [INFO ] [sig       ] [244/3560] Completed ARMK in 0.3s | 2.86 sym/s | Total: 1.4m | ETA: 19.3m
[2025-12-22T20:16:29.212937] [INFO ] [sig       ] [245/3560] Forecasting AROC...
[2025-12-22T20:16:29.212968] [INFO ] [sig       ] Generating forecast for: AROC
[2025-12-22T20:16:29.212998] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AROC' from 'https://tdm.silogroup.org/data/derivative_storage/AROC.csv'.
[2025-12-22T20:16:29.223083] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AROC'.
[2025-12-22T20:16:29.223455] [INFO ] [FORECASTER] Starting predict_future for AROC
[2025-12-22T20:16:29.224248] [DEBUG] [LOCAL     ] No optimal features file found for AROC: ./output/feature-sets/AROC.txt
[2025-12-22T20:16:29.224301] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:16:29.224333] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:16:29.224359] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:16:29.224414] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:16:29.281765] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:16:29.282666] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:16:29.282750] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:16:29.282782] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:16:29.402722] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:16:29.402879] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:16:29.402917] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:16:29.402946] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:16:29.406356] [DEBUG] [FORECASTER] AROC: Forecast T+1@11:T+2@11: DOWN (p=1.97%)
[2025-12-22T20:16:29.406833] [INFO ] [FORECASTER] Completed predict_future for AROC
[2025-12-22T20:16:29.406991] [INFO ] [sig       ] AROC: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:16:29.542468] [INFO ] [LOCAL     ] Saved forecast: AROC	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/AROC.txt
[2025-12-22T20:16:29.542624] [INFO ] [sig       ] [245/3560] Completed AROC in 0.3s | 2.87 sym/s | Total: 1.4m | ETA: 19.3m
[2025-12-22T20:16:29.542665] [INFO ] [sig       ] [246/3560] Forecasting ARQ...
[2025-12-22T20:16:29.542695] [INFO ] [sig       ] Generating forecast for: ARQ
[2025-12-22T20:16:29.542727] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARQ' from 'https://tdm.silogroup.org/data/derivative_storage/ARQ.csv'.
[2025-12-22T20:16:29.552872] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARQ'.
[2025-12-22T20:16:29.553212] [INFO ] [FORECASTER] Starting predict_future for ARQ
[2025-12-22T20:16:29.554105] [DEBUG] [LOCAL     ] No optimal features file found for ARQ: ./output/feature-sets/ARQ.txt
[2025-12-22T20:16:29.554161] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:16:29.554193] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:16:29.554221] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:16:29.554279] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:16:29.615765] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:16:29.616665] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:16:29.616748] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:16:29.616781] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:16:29.738748] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:16:29.738901] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:16:29.738941] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:16:29.738969] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:16:29.742385] [DEBUG] [FORECASTER] ARQ: Forecast T+1@11:T+2@11: UP (p=94.28%)
[2025-12-22T20:16:29.742674] [INFO ] [FORECASTER] Completed predict_future for ARQ
[2025-12-22T20:16:29.742816] [INFO ] [sig       ] ARQ: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:16:29.877761] [INFO ] [LOCAL     ] Saved forecast: ARQ	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/ARQ.txt
[2025-12-22T20:16:29.877885] [INFO ] [sig       ] [246/3560] Completed ARQ in 0.3s | 2.87 sym/s | Total: 1.4m | ETA: 19.3m
[2025-12-22T20:16:29.877923] [INFO ] [sig       ] [247/3560] Forecasting ARQQ...
[2025-12-22T20:16:29.877952] [INFO ] [sig       ] Generating forecast for: ARQQ
[2025-12-22T20:16:29.877982] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARQQ' from 'https://tdm.silogroup.org/data/derivative_storage/ARQQ.csv'.
[2025-12-22T20:16:29.887804] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARQQ'.
[2025-12-22T20:16:29.888118] [INFO ] [FORECASTER] Starting predict_future for ARQQ
[2025-12-22T20:16:29.888896] [DEBUG] [LOCAL     ] No optimal features file found for ARQQ: ./output/feature-sets/ARQQ.txt
[2025-12-22T20:16:29.888948] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:16:29.888979] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:16:29.889005] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:16:29.889093] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:16:29.946945] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:16:29.947643] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:16:29.947719] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:16:29.947752] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:16:30.067484] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:16:30.067653] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:16:30.067692] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:16:30.067720] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:16:30.071024] [DEBUG] [FORECASTER] ARQQ: Forecast T+1@11:T+2@11: UP (p=65.05%)
[2025-12-22T20:16:30.071292] [INFO ] [FORECASTER] Completed predict_future for ARQQ
[2025-12-22T20:16:30.071413] [INFO ] [sig       ] ARQQ: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:16:30.211282] [INFO ] [LOCAL     ] Saved forecast: ARQQ	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/ARQQ.txt
[2025-12-22T20:16:30.211435] [INFO ] [sig       ] [247/3560] Completed ARQQ in 0.3s | 2.87 sym/s | Total: 1.4m | ETA: 19.3m
[2025-12-22T20:16:30.211474] [INFO ] [sig       ] [248/3560] Forecasting ARRY...
[2025-12-22T20:16:30.211504] [INFO ] [sig       ] Generating forecast for: ARRY
[2025-12-22T20:16:30.211535] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARRY' from 'https://tdm.silogroup.org/data/derivative_storage/ARRY.csv'.
[2025-12-22T20:16:30.222954] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARRY'.
[2025-12-22T20:16:30.223291] [INFO ] [FORECASTER] Starting predict_future for ARRY
[2025-12-22T20:16:30.224099] [DEBUG] [LOCAL     ] No optimal features file found for ARRY: ./output/feature-sets/ARRY.txt
[2025-12-22T20:16:30.224151] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:16:30.224230] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:16:30.224257] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:16:30.224314] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:16:30.287847] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:16:30.288821] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:16:30.288917] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:16:30.288952] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:16:30.416067] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:16:30.416224] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:16:30.416279] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:16:30.416309] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:16:30.419658] [DEBUG] [FORECASTER] ARRY: Forecast T+1@11:T+2@11: DOWN (p=30.56%)
[2025-12-22T20:16:30.419927] [INFO ] [FORECASTER] Completed predict_future for ARRY
[2025-12-22T20:16:30.420052] [INFO ] [sig       ] ARRY: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:16:30.569541] [INFO ] [LOCAL     ] Saved forecast: ARRY	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/ARRY.txt
[2025-12-22T20:16:30.569724] [INFO ] [sig       ] [248/3560] Completed ARRY in 0.4s | 2.87 sym/s | Total: 1.4m | ETA: 19.3m
[2025-12-22T20:16:30.569764] [INFO ] [sig       ] [249/3560] Forecasting ARTL...
[2025-12-22T20:16:30.569794] [INFO ] [sig       ] Generating forecast for: ARTL
[2025-12-22T20:16:30.569826] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARTL' from 'https://tdm.silogroup.org/data/derivative_storage/ARTL.csv'.
[2025-12-22T20:16:30.580067] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARTL'.
[2025-12-22T20:16:30.580466] [INFO ] [FORECASTER] Starting predict_future for ARTL
[2025-12-22T20:16:30.581305] [DEBUG] [LOCAL     ] No optimal features file found for ARTL: ./output/feature-sets/ARTL.txt
[2025-12-22T20:16:30.581361] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:16:30.581394] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:16:30.581422] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:16:30.581479] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:16:30.638639] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:16:30.639549] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:16:30.639657] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:16:30.639690] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:16:30.755660] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:16:30.755804] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:16:30.755845] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:16:30.755874] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:16:30.759287] [DEBUG] [FORECASTER] ARTL: Forecast T+1@11:T+2@11: DOWN (p=4.51%)
[2025-12-22T20:16:30.759556] [INFO ] [FORECASTER] Completed predict_future for ARTL
[2025-12-22T20:16:30.759700] [INFO ] [sig       ] ARTL: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:16:30.903167] [INFO ] [LOCAL     ] Saved forecast: ARTL	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/ARTL.txt
[2025-12-22T20:16:30.903311] [INFO ] [sig       ] [249/3560] Completed ARTL in 0.3s | 2.87 sym/s | Total: 1.4m | ETA: 19.3m
[2025-12-22T20:16:30.903350] [INFO ] [sig       ] [250/3560] Forecasting ARTNA...
[2025-12-22T20:16:30.903380] [INFO ] [sig       ] Generating forecast for: ARTNA
[2025-12-22T20:16:30.903410] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARTNA' from 'https://tdm.silogroup.org/data/derivative_storage/ARTNA.csv'.
[2025-12-22T20:16:30.913034] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARTNA'.
[2025-12-22T20:16:30.913425] [INFO ] [FORECASTER] Starting predict_future for ARTNA
[2025-12-22T20:16:30.914280] [DEBUG] [LOCAL     ] No optimal features file found for ARTNA: ./output/feature-sets/ARTNA.txt
[2025-12-22T20:16:30.914338] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:16:30.914373] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:16:30.914401] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:16:30.914458] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:16:30.975637] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:16:30.976643] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:16:30.976751] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:16:30.976795] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:16:31.094940] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:16:31.095095] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:16:31.095133] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:16:31.095162] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:16:31.098484] [DEBUG] [FORECASTER] ARTNA: Forecast T+1@11:T+2@11: UP (p=77.17%)
[2025-12-22T20:16:31.098773] [INFO ] [FORECASTER] Completed predict_future for ARTNA
[2025-12-22T20:16:31.098897] [INFO ] [sig       ] ARTNA: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:16:31.235937] [INFO ] [LOCAL     ] Saved forecast: ARTNA	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/ARTNA.txt
[2025-12-22T20:16:31.236094] [INFO ] [sig       ] [250/3560] Completed ARTNA in 0.3s | 2.87 sym/s | Total: 1.5m | ETA: 19.2m
[2025-12-22T20:16:31.236135] [INFO ] [sig       ] [251/3560] Forecasting ARVN...
[2025-12-22T20:16:31.236166] [INFO ] [sig       ] Generating forecast for: ARVN
[2025-12-22T20:16:31.236198] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARVN' from 'https://tdm.silogroup.org/data/derivative_storage/ARVN.csv'.
[2025-12-22T20:16:31.246251] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARVN'.
[2025-12-22T20:16:31.246672] [INFO ] [FORECASTER] Starting predict_future for ARVN
[2025-12-22T20:16:31.247459] [DEBUG] [LOCAL     ] No optimal features file found for ARVN: ./output/feature-sets/ARVN.txt
[2025-12-22T20:16:31.247514] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:16:31.247547] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:16:31.247602] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:16:31.247664] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:16:31.305558] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:16:31.306388] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:16:31.306471] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:16:31.306505] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:16:31.426151] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:16:31.426305] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:16:31.426343] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:16:31.426414] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:16:31.429791] [DEBUG] [FORECASTER] ARVN: Forecast T+1@11:T+2@11: DOWN (p=23.27%)
[2025-12-22T20:16:31.430063] [INFO ] [FORECASTER] Completed predict_future for ARVN
[2025-12-22T20:16:31.430189] [INFO ] [sig       ] ARVN: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:16:31.565487] [INFO ] [LOCAL     ] Saved forecast: ARVN	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/ARVN.txt
[2025-12-22T20:16:31.565638] [INFO ] [sig       ] [251/3560] Completed ARVN in 0.3s | 2.87 sym/s | Total: 1.5m | ETA: 19.2m
[2025-12-22T20:16:31.565678] [INFO ] [sig       ] [252/3560] Forecasting ASA...
[2025-12-22T20:16:31.565709] [INFO ] [sig       ] Generating forecast for: ASA
[2025-12-22T20:16:31.565739] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASA' from 'https://tdm.silogroup.org/data/derivative_storage/ASA.csv'.
[2025-12-22T20:16:31.575754] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASA'.
[2025-12-22T20:16:31.576110] [INFO ] [FORECASTER] Starting predict_future for ASA
[2025-12-22T20:16:31.576966] [DEBUG] [LOCAL     ] No optimal features file found for ASA: ./output/feature-sets/ASA.txt
[2025-12-22T20:16:31.577030] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:16:31.577080] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:16:31.577110] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:16:31.577168] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:16:31.634688] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:16:31.635324] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:16:31.635403] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:16:31.635436] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:16:31.754783] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:16:31.754941] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:16:31.754982] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:16:31.755012] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:16:31.758808] [DEBUG] [FORECASTER] ASA: Forecast T+1@11:T+2@11: UP (p=91.24%)
[2025-12-22T20:16:31.759220] [INFO ] [FORECASTER] Completed predict_future for ASA
[2025-12-22T20:16:31.759380] [INFO ] [sig       ] ASA: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:16:31.897261] [INFO ] [LOCAL     ] Saved forecast: ASA	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/ASA.txt
[2025-12-22T20:16:31.897394] [INFO ] [sig       ] [252/3560] Completed ASA in 0.3s | 2.87 sym/s | Total: 1.5m | ETA: 19.2m
[2025-12-22T20:16:31.897433] [INFO ] [sig       ] [253/3560] Forecasting ASB...
[2025-12-22T20:16:31.897462] [INFO ] [sig       ] Generating forecast for: ASB
[2025-12-22T20:16:31.897492] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASB' from 'https://tdm.silogroup.org/data/derivative_storage/ASB.csv'.
[2025-12-22T20:16:31.907710] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASB'.
[2025-12-22T20:16:31.908049] [INFO ] [FORECASTER] Starting predict_future for ASB
[2025-12-22T20:16:31.908880] [DEBUG] [LOCAL     ] No optimal features file found for ASB: ./output/feature-sets/ASB.txt
[2025-12-22T20:16:31.908936] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:16:31.908970] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:16:31.908999] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:16:31.909080] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:16:31.965827] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:16:31.966509] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:16:31.966603] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:16:31.966639] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:16:32.090130] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:16:32.090280] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:16:32.090319] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:16:32.090348] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:16:32.093721] [DEBUG] [FORECASTER] ASB: Forecast T+1@11:T+2@11: DOWN (p=2.15%)
[2025-12-22T20:16:32.093990] [INFO ] [FORECASTER] Completed predict_future for ASB
[2025-12-22T20:16:32.094113] [INFO ] [sig       ] ASB: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:16:32.232703] [INFO ] [LOCAL     ] Saved forecast: ASB	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/ASB.txt
[2025-12-22T20:16:32.232851] [INFO ] [sig       ] [253/3560] Completed ASB in 0.3s | 2.87 sym/s | Total: 1.5m | ETA: 19.2m
[2025-12-22T20:16:32.232902] [INFO ] [sig       ] [254/3560] Forecasting ASBA...
[2025-12-22T20:16:32.232941] [INFO ] [sig       ] Generating forecast for: ASBA
[2025-12-22T20:16:32.232974] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASBA' from 'https://tdm.silogroup.org/data/derivative_storage/ASBA.csv'.
[2025-12-22T20:16:32.242803] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASBA'.
[2025-12-22T20:16:32.243177] [INFO ] [FORECASTER] Starting predict_future for ASBA
[2025-12-22T20:16:32.244015] [DEBUG] [LOCAL     ] No optimal features file found for ASBA: ./output/feature-sets/ASBA.txt
[2025-12-22T20:16:32.244072] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:16:32.244132] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:16:32.244169] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:16:32.244241] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:16:32.301029] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:16:32.301851] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:16:32.301932] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:16:32.301964] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:16:32.414519] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:16:32.414665] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:16:32.414707] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:16:32.414736] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:16:32.418180] [DEBUG] [FORECASTER] ASBA: Forecast T+1@11:T+2@11: UP (p=62.62%)
[2025-12-22T20:16:32.418462] [INFO ] [FORECASTER] Completed predict_future for ASBA
[2025-12-22T20:16:32.418606] [INFO ] [sig       ] ASBA: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:16:32.554811] [INFO ] [LOCAL     ] Saved forecast: ASBA	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/ASBA.txt
[2025-12-22T20:16:32.554939] [INFO ] [sig       ] [254/3560] Completed ASBA in 0.3s | 2.87 sym/s | Total: 1.5m | ETA: 19.2m
[2025-12-22T20:16:32.554977] [INFO ] [sig       ] [255/3560] Forecasting ASC...
[2025-12-22T20:16:32.555006] [INFO ] [sig       ] Generating forecast for: ASC
[2025-12-22T20:16:32.555036] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASC' from 'https://tdm.silogroup.org/data/derivative_storage/ASC.csv'.
[2025-12-22T20:16:32.565854] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASC'.
[2025-12-22T20:16:32.566172] [INFO ] [FORECASTER] Starting predict_future for ASC
[2025-12-22T20:16:32.567040] [DEBUG] [LOCAL     ] No optimal features file found for ASC: ./output/feature-sets/ASC.txt
[2025-12-22T20:16:32.567095] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:16:32.567129] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:16:32.567157] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:16:32.567214] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:16:32.627487] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:16:32.628359] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:16:32.628440] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:16:32.628475] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:16:32.745809] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:16:32.745973] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:16:32.746014] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:16:32.746046] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:16:32.749934] [DEBUG] [FORECASTER] ASC: Forecast T+1@11:T+2@11: UP (p=78.78%)
[2025-12-22T20:16:32.750326] [INFO ] [FORECASTER] Completed predict_future for ASC
[2025-12-22T20:16:32.750480] [INFO ] [sig       ] ASC: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:16:32.897323] [INFO ] [LOCAL     ] Saved forecast: ASC	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/ASC.txt
[2025-12-22T20:16:32.897481] [INFO ] [sig       ] [255/3560] Completed ASC in 0.3s | 2.87 sym/s | Total: 1.5m | ETA: 19.2m
[2025-12-22T20:16:32.897521] [INFO ] [sig       ] [256/3560] Forecasting ASG...
[2025-12-22T20:16:32.897557] [INFO ] [sig       ] Generating forecast for: ASG
[2025-12-22T20:16:32.897611] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASG' from 'https://tdm.silogroup.org/data/derivative_storage/ASG.csv'.
[2025-12-22T20:16:32.907651] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASG'.
[2025-12-22T20:16:32.908030] [INFO ] [FORECASTER] Starting predict_future for ASG
[2025-12-22T20:16:32.908848] [DEBUG] [LOCAL     ] No optimal features file found for ASG: ./output/feature-sets/ASG.txt
[2025-12-22T20:16:32.908902] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:16:32.908935] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:16:32.908962] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:16:32.909020] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:16:32.968099] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:16:32.968996] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:16:32.969105] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:16:32.969139] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:16:33.095839] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:16:33.096018] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:16:33.096062] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:16:33.096092] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:16:33.099664] [DEBUG] [FORECASTER] ASG: Forecast T+1@11:T+2@11: UP (p=70.37%)
[2025-12-22T20:16:33.099961] [INFO ] [FORECASTER] Completed predict_future for ASG
[2025-12-22T20:16:33.100093] [INFO ] [sig       ] ASG: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:16:33.245522] [INFO ] [LOCAL     ] Saved forecast: ASG	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/ASG.txt
[2025-12-22T20:16:33.245697] [INFO ] [sig       ] [256/3560] Completed ASG in 0.3s | 2.87 sym/s | Total: 1.5m | ETA: 19.2m
[2025-12-22T20:16:33.245737] [INFO ] [sig       ] [257/3560] Forecasting ASGI...
[2025-12-22T20:16:33.245768] [INFO ] [sig       ] Generating forecast for: ASGI
[2025-12-22T20:16:33.245798] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASGI' from 'https://tdm.silogroup.org/data/derivative_storage/ASGI.csv'.
[2025-12-22T20:16:33.257826] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASGI'.
[2025-12-22T20:16:33.258233] [INFO ] [FORECASTER] Starting predict_future for ASGI
[2025-12-22T20:16:33.260001] [DEBUG] [LOCAL     ] No optimal features file found for ASGI: ./output/feature-sets/ASGI.txt
[2025-12-22T20:16:33.260059] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:16:33.260092] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:16:33.260118] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:16:33.260173] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:16:33.318196] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:16:33.319170] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:16:33.319270] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:16:33.319302] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:16:33.446898] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:16:33.447049] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:16:33.447088] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:16:33.447116] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:16:33.450648] [DEBUG] [FORECASTER] ASGI: Forecast T+1@11:T+2@11: UP (p=91.95%)
[2025-12-22T20:16:33.450919] [INFO ] [FORECASTER] Completed predict_future for ASGI
[2025-12-22T20:16:33.451043] [INFO ] [sig       ] ASGI: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:16:33.588194] [INFO ] [LOCAL     ] Saved forecast: ASGI	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/ASGI.txt
[2025-12-22T20:16:33.588327] [INFO ] [sig       ] [257/3560] Completed ASGI in 0.3s | 2.87 sym/s | Total: 1.5m | ETA: 19.2m
[2025-12-22T20:16:33.588367] [INFO ] [sig       ] [258/3560] Forecasting ASGN...
[2025-12-22T20:16:33.588397] [INFO ] [sig       ] Generating forecast for: ASGN
[2025-12-22T20:16:33.588428] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASGN' from 'https://tdm.silogroup.org/data/derivative_storage/ASGN.csv'.
[2025-12-22T20:16:33.598493] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASGN'.
[2025-12-22T20:16:33.598824] [INFO ] [FORECASTER] Starting predict_future for ASGN
[2025-12-22T20:16:33.599670] [DEBUG] [LOCAL     ] No optimal features file found for ASGN: ./output/feature-sets/ASGN.txt
[2025-12-22T20:16:33.599723] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:16:33.599754] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:16:33.599781] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:16:33.599837] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:16:33.657038] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:16:33.657690] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:16:33.657821] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:16:33.657858] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:16:33.781414] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:16:33.781769] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:16:33.781812] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:16:33.781842] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:16:33.785840] [DEBUG] [FORECASTER] ASGN: Forecast T+1@11:T+2@11: DOWN (p=8.36%)
[2025-12-22T20:16:33.786136] [INFO ] [FORECASTER] Completed predict_future for ASGN
[2025-12-22T20:16:33.786269] [INFO ] [sig       ] ASGN: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:16:33.942103] [INFO ] [LOCAL     ] Saved forecast: ASGN	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/ASGN.txt
[2025-12-22T20:16:33.942260] [INFO ] [sig       ] [258/3560] Completed ASGN in 0.4s | 2.87 sym/s | Total: 1.5m | ETA: 19.2m
[2025-12-22T20:16:33.942300] [INFO ] [sig       ] [259/3560] Forecasting ASH...
[2025-12-22T20:16:33.942331] [INFO ] [sig       ] Generating forecast for: ASH
[2025-12-22T20:16:33.942362] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASH' from 'https://tdm.silogroup.org/data/derivative_storage/ASH.csv'.
[2025-12-22T20:16:33.952855] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASH'.
[2025-12-22T20:16:33.953267] [INFO ] [FORECASTER] Starting predict_future for ASH
[2025-12-22T20:16:33.954181] [DEBUG] [LOCAL     ] No optimal features file found for ASH: ./output/feature-sets/ASH.txt
[2025-12-22T20:16:33.954240] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:16:33.954275] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:16:33.954303] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:16:33.954360] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:16:34.011614] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:16:34.012466] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:16:34.012546] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:16:34.012599] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:16:34.137752] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:16:34.137912] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:16:34.137953] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:16:34.137999] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:16:34.141622] [DEBUG] [FORECASTER] ASH: Forecast T+1@11:T+2@11: DOWN (p=5.31%)
[2025-12-22T20:16:34.141911] [INFO ] [FORECASTER] Completed predict_future for ASH
[2025-12-22T20:16:34.142052] [INFO ] [sig       ] ASH: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:16:34.280027] [INFO ] [LOCAL     ] Saved forecast: ASH	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/ASH.txt
[2025-12-22T20:16:34.280179] [INFO ] [sig       ] [259/3560] Completed ASH in 0.3s | 2.87 sym/s | Total: 1.5m | ETA: 19.2m
[2025-12-22T20:16:34.280219] [INFO ] [sig       ] [260/3560] Forecasting ASIX...
[2025-12-22T20:16:34.280249] [INFO ] [sig       ] Generating forecast for: ASIX
[2025-12-22T20:16:34.280280] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASIX' from 'https://tdm.silogroup.org/data/derivative_storage/ASIX.csv'.
[2025-12-22T20:16:34.290700] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASIX'.
[2025-12-22T20:16:34.291090] [INFO ] [FORECASTER] Starting predict_future for ASIX
[2025-12-22T20:16:34.291945] [DEBUG] [LOCAL     ] No optimal features file found for ASIX: ./output/feature-sets/ASIX.txt
[2025-12-22T20:16:34.292000] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:16:34.292033] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:16:34.292061] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:16:34.292118] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:16:34.350245] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:16:34.351128] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:16:34.351211] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:16:34.351244] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:16:34.470087] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:16:34.470233] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:16:34.470272] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:16:34.470301] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:16:34.473677] [DEBUG] [FORECASTER] ASIX: Forecast T+1@11:T+2@11: DOWN (p=24.62%)
[2025-12-22T20:16:34.473954] [INFO ] [FORECASTER] Completed predict_future for ASIX
[2025-12-22T20:16:34.474078] [INFO ] [sig       ] ASIX: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:16:34.612553] [INFO ] [LOCAL     ] Saved forecast: ASIX	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/ASIX.txt
[2025-12-22T20:16:34.612727] [INFO ] [sig       ] [260/3560] Completed ASIX in 0.3s | 2.87 sym/s | Total: 1.5m | ETA: 19.2m
[2025-12-22T20:16:34.612766] [INFO ] [sig       ] [261/3560] Forecasting ASLE...
[2025-12-22T20:16:34.612796] [INFO ] [sig       ] Generating forecast for: ASLE
[2025-12-22T20:16:34.612827] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASLE' from 'https://tdm.silogroup.org/data/derivative_storage/ASLE.csv'.
[2025-12-22T20:16:34.622936] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASLE'.
[2025-12-22T20:16:34.623314] [INFO ] [FORECASTER] Starting predict_future for ASLE
[2025-12-22T20:16:34.624112] [DEBUG] [LOCAL     ] No optimal features file found for ASLE: ./output/feature-sets/ASLE.txt
[2025-12-22T20:16:34.624165] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:16:34.624196] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:16:34.624223] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:16:34.624278] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:16:34.680390] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:16:34.681267] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:16:34.681351] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:16:34.681385] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:16:34.797928] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:16:34.798086] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:16:34.798129] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:16:34.798157] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:16:34.802479] [DEBUG] [FORECASTER] ASLE: Forecast T+1@11:T+2@11: DOWN (p=6.88%)
[2025-12-22T20:16:34.802945] [INFO ] [FORECASTER] Completed predict_future for ASLE
[2025-12-22T20:16:34.803123] [INFO ] [sig       ] ASLE: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:16:35.015203] [INFO ] [LOCAL     ] Saved forecast: ASLE	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/ASLE.txt
[2025-12-22T20:16:35.015414] [INFO ] [sig       ] [261/3560] Completed ASLE in 0.4s | 2.87 sym/s | Total: 1.5m | ETA: 19.2m
[2025-12-22T20:16:35.015457] [INFO ] [sig       ] [262/3560] Forecasting ASMB...
[2025-12-22T20:16:35.015489] [INFO ] [sig       ] Generating forecast for: ASMB
[2025-12-22T20:16:35.015521] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASMB' from 'https://tdm.silogroup.org/data/derivative_storage/ASMB.csv'.
[2025-12-22T20:16:35.026729] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASMB'.
[2025-12-22T20:16:35.027158] [INFO ] [FORECASTER] Starting predict_future for ASMB
[2025-12-22T20:16:35.028025] [DEBUG] [LOCAL     ] No optimal features file found for ASMB: ./output/feature-sets/ASMB.txt
[2025-12-22T20:16:35.028083] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:16:35.028119] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:16:35.028149] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:16:35.028208] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:16:35.085711] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:16:35.086615] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:16:35.086704] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:16:35.086739] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:16:35.208383] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:16:35.208543] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:16:35.208604] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:16:35.208638] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:16:35.212118] [DEBUG] [FORECASTER] ASMB: Forecast T+1@11:T+2@11: DOWN (p=15.63%)
[2025-12-22T20:16:35.212425] [INFO ] [FORECASTER] Completed predict_future for ASMB
[2025-12-22T20:16:35.212558] [INFO ] [sig       ] ASMB: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:16:35.349782] [INFO ] [LOCAL     ] Saved forecast: ASMB	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/ASMB.txt
[2025-12-22T20:16:35.349944] [INFO ] [sig       ] [262/3560] Completed ASMB in 0.3s | 2.87 sym/s | Total: 1.5m | ETA: 19.2m
[2025-12-22T20:16:35.349988] [INFO ] [sig       ] [263/3560] Forecasting ASML...
[2025-12-22T20:16:35.350021] [INFO ] [sig       ] Generating forecast for: ASML
[2025-12-22T20:16:35.350054] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASML' from 'https://tdm.silogroup.org/data/derivative_storage/ASML.csv'.
[2025-12-22T20:16:35.361356] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASML'.
[2025-12-22T20:16:35.361771] [INFO ] [FORECASTER] Starting predict_future for ASML
[2025-12-22T20:16:35.362564] [DEBUG] [LOCAL     ] No optimal features file found for ASML: ./output/feature-sets/ASML.txt
[2025-12-22T20:16:35.362645] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:16:35.362679] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:16:35.362707] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:16:35.362780] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:16:35.419202] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:16:35.420074] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:16:35.420164] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:16:35.420198] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:16:35.543661] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:16:35.543826] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:16:35.543867] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:16:35.543897] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:16:35.547430] [DEBUG] [FORECASTER] ASML: Forecast T+1@11:T+2@11: UP (p=65.05%)
[2025-12-22T20:16:35.547769] [INFO ] [FORECASTER] Completed predict_future for ASML
[2025-12-22T20:16:35.547908] [INFO ] [sig       ] ASML: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:16:35.692335] [INFO ] [LOCAL     ] Saved forecast: ASML	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/ASML.txt
[2025-12-22T20:16:35.692494] [INFO ] [sig       ] [263/3560] Completed ASML in 0.3s | 2.87 sym/s | Total: 1.5m | ETA: 19.2m
[2025-12-22T20:16:35.692533] [INFO ] [sig       ] [264/3560] Forecasting ASND...
[2025-12-22T20:16:35.692563] [INFO ] [sig       ] Generating forecast for: ASND
[2025-12-22T20:16:35.692616] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASND' from 'https://tdm.silogroup.org/data/derivative_storage/ASND.csv'.
[2025-12-22T20:16:35.704298] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASND'.
[2025-12-22T20:16:35.704723] [INFO ] [FORECASTER] Starting predict_future for ASND
[2025-12-22T20:16:35.705544] [DEBUG] [LOCAL     ] No optimal features file found for ASND: ./output/feature-sets/ASND.txt
[2025-12-22T20:16:35.705623] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:16:35.705661] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:16:35.705689] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:16:35.705747] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:16:35.763838] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:16:35.764762] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:16:35.764848] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:16:35.764882] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:16:35.889113] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:16:35.889277] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:16:35.889317] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:16:35.889346] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:16:35.892704] [DEBUG] [FORECASTER] ASND: Forecast T+1@11:T+2@11: UP (p=67.60%)
[2025-12-22T20:16:35.892993] [INFO ] [FORECASTER] Completed predict_future for ASND
[2025-12-22T20:16:35.893123] [INFO ] [sig       ] ASND: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:16:36.028962] [INFO ] [LOCAL     ] Saved forecast: ASND	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/ASND.txt
[2025-12-22T20:16:36.029120] [INFO ] [sig       ] [264/3560] Completed ASND in 0.3s | 2.87 sym/s | Total: 1.5m | ETA: 19.1m
[2025-12-22T20:16:36.029161] [INFO ] [sig       ] [265/3560] Forecasting ASO...
[2025-12-22T20:16:36.029191] [INFO ] [sig       ] Generating forecast for: ASO
[2025-12-22T20:16:36.029222] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASO' from 'https://tdm.silogroup.org/data/derivative_storage/ASO.csv'.
[2025-12-22T20:16:36.040267] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASO'.
[2025-12-22T20:16:36.040668] [INFO ] [FORECASTER] Starting predict_future for ASO
[2025-12-22T20:16:36.041459] [DEBUG] [LOCAL     ] No optimal features file found for ASO: ./output/feature-sets/ASO.txt
[2025-12-22T20:16:36.041528] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:16:36.041635] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:16:36.041668] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:16:36.041725] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:16:36.098655] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:16:36.099362] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:16:36.099439] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:16:36.099471] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:16:36.218801] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:16:36.218953] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:16:36.218991] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:16:36.219020] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:16:36.222341] [DEBUG] [FORECASTER] ASO: Forecast T+1@11:T+2@11: DOWN (p=16.67%)
[2025-12-22T20:16:36.222626] [INFO ] [FORECASTER] Completed predict_future for ASO
[2025-12-22T20:16:36.222747] [INFO ] [sig       ] ASO: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:16:36.361466] [INFO ] [LOCAL     ] Saved forecast: ASO	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/ASO.txt
[2025-12-22T20:16:36.361614] [INFO ] [sig       ] [265/3560] Completed ASO in 0.3s | 2.87 sym/s | Total: 1.5m | ETA: 19.1m
[2025-12-22T20:16:36.361657] [INFO ] [sig       ] [266/3560] Forecasting ASPI...
[2025-12-22T20:16:36.361686] [INFO ] [sig       ] Generating forecast for: ASPI
[2025-12-22T20:16:36.361716] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASPI' from 'https://tdm.silogroup.org/data/derivative_storage/ASPI.csv'.
[2025-12-22T20:16:36.372584] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASPI'.
[2025-12-22T20:16:36.372921] [INFO ] [FORECASTER] Starting predict_future for ASPI
[2025-12-22T20:16:36.373708] [DEBUG] [LOCAL     ] No optimal features file found for ASPI: ./output/feature-sets/ASPI.txt
[2025-12-22T20:16:36.373761] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:16:36.373793] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:16:36.373819] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:16:36.373875] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:16:36.430619] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:16:36.431253] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:16:36.431330] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:16:36.431367] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:16:36.553279] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:16:36.553427] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:16:36.553467] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:16:36.553495] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:16:36.557156] [DEBUG] [FORECASTER] ASPI: Forecast T+1@11:T+2@11: DOWN (p=19.48%)
[2025-12-22T20:16:36.557426] [INFO ] [FORECASTER] Completed predict_future for ASPI
[2025-12-22T20:16:36.557555] [INFO ] [sig       ] ASPI: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:16:36.696325] [INFO ] [LOCAL     ] Saved forecast: ASPI	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/ASPI.txt
[2025-12-22T20:16:36.696453] [INFO ] [sig       ] [266/3560] Completed ASPI in 0.3s | 2.87 sym/s | Total: 1.5m | ETA: 19.1m
[2025-12-22T20:16:36.696492] [INFO ] [sig       ] [267/3560] Forecasting ASPN...
[2025-12-22T20:16:36.696521] [INFO ] [sig       ] Generating forecast for: ASPN
[2025-12-22T20:16:36.696551] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASPN' from 'https://tdm.silogroup.org/data/derivative_storage/ASPN.csv'.
[2025-12-22T20:16:36.707540] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASPN'.
[2025-12-22T20:16:36.707915] [INFO ] [FORECASTER] Starting predict_future for ASPN
[2025-12-22T20:16:36.708736] [DEBUG] [LOCAL     ] No optimal features file found for ASPN: ./output/feature-sets/ASPN.txt
[2025-12-22T20:16:36.708790] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:16:36.708834] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:16:36.708861] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:16:36.708916] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:16:36.766216] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:16:36.767034] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:16:36.767109] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:16:36.767141] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:16:36.890723] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:16:36.890870] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:16:36.890909] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:16:36.890936] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:16:36.894298] [DEBUG] [FORECASTER] ASPN: Forecast T+1@11:T+2@11: UP (p=84.61%)
[2025-12-22T20:16:36.894595] [INFO ] [FORECASTER] Completed predict_future for ASPN
[2025-12-22T20:16:36.894723] [INFO ] [sig       ] ASPN: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:16:37.034441] [INFO ] [LOCAL     ] Saved forecast: ASPN	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/ASPN.txt
[2025-12-22T20:16:37.034613] [INFO ] [sig       ] [267/3560] Completed ASPN in 0.3s | 2.87 sym/s | Total: 1.6m | ETA: 19.1m
[2025-12-22T20:16:37.034655] [INFO ] [sig       ] [268/3560] Forecasting ASPS...
[2025-12-22T20:16:37.034686] [INFO ] [sig       ] Generating forecast for: ASPS
[2025-12-22T20:16:37.034725] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASPS' from 'https://tdm.silogroup.org/data/derivative_storage/ASPS.csv'.
[2025-12-22T20:16:37.045878] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASPS'.
[2025-12-22T20:16:37.046318] [INFO ] [FORECASTER] Starting predict_future for ASPS
[2025-12-22T20:16:37.047244] [DEBUG] [LOCAL     ] No optimal features file found for ASPS: ./output/feature-sets/ASPS.txt
[2025-12-22T20:16:37.047300] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:16:37.047334] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:16:37.047361] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:16:37.047419] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:16:37.103948] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:16:37.104658] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:16:37.104734] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:16:37.104766] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:16:37.218047] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:16:37.218203] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:16:37.218243] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:16:37.218310] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:16:37.221927] [DEBUG] [FORECASTER] ASPS: Forecast T+1@11:T+2@11: UP (p=54.14%)
[2025-12-22T20:16:37.222246] [INFO ] [FORECASTER] Completed predict_future for ASPS
[2025-12-22T20:16:37.222380] [INFO ] [sig       ] ASPS: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:16:37.359156] [INFO ] [LOCAL     ] Saved forecast: ASPS	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/ASPS.txt
[2025-12-22T20:16:37.359294] [INFO ] [sig       ] [268/3560] Completed ASPS in 0.3s | 2.87 sym/s | Total: 1.6m | ETA: 19.1m
[2025-12-22T20:16:37.359334] [INFO ] [sig       ] [269/3560] Forecasting ASTE...
[2025-12-22T20:16:37.359364] [INFO ] [sig       ] Generating forecast for: ASTE
[2025-12-22T20:16:37.359394] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASTE' from 'https://tdm.silogroup.org/data/derivative_storage/ASTE.csv'.
[2025-12-22T20:16:37.369985] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASTE'.
[2025-12-22T20:16:37.370319] [INFO ] [FORECASTER] Starting predict_future for ASTE
[2025-12-22T20:16:37.371102] [DEBUG] [LOCAL     ] No optimal features file found for ASTE: ./output/feature-sets/ASTE.txt
[2025-12-22T20:16:37.371155] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:16:37.371188] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:16:37.371214] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:16:37.371270] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:16:37.427067] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:16:37.427702] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:16:37.427777] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:16:37.427809] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:16:37.543220] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:16:37.543378] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:16:37.543417] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:16:37.543448] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:16:37.546842] [DEBUG] [FORECASTER] ASTE: Forecast T+1@11:T+2@11: DOWN (p=21.69%)
[2025-12-22T20:16:37.547127] [INFO ] [FORECASTER] Completed predict_future for ASTE
[2025-12-22T20:16:37.547252] [INFO ] [sig       ] ASTE: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:16:37.687069] [INFO ] [LOCAL     ] Saved forecast: ASTE	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/ASTE.txt
[2025-12-22T20:16:37.687223] [INFO ] [sig       ] [269/3560] Completed ASTE in 0.3s | 2.87 sym/s | Total: 1.6m | ETA: 19.1m
[2025-12-22T20:16:37.687263] [INFO ] [sig       ] [270/3560] Forecasting ASTH...
[2025-12-22T20:16:37.687293] [INFO ] [sig       ] Generating forecast for: ASTH
[2025-12-22T20:16:37.687323] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASTH' from 'https://tdm.silogroup.org/data/derivative_storage/ASTH.csv'.
[2025-12-22T20:16:37.699775] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASTH'.
[2025-12-22T20:16:37.700117] [INFO ] [FORECASTER] Starting predict_future for ASTH
[2025-12-22T20:16:37.700962] [DEBUG] [LOCAL     ] No optimal features file found for ASTH: ./output/feature-sets/ASTH.txt
[2025-12-22T20:16:37.701015] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:16:37.701050] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:16:37.701078] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:16:37.701137] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:16:37.761016] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:16:37.761967] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:16:37.762068] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:16:37.762103] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:16:37.879171] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:16:37.879303] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:16:37.879341] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:16:37.879371] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:16:37.882725] [DEBUG] [FORECASTER] ASTH: Forecast T+1@11:T+2@11: DOWN (p=37.57%)
[2025-12-22T20:16:37.883003] [INFO ] [FORECASTER] Completed predict_future for ASTH
[2025-12-22T20:16:37.883122] [INFO ] [sig       ] ASTH: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:16:38.017020] [INFO ] [LOCAL     ] Saved forecast: ASTH	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/ASTH.txt
[2025-12-22T20:16:38.017165] [INFO ] [sig       ] [270/3560] Completed ASTH in 0.3s | 2.87 sym/s | Total: 1.6m | ETA: 19.1m
[2025-12-22T20:16:38.017205] [INFO ] [sig       ] [271/3560] Forecasting ASTI...
[2025-12-22T20:16:38.017236] [INFO ] [sig       ] Generating forecast for: ASTI
[2025-12-22T20:16:38.017274] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASTI' from 'https://tdm.silogroup.org/data/derivative_storage/ASTI.csv'.
[2025-12-22T20:16:38.030008] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASTI'.
[2025-12-22T20:16:38.030372] [INFO ] [FORECASTER] Starting predict_future for ASTI
[2025-12-22T20:16:38.031183] [DEBUG] [LOCAL     ] No optimal features file found for ASTI: ./output/feature-sets/ASTI.txt
[2025-12-22T20:16:38.031237] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:16:38.031271] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:16:38.031299] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:16:38.031357] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:16:38.089652] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:16:38.090353] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:16:38.090433] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:16:38.090467] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:16:38.216870] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:16:38.217003] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:16:38.217062] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:16:38.217095] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:16:38.220541] [DEBUG] [FORECASTER] ASTI: Forecast T+1@11:T+2@11: UP (p=56.28%)
[2025-12-22T20:16:38.220837] [INFO ] [FORECASTER] Completed predict_future for ASTI
[2025-12-22T20:16:38.220963] [INFO ] [sig       ] ASTI: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:16:38.360805] [INFO ] [LOCAL     ] Saved forecast: ASTI	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/ASTI.txt
[2025-12-22T20:16:38.360961] [INFO ] [sig       ] [271/3560] Completed ASTI in 0.3s | 2.87 sym/s | Total: 1.6m | ETA: 19.1m
[2025-12-22T20:16:38.361001] [INFO ] [sig       ] [272/3560] Forecasting ASTL...
[2025-12-22T20:16:38.361032] [INFO ] [sig       ] Generating forecast for: ASTL
[2025-12-22T20:16:38.361062] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASTL' from 'https://tdm.silogroup.org/data/derivative_storage/ASTL.csv'.
[2025-12-22T20:16:38.372224] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASTL'.
[2025-12-22T20:16:38.372625] [INFO ] [FORECASTER] Starting predict_future for ASTL
[2025-12-22T20:16:38.373447] [DEBUG] [LOCAL     ] No optimal features file found for ASTL: ./output/feature-sets/ASTL.txt
[2025-12-22T20:16:38.373506] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:16:38.373541] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:16:38.373569] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:16:38.373674] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:16:38.434658] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:16:38.435565] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:16:38.435670] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:16:38.435706] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:16:38.552686] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:16:38.552866] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:16:38.552931] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:16:38.552964] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:16:38.556405] [DEBUG] [FORECASTER] ASTL: Forecast T+1@11:T+2@11: DOWN (p=40.44%)
[2025-12-22T20:16:38.556703] [INFO ] [FORECASTER] Completed predict_future for ASTL
[2025-12-22T20:16:38.556832] [INFO ] [sig       ] ASTL: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:16:38.693835] [INFO ] [LOCAL     ] Saved forecast: ASTL	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/ASTL.txt
[2025-12-22T20:16:38.693963] [INFO ] [sig       ] [272/3560] Completed ASTL in 0.3s | 2.87 sym/s | Total: 1.6m | ETA: 19.1m
[2025-12-22T20:16:38.694002] [INFO ] [sig       ] [273/3560] Forecasting ASTS...
[2025-12-22T20:16:38.694031] [INFO ] [sig       ] Generating forecast for: ASTS
[2025-12-22T20:16:38.694061] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASTS' from 'https://tdm.silogroup.org/data/derivative_storage/ASTS.csv'.
[2025-12-22T20:16:38.705236] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASTS'.
[2025-12-22T20:16:38.705566] [INFO ] [FORECASTER] Starting predict_future for ASTS
[2025-12-22T20:16:38.706360] [DEBUG] [LOCAL     ] No optimal features file found for ASTS: ./output/feature-sets/ASTS.txt
[2025-12-22T20:16:38.706413] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:16:38.706447] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:16:38.706475] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:16:38.706533] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:16:38.763491] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:16:38.764146] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:16:38.764222] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:16:38.764254] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:16:38.885668] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:16:38.885801] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:16:38.885842] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:16:38.885872] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:16:38.889269] [DEBUG] [FORECASTER] ASTS: Forecast T+1@11:T+2@11: UP (p=74.95%)
[2025-12-22T20:16:38.889542] [INFO ] [FORECASTER] Completed predict_future for ASTS
[2025-12-22T20:16:38.889683] [INFO ] [sig       ] ASTS: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:16:39.043327] [INFO ] [LOCAL     ] Saved forecast: ASTS	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/ASTS.txt
[2025-12-22T20:16:39.043490] [INFO ] [sig       ] [273/3560] Completed ASTS in 0.3s | 2.87 sym/s | Total: 1.6m | ETA: 19.1m
[2025-12-22T20:16:39.043531] [INFO ] [sig       ] [274/3560] Forecasting ASX...
[2025-12-22T20:16:39.043564] [INFO ] [sig       ] Generating forecast for: ASX
[2025-12-22T20:16:39.043618] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASX' from 'https://tdm.silogroup.org/data/derivative_storage/ASX.csv'.
[2025-12-22T20:16:39.054949] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASX'.
[2025-12-22T20:16:39.055353] [INFO ] [FORECASTER] Starting predict_future for ASX
[2025-12-22T20:16:39.056144] [DEBUG] [LOCAL     ] No optimal features file found for ASX: ./output/feature-sets/ASX.txt
[2025-12-22T20:16:39.056196] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:16:39.056228] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:16:39.056254] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:16:39.056310] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:16:39.113424] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:16:39.114273] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:16:39.114354] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:16:39.114388] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:16:39.236471] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:16:39.236639] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:16:39.236678] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:16:39.236708] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:16:39.240088] [DEBUG] [FORECASTER] ASX: Forecast T+1@11:T+2@11: DOWN (p=15.17%)
[2025-12-22T20:16:39.240357] [INFO ] [FORECASTER] Completed predict_future for ASX
[2025-12-22T20:16:39.240478] [INFO ] [sig       ] ASX: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:16:39.377338] [INFO ] [LOCAL     ] Saved forecast: ASX	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/ASX.txt
[2025-12-22T20:16:39.377471] [INFO ] [sig       ] [274/3560] Completed ASX in 0.3s | 2.87 sym/s | Total: 1.6m | ETA: 19.1m
[2025-12-22T20:16:39.377511] [INFO ] [sig       ] [275/3560] Forecasting ASYS...
[2025-12-22T20:16:39.377540] [INFO ] [sig       ] Generating forecast for: ASYS
[2025-12-22T20:16:39.377585] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASYS' from 'https://tdm.silogroup.org/data/derivative_storage/ASYS.csv'.
[2025-12-22T20:16:39.388430] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASYS'.
[2025-12-22T20:16:39.388806] [INFO ] [FORECASTER] Starting predict_future for ASYS
[2025-12-22T20:16:39.389684] [DEBUG] [LOCAL     ] No optimal features file found for ASYS: ./output/feature-sets/ASYS.txt
[2025-12-22T20:16:39.389739] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:16:39.389771] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:16:39.389799] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:16:39.389856] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:16:39.447220] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:16:39.448131] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:16:39.448281] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:16:39.448317] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:16:39.570361] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:16:39.570512] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:16:39.570552] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:16:39.570599] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:16:39.573974] [DEBUG] [FORECASTER] ASYS: Forecast T+1@11:T+2@11: UP (p=75.51%)
[2025-12-22T20:16:39.574268] [INFO ] [FORECASTER] Completed predict_future for ASYS
[2025-12-22T20:16:39.574398] [INFO ] [sig       ] ASYS: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:16:39.709762] [INFO ] [LOCAL     ] Saved forecast: ASYS	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/ASYS.txt
[2025-12-22T20:16:39.709889] [INFO ] [sig       ] [275/3560] Completed ASYS in 0.3s | 2.87 sym/s | Total: 1.6m | ETA: 19.0m
[2025-12-22T20:16:39.709928] [INFO ] [sig       ] [276/3560] Forecasting ATAI...
[2025-12-22T20:16:39.709959] [INFO ] [sig       ] Generating forecast for: ATAI
[2025-12-22T20:16:39.709988] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATAI' from 'https://tdm.silogroup.org/data/derivative_storage/ATAI.csv'.
[2025-12-22T20:16:39.721457] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATAI'.
[2025-12-22T20:16:39.721859] [INFO ] [FORECASTER] Starting predict_future for ATAI
[2025-12-22T20:16:39.722723] [DEBUG] [LOCAL     ] No optimal features file found for ATAI: ./output/feature-sets/ATAI.txt
[2025-12-22T20:16:39.722778] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:16:39.722827] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:16:39.722857] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:16:39.722914] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:16:39.779556] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:16:39.780262] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:16:39.780341] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:16:39.780373] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:16:39.895472] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:16:39.895644] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:16:39.895685] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:16:39.895713] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:16:39.899055] [DEBUG] [FORECASTER] ATAI: Forecast T+1@11:T+2@11: DOWN (p=47.27%)
[2025-12-22T20:16:39.899349] [INFO ] [FORECASTER] Completed predict_future for ATAI
[2025-12-22T20:16:39.899474] [INFO ] [sig       ] ATAI: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:16:40.037946] [INFO ] [LOCAL     ] Saved forecast: ATAI	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/ATAI.txt
[2025-12-22T20:16:40.038099] [INFO ] [sig       ] [276/3560] Completed ATAI in 0.3s | 2.87 sym/s | Total: 1.6m | ETA: 19.0m
[2025-12-22T20:16:40.038140] [INFO ] [sig       ] [277/3560] Forecasting ATEC...
[2025-12-22T20:16:40.038171] [INFO ] [sig       ] Generating forecast for: ATEC
[2025-12-22T20:16:40.038202] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATEC' from 'https://tdm.silogroup.org/data/derivative_storage/ATEC.csv'.
[2025-12-22T20:16:40.049472] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATEC'.
[2025-12-22T20:16:40.050030] [INFO ] [FORECASTER] Starting predict_future for ATEC
[2025-12-22T20:16:40.050840] [DEBUG] [LOCAL     ] No optimal features file found for ATEC: ./output/feature-sets/ATEC.txt
[2025-12-22T20:16:40.050894] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:16:40.050928] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:16:40.050957] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:16:40.051015] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:16:40.109989] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:16:40.110812] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:16:40.110890] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:16:40.110922] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:16:40.230274] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:16:40.230430] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:16:40.230470] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:16:40.230498] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:16:40.233848] [DEBUG] [FORECASTER] ATEC: Forecast T+1@11:T+2@11: UP (p=94.60%)
[2025-12-22T20:16:40.234122] [INFO ] [FORECASTER] Completed predict_future for ATEC
[2025-12-22T20:16:40.234248] [INFO ] [sig       ] ATEC: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:16:40.369096] [INFO ] [LOCAL     ] Saved forecast: ATEC	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/ATEC.txt
[2025-12-22T20:16:40.369233] [INFO ] [sig       ] [277/3560] Completed ATEC in 0.3s | 2.88 sym/s | Total: 1.6m | ETA: 19.0m
[2025-12-22T20:16:40.369272] [INFO ] [sig       ] [278/3560] Forecasting ATEN...
[2025-12-22T20:16:40.369302] [INFO ] [sig       ] Generating forecast for: ATEN
[2025-12-22T20:16:40.369332] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATEN' from 'https://tdm.silogroup.org/data/derivative_storage/ATEN.csv'.
[2025-12-22T20:16:40.380335] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATEN'.
[2025-12-22T20:16:40.380721] [INFO ] [FORECASTER] Starting predict_future for ATEN
[2025-12-22T20:16:40.381534] [DEBUG] [LOCAL     ] No optimal features file found for ATEN: ./output/feature-sets/ATEN.txt
[2025-12-22T20:16:40.381612] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:16:40.381651] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:16:40.381680] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:16:40.381737] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:16:40.437776] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:16:40.438489] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:16:40.438566] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:16:40.438618] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:16:40.559085] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:16:40.559240] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:16:40.559277] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:16:40.559307] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:16:40.562643] [DEBUG] [FORECASTER] ATEN: Forecast T+1@11:T+2@11: UP (p=51.61%)
[2025-12-22T20:16:40.562910] [INFO ] [FORECASTER] Completed predict_future for ATEN
[2025-12-22T20:16:40.563031] [INFO ] [sig       ] ATEN: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:16:40.697641] [INFO ] [LOCAL     ] Saved forecast: ATEN	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/ATEN.txt
[2025-12-22T20:16:40.697809] [INFO ] [sig       ] [278/3560] Completed ATEN in 0.3s | 2.88 sym/s | Total: 1.6m | ETA: 19.0m
[2025-12-22T20:16:40.697860] [INFO ] [sig       ] [279/3560] Forecasting ATEX...
[2025-12-22T20:16:40.697900] [INFO ] [sig       ] Generating forecast for: ATEX
[2025-12-22T20:16:40.697938] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATEX' from 'https://tdm.silogroup.org/data/derivative_storage/ATEX.csv'.
[2025-12-22T20:16:40.708976] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATEX'.
[2025-12-22T20:16:40.709346] [INFO ] [FORECASTER] Starting predict_future for ATEX
[2025-12-22T20:16:40.710211] [DEBUG] [LOCAL     ] No optimal features file found for ATEX: ./output/feature-sets/ATEX.txt
[2025-12-22T20:16:40.710270] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:16:40.710306] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:16:40.710334] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:16:40.710392] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:16:40.766890] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:16:40.767530] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:16:40.767624] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:16:40.767658] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:16:40.883106] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:16:40.883260] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:16:40.883298] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:16:40.883327] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:16:40.886657] [DEBUG] [FORECASTER] ATEX: Forecast T+1@11:T+2@11: DOWN (p=19.63%)
[2025-12-22T20:16:40.886921] [INFO ] [FORECASTER] Completed predict_future for ATEX
[2025-12-22T20:16:40.887048] [INFO ] [sig       ] ATEX: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:16:41.022039] [INFO ] [LOCAL     ] Saved forecast: ATEX	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/ATEX.txt
[2025-12-22T20:16:41.022176] [INFO ] [sig       ] [279/3560] Completed ATEX in 0.3s | 2.88 sym/s | Total: 1.6m | ETA: 19.0m
[2025-12-22T20:16:41.022220] [INFO ] [sig       ] [280/3560] Forecasting ATGE...
[2025-12-22T20:16:41.022252] [INFO ] [sig       ] Generating forecast for: ATGE
[2025-12-22T20:16:41.022283] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATGE' from 'https://tdm.silogroup.org/data/derivative_storage/ATGE.csv'.
[2025-12-22T20:16:41.033460] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATGE'.
[2025-12-22T20:16:41.033844] [INFO ] [FORECASTER] Starting predict_future for ATGE
[2025-12-22T20:16:41.034692] [DEBUG] [LOCAL     ] No optimal features file found for ATGE: ./output/feature-sets/ATGE.txt
[2025-12-22T20:16:41.034746] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:16:41.034780] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:16:41.034809] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:16:41.034866] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:16:41.091043] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:16:41.091659] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:16:41.091735] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:16:41.091768] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:16:41.207279] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:16:41.207429] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:16:41.207468] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:16:41.207497] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:16:41.210886] [DEBUG] [FORECASTER] ATGE: Forecast T+1@11:T+2@11: UP (p=66.16%)
[2025-12-22T20:16:41.211150] [INFO ] [FORECASTER] Completed predict_future for ATGE
[2025-12-22T20:16:41.211269] [INFO ] [sig       ] ATGE: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:16:41.351694] [INFO ] [LOCAL     ] Saved forecast: ATGE	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/ATGE.txt
[2025-12-22T20:16:41.351846] [INFO ] [sig       ] [280/3560] Completed ATGE in 0.3s | 2.88 sym/s | Total: 1.6m | ETA: 19.0m
[2025-12-22T20:16:41.351899] [INFO ] [sig       ] [281/3560] Forecasting ATHA...
[2025-12-22T20:16:41.351937] [INFO ] [sig       ] Generating forecast for: ATHA
[2025-12-22T20:16:41.351969] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATHA' from 'https://tdm.silogroup.org/data/derivative_storage/ATHA.csv'.
[2025-12-22T20:16:41.362759] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATHA'.
[2025-12-22T20:16:41.363157] [INFO ] [FORECASTER] Starting predict_future for ATHA
[2025-12-22T20:16:41.364022] [DEBUG] [LOCAL     ] No optimal features file found for ATHA: ./output/feature-sets/ATHA.txt
[2025-12-22T20:16:41.364076] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:16:41.364110] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:16:41.364139] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:16:41.364197] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:16:41.422017] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:16:41.422797] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:16:41.422878] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:16:41.422911] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:16:41.545852] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:16:41.546003] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:16:41.546044] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:16:41.546075] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:16:41.550082] [DEBUG] [FORECASTER] ATHA: Forecast T+1@11:T+2@11: UP (p=61.61%)
[2025-12-22T20:16:41.550353] [INFO ] [FORECASTER] Completed predict_future for ATHA
[2025-12-22T20:16:41.550494] [INFO ] [sig       ] ATHA: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:16:41.688324] [INFO ] [LOCAL     ] Saved forecast: ATHA	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/ATHA.txt
[2025-12-22T20:16:41.688478] [INFO ] [sig       ] [281/3560] Completed ATHA in 0.3s | 2.88 sym/s | Total: 1.6m | ETA: 19.0m
[2025-12-22T20:16:41.688521] [INFO ] [sig       ] [282/3560] Forecasting ATHM...
[2025-12-22T20:16:41.688552] [INFO ] [sig       ] Generating forecast for: ATHM
[2025-12-22T20:16:41.688603] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATHM' from 'https://tdm.silogroup.org/data/derivative_storage/ATHM.csv'.
[2025-12-22T20:16:41.700122] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATHM'.
[2025-12-22T20:16:41.700537] [INFO ] [FORECASTER] Starting predict_future for ATHM
[2025-12-22T20:16:41.701426] [DEBUG] [LOCAL     ] No optimal features file found for ATHM: ./output/feature-sets/ATHM.txt
[2025-12-22T20:16:41.701481] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:16:41.701551] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:16:41.701618] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:16:41.701707] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:16:41.763426] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:16:41.764286] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:16:41.764369] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:16:41.764404] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:16:41.890218] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:16:41.890383] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:16:41.890425] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:16:41.890455] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:16:41.894153] [DEBUG] [FORECASTER] ATHM: Forecast T+1@11:T+2@11: DOWN (p=18.26%)
[2025-12-22T20:16:41.894491] [INFO ] [FORECASTER] Completed predict_future for ATHM
[2025-12-22T20:16:41.894677] [INFO ] [sig       ] ATHM: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:16:42.060551] [INFO ] [LOCAL     ] Saved forecast: ATHM	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/ATHM.txt
[2025-12-22T20:16:42.060741] [INFO ] [sig       ] [282/3560] Completed ATHM in 0.4s | 2.88 sym/s | Total: 1.6m | ETA: 19.0m
[2025-12-22T20:16:42.060785] [INFO ] [sig       ] [283/3560] Forecasting ATI...
[2025-12-22T20:16:42.060815] [INFO ] [sig       ] Generating forecast for: ATI
[2025-12-22T20:16:42.060845] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATI' from 'https://tdm.silogroup.org/data/derivative_storage/ATI.csv'.
[2025-12-22T20:16:42.071827] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATI'.
[2025-12-22T20:16:42.072181] [INFO ] [FORECASTER] Starting predict_future for ATI
[2025-12-22T20:16:42.072999] [DEBUG] [LOCAL     ] No optimal features file found for ATI: ./output/feature-sets/ATI.txt
[2025-12-22T20:16:42.073053] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:16:42.073086] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:16:42.073112] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:16:42.073168] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:16:42.130492] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:16:42.131413] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:16:42.131499] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:16:42.131533] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:16:42.256902] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:16:42.257054] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:16:42.257110] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:16:42.257142] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:16:42.260534] [DEBUG] [FORECASTER] ATI: Forecast T+1@11:T+2@11: UP (p=95.53%)
[2025-12-22T20:16:42.260854] [INFO ] [FORECASTER] Completed predict_future for ATI
[2025-12-22T20:16:42.260985] [INFO ] [sig       ] ATI: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:16:42.399938] [INFO ] [LOCAL     ] Saved forecast: ATI	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/ATI.txt
[2025-12-22T20:16:42.400095] [INFO ] [sig       ] [283/3560] Completed ATI in 0.3s | 2.88 sym/s | Total: 1.6m | ETA: 19.0m
[2025-12-22T20:16:42.400136] [INFO ] [sig       ] [284/3560] Forecasting ATLC...
[2025-12-22T20:16:42.400165] [INFO ] [sig       ] Generating forecast for: ATLC
[2025-12-22T20:16:42.400195] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATLC' from 'https://tdm.silogroup.org/data/derivative_storage/ATLC.csv'.
[2025-12-22T20:16:42.411332] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATLC'.
[2025-12-22T20:16:42.411753] [INFO ] [FORECASTER] Starting predict_future for ATLC
[2025-12-22T20:16:42.412734] [DEBUG] [LOCAL     ] No optimal features file found for ATLC: ./output/feature-sets/ATLC.txt
[2025-12-22T20:16:42.412790] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:16:42.412825] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:16:42.412853] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:16:42.412911] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:16:42.471627] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:16:42.472443] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:16:42.472524] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:16:42.472556] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:16:42.601592] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:16:42.601756] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-22T20:16:42.601798] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:16:42.601827] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:16:42.606744] [DEBUG] [FORECASTER] ATLC: Forecast T+1@11:T+2@11: DOWN (p=17.46%)
[2025-12-22T20:16:42.607165] [INFO ] [FORECASTER] Completed predict_future for ATLC
[2025-12-22T20:16:42.607349] [INFO ] [sig       ] ATLC: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:16:42.760157] [INFO ] [LOCAL     ] Saved forecast: ATLC	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/ATLC.txt
[2025-12-22T20:16:42.760355] [INFO ] [sig       ] [284/3560] Completed ATLC in 0.4s | 2.88 sym/s | Total: 1.6m | ETA: 19.0m
[2025-12-22T20:16:42.760402] [INFO ] [sig       ] [285/3560] Forecasting ATLCZ...
[2025-12-22T20:16:42.760433] [INFO ] [sig       ] Generating forecast for: ATLCZ
[2025-12-22T20:16:42.760466] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATLCZ' from 'https://tdm.silogroup.org/data/derivative_storage/ATLCZ.csv'.
[2025-12-22T20:16:42.771906] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATLCZ'.
[2025-12-22T20:16:42.772316] [INFO ] [FORECASTER] Starting predict_future for ATLCZ
[2025-12-22T20:16:42.773199] [DEBUG] [LOCAL     ] No optimal features file found for ATLCZ: ./output/feature-sets/ATLCZ.txt
[2025-12-22T20:16:42.773256] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:16:42.773289] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:16:42.773318] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:16:42.773374] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:16:42.832181] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:16:42.833132] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:16:42.833224] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:16:42.833259] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:16:42.951400] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:16:42.951551] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:16:42.951610] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:16:42.951671] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:16:42.955109] [DEBUG] [FORECASTER] ATLCZ: Forecast T+1@11:T+2@11: UP (p=77.20%)
[2025-12-22T20:16:42.955382] [INFO ] [FORECASTER] Completed predict_future for ATLCZ
[2025-12-22T20:16:42.955507] [INFO ] [sig       ] ATLCZ: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:16:43.092235] [INFO ] [LOCAL     ] Saved forecast: ATLCZ	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/ATLCZ.txt
[2025-12-22T20:16:43.092362] [INFO ] [sig       ] [285/3560] Completed ATLCZ in 0.3s | 2.88 sym/s | Total: 1.7m | ETA: 19.0m
[2025-12-22T20:16:43.092401] [INFO ] [sig       ] [286/3560] Forecasting ATLO...
[2025-12-22T20:16:43.092430] [INFO ] [sig       ] Generating forecast for: ATLO
[2025-12-22T20:16:43.092461] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATLO' from 'https://tdm.silogroup.org/data/derivative_storage/ATLO.csv'.
[2025-12-22T20:16:43.102958] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATLO'.
[2025-12-22T20:16:43.103299] [INFO ] [FORECASTER] Starting predict_future for ATLO
[2025-12-22T20:16:43.104082] [DEBUG] [LOCAL     ] No optimal features file found for ATLO: ./output/feature-sets/ATLO.txt
[2025-12-22T20:16:43.104135] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:16:43.104167] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:16:43.104193] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:16:43.104249] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:16:43.160943] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:16:43.161669] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:16:43.161749] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:16:43.161784] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:16:43.271449] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:16:43.271613] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:16:43.271656] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:16:43.271686] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:16:43.275037] [DEBUG] [FORECASTER] ATLO: Forecast T+1@11:T+2@11: DOWN (p=48.85%)
[2025-12-22T20:16:43.275308] [INFO ] [FORECASTER] Completed predict_future for ATLO
[2025-12-22T20:16:43.275435] [INFO ] [sig       ] ATLO: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:16:43.410053] [INFO ] [LOCAL     ] Saved forecast: ATLO	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/ATLO.txt
[2025-12-22T20:16:43.410189] [INFO ] [sig       ] [286/3560] Completed ATLO in 0.3s | 2.88 sym/s | Total: 1.7m | ETA: 19.0m
[2025-12-22T20:16:43.410231] [INFO ] [sig       ] [287/3560] Forecasting ATNI...
[2025-12-22T20:16:43.410262] [INFO ] [sig       ] Generating forecast for: ATNI
[2025-12-22T20:16:43.410293] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATNI' from 'https://tdm.silogroup.org/data/derivative_storage/ATNI.csv'.
[2025-12-22T20:16:43.421455] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATNI'.
[2025-12-22T20:16:43.421783] [INFO ] [FORECASTER] Starting predict_future for ATNI
[2025-12-22T20:16:43.422532] [DEBUG] [LOCAL     ] No optimal features file found for ATNI: ./output/feature-sets/ATNI.txt
[2025-12-22T20:16:43.422607] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:16:43.422655] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:16:43.422684] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:16:43.422741] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:16:43.481455] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:16:43.482177] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:16:43.482255] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:16:43.482290] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:16:43.608275] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:16:43.608426] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:16:43.608465] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:16:43.608494] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:16:43.611848] [DEBUG] [FORECASTER] ATNI: Forecast T+1@11:T+2@11: UP (p=80.84%)
[2025-12-22T20:16:43.612115] [INFO ] [FORECASTER] Completed predict_future for ATNI
[2025-12-22T20:16:43.612238] [INFO ] [sig       ] ATNI: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:16:43.746472] [INFO ] [LOCAL     ] Saved forecast: ATNI	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/ATNI.txt
[2025-12-22T20:16:43.746647] [INFO ] [sig       ] [287/3560] Completed ATNI in 0.3s | 2.88 sym/s | Total: 1.7m | ETA: 19.0m
[2025-12-22T20:16:43.746690] [INFO ] [sig       ] [288/3560] Forecasting ATO...
[2025-12-22T20:16:43.746720] [INFO ] [sig       ] Generating forecast for: ATO
[2025-12-22T20:16:43.746750] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATO' from 'https://tdm.silogroup.org/data/derivative_storage/ATO.csv'.
[2025-12-22T20:16:43.757906] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATO'.
[2025-12-22T20:16:43.758292] [INFO ] [FORECASTER] Starting predict_future for ATO
[2025-12-22T20:16:43.759095] [DEBUG] [LOCAL     ] No optimal features file found for ATO: ./output/feature-sets/ATO.txt
[2025-12-22T20:16:43.759149] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:16:43.759180] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:16:43.759205] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:16:43.759261] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:16:43.815997] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:16:43.816847] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:16:43.816928] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:16:43.816961] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:16:43.939930] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:16:43.940095] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:16:43.940134] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:16:43.940164] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:16:43.943506] [DEBUG] [FORECASTER] ATO: Forecast T+1@11:T+2@11: UP (p=94.96%)
[2025-12-22T20:16:43.943799] [INFO ] [FORECASTER] Completed predict_future for ATO
[2025-12-22T20:16:43.943924] [INFO ] [sig       ] ATO: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:16:44.079634] [INFO ] [LOCAL     ] Saved forecast: ATO	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/ATO.txt
[2025-12-22T20:16:44.079796] [INFO ] [sig       ] [288/3560] Completed ATO in 0.3s | 2.88 sym/s | Total: 1.7m | ETA: 18.9m
[2025-12-22T20:16:44.079835] [INFO ] [sig       ] [289/3560] Forecasting ATOM...
[2025-12-22T20:16:44.079865] [INFO ] [sig       ] Generating forecast for: ATOM
[2025-12-22T20:16:44.079895] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATOM' from 'https://tdm.silogroup.org/data/derivative_storage/ATOM.csv'.
[2025-12-22T20:16:44.090884] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATOM'.
[2025-12-22T20:16:44.091205] [INFO ] [FORECASTER] Starting predict_future for ATOM
[2025-12-22T20:16:44.091998] [DEBUG] [LOCAL     ] No optimal features file found for ATOM: ./output/feature-sets/ATOM.txt
[2025-12-22T20:16:44.092050] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:16:44.092082] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:16:44.092109] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:16:44.092165] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:16:44.148672] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:16:44.149299] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:16:44.149375] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:16:44.149407] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:16:44.271205] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:16:44.271351] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:16:44.271389] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:16:44.271417] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:16:44.274744] [DEBUG] [FORECASTER] ATOM: Forecast T+1@11:T+2@11: DOWN (p=17.28%)
[2025-12-22T20:16:44.275010] [INFO ] [FORECASTER] Completed predict_future for ATOM
[2025-12-22T20:16:44.275129] [INFO ] [sig       ] ATOM: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:16:44.410363] [INFO ] [LOCAL     ] Saved forecast: ATOM	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/ATOM.txt
[2025-12-22T20:16:44.410496] [INFO ] [sig       ] [289/3560] Completed ATOM in 0.3s | 2.88 sym/s | Total: 1.7m | ETA: 18.9m
[2025-12-22T20:16:44.410536] [INFO ] [sig       ] [290/3560] Forecasting ATRA...
[2025-12-22T20:16:44.410566] [INFO ] [sig       ] Generating forecast for: ATRA
[2025-12-22T20:16:44.410618] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATRA' from 'https://tdm.silogroup.org/data/derivative_storage/ATRA.csv'.
[2025-12-22T20:16:44.421982] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATRA'.
[2025-12-22T20:16:44.422304] [INFO ] [FORECASTER] Starting predict_future for ATRA
[2025-12-22T20:16:44.423115] [DEBUG] [LOCAL     ] No optimal features file found for ATRA: ./output/feature-sets/ATRA.txt
[2025-12-22T20:16:44.423168] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:16:44.423199] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:16:44.423226] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:16:44.423281] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:16:44.479849] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:16:44.480456] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:16:44.480531] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:16:44.480563] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:16:44.600356] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:16:44.600506] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:16:44.600544] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:16:44.600589] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:16:44.604078] [DEBUG] [FORECASTER] ATRA: Forecast T+1@11:T+2@11: DOWN (p=7.02%)
[2025-12-22T20:16:44.604341] [INFO ] [FORECASTER] Completed predict_future for ATRA
[2025-12-22T20:16:44.604462] [INFO ] [sig       ] ATRA: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:16:44.743049] [INFO ] [LOCAL     ] Saved forecast: ATRA	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/ATRA.txt
[2025-12-22T20:16:44.743227] [INFO ] [sig       ] [290/3560] Completed ATRA in 0.3s | 2.88 sym/s | Total: 1.7m | ETA: 18.9m
[2025-12-22T20:16:44.743277] [INFO ] [sig       ] [291/3560] Forecasting ATRC...
[2025-12-22T20:16:44.743319] [INFO ] [sig       ] Generating forecast for: ATRC
[2025-12-22T20:16:44.743351] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATRC' from 'https://tdm.silogroup.org/data/derivative_storage/ATRC.csv'.
[2025-12-22T20:16:44.754479] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATRC'.
[2025-12-22T20:16:44.754866] [INFO ] [FORECASTER] Starting predict_future for ATRC
[2025-12-22T20:16:44.755669] [DEBUG] [LOCAL     ] No optimal features file found for ATRC: ./output/feature-sets/ATRC.txt
[2025-12-22T20:16:44.755721] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:16:44.755753] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:16:44.755780] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:16:44.755835] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:16:44.812885] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:16:44.813787] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:16:44.813872] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:16:44.813906] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:16:44.932846] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:16:44.933012] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:16:44.933052] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:16:44.933082] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:16:44.936436] [DEBUG] [FORECASTER] ATRC: Forecast T+1@11:T+2@11: UP (p=78.18%)
[2025-12-22T20:16:44.936731] [INFO ] [FORECASTER] Completed predict_future for ATRC
[2025-12-22T20:16:44.936859] [INFO ] [sig       ] ATRC: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:16:45.073377] [INFO ] [LOCAL     ] Saved forecast: ATRC	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/ATRC.txt
[2025-12-22T20:16:45.073533] [INFO ] [sig       ] [291/3560] Completed ATRC in 0.3s | 2.88 sym/s | Total: 1.7m | ETA: 18.9m
[2025-12-22T20:16:45.073593] [INFO ] [sig       ] [292/3560] Forecasting ATRO...
[2025-12-22T20:16:45.073628] [INFO ] [sig       ] Generating forecast for: ATRO
[2025-12-22T20:16:45.073659] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATRO' from 'https://tdm.silogroup.org/data/derivative_storage/ATRO.csv'.
[2025-12-22T20:16:45.084906] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATRO'.
[2025-12-22T20:16:45.085287] [INFO ] [FORECASTER] Starting predict_future for ATRO
[2025-12-22T20:16:45.086065] [DEBUG] [LOCAL     ] No optimal features file found for ATRO: ./output/feature-sets/ATRO.txt
[2025-12-22T20:16:45.086118] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:16:45.086150] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:16:45.086177] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:16:45.086233] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:16:45.142466] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:16:45.143230] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:16:45.143340] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:16:45.143375] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:16:45.268950] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:16:45.269142] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:16:45.269194] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:16:45.269233] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:16:45.273726] [DEBUG] [FORECASTER] ATRO: Forecast T+1@11:T+2@11: UP (p=50.54%)
[2025-12-22T20:16:45.274095] [INFO ] [FORECASTER] Completed predict_future for ATRO
[2025-12-22T20:16:45.274265] [INFO ] [sig       ] ATRO: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:16:45.425287] [INFO ] [LOCAL     ] Saved forecast: ATRO	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/ATRO.txt
[2025-12-22T20:16:45.425453] [INFO ] [sig       ] [292/3560] Completed ATRO in 0.4s | 2.88 sym/s | Total: 1.7m | ETA: 18.9m
[2025-12-22T20:16:45.425493] [INFO ] [sig       ] [293/3560] Forecasting ATXS...
[2025-12-22T20:16:45.425525] [INFO ] [sig       ] Generating forecast for: ATXS
[2025-12-22T20:16:45.425556] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATXS' from 'https://tdm.silogroup.org/data/derivative_storage/ATXS.csv'.
[2025-12-22T20:16:45.436458] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATXS'.
[2025-12-22T20:16:45.436843] [INFO ] [FORECASTER] Starting predict_future for ATXS
[2025-12-22T20:16:45.437645] [DEBUG] [LOCAL     ] No optimal features file found for ATXS: ./output/feature-sets/ATXS.txt
[2025-12-22T20:16:45.437697] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:16:45.437730] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:16:45.437757] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:16:45.437812] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:16:45.494467] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:16:45.495374] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:16:45.495457] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:16:45.495490] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:16:45.617156] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:16:45.617313] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:16:45.617352] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:16:45.617380] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:16:45.620754] [DEBUG] [FORECASTER] ATXS: Forecast T+1@11:T+2@11: DOWN (p=2.47%)
[2025-12-22T20:16:45.621025] [INFO ] [FORECASTER] Completed predict_future for ATXS
[2025-12-22T20:16:45.621149] [INFO ] [sig       ] ATXS: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:16:45.758827] [INFO ] [LOCAL     ] Saved forecast: ATXS	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/ATXS.txt
[2025-12-22T20:16:45.758976] [INFO ] [sig       ] [293/3560] Completed ATXS in 0.3s | 2.88 sym/s | Total: 1.7m | ETA: 18.9m
[2025-12-22T20:16:45.759020] [INFO ] [sig       ] [294/3560] Forecasting AUB...
[2025-12-22T20:16:45.759081] [INFO ] [sig       ] Generating forecast for: AUB
[2025-12-22T20:16:45.759113] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AUB' from 'https://tdm.silogroup.org/data/derivative_storage/AUB.csv'.
[2025-12-22T20:16:45.769949] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AUB'.
[2025-12-22T20:16:45.770327] [INFO ] [FORECASTER] Starting predict_future for AUB
[2025-12-22T20:16:45.771116] [DEBUG] [LOCAL     ] No optimal features file found for AUB: ./output/feature-sets/AUB.txt
[2025-12-22T20:16:45.771171] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:16:45.771203] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:16:45.771230] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:16:45.771286] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:16:45.828442] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:16:45.829282] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:16:45.829363] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:16:45.829395] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:16:45.945468] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:16:45.945639] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:16:45.945680] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:16:45.945724] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:16:45.949116] [DEBUG] [FORECASTER] AUB: Forecast T+1@11:T+2@11: UP (p=94.85%)
[2025-12-22T20:16:45.949384] [INFO ] [FORECASTER] Completed predict_future for AUB
[2025-12-22T20:16:45.949505] [INFO ] [sig       ] AUB: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:16:46.091509] [INFO ] [LOCAL     ] Saved forecast: AUB	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/AUB.txt
[2025-12-22T20:16:46.091743] [INFO ] [sig       ] [294/3560] Completed AUB in 0.3s | 2.88 sym/s | Total: 1.7m | ETA: 18.9m
[2025-12-22T20:16:46.091803] [INFO ] [sig       ] [295/3560] Forecasting AUDC...
[2025-12-22T20:16:46.091843] [INFO ] [sig       ] Generating forecast for: AUDC
[2025-12-22T20:16:46.091883] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AUDC' from 'https://tdm.silogroup.org/data/derivative_storage/AUDC.csv'.
[2025-12-22T20:16:46.106458] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AUDC'.
[2025-12-22T20:16:46.106886] [INFO ] [FORECASTER] Starting predict_future for AUDC
[2025-12-22T20:16:46.107876] [DEBUG] [LOCAL     ] No optimal features file found for AUDC: ./output/feature-sets/AUDC.txt
[2025-12-22T20:16:46.107952] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:16:46.107998] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:16:46.108037] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:16:46.108122] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:16:46.168079] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:16:46.169005] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:16:46.169125] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:16:46.169157] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:16:46.286585] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:16:46.286739] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:16:46.286778] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:16:46.286807] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:16:46.290179] [DEBUG] [FORECASTER] AUDC: Forecast T+1@11:T+2@11: DOWN (p=25.76%)
[2025-12-22T20:16:46.290448] [INFO ] [FORECASTER] Completed predict_future for AUDC
[2025-12-22T20:16:46.290595] [INFO ] [sig       ] AUDC: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:16:46.428336] [INFO ] [LOCAL     ] Saved forecast: AUDC	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/AUDC.txt
[2025-12-22T20:16:46.428515] [INFO ] [sig       ] [295/3560] Completed AUDC in 0.3s | 2.88 sym/s | Total: 1.7m | ETA: 18.9m
[2025-12-22T20:16:46.428556] [INFO ] [sig       ] [296/3560] Forecasting AUPH...
[2025-12-22T20:16:46.428608] [INFO ] [sig       ] Generating forecast for: AUPH
[2025-12-22T20:16:46.428640] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AUPH' from 'https://tdm.silogroup.org/data/derivative_storage/AUPH.csv'.
[2025-12-22T20:16:46.440075] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AUPH'.
[2025-12-22T20:16:46.440408] [INFO ] [FORECASTER] Starting predict_future for AUPH
[2025-12-22T20:16:46.441185] [DEBUG] [LOCAL     ] No optimal features file found for AUPH: ./output/feature-sets/AUPH.txt
[2025-12-22T20:16:46.441237] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:16:46.441270] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:16:46.441297] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:16:46.441354] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:16:46.497507] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:16:46.498292] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:16:46.498373] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:16:46.498420] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:16:46.615680] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:16:46.615856] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:16:46.615900] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:16:46.615929] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:16:46.619353] [DEBUG] [FORECASTER] AUPH: Forecast T+1@11:T+2@11: DOWN (p=37.21%)
[2025-12-22T20:16:46.619669] [INFO ] [FORECASTER] Completed predict_future for AUPH
[2025-12-22T20:16:46.619802] [INFO ] [sig       ] AUPH: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:16:46.757877] [INFO ] [LOCAL     ] Saved forecast: AUPH	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/AUPH.txt
[2025-12-22T20:16:46.758033] [INFO ] [sig       ] [296/3560] Completed AUPH in 0.3s | 2.88 sym/s | Total: 1.7m | ETA: 18.9m
[2025-12-22T20:16:46.758073] [INFO ] [sig       ] [297/3560] Forecasting AURA...
[2025-12-22T20:16:46.758103] [INFO ] [sig       ] Generating forecast for: AURA
[2025-12-22T20:16:46.758134] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AURA' from 'https://tdm.silogroup.org/data/derivative_storage/AURA.csv'.
[2025-12-22T20:16:46.769168] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AURA'.
[2025-12-22T20:16:46.769497] [INFO ] [FORECASTER] Starting predict_future for AURA
[2025-12-22T20:16:46.770298] [DEBUG] [LOCAL     ] No optimal features file found for AURA: ./output/feature-sets/AURA.txt
[2025-12-22T20:16:46.770351] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:16:46.770383] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:16:46.770410] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:16:46.770466] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:16:46.831204] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:16:46.832274] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:16:46.832353] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:16:46.832385] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:16:46.952898] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:16:46.953065] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:16:46.953105] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:16:46.953134] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:16:46.956489] [DEBUG] [FORECASTER] AURA: Forecast T+1@11:T+2@11: UP (p=87.52%)
[2025-12-22T20:16:46.956775] [INFO ] [FORECASTER] Completed predict_future for AURA
[2025-12-22T20:16:46.956897] [INFO ] [sig       ] AURA: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:16:47.091854] [INFO ] [LOCAL     ] Saved forecast: AURA	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/AURA.txt
[2025-12-22T20:16:47.091981] [INFO ] [sig       ] [297/3560] Completed AURA in 0.3s | 2.88 sym/s | Total: 1.7m | ETA: 18.9m
[2025-12-22T20:16:47.092025] [INFO ] [sig       ] [298/3560] Forecasting AUTL...
[2025-12-22T20:16:47.092057] [INFO ] [sig       ] Generating forecast for: AUTL
[2025-12-22T20:16:47.092087] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AUTL' from 'https://tdm.silogroup.org/data/derivative_storage/AUTL.csv'.
[2025-12-22T20:16:47.103425] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AUTL'.
[2025-12-22T20:16:47.103770] [INFO ] [FORECASTER] Starting predict_future for AUTL
[2025-12-22T20:16:47.104556] [DEBUG] [LOCAL     ] No optimal features file found for AUTL: ./output/feature-sets/AUTL.txt
[2025-12-22T20:16:47.104642] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:16:47.104680] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:16:47.104721] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:16:47.104783] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:16:47.161136] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:16:47.161789] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:16:47.161864] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:16:47.161895] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:16:47.282482] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:16:47.282654] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:16:47.282700] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:16:47.282730] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:16:47.286711] [DEBUG] [FORECASTER] AUTL: Forecast T+1@11:T+2@11: DOWN (p=12.64%)
[2025-12-22T20:16:47.287006] [INFO ] [FORECASTER] Completed predict_future for AUTL
[2025-12-22T20:16:47.287143] [INFO ] [sig       ] AUTL: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:16:47.421827] [INFO ] [LOCAL     ] Saved forecast: AUTL	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/AUTL.txt
[2025-12-22T20:16:47.421960] [INFO ] [sig       ] [298/3560] Completed AUTL in 0.3s | 2.88 sym/s | Total: 1.7m | ETA: 18.9m
[2025-12-22T20:16:47.421999] [INFO ] [sig       ] [299/3560] Forecasting AVA...
[2025-12-22T20:16:47.422028] [INFO ] [sig       ] Generating forecast for: AVA
[2025-12-22T20:16:47.422059] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVA' from 'https://tdm.silogroup.org/data/derivative_storage/AVA.csv'.
[2025-12-22T20:16:47.433148] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVA'.
[2025-12-22T20:16:47.433439] [INFO ] [FORECASTER] Starting predict_future for AVA
[2025-12-22T20:16:47.434206] [DEBUG] [LOCAL     ] No optimal features file found for AVA: ./output/feature-sets/AVA.txt
[2025-12-22T20:16:47.434260] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:16:47.434319] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:16:47.434348] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:16:47.434405] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:16:47.490539] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:16:47.491141] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:16:47.491217] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:16:47.491249] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:16:47.605533] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:16:47.605714] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:16:47.605755] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:16:47.605783] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:16:47.609148] [DEBUG] [FORECASTER] AVA: Forecast T+1@11:T+2@11: DOWN (p=18.56%)
[2025-12-22T20:16:47.609413] [INFO ] [FORECASTER] Completed predict_future for AVA
[2025-12-22T20:16:47.609532] [INFO ] [sig       ] AVA: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:16:47.744538] [INFO ] [LOCAL     ] Saved forecast: AVA	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/AVA.txt
[2025-12-22T20:16:47.744663] [INFO ] [sig       ] [299/3560] Completed AVA in 0.3s | 2.88 sym/s | Total: 1.7m | ETA: 18.9m
[2025-12-22T20:16:47.744701] [INFO ] [sig       ] [300/3560] Forecasting AVAH...
[2025-12-22T20:16:47.744731] [INFO ] [sig       ] Generating forecast for: AVAH
[2025-12-22T20:16:47.744761] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVAH' from 'https://tdm.silogroup.org/data/derivative_storage/AVAH.csv'.
[2025-12-22T20:16:47.755947] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVAH'.
[2025-12-22T20:16:47.756258] [INFO ] [FORECASTER] Starting predict_future for AVAH
[2025-12-22T20:16:47.757039] [DEBUG] [LOCAL     ] No optimal features file found for AVAH: ./output/feature-sets/AVAH.txt
[2025-12-22T20:16:47.757093] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:16:47.757125] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:16:47.757151] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:16:47.757206] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:16:47.812997] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:16:47.813607] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:16:47.813690] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:16:47.813721] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:16:47.931526] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:16:47.931677] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:16:47.931716] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:16:47.931744] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:16:47.934999] [DEBUG] [FORECASTER] AVAH: Forecast T+1@11:T+2@11: UP (p=59.93%)
[2025-12-22T20:16:47.935259] [INFO ] [FORECASTER] Completed predict_future for AVAH
[2025-12-22T20:16:47.935378] [INFO ] [sig       ] AVAH: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:16:48.070235] [INFO ] [LOCAL     ] Saved forecast: AVAH	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/AVAH.txt
[2025-12-22T20:16:48.070362] [INFO ] [sig       ] [300/3560] Completed AVAH in 0.3s | 2.88 sym/s | Total: 1.7m | ETA: 18.8m
[2025-12-22T20:16:48.070401] [INFO ] [sig       ] [301/3560] Forecasting AVAL...
[2025-12-22T20:16:48.070430] [INFO ] [sig       ] Generating forecast for: AVAL
[2025-12-22T20:16:48.070460] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVAL' from 'https://tdm.silogroup.org/data/derivative_storage/AVAL.csv'.
[2025-12-22T20:16:48.080141] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVAL'.
[2025-12-22T20:16:48.080442] [INFO ] [FORECASTER] Starting predict_future for AVAL
[2025-12-22T20:16:48.081218] [DEBUG] [LOCAL     ] No optimal features file found for AVAL: ./output/feature-sets/AVAL.txt
[2025-12-22T20:16:48.081270] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:16:48.081302] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:16:48.081329] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:16:48.081385] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:16:48.138176] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:16:48.138786] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:16:48.138861] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:16:48.138891] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:16:48.259734] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:16:48.259888] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:16:48.259926] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:16:48.259954] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:16:48.263351] [DEBUG] [FORECASTER] AVAL: Forecast T+1@11:T+2@11: DOWN (p=46.79%)
[2025-12-22T20:16:48.263631] [INFO ] [FORECASTER] Completed predict_future for AVAL
[2025-12-22T20:16:48.263758] [INFO ] [sig       ] AVAL: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:16:48.401396] [INFO ] [LOCAL     ] Saved forecast: AVAL	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/AVAL.txt
[2025-12-22T20:16:48.401552] [INFO ] [sig       ] [301/3560] Completed AVAL in 0.3s | 2.88 sym/s | Total: 1.7m | ETA: 18.8m
[2025-12-22T20:16:48.401623] [INFO ] [sig       ] [302/3560] Forecasting AVB...
[2025-12-22T20:16:48.401655] [INFO ] [sig       ] Generating forecast for: AVB
[2025-12-22T20:16:48.401693] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVB' from 'https://tdm.silogroup.org/data/derivative_storage/AVB.csv'.
[2025-12-22T20:16:48.412243] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVB'.
[2025-12-22T20:16:48.412597] [INFO ] [FORECASTER] Starting predict_future for AVB
[2025-12-22T20:16:48.413346] [DEBUG] [LOCAL     ] No optimal features file found for AVB: ./output/feature-sets/AVB.txt
[2025-12-22T20:16:48.413399] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:16:48.413431] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:16:48.413459] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:16:48.413515] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:16:48.469797] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:16:48.470383] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:16:48.470456] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:16:48.470488] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:16:48.588559] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:16:48.588711] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:16:48.588749] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:16:48.588804] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:16:48.592099] [DEBUG] [FORECASTER] AVB: Forecast T+1@11:T+2@11: UP (p=56.54%)
[2025-12-22T20:16:48.592364] [INFO ] [FORECASTER] Completed predict_future for AVB
[2025-12-22T20:16:48.592487] [INFO ] [sig       ] AVB: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:16:48.731315] [INFO ] [LOCAL     ] Saved forecast: AVB	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/AVB.txt
[2025-12-22T20:16:48.731475] [INFO ] [sig       ] [302/3560] Completed AVB in 0.3s | 2.88 sym/s | Total: 1.7m | ETA: 18.8m
[2025-12-22T20:16:48.731516] [INFO ] [sig       ] [303/3560] Forecasting AVBP...
[2025-12-22T20:16:48.731545] [INFO ] [sig       ] Generating forecast for: AVBP
[2025-12-22T20:16:48.731595] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVBP' from 'https://tdm.silogroup.org/data/derivative_storage/AVBP.csv'.
[2025-12-22T20:16:48.741772] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVBP'.
[2025-12-22T20:16:48.742149] [INFO ] [FORECASTER] Starting predict_future for AVBP
[2025-12-22T20:16:48.742934] [DEBUG] [LOCAL     ] No optimal features file found for AVBP: ./output/feature-sets/AVBP.txt
[2025-12-22T20:16:48.742986] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:16:48.743019] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:16:48.743045] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:16:48.743101] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:16:48.799847] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:16:48.800741] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:16:48.800825] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:16:48.800857] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:16:48.920155] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:16:48.920315] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:16:48.920355] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:16:48.920384] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:16:48.923874] [DEBUG] [FORECASTER] AVBP: Forecast T+1@11:T+2@11: DOWN (p=0.39%)
[2025-12-22T20:16:48.924167] [INFO ] [FORECASTER] Completed predict_future for AVBP
[2025-12-22T20:16:48.924298] [INFO ] [sig       ] AVBP: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:16:49.072665] [INFO ] [LOCAL     ] Saved forecast: AVBP	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/AVBP.txt
[2025-12-22T20:16:49.072889] [INFO ] [sig       ] [303/3560] Completed AVBP in 0.3s | 2.88 sym/s | Total: 1.8m | ETA: 18.8m
[2025-12-22T20:16:49.072947] [INFO ] [sig       ] [304/3560] Forecasting AVD...
[2025-12-22T20:16:49.072979] [INFO ] [sig       ] Generating forecast for: AVD
[2025-12-22T20:16:49.073010] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVD' from 'https://tdm.silogroup.org/data/derivative_storage/AVD.csv'.
[2025-12-22T20:16:49.084490] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVD'.
[2025-12-22T20:16:49.084892] [INFO ] [FORECASTER] Starting predict_future for AVD
[2025-12-22T20:16:49.085778] [DEBUG] [LOCAL     ] No optimal features file found for AVD: ./output/feature-sets/AVD.txt
[2025-12-22T20:16:49.085834] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:16:49.085868] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:16:49.085896] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:16:49.085952] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:16:49.147548] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:16:49.148406] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:16:49.148489] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:16:49.148531] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:16:49.273762] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:16:49.273916] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:16:49.273957] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:16:49.273987] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:16:49.277552] [DEBUG] [FORECASTER] AVD: Forecast T+1@11:T+2@11: UP (p=81.11%)
[2025-12-22T20:16:49.277912] [INFO ] [FORECASTER] Completed predict_future for AVD
[2025-12-22T20:16:49.278047] [INFO ] [sig       ] AVD: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:16:49.420901] [INFO ] [LOCAL     ] Saved forecast: AVD	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/AVD.txt
[2025-12-22T20:16:49.421058] [INFO ] [sig       ] [304/3560] Completed AVD in 0.3s | 2.88 sym/s | Total: 1.8m | ETA: 18.8m
[2025-12-22T20:16:49.421099] [INFO ] [sig       ] [305/3560] Forecasting AVDL...
[2025-12-22T20:16:49.421131] [INFO ] [sig       ] Generating forecast for: AVDL
[2025-12-22T20:16:49.421171] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVDL' from 'https://tdm.silogroup.org/data/derivative_storage/AVDL.csv'.
[2025-12-22T20:16:49.432885] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVDL'.
[2025-12-22T20:16:49.433263] [INFO ] [FORECASTER] Starting predict_future for AVDL
[2025-12-22T20:16:49.434072] [DEBUG] [LOCAL     ] No optimal features file found for AVDL: ./output/feature-sets/AVDL.txt
[2025-12-22T20:16:49.434126] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:16:49.434160] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:16:49.434188] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:16:49.434245] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:16:49.494764] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:16:49.495621] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:16:49.495732] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:16:49.495787] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:16:49.626619] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:16:49.626776] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:16:49.626816] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:16:49.626844] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:16:49.630369] [DEBUG] [FORECASTER] AVDL: Forecast T+1@11:T+2@11: DOWN (p=35.47%)
[2025-12-22T20:16:49.630668] [INFO ] [FORECASTER] Completed predict_future for AVDL
[2025-12-22T20:16:49.630796] [INFO ] [sig       ] AVDL: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:16:49.777695] [INFO ] [LOCAL     ] Saved forecast: AVDL	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/AVDL.txt
[2025-12-22T20:16:49.777849] [INFO ] [sig       ] [305/3560] Completed AVDL in 0.4s | 2.88 sym/s | Total: 1.8m | ETA: 18.8m
[2025-12-22T20:16:49.777890] [INFO ] [sig       ] [306/3560] Forecasting AVGO...
[2025-12-22T20:16:49.777922] [INFO ] [sig       ] Generating forecast for: AVGO
[2025-12-22T20:16:49.777951] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVGO' from 'https://tdm.silogroup.org/data/derivative_storage/AVGO.csv'.
[2025-12-22T20:16:49.789887] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVGO'.
[2025-12-22T20:16:49.790256] [INFO ] [FORECASTER] Starting predict_future for AVGO
[2025-12-22T20:16:49.791166] [DEBUG] [LOCAL     ] No optimal features file found for AVGO: ./output/feature-sets/AVGO.txt
[2025-12-22T20:16:49.791222] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:16:49.791266] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:16:49.791306] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:16:49.791388] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:16:49.853133] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:16:49.854022] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:16:49.854121] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:16:49.854159] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:16:49.982478] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:16:49.982650] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:16:49.982696] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:16:49.982726] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:16:49.986218] [DEBUG] [FORECASTER] AVGO: Forecast T+1@11:T+2@11: UP (p=65.85%)
[2025-12-22T20:16:49.986492] [INFO ] [FORECASTER] Completed predict_future for AVGO
[2025-12-22T20:16:49.986639] [INFO ] [sig       ] AVGO: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:16:50.131221] [INFO ] [LOCAL     ] Saved forecast: AVGO	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/AVGO.txt
[2025-12-22T20:16:50.131368] [INFO ] [sig       ] [306/3560] Completed AVGO in 0.4s | 2.88 sym/s | Total: 1.8m | ETA: 18.8m
[2025-12-22T20:16:50.131418] [INFO ] [sig       ] [307/3560] Forecasting AVGX...
[2025-12-22T20:16:50.131449] [INFO ] [sig       ] Generating forecast for: AVGX
[2025-12-22T20:16:50.131480] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVGX' from 'https://tdm.silogroup.org/data/derivative_storage/AVGX.csv'.
[2025-12-22T20:16:50.142907] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVGX'.
[2025-12-22T20:16:50.143282] [INFO ] [FORECASTER] Starting predict_future for AVGX
[2025-12-22T20:16:50.144242] [DEBUG] [LOCAL     ] No optimal features file found for AVGX: ./output/feature-sets/AVGX.txt
[2025-12-22T20:16:50.144305] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:16:50.144354] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:16:50.144391] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:16:50.144465] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:16:50.206611] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:16:50.207407] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:16:50.207491] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:16:50.207523] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:16:50.335092] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:16:50.335263] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:16:50.335305] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:16:50.335335] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:16:50.338955] [DEBUG] [FORECASTER] AVGX: Forecast T+1@11:T+2@11: UP (p=94.14%)
[2025-12-22T20:16:50.339271] [INFO ] [FORECASTER] Completed predict_future for AVGX
[2025-12-22T20:16:50.339414] [INFO ] [sig       ] AVGX: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:16:50.485334] [INFO ] [LOCAL     ] Saved forecast: AVGX	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/AVGX.txt
[2025-12-22T20:16:50.485496] [INFO ] [sig       ] [307/3560] Completed AVGX in 0.4s | 2.88 sym/s | Total: 1.8m | ETA: 18.8m
[2025-12-22T20:16:50.485537] [INFO ] [sig       ] [308/3560] Forecasting AVK...
[2025-12-22T20:16:50.485566] [INFO ] [sig       ] Generating forecast for: AVK
[2025-12-22T20:16:50.485617] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVK' from 'https://tdm.silogroup.org/data/derivative_storage/AVK.csv'.
[2025-12-22T20:16:50.497349] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVK'.
[2025-12-22T20:16:50.497755] [INFO ] [FORECASTER] Starting predict_future for AVK
[2025-12-22T20:16:50.498557] [DEBUG] [LOCAL     ] No optimal features file found for AVK: ./output/feature-sets/AVK.txt
[2025-12-22T20:16:50.498635] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:16:50.498677] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:16:50.498704] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:16:50.498766] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:16:50.557990] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:16:50.558763] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:16:50.558845] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:16:50.558877] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:16:50.673125] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:16:50.673283] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:16:50.673324] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:16:50.673352] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:16:50.676849] [DEBUG] [FORECASTER] AVK: Forecast T+1@11:T+2@11: UP (p=83.44%)
[2025-12-22T20:16:50.677128] [INFO ] [FORECASTER] Completed predict_future for AVK
[2025-12-22T20:16:50.677255] [INFO ] [sig       ] AVK: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:16:50.823802] [INFO ] [LOCAL     ] Saved forecast: AVK	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/AVK.txt
[2025-12-22T20:16:50.823975] [INFO ] [sig       ] [308/3560] Completed AVK in 0.3s | 2.88 sym/s | Total: 1.8m | ETA: 18.8m
[2025-12-22T20:16:50.824016] [INFO ] [sig       ] [309/3560] Forecasting AVNS...
[2025-12-22T20:16:50.824045] [INFO ] [sig       ] Generating forecast for: AVNS
[2025-12-22T20:16:50.824075] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVNS' from 'https://tdm.silogroup.org/data/derivative_storage/AVNS.csv'.
[2025-12-22T20:16:50.836631] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVNS'.
[2025-12-22T20:16:50.837005] [INFO ] [FORECASTER] Starting predict_future for AVNS
[2025-12-22T20:16:50.837937] [DEBUG] [LOCAL     ] No optimal features file found for AVNS: ./output/feature-sets/AVNS.txt
[2025-12-22T20:16:50.837993] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:16:50.838027] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:16:50.838060] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:16:50.838143] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:16:50.900119] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:16:50.901019] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:16:50.901132] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:16:50.901165] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:16:51.027752] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:16:51.027908] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:16:51.027948] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:16:51.027982] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:16:51.031656] [DEBUG] [FORECASTER] AVNS: Forecast T+1@11:T+2@11: UP (p=53.77%)
[2025-12-22T20:16:51.031966] [INFO ] [FORECASTER] Completed predict_future for AVNS
[2025-12-22T20:16:51.032101] [INFO ] [sig       ] AVNS: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:16:51.180767] [INFO ] [LOCAL     ] Saved forecast: AVNS	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/AVNS.txt
[2025-12-22T20:16:51.180932] [INFO ] [sig       ] [309/3560] Completed AVNS in 0.4s | 2.88 sym/s | Total: 1.8m | ETA: 18.8m
[2025-12-22T20:16:51.180974] [INFO ] [sig       ] [310/3560] Forecasting AVO...
[2025-12-22T20:16:51.181006] [INFO ] [sig       ] Generating forecast for: AVO
[2025-12-22T20:16:51.181036] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVO' from 'https://tdm.silogroup.org/data/derivative_storage/AVO.csv'.
[2025-12-22T20:16:51.193260] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVO'.
[2025-12-22T20:16:51.193699] [INFO ] [FORECASTER] Starting predict_future for AVO
[2025-12-22T20:16:51.194505] [DEBUG] [LOCAL     ] No optimal features file found for AVO: ./output/feature-sets/AVO.txt
[2025-12-22T20:16:51.194559] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:16:51.194622] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:16:51.194651] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:16:51.194709] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:16:51.257322] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:16:51.258155] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:16:51.258237] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:16:51.258269] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:16:51.381949] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:16:51.382111] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:16:51.382153] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:16:51.382182] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:16:51.385928] [DEBUG] [FORECASTER] AVO: Forecast T+1@11:T+2@11: UP (p=87.34%)
[2025-12-22T20:16:51.386247] [INFO ] [FORECASTER] Completed predict_future for AVO
[2025-12-22T20:16:51.386382] [INFO ] [sig       ] AVO: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:16:51.530030] [INFO ] [LOCAL     ] Saved forecast: AVO	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/AVO.txt
[2025-12-22T20:16:51.530228] [INFO ] [sig       ] [310/3560] Completed AVO in 0.3s | 2.88 sym/s | Total: 1.8m | ETA: 18.8m
[2025-12-22T20:16:51.530291] [INFO ] [sig       ] [311/3560] Forecasting AVTX...
[2025-12-22T20:16:51.530337] [INFO ] [sig       ] Generating forecast for: AVTX
[2025-12-22T20:16:51.530382] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVTX' from 'https://tdm.silogroup.org/data/derivative_storage/AVTX.csv'.
[2025-12-22T20:16:51.541074] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVTX'.
[2025-12-22T20:16:51.541465] [INFO ] [FORECASTER] Starting predict_future for AVTX
[2025-12-22T20:16:51.542404] [DEBUG] [LOCAL     ] No optimal features file found for AVTX: ./output/feature-sets/AVTX.txt
[2025-12-22T20:16:51.542488] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:16:51.542538] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:16:51.542599] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:16:51.542662] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:16:51.605172] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:16:51.606050] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:16:51.606152] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:16:51.606204] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:16:51.736124] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:16:51.736276] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:16:51.736315] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:16:51.736344] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:16:51.739811] [DEBUG] [FORECASTER] AVTX: Forecast T+1@11:T+2@11: DOWN (p=29.85%)
[2025-12-22T20:16:51.740103] [INFO ] [FORECASTER] Completed predict_future for AVTX
[2025-12-22T20:16:51.740255] [INFO ] [sig       ] AVTX: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:16:51.889361] [INFO ] [LOCAL     ] Saved forecast: AVTX	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/AVTX.txt
[2025-12-22T20:16:51.889514] [INFO ] [sig       ] [311/3560] Completed AVTX in 0.4s | 2.88 sym/s | Total: 1.8m | ETA: 18.8m
[2025-12-22T20:16:51.889565] [INFO ] [sig       ] [312/3560] Forecasting AVXL...
[2025-12-22T20:16:51.889618] [INFO ] [sig       ] Generating forecast for: AVXL
[2025-12-22T20:16:51.889650] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVXL' from 'https://tdm.silogroup.org/data/derivative_storage/AVXL.csv'.
[2025-12-22T20:16:51.901236] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVXL'.
[2025-12-22T20:16:51.901663] [INFO ] [FORECASTER] Starting predict_future for AVXL
[2025-12-22T20:16:51.902454] [DEBUG] [LOCAL     ] No optimal features file found for AVXL: ./output/feature-sets/AVXL.txt
[2025-12-22T20:16:51.902507] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:16:51.902539] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:16:51.902566] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:16:51.902645] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:16:51.963955] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:16:51.964803] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:16:51.964886] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:16:51.964920] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:16:52.090701] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:16:52.090858] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:16:52.090898] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:16:52.090928] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:16:52.094397] [DEBUG] [FORECASTER] AVXL: Forecast T+1@11:T+2@11: UP (p=96.60%)
[2025-12-22T20:16:52.094734] [INFO ] [FORECASTER] Completed predict_future for AVXL
[2025-12-22T20:16:52.094869] [INFO ] [sig       ] AVXL: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:16:52.243431] [INFO ] [LOCAL     ] Saved forecast: AVXL	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/AVXL.txt
[2025-12-22T20:16:52.243657] [INFO ] [sig       ] [312/3560] Completed AVXL in 0.4s | 2.88 sym/s | Total: 1.8m | ETA: 18.8m
[2025-12-22T20:16:52.243715] [INFO ] [sig       ] [313/3560] Forecasting AVY...
[2025-12-22T20:16:52.243752] [INFO ] [sig       ] Generating forecast for: AVY
[2025-12-22T20:16:52.243782] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVY' from 'https://tdm.silogroup.org/data/derivative_storage/AVY.csv'.
[2025-12-22T20:16:52.255018] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVY'.
[2025-12-22T20:16:52.255423] [INFO ] [FORECASTER] Starting predict_future for AVY
[2025-12-22T20:16:52.256369] [DEBUG] [LOCAL     ] No optimal features file found for AVY: ./output/feature-sets/AVY.txt
[2025-12-22T20:16:52.256434] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:16:52.256474] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:16:52.256506] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:16:52.256592] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:16:52.318564] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:16:52.319491] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:16:52.319600] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:16:52.319638] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:16:52.443272] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:16:52.443433] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:16:52.443479] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:16:52.443508] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:16:52.447016] [DEBUG] [FORECASTER] AVY: Forecast T+1@11:T+2@11: DOWN (p=15.17%)
[2025-12-22T20:16:52.447359] [INFO ] [FORECASTER] Completed predict_future for AVY
[2025-12-22T20:16:52.447506] [INFO ] [sig       ] AVY: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:16:52.596784] [INFO ] [LOCAL     ] Saved forecast: AVY	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/AVY.txt
[2025-12-22T20:16:52.596967] [INFO ] [sig       ] [313/3560] Completed AVY in 0.4s | 2.88 sym/s | Total: 1.8m | ETA: 18.8m
[2025-12-22T20:16:52.597010] [INFO ] [sig       ] [314/3560] Forecasting AWF...
[2025-12-22T20:16:52.597040] [INFO ] [sig       ] Generating forecast for: AWF
[2025-12-22T20:16:52.597071] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AWF' from 'https://tdm.silogroup.org/data/derivative_storage/AWF.csv'.
[2025-12-22T20:16:52.607642] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AWF'.
[2025-12-22T20:16:52.608018] [INFO ] [FORECASTER] Starting predict_future for AWF
[2025-12-22T20:16:52.608858] [DEBUG] [LOCAL     ] No optimal features file found for AWF: ./output/feature-sets/AWF.txt
[2025-12-22T20:16:52.608910] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:16:52.608942] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:16:52.608970] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:16:52.609026] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:16:52.665606] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:16:52.666486] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:16:52.666565] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:16:52.666616] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:16:52.783598] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:16:52.783747] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:16:52.783785] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:16:52.783813] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:16:52.787114] [DEBUG] [FORECASTER] AWF: Forecast T+1@11:T+2@11: DOWN (p=2.52%)
[2025-12-22T20:16:52.787382] [INFO ] [FORECASTER] Completed predict_future for AWF
[2025-12-22T20:16:52.787505] [INFO ] [sig       ] AWF: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:16:52.922514] [INFO ] [LOCAL     ] Saved forecast: AWF	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/AWF.txt
[2025-12-22T20:16:52.922685] [INFO ] [sig       ] [314/3560] Completed AWF in 0.3s | 2.88 sym/s | Total: 1.8m | ETA: 18.8m
[2025-12-22T20:16:52.922733] [INFO ] [sig       ] [315/3560] Forecasting AWI...
[2025-12-22T20:16:52.922764] [INFO ] [sig       ] Generating forecast for: AWI
[2025-12-22T20:16:52.922794] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AWI' from 'https://tdm.silogroup.org/data/derivative_storage/AWI.csv'.
[2025-12-22T20:16:52.933098] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AWI'.
[2025-12-22T20:16:52.933484] [INFO ] [FORECASTER] Starting predict_future for AWI
[2025-12-22T20:16:52.934282] [DEBUG] [LOCAL     ] No optimal features file found for AWI: ./output/feature-sets/AWI.txt
[2025-12-22T20:16:52.934335] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:16:52.934367] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:16:52.934393] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:16:52.934449] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:16:52.990463] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:16:52.991303] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:16:52.991382] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:16:52.991415] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:16:53.110745] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:16:53.110903] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:16:53.110948] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:16:53.110976] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:16:53.114276] [DEBUG] [FORECASTER] AWI: Forecast T+1@11:T+2@11: DOWN (p=0.75%)
[2025-12-22T20:16:53.114537] [INFO ] [FORECASTER] Completed predict_future for AWI
[2025-12-22T20:16:53.114675] [INFO ] [sig       ] AWI: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:16:53.253937] [INFO ] [LOCAL     ] Saved forecast: AWI	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/AWI.txt
[2025-12-22T20:16:53.254079] [INFO ] [sig       ] [315/3560] Completed AWI in 0.3s | 2.88 sym/s | Total: 1.8m | ETA: 18.8m
[2025-12-22T20:16:53.254118] [INFO ] [sig       ] [316/3560] Forecasting AWK...
[2025-12-22T20:16:53.254146] [INFO ] [sig       ] Generating forecast for: AWK
[2025-12-22T20:16:53.254176] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AWK' from 'https://tdm.silogroup.org/data/derivative_storage/AWK.csv'.
[2025-12-22T20:16:53.265165] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AWK'.
[2025-12-22T20:16:53.265493] [INFO ] [FORECASTER] Starting predict_future for AWK
[2025-12-22T20:16:53.266295] [DEBUG] [LOCAL     ] No optimal features file found for AWK: ./output/feature-sets/AWK.txt
[2025-12-22T20:16:53.266348] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:16:53.266408] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:16:53.266438] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:16:53.266497] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:16:53.322261] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:16:53.322884] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:16:53.322961] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:16:53.322992] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:16:53.438290] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:16:53.438411] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:16:53.438448] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:16:53.438476] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:16:53.441706] [DEBUG] [FORECASTER] AWK: Forecast T+1@11:T+2@11: UP (p=76.38%)
[2025-12-22T20:16:53.441967] [INFO ] [FORECASTER] Completed predict_future for AWK
[2025-12-22T20:16:53.442100] [INFO ] [sig       ] AWK: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:16:53.576498] [INFO ] [LOCAL     ] Saved forecast: AWK	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/AWK.txt
[2025-12-22T20:16:53.576619] [INFO ] [sig       ] [316/3560] Completed AWK in 0.3s | 2.88 sym/s | Total: 1.8m | ETA: 18.7m
[2025-12-22T20:16:53.576660] [INFO ] [sig       ] [317/3560] Forecasting AWP...
[2025-12-22T20:16:53.576690] [INFO ] [sig       ] Generating forecast for: AWP
[2025-12-22T20:16:53.576719] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AWP' from 'https://tdm.silogroup.org/data/derivative_storage/AWP.csv'.
[2025-12-22T20:16:53.587118] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AWP'.
[2025-12-22T20:16:53.587433] [INFO ] [FORECASTER] Starting predict_future for AWP
[2025-12-22T20:16:53.588219] [DEBUG] [LOCAL     ] No optimal features file found for AWP: ./output/feature-sets/AWP.txt
[2025-12-22T20:16:53.588271] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:16:53.588302] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:16:53.588327] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:16:53.588386] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:16:53.645315] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:16:53.645910] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:16:53.646177] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:16:53.646208] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:16:53.765706] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:16:53.765820] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:16:53.765857] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:16:53.766078] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:16:53.769563] [DEBUG] [FORECASTER] AWP: Forecast T+1@11:T+2@11: UP (p=95.12%)
[2025-12-22T20:16:53.769867] [INFO ] [FORECASTER] Completed predict_future for AWP
[2025-12-22T20:16:53.769996] [INFO ] [sig       ] AWP: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:16:53.905534] [INFO ] [LOCAL     ] Saved forecast: AWP	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/AWP.txt
[2025-12-22T20:16:53.905657] [INFO ] [sig       ] [317/3560] Completed AWP in 0.3s | 2.89 sym/s | Total: 1.8m | ETA: 18.7m
[2025-12-22T20:16:53.905696] [INFO ] [sig       ] [318/3560] Forecasting AWRE...
[2025-12-22T20:16:53.905726] [INFO ] [sig       ] Generating forecast for: AWRE
[2025-12-22T20:16:53.905755] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AWRE' from 'https://tdm.silogroup.org/data/derivative_storage/AWRE.csv'.
[2025-12-22T20:16:53.916139] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AWRE'.
[2025-12-22T20:16:53.916435] [INFO ] [FORECASTER] Starting predict_future for AWRE
[2025-12-22T20:16:53.917229] [DEBUG] [LOCAL     ] No optimal features file found for AWRE: ./output/feature-sets/AWRE.txt
[2025-12-22T20:16:53.917282] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:16:53.917315] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:16:53.917343] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:16:53.917402] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:16:53.976794] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:16:53.977487] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:16:53.977570] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:16:53.977620] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:16:54.086418] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:16:54.086548] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:16:54.086602] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:16:54.086646] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:16:54.089920] [DEBUG] [FORECASTER] AWRE: Forecast T+1@11:T+2@11: DOWN (p=17.20%)
[2025-12-22T20:16:54.090183] [INFO ] [FORECASTER] Completed predict_future for AWRE
[2025-12-22T20:16:54.090303] [INFO ] [sig       ] AWRE: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:16:54.224849] [INFO ] [LOCAL     ] Saved forecast: AWRE	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/AWRE.txt
[2025-12-22T20:16:54.224954] [INFO ] [sig       ] [318/3560] Completed AWRE in 0.3s | 2.89 sym/s | Total: 1.8m | ETA: 18.7m
[2025-12-22T20:16:54.224992] [INFO ] [sig       ] [319/3560] Forecasting AXGN...
[2025-12-22T20:16:54.225021] [INFO ] [sig       ] Generating forecast for: AXGN
[2025-12-22T20:16:54.225051] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXGN' from 'https://tdm.silogroup.org/data/derivative_storage/AXGN.csv'.
[2025-12-22T20:16:54.236210] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXGN'.
[2025-12-22T20:16:54.236511] [INFO ] [FORECASTER] Starting predict_future for AXGN
[2025-12-22T20:16:54.237284] [DEBUG] [LOCAL     ] No optimal features file found for AXGN: ./output/feature-sets/AXGN.txt
[2025-12-22T20:16:54.237335] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:16:54.237367] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:16:54.237393] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:16:54.237449] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:16:54.293515] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:16:54.294113] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:16:54.294188] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:16:54.294219] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:16:54.415634] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:16:54.415755] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:16:54.415791] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:16:54.415846] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:16:54.419017] [DEBUG] [FORECASTER] AXGN: Forecast T+1@11:T+2@11: DOWN (p=20.98%)
[2025-12-22T20:16:54.419293] [INFO ] [FORECASTER] Completed predict_future for AXGN
[2025-12-22T20:16:54.419417] [INFO ] [sig       ] AXGN: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:16:54.556685] [INFO ] [LOCAL     ] Saved forecast: AXGN	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/AXGN.txt
[2025-12-22T20:16:54.556798] [INFO ] [sig       ] [319/3560] Completed AXGN in 0.3s | 2.89 sym/s | Total: 1.8m | ETA: 18.7m
[2025-12-22T20:16:54.556840] [INFO ] [sig       ] [320/3560] Forecasting AXL...
[2025-12-22T20:16:54.556869] [INFO ] [sig       ] Generating forecast for: AXL
[2025-12-22T20:16:54.556898] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXL' from 'https://tdm.silogroup.org/data/derivative_storage/AXL.csv'.
[2025-12-22T20:16:54.567814] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXL'.
[2025-12-22T20:16:54.568160] [INFO ] [FORECASTER] Starting predict_future for AXL
[2025-12-22T20:16:54.568936] [DEBUG] [LOCAL     ] No optimal features file found for AXL: ./output/feature-sets/AXL.txt
[2025-12-22T20:16:54.568989] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:16:54.569021] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:16:54.569080] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:16:54.569140] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:16:54.625562] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:16:54.626186] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:16:54.626276] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:16:54.626308] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:16:54.753477] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:16:54.753684] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:16:54.753725] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:16:54.753753] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:16:54.757090] [DEBUG] [FORECASTER] AXL: Forecast T+1@11:T+2@11: UP (p=69.54%)
[2025-12-22T20:16:54.757381] [INFO ] [FORECASTER] Completed predict_future for AXL
[2025-12-22T20:16:54.757511] [INFO ] [sig       ] AXL: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:16:54.892281] [INFO ] [LOCAL     ] Saved forecast: AXL	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/AXL.txt
[2025-12-22T20:16:54.892398] [INFO ] [sig       ] [320/3560] Completed AXL in 0.3s | 2.89 sym/s | Total: 1.8m | ETA: 18.7m
[2025-12-22T20:16:54.892436] [INFO ] [sig       ] [321/3560] Forecasting AXON...
[2025-12-22T20:16:54.892465] [INFO ] [sig       ] Generating forecast for: AXON
[2025-12-22T20:16:54.892496] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXON' from 'https://tdm.silogroup.org/data/derivative_storage/AXON.csv'.
[2025-12-22T20:16:54.903191] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXON'.
[2025-12-22T20:16:54.903501] [INFO ] [FORECASTER] Starting predict_future for AXON
[2025-12-22T20:16:54.904277] [DEBUG] [LOCAL     ] No optimal features file found for AXON: ./output/feature-sets/AXON.txt
[2025-12-22T20:16:54.904329] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:16:54.904360] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:16:54.904386] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:16:54.904442] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:16:54.960607] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:16:54.961193] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:16:54.961269] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:16:54.961301] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:16:55.078126] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:16:55.078284] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:16:55.078322] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:16:55.078353] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:16:55.081714] [DEBUG] [FORECASTER] AXON: Forecast T+1@11:T+2@11: UP (p=98.06%)
[2025-12-22T20:16:55.081990] [INFO ] [FORECASTER] Completed predict_future for AXON
[2025-12-22T20:16:55.082115] [INFO ] [sig       ] AXON: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:16:55.218898] [INFO ] [LOCAL     ] Saved forecast: AXON	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/AXON.txt
[2025-12-22T20:16:55.219072] [INFO ] [sig       ] [321/3560] Completed AXON in 0.3s | 2.89 sym/s | Total: 1.9m | ETA: 18.7m
[2025-12-22T20:16:55.219112] [INFO ] [sig       ] [322/3560] Forecasting AXP...
[2025-12-22T20:16:55.219141] [INFO ] [sig       ] Generating forecast for: AXP
[2025-12-22T20:16:55.219172] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXP' from 'https://tdm.silogroup.org/data/derivative_storage/AXP.csv'.
[2025-12-22T20:16:55.230239] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXP'.
[2025-12-22T20:16:55.230669] [INFO ] [FORECASTER] Starting predict_future for AXP
[2025-12-22T20:16:55.231474] [DEBUG] [LOCAL     ] No optimal features file found for AXP: ./output/feature-sets/AXP.txt
[2025-12-22T20:16:55.231526] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:16:55.231558] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:16:55.231632] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:16:55.231691] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:16:55.287913] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:16:55.288800] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:16:55.288884] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:16:55.288917] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:16:55.415671] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:16:55.415864] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:16:55.415922] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:16:55.415953] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:16:55.419451] [DEBUG] [FORECASTER] AXP: Forecast T+1@11:T+2@11: DOWN (p=42.31%)
[2025-12-22T20:16:55.419741] [INFO ] [FORECASTER] Completed predict_future for AXP
[2025-12-22T20:16:55.419877] [INFO ] [sig       ] AXP: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:16:55.557745] [INFO ] [LOCAL     ] Saved forecast: AXP	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/AXP.txt
[2025-12-22T20:16:55.557897] [INFO ] [sig       ] [322/3560] Completed AXP in 0.3s | 2.89 sym/s | Total: 1.9m | ETA: 18.7m
[2025-12-22T20:16:55.557937] [INFO ] [sig       ] [323/3560] Forecasting AXS...
[2025-12-22T20:16:55.557968] [INFO ] [sig       ] Generating forecast for: AXS
[2025-12-22T20:16:55.557998] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXS' from 'https://tdm.silogroup.org/data/derivative_storage/AXS.csv'.
[2025-12-22T20:16:55.569068] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXS'.
[2025-12-22T20:16:55.569436] [INFO ] [FORECASTER] Starting predict_future for AXS
[2025-12-22T20:16:55.570418] [DEBUG] [LOCAL     ] No optimal features file found for AXS: ./output/feature-sets/AXS.txt
[2025-12-22T20:16:55.570471] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:16:55.570502] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:16:55.570528] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:16:55.570600] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:16:55.627173] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:16:55.628031] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:16:55.628116] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:16:55.628149] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:16:55.746091] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:16:55.746243] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:16:55.746285] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:16:55.746314] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:16:55.749710] [DEBUG] [FORECASTER] AXS: Forecast T+1@11:T+2@11: DOWN (p=9.49%)
[2025-12-22T20:16:55.750019] [INFO ] [FORECASTER] Completed predict_future for AXS
[2025-12-22T20:16:55.750147] [INFO ] [sig       ] AXS: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:16:55.886861] [INFO ] [LOCAL     ] Saved forecast: AXS	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/AXS.txt
[2025-12-22T20:16:55.887013] [INFO ] [sig       ] [323/3560] Completed AXS in 0.3s | 2.89 sym/s | Total: 1.9m | ETA: 18.7m
[2025-12-22T20:16:55.887053] [INFO ] [sig       ] [324/3560] Forecasting AXSM...
[2025-12-22T20:16:55.887083] [INFO ] [sig       ] Generating forecast for: AXSM
[2025-12-22T20:16:55.887114] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXSM' from 'https://tdm.silogroup.org/data/derivative_storage/AXSM.csv'.
[2025-12-22T20:16:55.898290] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXSM'.
[2025-12-22T20:16:55.898672] [INFO ] [FORECASTER] Starting predict_future for AXSM
[2025-12-22T20:16:55.899492] [DEBUG] [LOCAL     ] No optimal features file found for AXSM: ./output/feature-sets/AXSM.txt
[2025-12-22T20:16:55.899546] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:16:55.899599] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:16:55.899629] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:16:55.899686] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:16:55.955952] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:16:55.956814] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:16:55.956895] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:16:55.956927] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:16:56.075283] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:16:56.075441] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:16:56.075480] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:16:56.075509] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:16:56.078826] [DEBUG] [FORECASTER] AXSM: Forecast T+1@11:T+2@11: UP (p=75.57%)
[2025-12-22T20:16:56.079131] [INFO ] [FORECASTER] Completed predict_future for AXSM
[2025-12-22T20:16:56.079257] [INFO ] [sig       ] AXSM: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:16:56.218874] [INFO ] [LOCAL     ] Saved forecast: AXSM	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/AXSM.txt
[2025-12-22T20:16:56.219058] [INFO ] [sig       ] [324/3560] Completed AXSM in 0.3s | 2.89 sym/s | Total: 1.9m | ETA: 18.7m
[2025-12-22T20:16:56.219097] [INFO ] [sig       ] [325/3560] Forecasting AXTA...
[2025-12-22T20:16:56.219127] [INFO ] [sig       ] Generating forecast for: AXTA
[2025-12-22T20:16:56.219158] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXTA' from 'https://tdm.silogroup.org/data/derivative_storage/AXTA.csv'.
[2025-12-22T20:16:56.230383] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXTA'.
[2025-12-22T20:16:56.230761] [INFO ] [FORECASTER] Starting predict_future for AXTA
[2025-12-22T20:16:56.231757] [DEBUG] [LOCAL     ] No optimal features file found for AXTA: ./output/feature-sets/AXTA.txt
[2025-12-22T20:16:56.231810] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:16:56.231841] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:16:56.231867] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:16:56.231923] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:16:56.289741] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:16:56.290635] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:16:56.290716] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:16:56.290748] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:16:56.411626] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:16:56.411787] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:16:56.411826] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:16:56.411857] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:16:56.415211] [DEBUG] [FORECASTER] AXTA: Forecast T+1@11:T+2@11: DOWN (p=32.07%)
[2025-12-22T20:16:56.415498] [INFO ] [FORECASTER] Completed predict_future for AXTA
[2025-12-22T20:16:56.415646] [INFO ] [sig       ] AXTA: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:16:56.550807] [INFO ] [LOCAL     ] Saved forecast: AXTA	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/AXTA.txt
[2025-12-22T20:16:56.550960] [INFO ] [sig       ] [325/3560] Completed AXTA in 0.3s | 2.89 sym/s | Total: 1.9m | ETA: 18.7m
[2025-12-22T20:16:56.551000] [INFO ] [sig       ] [326/3560] Forecasting AXTI...
[2025-12-22T20:16:56.551030] [INFO ] [sig       ] Generating forecast for: AXTI
[2025-12-22T20:16:56.551066] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXTI' from 'https://tdm.silogroup.org/data/derivative_storage/AXTI.csv'.
[2025-12-22T20:16:56.562365] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXTI'.
[2025-12-22T20:16:56.562759] [INFO ] [FORECASTER] Starting predict_future for AXTI
[2025-12-22T20:16:56.563530] [DEBUG] [LOCAL     ] No optimal features file found for AXTI: ./output/feature-sets/AXTI.txt
[2025-12-22T20:16:56.563601] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:16:56.563634] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:16:56.563661] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:16:56.563717] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:16:56.621242] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:16:56.622277] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:16:56.622388] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:16:56.622421] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:16:56.742950] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:16:56.743100] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:16:56.743139] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:16:56.743167] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:16:56.746472] [DEBUG] [FORECASTER] AXTI: Forecast T+1@11:T+2@11: UP (p=61.27%)
[2025-12-22T20:16:56.746755] [INFO ] [FORECASTER] Completed predict_future for AXTI
[2025-12-22T20:16:56.746876] [INFO ] [sig       ] AXTI: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:16:56.882195] [INFO ] [LOCAL     ] Saved forecast: AXTI	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/AXTI.txt
[2025-12-22T20:16:56.882314] [INFO ] [sig       ] [326/3560] Completed AXTI in 0.3s | 2.89 sym/s | Total: 1.9m | ETA: 18.7m
[2025-12-22T20:16:56.882352] [INFO ] [sig       ] [327/3560] Forecasting AYI...
[2025-12-22T20:16:56.882382] [INFO ] [sig       ] Generating forecast for: AYI
[2025-12-22T20:16:56.882412] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AYI' from 'https://tdm.silogroup.org/data/derivative_storage/AYI.csv'.
[2025-12-22T20:16:56.892838] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AYI'.
[2025-12-22T20:16:56.893138] [INFO ] [FORECASTER] Starting predict_future for AYI
[2025-12-22T20:16:56.893913] [DEBUG] [LOCAL     ] No optimal features file found for AYI: ./output/feature-sets/AYI.txt
[2025-12-22T20:16:56.893965] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:16:56.893997] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:16:56.894023] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:16:56.894078] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:16:56.950021] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:16:56.950615] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:16:56.950690] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:16:56.950722] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:16:57.071125] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:16:57.071244] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:16:57.071280] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:16:57.071309] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:16:57.074589] [DEBUG] [FORECASTER] AYI: Forecast T+1@11:T+2@11: DOWN (p=20.24%)
[2025-12-22T20:16:57.074853] [INFO ] [FORECASTER] Completed predict_future for AYI
[2025-12-22T20:16:57.074978] [INFO ] [sig       ] AYI: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:16:57.210039] [INFO ] [LOCAL     ] Saved forecast: AYI	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/AYI.txt
[2025-12-22T20:16:57.210151] [INFO ] [sig       ] [327/3560] Completed AYI in 0.3s | 2.89 sym/s | Total: 1.9m | ETA: 18.7m
[2025-12-22T20:16:57.210189] [INFO ] [sig       ] [328/3560] Forecasting AZ...
[2025-12-22T20:16:57.210219] [INFO ] [sig       ] Generating forecast for: AZ
[2025-12-22T20:16:57.210248] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AZ' from 'https://tdm.silogroup.org/data/derivative_storage/AZ.csv'.
[2025-12-22T20:16:57.221441] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AZ'.
[2025-12-22T20:16:57.221760] [INFO ] [FORECASTER] Starting predict_future for AZ
[2025-12-22T20:16:57.222516] [DEBUG] [LOCAL     ] No optimal features file found for AZ: ./output/feature-sets/AZ.txt
[2025-12-22T20:16:57.222590] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:16:57.222625] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:16:57.222652] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:16:57.222710] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:16:57.278716] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:16:57.279362] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:16:57.279439] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:16:57.279470] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:16:57.396039] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:16:57.396192] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:16:57.396230] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:16:57.396259] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:16:57.399643] [DEBUG] [FORECASTER] AZ: Forecast T+1@11:T+2@11: DOWN (p=8.62%)
[2025-12-22T20:16:57.399932] [INFO ] [FORECASTER] Completed predict_future for AZ
[2025-12-22T20:16:57.400068] [INFO ] [sig       ] AZ: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:16:57.534981] [INFO ] [LOCAL     ] Saved forecast: AZ	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/AZ.txt
[2025-12-22T20:16:57.535108] [INFO ] [sig       ] [328/3560] Completed AZ in 0.3s | 2.89 sym/s | Total: 1.9m | ETA: 18.6m
[2025-12-22T20:16:57.535148] [INFO ] [sig       ] [329/3560] Forecasting AZN...
[2025-12-22T20:16:57.535177] [INFO ] [sig       ] Generating forecast for: AZN
[2025-12-22T20:16:57.535207] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AZN' from 'https://tdm.silogroup.org/data/derivative_storage/AZN.csv'.
[2025-12-22T20:16:57.545959] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AZN'.
[2025-12-22T20:16:57.546259] [INFO ] [FORECASTER] Starting predict_future for AZN
[2025-12-22T20:16:57.547027] [DEBUG] [LOCAL     ] No optimal features file found for AZN: ./output/feature-sets/AZN.txt
[2025-12-22T20:16:57.547079] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:16:57.547112] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:16:57.547139] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:16:57.547198] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:16:57.603506] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:16:57.604302] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:16:57.604377] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:16:57.604409] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:16:57.725143] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:16:57.725285] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:16:57.725324] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:16:57.725353] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:16:57.728696] [DEBUG] [FORECASTER] AZN: Forecast T+1@11:T+2@11: DOWN (p=27.24%)
[2025-12-22T20:16:57.728967] [INFO ] [FORECASTER] Completed predict_future for AZN
[2025-12-22T20:16:57.729116] [INFO ] [sig       ] AZN: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:16:57.865372] [INFO ] [LOCAL     ] Saved forecast: AZN	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/AZN.txt
[2025-12-22T20:16:57.865521] [INFO ] [sig       ] [329/3560] Completed AZN in 0.3s | 2.89 sym/s | Total: 1.9m | ETA: 18.6m
[2025-12-22T20:16:57.865563] [INFO ] [sig       ] [330/3560] Forecasting AZO...
[2025-12-22T20:16:57.865610] [INFO ] [sig       ] Generating forecast for: AZO
[2025-12-22T20:16:57.865641] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AZO' from 'https://tdm.silogroup.org/data/derivative_storage/AZO.csv'.
[2025-12-22T20:16:57.876320] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AZO'.
[2025-12-22T20:16:57.876651] [INFO ] [FORECASTER] Starting predict_future for AZO
[2025-12-22T20:16:57.877430] [DEBUG] [LOCAL     ] No optimal features file found for AZO: ./output/feature-sets/AZO.txt
[2025-12-22T20:16:57.877482] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:16:57.877514] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:16:57.877541] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:16:57.877616] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:16:57.934330] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:16:57.934942] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:16:57.935016] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:16:57.935047] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:16:58.054875] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:16:58.054992] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:16:58.055031] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:16:58.055060] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:16:58.058704] [DEBUG] [FORECASTER] AZO: Forecast T+1@11:T+2@11: UP (p=68.23%)
[2025-12-22T20:16:58.058995] [INFO ] [FORECASTER] Completed predict_future for AZO
[2025-12-22T20:16:58.059141] [INFO ] [sig       ] AZO: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:16:58.194137] [INFO ] [LOCAL     ] Saved forecast: AZO	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/AZO.txt
[2025-12-22T20:16:58.194241] [INFO ] [sig       ] [330/3560] Completed AZO in 0.3s | 2.89 sym/s | Total: 1.9m | ETA: 18.6m
[2025-12-22T20:16:58.194278] [INFO ] [sig       ] [331/3560] Forecasting AZTA...
[2025-12-22T20:16:58.194307] [INFO ] [sig       ] Generating forecast for: AZTA
[2025-12-22T20:16:58.194337] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AZTA' from 'https://tdm.silogroup.org/data/derivative_storage/AZTA.csv'.
[2025-12-22T20:16:58.204899] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AZTA'.
[2025-12-22T20:16:58.205194] [INFO ] [FORECASTER] Starting predict_future for AZTA
[2025-12-22T20:16:58.205983] [DEBUG] [LOCAL     ] No optimal features file found for AZTA: ./output/feature-sets/AZTA.txt
[2025-12-22T20:16:58.206036] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:16:58.206067] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:16:58.206093] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:16:58.206149] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:16:58.262295] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:16:58.262896] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:16:58.262972] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:16:58.263003] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:16:58.385124] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:16:58.385283] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:16:58.385322] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:16:58.385350] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:16:58.388844] [DEBUG] [FORECASTER] AZTA: Forecast T+1@11:T+2@11: DOWN (p=13.46%)
[2025-12-22T20:16:58.389127] [INFO ] [FORECASTER] Completed predict_future for AZTA
[2025-12-22T20:16:58.389250] [INFO ] [sig       ] AZTA: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:16:58.525884] [INFO ] [LOCAL     ] Saved forecast: AZTA	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/AZTA.txt
[2025-12-22T20:16:58.525989] [INFO ] [sig       ] [331/3560] Completed AZTA in 0.3s | 2.89 sym/s | Total: 1.9m | ETA: 18.6m
[2025-12-22T20:16:58.526027] [INFO ] [sig       ] [332/3560] Forecasting AZZ...
[2025-12-22T20:16:58.526056] [INFO ] [sig       ] Generating forecast for: AZZ
[2025-12-22T20:16:58.526085] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AZZ' from 'https://tdm.silogroup.org/data/derivative_storage/AZZ.csv'.
[2025-12-22T20:16:58.537931] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AZZ'.
[2025-12-22T20:16:58.538427] [INFO ] [FORECASTER] Starting predict_future for AZZ
[2025-12-22T20:16:58.539234] [DEBUG] [LOCAL     ] No optimal features file found for AZZ: ./output/feature-sets/AZZ.txt
[2025-12-22T20:16:58.539286] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:16:58.539316] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:16:58.539342] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:16:58.539397] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:16:58.595781] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:16:58.596391] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:16:58.596468] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:16:58.596500] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:16:58.714765] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:16:58.714894] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:16:58.714940] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:16:58.714975] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:16:58.718218] [DEBUG] [FORECASTER] AZZ: Forecast T+1@11:T+2@11: UP (p=63.67%)
[2025-12-22T20:16:58.718479] [INFO ] [FORECASTER] Completed predict_future for AZZ
[2025-12-22T20:16:58.718617] [INFO ] [sig       ] AZZ: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:16:58.853059] [INFO ] [LOCAL     ] Saved forecast: AZZ	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/AZZ.txt
[2025-12-22T20:16:58.853166] [INFO ] [sig       ] [332/3560] Completed AZZ in 0.3s | 2.89 sym/s | Total: 1.9m | ETA: 18.6m
[2025-12-22T20:16:58.853204] [INFO ] [sig       ] [333/3560] Forecasting BA...
[2025-12-22T20:16:58.853233] [INFO ] [sig       ] Generating forecast for: BA
[2025-12-22T20:16:58.853263] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BA' from 'https://tdm.silogroup.org/data/derivative_storage/BA.csv'.
[2025-12-22T20:16:58.866290] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BA'.
[2025-12-22T20:16:58.866622] [INFO ] [FORECASTER] Starting predict_future for BA
[2025-12-22T20:16:58.867617] [DEBUG] [LOCAL     ] No optimal features file found for BA: ./output/feature-sets/BA.txt
[2025-12-22T20:16:58.867676] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:16:58.867736] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:16:58.867769] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:16:58.867844] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:16:58.926249] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:16:58.926882] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:16:58.926972] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:16:58.927010] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:16:59.049008] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:16:59.049158] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:16:59.049196] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:16:59.049224] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:16:59.052519] [DEBUG] [FORECASTER] BA: Forecast T+1@11:T+2@11: UP (p=89.84%)
[2025-12-22T20:16:59.052801] [INFO ] [FORECASTER] Completed predict_future for BA
[2025-12-22T20:16:59.052920] [INFO ] [sig       ] BA: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:16:59.189342] [INFO ] [LOCAL     ] Saved forecast: BA	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/BA.txt
[2025-12-22T20:16:59.189451] [INFO ] [sig       ] [333/3560] Completed BA in 0.3s | 2.89 sym/s | Total: 1.9m | ETA: 18.6m
[2025-12-22T20:16:59.189488] [INFO ] [sig       ] [334/3560] Forecasting BABA...
[2025-12-22T20:16:59.189517] [INFO ] [sig       ] Generating forecast for: BABA
[2025-12-22T20:16:59.189547] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BABA' from 'https://tdm.silogroup.org/data/derivative_storage/BABA.csv'.
[2025-12-22T20:16:59.200164] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BABA'.
[2025-12-22T20:16:59.200494] [INFO ] [FORECASTER] Starting predict_future for BABA
[2025-12-22T20:16:59.201316] [DEBUG] [LOCAL     ] No optimal features file found for BABA: ./output/feature-sets/BABA.txt
[2025-12-22T20:16:59.201371] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:16:59.201404] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:16:59.201432] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:16:59.201489] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:16:59.257929] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:16:59.258514] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:16:59.258604] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:16:59.258638] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:16:59.377564] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:16:59.377691] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:16:59.377729] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:16:59.377755] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:16:59.381043] [DEBUG] [FORECASTER] BABA: Forecast T+1@11:T+2@11: DOWN (p=15.03%)
[2025-12-22T20:16:59.381310] [INFO ] [FORECASTER] Completed predict_future for BABA
[2025-12-22T20:16:59.381428] [INFO ] [sig       ] BABA: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:16:59.517161] [INFO ] [LOCAL     ] Saved forecast: BABA	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/BABA.txt
[2025-12-22T20:16:59.517304] [INFO ] [sig       ] [334/3560] Completed BABA in 0.3s | 2.89 sym/s | Total: 1.9m | ETA: 18.6m
[2025-12-22T20:16:59.517343] [INFO ] [sig       ] [335/3560] Forecasting BABX...
[2025-12-22T20:16:59.517374] [INFO ] [sig       ] Generating forecast for: BABX
[2025-12-22T20:16:59.517404] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BABX' from 'https://tdm.silogroup.org/data/derivative_storage/BABX.csv'.
[2025-12-22T20:16:59.528509] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BABX'.
[2025-12-22T20:16:59.528893] [INFO ] [FORECASTER] Starting predict_future for BABX
[2025-12-22T20:16:59.529743] [DEBUG] [LOCAL     ] No optimal features file found for BABX: ./output/feature-sets/BABX.txt
[2025-12-22T20:16:59.529796] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:16:59.529844] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:16:59.529872] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:16:59.529928] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:16:59.588000] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:16:59.588841] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:16:59.588923] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:16:59.588955] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:16:59.710048] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:16:59.710204] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:16:59.710243] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:16:59.710271] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:16:59.713709] [DEBUG] [FORECASTER] BABX: Forecast T+1@11:T+2@11: DOWN (p=13.65%)
[2025-12-22T20:16:59.713994] [INFO ] [FORECASTER] Completed predict_future for BABX
[2025-12-22T20:16:59.714119] [INFO ] [sig       ] BABX: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:16:59.850964] [INFO ] [LOCAL     ] Saved forecast: BABX	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/BABX.txt
[2025-12-22T20:16:59.851107] [INFO ] [sig       ] [335/3560] Completed BABX in 0.3s | 2.89 sym/s | Total: 1.9m | ETA: 18.6m
[2025-12-22T20:16:59.851147] [INFO ] [sig       ] [336/3560] Forecasting BAC...
[2025-12-22T20:16:59.851177] [INFO ] [sig       ] Generating forecast for: BAC
[2025-12-22T20:16:59.851207] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAC' from 'https://tdm.silogroup.org/data/derivative_storage/BAC.csv'.
[2025-12-22T20:16:59.862159] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BAC'.
[2025-12-22T20:16:59.862471] [INFO ] [FORECASTER] Starting predict_future for BAC
[2025-12-22T20:16:59.863277] [DEBUG] [LOCAL     ] No optimal features file found for BAC: ./output/feature-sets/BAC.txt
[2025-12-22T20:16:59.863331] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:16:59.863365] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:16:59.863392] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:16:59.863448] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:16:59.920883] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:16:59.921751] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:16:59.921830] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:16:59.921862] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:17:00.040941] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:17:00.041106] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:17:00.041145] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:17:00.041205] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:17:00.045892] [DEBUG] [FORECASTER] BAC: Forecast T+1@11:T+2@11: DOWN (p=2.74%)
[2025-12-22T20:17:00.046244] [INFO ] [FORECASTER] Completed predict_future for BAC
[2025-12-22T20:17:00.046389] [INFO ] [sig       ] BAC: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:17:00.188634] [INFO ] [LOCAL     ] Saved forecast: BAC	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/BAC.txt
[2025-12-22T20:17:00.188796] [INFO ] [sig       ] [336/3560] Completed BAC in 0.3s | 2.89 sym/s | Total: 1.9m | ETA: 18.6m
[2025-12-22T20:17:00.188838] [INFO ] [sig       ] [337/3560] Forecasting BAH...
[2025-12-22T20:17:00.188871] [INFO ] [sig       ] Generating forecast for: BAH
[2025-12-22T20:17:00.188903] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAH' from 'https://tdm.silogroup.org/data/derivative_storage/BAH.csv'.
[2025-12-22T20:17:00.200245] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BAH'.
[2025-12-22T20:17:00.200625] [INFO ] [FORECASTER] Starting predict_future for BAH
[2025-12-22T20:17:00.201439] [DEBUG] [LOCAL     ] No optimal features file found for BAH: ./output/feature-sets/BAH.txt
[2025-12-22T20:17:00.201493] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:17:00.201526] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:17:00.201553] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:17:00.201649] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:17:00.258771] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:17:00.259699] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:17:00.259781] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:17:00.259813] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:17:00.389796] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:17:00.389959] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:17:00.390004] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:17:00.390039] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:17:00.393375] [DEBUG] [FORECASTER] BAH: Forecast T+1@11:T+2@11: UP (p=87.40%)
[2025-12-22T20:17:00.393678] [INFO ] [FORECASTER] Completed predict_future for BAH
[2025-12-22T20:17:00.393802] [INFO ] [sig       ] BAH: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:17:00.530182] [INFO ] [LOCAL     ] Saved forecast: BAH	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/BAH.txt
[2025-12-22T20:17:00.530337] [INFO ] [sig       ] [337/3560] Completed BAH in 0.3s | 2.89 sym/s | Total: 1.9m | ETA: 18.6m
[2025-12-22T20:17:00.530378] [INFO ] [sig       ] [338/3560] Forecasting BAK...
[2025-12-22T20:17:00.530407] [INFO ] [sig       ] Generating forecast for: BAK
[2025-12-22T20:17:00.530438] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAK' from 'https://tdm.silogroup.org/data/derivative_storage/BAK.csv'.
[2025-12-22T20:17:00.541455] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BAK'.
[2025-12-22T20:17:00.541885] [INFO ] [FORECASTER] Starting predict_future for BAK
[2025-12-22T20:17:00.542785] [DEBUG] [LOCAL     ] No optimal features file found for BAK: ./output/feature-sets/BAK.txt
[2025-12-22T20:17:00.542842] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:17:00.542877] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:17:00.542906] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:17:00.542966] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:17:00.607331] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:17:00.608303] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:17:00.608398] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:17:00.608435] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:17:00.738909] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:17:00.739084] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:17:00.739124] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:17:00.739154] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:17:00.742561] [DEBUG] [FORECASTER] BAK: Forecast T+1@11:T+2@11: DOWN (p=41.35%)
[2025-12-22T20:17:00.742849] [INFO ] [FORECASTER] Completed predict_future for BAK
[2025-12-22T20:17:00.742978] [INFO ] [sig       ] BAK: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:17:00.881304] [INFO ] [LOCAL     ] Saved forecast: BAK	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/BAK.txt
[2025-12-22T20:17:00.881454] [INFO ] [sig       ] [338/3560] Completed BAK in 0.4s | 2.89 sym/s | Total: 1.9m | ETA: 18.6m
[2025-12-22T20:17:00.881501] [INFO ] [sig       ] [339/3560] Forecasting BALL...
[2025-12-22T20:17:00.881532] [INFO ] [sig       ] Generating forecast for: BALL
[2025-12-22T20:17:00.881564] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BALL' from 'https://tdm.silogroup.org/data/derivative_storage/BALL.csv'.
[2025-12-22T20:17:00.892307] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BALL'.
[2025-12-22T20:17:00.892691] [INFO ] [FORECASTER] Starting predict_future for BALL
[2025-12-22T20:17:00.893494] [DEBUG] [LOCAL     ] No optimal features file found for BALL: ./output/feature-sets/BALL.txt
[2025-12-22T20:17:00.893547] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:17:00.893598] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:17:00.893628] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:17:00.893684] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:17:00.955174] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:17:00.956346] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:17:00.956457] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:17:00.956511] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:17:01.088633] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:17:01.088778] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:17:01.088820] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:17:01.088849] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:17:01.092632] [DEBUG] [FORECASTER] BALL: Forecast T+1@11:T+2@11: DOWN (p=3.76%)
[2025-12-22T20:17:01.093017] [INFO ] [FORECASTER] Completed predict_future for BALL
[2025-12-22T20:17:01.093166] [INFO ] [sig       ] BALL: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:17:01.237662] [INFO ] [LOCAL     ] Saved forecast: BALL	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/BALL.txt
[2025-12-22T20:17:01.237831] [INFO ] [sig       ] [339/3560] Completed BALL in 0.4s | 2.89 sym/s | Total: 2.0m | ETA: 18.6m
[2025-12-22T20:17:01.237874] [INFO ] [sig       ] [340/3560] Forecasting BAM...
[2025-12-22T20:17:01.237904] [INFO ] [sig       ] Generating forecast for: BAM
[2025-12-22T20:17:01.237936] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAM' from 'https://tdm.silogroup.org/data/derivative_storage/BAM.csv'.
[2025-12-22T20:17:01.249631] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BAM'.
[2025-12-22T20:17:01.250083] [INFO ] [FORECASTER] Starting predict_future for BAM
[2025-12-22T20:17:01.250989] [DEBUG] [LOCAL     ] No optimal features file found for BAM: ./output/feature-sets/BAM.txt
[2025-12-22T20:17:01.251051] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:17:01.251085] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:17:01.251114] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:17:01.251172] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:17:01.312525] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:17:01.313510] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:17:01.313637] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:17:01.313682] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:17:01.434792] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:17:01.434953] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:17:01.434992] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:17:01.435022] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:17:01.438448] [DEBUG] [FORECASTER] BAM: Forecast T+1@11:T+2@11: UP (p=93.06%)
[2025-12-22T20:17:01.438762] [INFO ] [FORECASTER] Completed predict_future for BAM
[2025-12-22T20:17:01.438933] [INFO ] [sig       ] BAM: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:17:01.581944] [INFO ] [LOCAL     ] Saved forecast: BAM	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/BAM.txt
[2025-12-22T20:17:01.582107] [INFO ] [sig       ] [340/3560] Completed BAM in 0.3s | 2.89 sym/s | Total: 2.0m | ETA: 18.6m
[2025-12-22T20:17:01.582148] [INFO ] [sig       ] [341/3560] Forecasting BANC...
[2025-12-22T20:17:01.582177] [INFO ] [sig       ] Generating forecast for: BANC
[2025-12-22T20:17:01.582208] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BANC' from 'https://tdm.silogroup.org/data/derivative_storage/BANC.csv'.
[2025-12-22T20:17:01.594820] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BANC'.
[2025-12-22T20:17:01.595241] [INFO ] [FORECASTER] Starting predict_future for BANC
[2025-12-22T20:17:01.596224] [DEBUG] [LOCAL     ] No optimal features file found for BANC: ./output/feature-sets/BANC.txt
[2025-12-22T20:17:01.596278] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:17:01.596310] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:17:01.596336] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:17:01.596392] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:17:01.653986] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:17:01.654851] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:17:01.654931] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:17:01.654965] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:17:01.778839] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:17:01.779002] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:17:01.779064] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:17:01.779094] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:17:01.782505] [DEBUG] [FORECASTER] BANC: Forecast T+1@11:T+2@11: UP (p=99.89%)
[2025-12-22T20:17:01.782839] [INFO ] [FORECASTER] Completed predict_future for BANC
[2025-12-22T20:17:01.782974] [INFO ] [sig       ] BANC: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:17:01.923445] [INFO ] [LOCAL     ] Saved forecast: BANC	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/BANC.txt
[2025-12-22T20:17:01.923622] [INFO ] [sig       ] [341/3560] Completed BANC in 0.3s | 2.89 sym/s | Total: 2.0m | ETA: 18.5m
[2025-12-22T20:17:01.923666] [INFO ] [sig       ] [342/3560] Forecasting BAND...
[2025-12-22T20:17:01.923696] [INFO ] [sig       ] Generating forecast for: BAND
[2025-12-22T20:17:01.923727] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAND' from 'https://tdm.silogroup.org/data/derivative_storage/BAND.csv'.
[2025-12-22T20:17:01.934036] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BAND'.
[2025-12-22T20:17:01.934435] [INFO ] [FORECASTER] Starting predict_future for BAND
[2025-12-22T20:17:01.935237] [DEBUG] [LOCAL     ] No optimal features file found for BAND: ./output/feature-sets/BAND.txt
[2025-12-22T20:17:01.935290] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:17:01.935322] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:17:01.935348] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:17:01.935405] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:17:01.991520] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:17:01.992385] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:17:01.992463] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:17:01.992495] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:17:02.113115] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:17:02.113271] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:17:02.113309] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:17:02.113375] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:17:02.116680] [DEBUG] [FORECASTER] BAND: Forecast T+1@11:T+2@11: UP (p=51.12%)
[2025-12-22T20:17:02.116957] [INFO ] [FORECASTER] Completed predict_future for BAND
[2025-12-22T20:17:02.117104] [INFO ] [sig       ] BAND: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:17:02.251616] [INFO ] [LOCAL     ] Saved forecast: BAND	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/BAND.txt
[2025-12-22T20:17:02.251775] [INFO ] [sig       ] [342/3560] Completed BAND in 0.3s | 2.89 sym/s | Total: 2.0m | ETA: 18.5m
[2025-12-22T20:17:02.251816] [INFO ] [sig       ] [343/3560] Forecasting BANF...
[2025-12-22T20:17:02.251846] [INFO ] [sig       ] Generating forecast for: BANF
[2025-12-22T20:17:02.251876] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BANF' from 'https://tdm.silogroup.org/data/derivative_storage/BANF.csv'.
[2025-12-22T20:17:02.261826] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BANF'.
[2025-12-22T20:17:02.262144] [INFO ] [FORECASTER] Starting predict_future for BANF
[2025-12-22T20:17:02.262941] [DEBUG] [LOCAL     ] No optimal features file found for BANF: ./output/feature-sets/BANF.txt
[2025-12-22T20:17:02.262995] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:17:02.263030] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:17:02.263056] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:17:02.263111] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:17:02.318877] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:17:02.319837] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:17:02.319969] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:17:02.320004] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:17:02.438170] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:17:02.438326] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:17:02.438364] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:17:02.438394] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:17:02.441733] [DEBUG] [FORECASTER] BANF: Forecast T+1@11:T+2@11: DOWN (p=19.64%)
[2025-12-22T20:17:02.442002] [INFO ] [FORECASTER] Completed predict_future for BANF
[2025-12-22T20:17:02.442124] [INFO ] [sig       ] BANF: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:17:02.579014] [INFO ] [LOCAL     ] Saved forecast: BANF	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/BANF.txt
[2025-12-22T20:17:02.579193] [INFO ] [sig       ] [343/3560] Completed BANF in 0.3s | 2.89 sym/s | Total: 2.0m | ETA: 18.5m
[2025-12-22T20:17:02.579233] [INFO ] [sig       ] [344/3560] Forecasting BANX...
[2025-12-22T20:17:02.579262] [INFO ] [sig       ] Generating forecast for: BANX
[2025-12-22T20:17:02.579292] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BANX' from 'https://tdm.silogroup.org/data/derivative_storage/BANX.csv'.
[2025-12-22T20:17:02.588914] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BANX'.
[2025-12-22T20:17:02.589299] [INFO ] [FORECASTER] Starting predict_future for BANX
[2025-12-22T20:17:02.590092] [DEBUG] [LOCAL     ] No optimal features file found for BANX: ./output/feature-sets/BANX.txt
[2025-12-22T20:17:02.590143] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:17:02.590175] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:17:02.590202] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:17:02.590257] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:17:02.646776] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:17:02.647622] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:17:02.647717] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:17:02.647750] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:17:02.760293] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:17:02.760450] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:17:02.760489] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:17:02.760517] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:17:02.764269] [DEBUG] [FORECASTER] BANX: Forecast T+1@11:T+2@11: UP (p=71.29%)
[2025-12-22T20:17:02.764535] [INFO ] [FORECASTER] Completed predict_future for BANX
[2025-12-22T20:17:02.764675] [INFO ] [sig       ] BANX: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:17:02.906995] [INFO ] [LOCAL     ] Saved forecast: BANX	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/BANX.txt
[2025-12-22T20:17:02.907147] [INFO ] [sig       ] [344/3560] Completed BANX in 0.3s | 2.89 sym/s | Total: 2.0m | ETA: 18.5m
[2025-12-22T20:17:02.907187] [INFO ] [sig       ] [345/3560] Forecasting BAP...
[2025-12-22T20:17:02.907217] [INFO ] [sig       ] Generating forecast for: BAP
[2025-12-22T20:17:02.907248] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAP' from 'https://tdm.silogroup.org/data/derivative_storage/BAP.csv'.
[2025-12-22T20:17:02.918441] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BAP'.
[2025-12-22T20:17:02.918831] [INFO ] [FORECASTER] Starting predict_future for BAP
[2025-12-22T20:17:02.919860] [DEBUG] [LOCAL     ] No optimal features file found for BAP: ./output/feature-sets/BAP.txt
[2025-12-22T20:17:02.919914] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:17:02.919948] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:17:02.919975] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:17:02.920032] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:17:02.978924] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:17:02.979832] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:17:02.979914] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:17:02.979947] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:17:03.096268] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:17:03.096421] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:17:03.096462] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:17:03.096490] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:17:03.099900] [DEBUG] [FORECASTER] BAP: Forecast T+1@11:T+2@11: UP (p=97.75%)
[2025-12-22T20:17:03.100173] [INFO ] [FORECASTER] Completed predict_future for BAP
[2025-12-22T20:17:03.100297] [INFO ] [sig       ] BAP: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:17:03.235636] [INFO ] [LOCAL     ] Saved forecast: BAP	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/BAP.txt
[2025-12-22T20:17:03.235792] [INFO ] [sig       ] [345/3560] Completed BAP in 0.3s | 2.89 sym/s | Total: 2.0m | ETA: 18.5m
[2025-12-22T20:17:03.235831] [INFO ] [sig       ] [346/3560] Forecasting BATRA...
[2025-12-22T20:17:03.235862] [INFO ] [sig       ] Generating forecast for: BATRA
[2025-12-22T20:17:03.235892] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BATRA' from 'https://tdm.silogroup.org/data/derivative_storage/BATRA.csv'.
[2025-12-22T20:17:03.246891] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BATRA'.
[2025-12-22T20:17:03.247297] [INFO ] [FORECASTER] Starting predict_future for BATRA
[2025-12-22T20:17:03.248159] [DEBUG] [LOCAL     ] No optimal features file found for BATRA: ./output/feature-sets/BATRA.txt
[2025-12-22T20:17:03.248221] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:17:03.248260] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:17:03.248316] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:17:03.248399] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:17:03.306025] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:17:03.306920] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:17:03.307007] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:17:03.307042] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:17:03.428234] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:17:03.428391] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:17:03.428445] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:17:03.428483] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:17:03.432027] [DEBUG] [FORECASTER] BATRA: Forecast T+1@11:T+2@11: UP (p=91.37%)
[2025-12-22T20:17:03.432321] [INFO ] [FORECASTER] Completed predict_future for BATRA
[2025-12-22T20:17:03.432452] [INFO ] [sig       ] BATRA: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:17:03.572951] [INFO ] [LOCAL     ] Saved forecast: BATRA	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/BATRA.txt
[2025-12-22T20:17:03.573162] [INFO ] [sig       ] [346/3560] Completed BATRA in 0.3s | 2.89 sym/s | Total: 2.0m | ETA: 18.5m
[2025-12-22T20:17:03.573208] [INFO ] [sig       ] [347/3560] Forecasting BATRK...
[2025-12-22T20:17:03.573238] [INFO ] [sig       ] Generating forecast for: BATRK
[2025-12-22T20:17:03.573270] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BATRK' from 'https://tdm.silogroup.org/data/derivative_storage/BATRK.csv'.
[2025-12-22T20:17:03.584109] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BATRK'.
[2025-12-22T20:17:03.584503] [INFO ] [FORECASTER] Starting predict_future for BATRK
[2025-12-22T20:17:03.585314] [DEBUG] [LOCAL     ] No optimal features file found for BATRK: ./output/feature-sets/BATRK.txt
[2025-12-22T20:17:03.585368] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:17:03.585401] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:17:03.585427] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:17:03.585495] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:17:03.644458] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:17:03.645350] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:17:03.645432] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:17:03.645466] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:17:03.766528] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:17:03.766701] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:17:03.766742] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:17:03.766772] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:17:03.770280] [DEBUG] [FORECASTER] BATRK: Forecast T+1@11:T+2@11: DOWN (p=44.42%)
[2025-12-22T20:17:03.770587] [INFO ] [FORECASTER] Completed predict_future for BATRK
[2025-12-22T20:17:03.770720] [INFO ] [sig       ] BATRK: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:17:03.910032] [INFO ] [LOCAL     ] Saved forecast: BATRK	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/BATRK.txt
[2025-12-22T20:17:03.910217] [INFO ] [sig       ] [347/3560] Completed BATRK in 0.3s | 2.89 sym/s | Total: 2.0m | ETA: 18.5m
[2025-12-22T20:17:03.910268] [INFO ] [sig       ] [348/3560] Forecasting BAX...
[2025-12-22T20:17:03.910302] [INFO ] [sig       ] Generating forecast for: BAX
[2025-12-22T20:17:03.910336] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAX' from 'https://tdm.silogroup.org/data/derivative_storage/BAX.csv'.
[2025-12-22T20:17:03.921293] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BAX'.
[2025-12-22T20:17:03.921697] [INFO ] [FORECASTER] Starting predict_future for BAX
[2025-12-22T20:17:03.922484] [DEBUG] [LOCAL     ] No optimal features file found for BAX: ./output/feature-sets/BAX.txt
[2025-12-22T20:17:03.922540] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:17:03.922591] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:17:03.922624] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:17:03.922681] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:17:03.978382] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:17:03.979280] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:17:03.979362] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:17:03.979394] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:17:04.098240] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:17:04.098395] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:17:04.098435] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:17:04.098465] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:17:04.102009] [DEBUG] [FORECASTER] BAX: Forecast T+1@11:T+2@11: UP (p=67.80%)
[2025-12-22T20:17:04.102296] [INFO ] [FORECASTER] Completed predict_future for BAX
[2025-12-22T20:17:04.102426] [INFO ] [sig       ] BAX: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:17:04.238901] [INFO ] [LOCAL     ] Saved forecast: BAX	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/BAX.txt
[2025-12-22T20:17:04.239080] [INFO ] [sig       ] [348/3560] Completed BAX in 0.3s | 2.89 sym/s | Total: 2.0m | ETA: 18.5m
[2025-12-22T20:17:04.239124] [INFO ] [sig       ] [349/3560] Forecasting BB...
[2025-12-22T20:17:04.239155] [INFO ] [sig       ] Generating forecast for: BB
[2025-12-22T20:17:04.239186] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BB' from 'https://tdm.silogroup.org/data/derivative_storage/BB.csv'.
[2025-12-22T20:17:04.250811] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BB'.
[2025-12-22T20:17:04.251201] [INFO ] [FORECASTER] Starting predict_future for BB
[2025-12-22T20:17:04.252041] [DEBUG] [LOCAL     ] No optimal features file found for BB: ./output/feature-sets/BB.txt
[2025-12-22T20:17:04.252097] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:17:04.252131] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:17:04.252159] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:17:04.252220] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:17:04.309139] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:17:04.310014] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:17:04.310096] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:17:04.310130] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:17:04.436334] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:17:04.436517] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:17:04.436567] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:17:04.436619] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:17:04.440207] [DEBUG] [FORECASTER] BB: Forecast T+1@11:T+2@11: UP (p=94.02%)
[2025-12-22T20:17:04.440498] [INFO ] [FORECASTER] Completed predict_future for BB
[2025-12-22T20:17:04.440647] [INFO ] [sig       ] BB: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:17:04.579609] [INFO ] [LOCAL     ] Saved forecast: BB	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/BB.txt
[2025-12-22T20:17:04.579756] [INFO ] [sig       ] [349/3560] Completed BB in 0.3s | 2.90 sym/s | Total: 2.0m | ETA: 18.5m
[2025-12-22T20:17:04.579796] [INFO ] [sig       ] [350/3560] Forecasting BBAI...
[2025-12-22T20:17:04.579826] [INFO ] [sig       ] Generating forecast for: BBAI
[2025-12-22T20:17:04.579875] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBAI' from 'https://tdm.silogroup.org/data/derivative_storage/BBAI.csv'.
[2025-12-22T20:17:04.591260] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBAI'.
[2025-12-22T20:17:04.591606] [INFO ] [FORECASTER] Starting predict_future for BBAI
[2025-12-22T20:17:04.592403] [DEBUG] [LOCAL     ] No optimal features file found for BBAI: ./output/feature-sets/BBAI.txt
[2025-12-22T20:17:04.592457] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:17:04.592518] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:17:04.592547] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:17:04.592625] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:17:04.651477] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:17:04.652237] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:17:04.652316] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:17:04.652349] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:17:04.774714] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:17:04.774871] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:17:04.774910] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:17:04.774939] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:17:04.778410] [DEBUG] [FORECASTER] BBAI: Forecast T+1@11:T+2@11: UP (p=90.60%)
[2025-12-22T20:17:04.778710] [INFO ] [FORECASTER] Completed predict_future for BBAI
[2025-12-22T20:17:04.778838] [INFO ] [sig       ] BBAI: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:17:04.918317] [INFO ] [LOCAL     ] Saved forecast: BBAI	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/BBAI.txt
[2025-12-22T20:17:04.918455] [INFO ] [sig       ] [350/3560] Completed BBAI in 0.3s | 2.90 sym/s | Total: 2.0m | ETA: 18.5m
[2025-12-22T20:17:04.918493] [INFO ] [sig       ] [351/3560] Forecasting BBCP...
[2025-12-22T20:17:04.918523] [INFO ] [sig       ] Generating forecast for: BBCP
[2025-12-22T20:17:04.918552] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBCP' from 'https://tdm.silogroup.org/data/derivative_storage/BBCP.csv'.
[2025-12-22T20:17:04.929942] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBCP'.
[2025-12-22T20:17:04.930309] [INFO ] [FORECASTER] Starting predict_future for BBCP
[2025-12-22T20:17:04.931283] [DEBUG] [LOCAL     ] No optimal features file found for BBCP: ./output/feature-sets/BBCP.txt
[2025-12-22T20:17:04.931345] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:17:04.931379] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:17:04.931405] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:17:04.931462] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:17:04.995127] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:17:04.995763] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:17:04.995837] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:17:04.995869] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:17:05.120715] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:17:05.120871] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:17:05.120912] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:17:05.120941] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:17:05.124404] [DEBUG] [FORECASTER] BBCP: Forecast T+1@11:T+2@11: DOWN (p=17.17%)
[2025-12-22T20:17:05.124700] [INFO ] [FORECASTER] Completed predict_future for BBCP
[2025-12-22T20:17:05.124826] [INFO ] [sig       ] BBCP: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:17:05.260785] [INFO ] [LOCAL     ] Saved forecast: BBCP	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/BBCP.txt
[2025-12-22T20:17:05.260943] [INFO ] [sig       ] [351/3560] Completed BBCP in 0.3s | 2.90 sym/s | Total: 2.0m | ETA: 18.5m
[2025-12-22T20:17:05.260984] [INFO ] [sig       ] [352/3560] Forecasting BBD...
[2025-12-22T20:17:05.261015] [INFO ] [sig       ] Generating forecast for: BBD
[2025-12-22T20:17:05.261046] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBD' from 'https://tdm.silogroup.org/data/derivative_storage/BBD.csv'.
[2025-12-22T20:17:05.272336] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBD'.
[2025-12-22T20:17:05.272700] [INFO ] [FORECASTER] Starting predict_future for BBD
[2025-12-22T20:17:05.273456] [DEBUG] [LOCAL     ] No optimal features file found for BBD: ./output/feature-sets/BBD.txt
[2025-12-22T20:17:05.273509] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:17:05.273541] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:17:05.273568] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:17:05.273648] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:17:05.330720] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:17:05.331613] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:17:05.331699] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:17:05.331731] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:17:05.453235] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:17:05.453390] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:17:05.453429] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:17:05.453458] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:17:05.456795] [DEBUG] [FORECASTER] BBD: Forecast T+1@11:T+2@11: DOWN (p=22.95%)
[2025-12-22T20:17:05.457070] [INFO ] [FORECASTER] Completed predict_future for BBD
[2025-12-22T20:17:05.457215] [INFO ] [sig       ] BBD: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:17:05.594477] [INFO ] [LOCAL     ] Saved forecast: BBD	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/BBD.txt
[2025-12-22T20:17:05.594653] [INFO ] [sig       ] [352/3560] Completed BBD in 0.3s | 2.90 sym/s | Total: 2.0m | ETA: 18.5m
[2025-12-22T20:17:05.594695] [INFO ] [sig       ] [353/3560] Forecasting BBDO...
[2025-12-22T20:17:05.594726] [INFO ] [sig       ] Generating forecast for: BBDO
[2025-12-22T20:17:05.594757] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBDO' from 'https://tdm.silogroup.org/data/derivative_storage/BBDO.csv'.
[2025-12-22T20:17:05.606277] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBDO'.
[2025-12-22T20:17:05.606684] [INFO ] [FORECASTER] Starting predict_future for BBDO
[2025-12-22T20:17:05.607441] [DEBUG] [LOCAL     ] No optimal features file found for BBDO: ./output/feature-sets/BBDO.txt
[2025-12-22T20:17:05.607493] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:17:05.607524] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:17:05.607550] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:17:05.607625] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:17:05.663486] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:17:05.664298] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:17:05.664377] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:17:05.664409] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:17:05.782950] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:17:05.783114] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:17:05.783155] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:17:05.783219] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:17:05.786641] [DEBUG] [FORECASTER] BBDO: Forecast T+1@11:T+2@11: UP (p=84.85%)
[2025-12-22T20:17:05.786936] [INFO ] [FORECASTER] Completed predict_future for BBDO
[2025-12-22T20:17:05.787062] [INFO ] [sig       ] BBDO: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:17:05.923591] [INFO ] [LOCAL     ] Saved forecast: BBDO	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/BBDO.txt
[2025-12-22T20:17:05.923743] [INFO ] [sig       ] [353/3560] Completed BBDO in 0.3s | 2.90 sym/s | Total: 2.0m | ETA: 18.5m
[2025-12-22T20:17:05.923784] [INFO ] [sig       ] [354/3560] Forecasting BBH...
[2025-12-22T20:17:05.923814] [INFO ] [sig       ] Generating forecast for: BBH
[2025-12-22T20:17:05.923845] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBH' from 'https://tdm.silogroup.org/data/derivative_storage/BBH.csv'.
[2025-12-22T20:17:05.934627] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBH'.
[2025-12-22T20:17:05.935020] [INFO ] [FORECASTER] Starting predict_future for BBH
[2025-12-22T20:17:05.935833] [DEBUG] [LOCAL     ] No optimal features file found for BBH: ./output/feature-sets/BBH.txt
[2025-12-22T20:17:05.935888] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:17:05.935920] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:17:05.935947] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:17:05.936004] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:17:05.992871] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:17:05.993738] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:17:05.993832] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:17:05.993868] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:17:06.098807] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:17:06.098962] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:17:06.099000] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:17:06.099044] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:17:06.102688] [DEBUG] [FORECASTER] BBH: Forecast T+1@11:T+2@11: UP (p=95.85%)
[2025-12-22T20:17:06.102952] [INFO ] [FORECASTER] Completed predict_future for BBH
[2025-12-22T20:17:06.103076] [INFO ] [sig       ] BBH: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:17:06.242258] [INFO ] [LOCAL     ] Saved forecast: BBH	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/BBH.txt
[2025-12-22T20:17:06.242416] [INFO ] [sig       ] [354/3560] Completed BBH in 0.3s | 2.90 sym/s | Total: 2.0m | ETA: 18.4m
[2025-12-22T20:17:06.242458] [INFO ] [sig       ] [355/3560] Forecasting BBIO...
[2025-12-22T20:17:06.242488] [INFO ] [sig       ] Generating forecast for: BBIO
[2025-12-22T20:17:06.242519] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBIO' from 'https://tdm.silogroup.org/data/derivative_storage/BBIO.csv'.
[2025-12-22T20:17:06.253396] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBIO'.
[2025-12-22T20:17:06.253784] [INFO ] [FORECASTER] Starting predict_future for BBIO
[2025-12-22T20:17:06.254603] [DEBUG] [LOCAL     ] No optimal features file found for BBIO: ./output/feature-sets/BBIO.txt
[2025-12-22T20:17:06.254656] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:17:06.254687] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:17:06.254714] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:17:06.254771] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:17:06.311632] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:17:06.312485] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:17:06.312565] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:17:06.312617] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:17:06.433319] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:17:06.433479] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:17:06.433518] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:17:06.433548] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:17:06.437138] [DEBUG] [FORECASTER] BBIO: Forecast T+1@11:T+2@11: UP (p=70.12%)
[2025-12-22T20:17:06.437452] [INFO ] [FORECASTER] Completed predict_future for BBIO
[2025-12-22T20:17:06.437609] [INFO ] [sig       ] BBIO: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:17:06.576043] [INFO ] [LOCAL     ] Saved forecast: BBIO	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/BBIO.txt
[2025-12-22T20:17:06.576199] [INFO ] [sig       ] [355/3560] Completed BBIO in 0.3s | 2.90 sym/s | Total: 2.0m | ETA: 18.4m
[2025-12-22T20:17:06.576239] [INFO ] [sig       ] [356/3560] Forecasting BBLG...
[2025-12-22T20:17:06.576270] [INFO ] [sig       ] Generating forecast for: BBLG
[2025-12-22T20:17:06.576301] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBLG' from 'https://tdm.silogroup.org/data/derivative_storage/BBLG.csv'.
[2025-12-22T20:17:06.586852] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBLG'.
[2025-12-22T20:17:06.587259] [INFO ] [FORECASTER] Starting predict_future for BBLG
[2025-12-22T20:17:06.588043] [DEBUG] [LOCAL     ] No optimal features file found for BBLG: ./output/feature-sets/BBLG.txt
[2025-12-22T20:17:06.588098] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:17:06.588129] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:17:06.588156] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:17:06.588213] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:17:06.645620] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:17:06.646471] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:17:06.646551] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:17:06.646606] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:17:06.762977] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:17:06.763140] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:17:06.763180] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:17:06.763207] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:17:06.766586] [DEBUG] [FORECASTER] BBLG: Forecast T+1@11:T+2@11: DOWN (p=7.85%)
[2025-12-22T20:17:06.766874] [INFO ] [FORECASTER] Completed predict_future for BBLG
[2025-12-22T20:17:06.767001] [INFO ] [sig       ] BBLG: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:17:06.905087] [INFO ] [LOCAL     ] Saved forecast: BBLG	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/BBLG.txt
[2025-12-22T20:17:06.905242] [INFO ] [sig       ] [356/3560] Completed BBLG in 0.3s | 2.90 sym/s | Total: 2.0m | ETA: 18.4m
[2025-12-22T20:17:06.905281] [INFO ] [sig       ] [357/3560] Forecasting BBN...
[2025-12-22T20:17:06.905310] [INFO ] [sig       ] Generating forecast for: BBN
[2025-12-22T20:17:06.905341] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBN' from 'https://tdm.silogroup.org/data/derivative_storage/BBN.csv'.
[2025-12-22T20:17:06.916693] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBN'.
[2025-12-22T20:17:06.916995] [INFO ] [FORECASTER] Starting predict_future for BBN
[2025-12-22T20:17:06.917951] [DEBUG] [LOCAL     ] No optimal features file found for BBN: ./output/feature-sets/BBN.txt
[2025-12-22T20:17:06.918003] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:17:06.918036] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:17:06.918068] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:17:06.918136] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:17:06.976755] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:17:06.977628] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:17:06.977712] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:17:06.977745] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:17:07.100959] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:17:07.101116] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:17:07.101157] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:17:07.101186] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:17:07.104705] [DEBUG] [FORECASTER] BBN: Forecast T+1@11:T+2@11: DOWN (p=29.23%)
[2025-12-22T20:17:07.104984] [INFO ] [FORECASTER] Completed predict_future for BBN
[2025-12-22T20:17:07.105108] [INFO ] [sig       ] BBN: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:17:07.246670] [INFO ] [LOCAL     ] Saved forecast: BBN	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/BBN.txt
[2025-12-22T20:17:07.246836] [INFO ] [sig       ] [357/3560] Completed BBN in 0.3s | 2.90 sym/s | Total: 2.1m | ETA: 18.4m
[2025-12-22T20:17:07.246878] [INFO ] [sig       ] [358/3560] Forecasting BBSI...
[2025-12-22T20:17:07.246907] [INFO ] [sig       ] Generating forecast for: BBSI
[2025-12-22T20:17:07.246936] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBSI' from 'https://tdm.silogroup.org/data/derivative_storage/BBSI.csv'.
[2025-12-22T20:17:07.258023] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBSI'.
[2025-12-22T20:17:07.258408] [INFO ] [FORECASTER] Starting predict_future for BBSI
[2025-12-22T20:17:07.259236] [DEBUG] [LOCAL     ] No optimal features file found for BBSI: ./output/feature-sets/BBSI.txt
[2025-12-22T20:17:07.259290] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:17:07.259322] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:17:07.259350] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:17:07.259406] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:17:07.317706] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:17:07.318557] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:17:07.318662] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:17:07.318695] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:17:07.441021] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:17:07.441195] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:17:07.441242] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:17:07.441271] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:17:07.444626] [DEBUG] [FORECASTER] BBSI: Forecast T+1@11:T+2@11: UP (p=65.81%)
[2025-12-22T20:17:07.444901] [INFO ] [FORECASTER] Completed predict_future for BBSI
[2025-12-22T20:17:07.445024] [INFO ] [sig       ] BBSI: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:17:07.583895] [INFO ] [LOCAL     ] Saved forecast: BBSI	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/BBSI.txt
[2025-12-22T20:17:07.584054] [INFO ] [sig       ] [358/3560] Completed BBSI in 0.3s | 2.90 sym/s | Total: 2.1m | ETA: 18.4m
[2025-12-22T20:17:07.584095] [INFO ] [sig       ] [359/3560] Forecasting BBUC...
[2025-12-22T20:17:07.584124] [INFO ] [sig       ] Generating forecast for: BBUC
[2025-12-22T20:17:07.584154] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBUC' from 'https://tdm.silogroup.org/data/derivative_storage/BBUC.csv'.
[2025-12-22T20:17:07.595008] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBUC'.
[2025-12-22T20:17:07.595397] [INFO ] [FORECASTER] Starting predict_future for BBUC
[2025-12-22T20:17:07.596197] [DEBUG] [LOCAL     ] No optimal features file found for BBUC: ./output/feature-sets/BBUC.txt
[2025-12-22T20:17:07.596265] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:17:07.596298] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:17:07.596325] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:17:07.596381] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:17:07.654884] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:17:07.655737] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:17:07.655818] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:17:07.655851] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:17:07.775831] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:17:07.775989] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:17:07.776030] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:17:07.776058] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:17:07.779537] [DEBUG] [FORECASTER] BBUC: Forecast T+1@11:T+2@11: DOWN (p=24.99%)
[2025-12-22T20:17:07.779862] [INFO ] [FORECASTER] Completed predict_future for BBUC
[2025-12-22T20:17:07.779997] [INFO ] [sig       ] BBUC: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:17:07.916729] [INFO ] [LOCAL     ] Saved forecast: BBUC	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/BBUC.txt
[2025-12-22T20:17:07.916876] [INFO ] [sig       ] [359/3560] Completed BBUC in 0.3s | 2.90 sym/s | Total: 2.1m | ETA: 18.4m
[2025-12-22T20:17:07.916917] [INFO ] [sig       ] [360/3560] Forecasting BBVA...
[2025-12-22T20:17:07.916947] [INFO ] [sig       ] Generating forecast for: BBVA
[2025-12-22T20:17:07.916977] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBVA' from 'https://tdm.silogroup.org/data/derivative_storage/BBVA.csv'.
[2025-12-22T20:17:07.927781] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBVA'.
[2025-12-22T20:17:07.928098] [INFO ] [FORECASTER] Starting predict_future for BBVA
[2025-12-22T20:17:07.928894] [DEBUG] [LOCAL     ] No optimal features file found for BBVA: ./output/feature-sets/BBVA.txt
[2025-12-22T20:17:07.928949] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:17:07.928982] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:17:07.929009] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:17:07.929098] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:17:07.985979] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:17:07.986851] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:17:07.986986] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:17:07.987021] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:17:08.107861] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:17:08.108020] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:17:08.108059] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:17:08.108089] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:17:08.111463] [DEBUG] [FORECASTER] BBVA: Forecast T+1@11:T+2@11: DOWN (p=47.25%)
[2025-12-22T20:17:08.111758] [INFO ] [FORECASTER] Completed predict_future for BBVA
[2025-12-22T20:17:08.111886] [INFO ] [sig       ] BBVA: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:17:08.249214] [INFO ] [LOCAL     ] Saved forecast: BBVA	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/BBVA.txt
[2025-12-22T20:17:08.249376] [INFO ] [sig       ] [360/3560] Completed BBVA in 0.3s | 2.90 sym/s | Total: 2.1m | ETA: 18.4m
[2025-12-22T20:17:08.249417] [INFO ] [sig       ] [361/3560] Forecasting BBWI...
[2025-12-22T20:17:08.249447] [INFO ] [sig       ] Generating forecast for: BBWI
[2025-12-22T20:17:08.249494] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBWI' from 'https://tdm.silogroup.org/data/derivative_storage/BBWI.csv'.
[2025-12-22T20:17:08.261703] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBWI'.
[2025-12-22T20:17:08.262095] [INFO ] [FORECASTER] Starting predict_future for BBWI
[2025-12-22T20:17:08.262913] [DEBUG] [LOCAL     ] No optimal features file found for BBWI: ./output/feature-sets/BBWI.txt
[2025-12-22T20:17:08.262967] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:17:08.262999] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:17:08.263026] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:17:08.263082] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:17:08.320809] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:17:08.321661] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:17:08.321745] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:17:08.321777] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:17:08.448621] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:17:08.448777] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:17:08.448816] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:17:08.448845] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:17:08.452268] [DEBUG] [FORECASTER] BBWI: Forecast T+1@11:T+2@11: DOWN (p=18.72%)
[2025-12-22T20:17:08.452561] [INFO ] [FORECASTER] Completed predict_future for BBWI
[2025-12-22T20:17:08.452716] [INFO ] [sig       ] BBWI: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:17:08.592344] [INFO ] [LOCAL     ] Saved forecast: BBWI	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/BBWI.txt
[2025-12-22T20:17:08.592503] [INFO ] [sig       ] [361/3560] Completed BBWI in 0.3s | 2.90 sym/s | Total: 2.1m | ETA: 18.4m
[2025-12-22T20:17:08.592544] [INFO ] [sig       ] [362/3560] Forecasting BBY...
[2025-12-22T20:17:08.592595] [INFO ] [sig       ] Generating forecast for: BBY
[2025-12-22T20:17:08.592628] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBY' from 'https://tdm.silogroup.org/data/derivative_storage/BBY.csv'.
[2025-12-22T20:17:08.604671] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBY'.
[2025-12-22T20:17:08.605087] [INFO ] [FORECASTER] Starting predict_future for BBY
[2025-12-22T20:17:08.605906] [DEBUG] [LOCAL     ] No optimal features file found for BBY: ./output/feature-sets/BBY.txt
[2025-12-22T20:17:08.605961] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:17:08.605994] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:17:08.606023] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:17:08.606081] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:17:08.676359] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:17:08.677289] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:17:08.677384] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:17:08.677421] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:17:08.808236] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:17:08.808392] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:17:08.808434] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:17:08.808463] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:17:08.812185] [DEBUG] [FORECASTER] BBY: Forecast T+1@11:T+2@11: DOWN (p=11.38%)
[2025-12-22T20:17:08.812462] [INFO ] [FORECASTER] Completed predict_future for BBY
[2025-12-22T20:17:08.812610] [INFO ] [sig       ] BBY: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:17:08.961473] [INFO ] [LOCAL     ] Saved forecast: BBY	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/BBY.txt
[2025-12-22T20:17:08.961648] [INFO ] [sig       ] [362/3560] Completed BBY in 0.4s | 2.90 sym/s | Total: 2.1m | ETA: 18.4m
[2025-12-22T20:17:08.961696] [INFO ] [sig       ] [363/3560] Forecasting BC...
[2025-12-22T20:17:08.961729] [INFO ] [sig       ] Generating forecast for: BC
[2025-12-22T20:17:08.961759] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BC' from 'https://tdm.silogroup.org/data/derivative_storage/BC.csv'.
[2025-12-22T20:17:08.974186] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BC'.
[2025-12-22T20:17:08.974628] [INFO ] [FORECASTER] Starting predict_future for BC
[2025-12-22T20:17:08.975558] [DEBUG] [LOCAL     ] No optimal features file found for BC: ./output/feature-sets/BC.txt
[2025-12-22T20:17:08.975696] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:17:08.975733] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:17:08.975761] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:17:08.975820] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:17:09.037669] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:17:09.038523] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:17:09.038624] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:17:09.038661] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:17:09.167545] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:17:09.167724] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:17:09.167764] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:17:09.167794] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:17:09.171640] [DEBUG] [FORECASTER] BC: Forecast T+1@11:T+2@11: UP (p=75.57%)
[2025-12-22T20:17:09.171941] [INFO ] [FORECASTER] Completed predict_future for BC
[2025-12-22T20:17:09.172073] [INFO ] [sig       ] BC: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:17:09.376827] [INFO ] [LOCAL     ] Saved forecast: BC	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/BC.txt
[2025-12-22T20:17:09.377042] [INFO ] [sig       ] [363/3560] Completed BC in 0.4s | 2.90 sym/s | Total: 2.1m | ETA: 18.4m
[2025-12-22T20:17:09.377086] [INFO ] [sig       ] [364/3560] Forecasting BCAL...
[2025-12-22T20:17:09.377116] [INFO ] [sig       ] Generating forecast for: BCAL
[2025-12-22T20:17:09.377151] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCAL' from 'https://tdm.silogroup.org/data/derivative_storage/BCAL.csv'.
[2025-12-22T20:17:09.391473] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCAL'.
[2025-12-22T20:17:09.391868] [INFO ] [FORECASTER] Starting predict_future for BCAL
[2025-12-22T20:17:09.392711] [DEBUG] [LOCAL     ] No optimal features file found for BCAL: ./output/feature-sets/BCAL.txt
[2025-12-22T20:17:09.392766] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:17:09.392798] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:17:09.392825] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:17:09.392881] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:17:09.449833] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:17:09.450717] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:17:09.450795] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:17:09.450828] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:17:09.571125] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:17:09.571285] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:17:09.571325] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:17:09.571355] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:17:09.575003] [DEBUG] [FORECASTER] BCAL: Forecast T+1@11:T+2@11: DOWN (p=11.48%)
[2025-12-22T20:17:09.575411] [INFO ] [FORECASTER] Completed predict_future for BCAL
[2025-12-22T20:17:09.575595] [INFO ] [sig       ] BCAL: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:17:09.714656] [INFO ] [LOCAL     ] Saved forecast: BCAL	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/BCAL.txt
[2025-12-22T20:17:09.714823] [INFO ] [sig       ] [364/3560] Completed BCAL in 0.3s | 2.90 sym/s | Total: 2.1m | ETA: 18.4m
[2025-12-22T20:17:09.714864] [INFO ] [sig       ] [365/3560] Forecasting BCAX...
[2025-12-22T20:17:09.714897] [INFO ] [sig       ] Generating forecast for: BCAX
[2025-12-22T20:17:09.714928] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCAX' from 'https://tdm.silogroup.org/data/derivative_storage/BCAX.csv'.
[2025-12-22T20:17:09.726086] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCAX'.
[2025-12-22T20:17:09.726393] [INFO ] [FORECASTER] Starting predict_future for BCAX
[2025-12-22T20:17:09.727173] [DEBUG] [LOCAL     ] No optimal features file found for BCAX: ./output/feature-sets/BCAX.txt
[2025-12-22T20:17:09.727225] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:17:09.727257] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:17:09.727285] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:17:09.727341] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:17:09.786418] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:17:09.787281] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:17:09.787367] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:17:09.787401] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:17:09.910964] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:17:09.911124] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:17:09.911164] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:17:09.911193] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:17:09.915008] [DEBUG] [FORECASTER] BCAX: Forecast T+1@11:T+2@11: UP (p=61.47%)
[2025-12-22T20:17:09.915283] [INFO ] [FORECASTER] Completed predict_future for BCAX
[2025-12-22T20:17:09.915409] [INFO ] [sig       ] BCAX: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:17:10.050986] [INFO ] [LOCAL     ] Saved forecast: BCAX	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/BCAX.txt
[2025-12-22T20:17:10.051129] [INFO ] [sig       ] [365/3560] Completed BCAX in 0.3s | 2.90 sym/s | Total: 2.1m | ETA: 18.4m
[2025-12-22T20:17:10.051175] [INFO ] [sig       ] [366/3560] Forecasting BCBP...
[2025-12-22T20:17:10.051210] [INFO ] [sig       ] Generating forecast for: BCBP
[2025-12-22T20:17:10.051248] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCBP' from 'https://tdm.silogroup.org/data/derivative_storage/BCBP.csv'.
[2025-12-22T20:17:10.062375] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCBP'.
[2025-12-22T20:17:10.062761] [INFO ] [FORECASTER] Starting predict_future for BCBP
[2025-12-22T20:17:10.063631] [DEBUG] [LOCAL     ] No optimal features file found for BCBP: ./output/feature-sets/BCBP.txt
[2025-12-22T20:17:10.063689] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:17:10.063726] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:17:10.063755] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:17:10.063816] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:17:10.120796] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:17:10.121594] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:17:10.121673] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:17:10.121705] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:17:10.245758] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:17:10.245915] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:17:10.245970] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:17:10.246000] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:17:10.249395] [DEBUG] [FORECASTER] BCBP: Forecast T+1@11:T+2@11: UP (p=94.04%)
[2025-12-22T20:17:10.249695] [INFO ] [FORECASTER] Completed predict_future for BCBP
[2025-12-22T20:17:10.249824] [INFO ] [sig       ] BCBP: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:17:10.390593] [INFO ] [LOCAL     ] Saved forecast: BCBP	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/BCBP.txt
[2025-12-22T20:17:10.390733] [INFO ] [sig       ] [366/3560] Completed BCBP in 0.3s | 2.90 sym/s | Total: 2.1m | ETA: 18.4m
[2025-12-22T20:17:10.390772] [INFO ] [sig       ] [367/3560] Forecasting BCC...
[2025-12-22T20:17:10.390802] [INFO ] [sig       ] Generating forecast for: BCC
[2025-12-22T20:17:10.390831] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCC' from 'https://tdm.silogroup.org/data/derivative_storage/BCC.csv'.
[2025-12-22T20:17:10.402002] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCC'.
[2025-12-22T20:17:10.402336] [INFO ] [FORECASTER] Starting predict_future for BCC
[2025-12-22T20:17:10.403203] [DEBUG] [LOCAL     ] No optimal features file found for BCC: ./output/feature-sets/BCC.txt
[2025-12-22T20:17:10.403257] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:17:10.403333] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:17:10.403364] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:17:10.403423] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:17:10.465125] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:17:10.465963] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:17:10.466044] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:17:10.466078] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:17:10.584234] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:17:10.584390] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:17:10.584429] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:17:10.584457] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:17:10.587873] [DEBUG] [FORECASTER] BCC: Forecast T+1@11:T+2@11: DOWN (p=30.61%)
[2025-12-22T20:17:10.588153] [INFO ] [FORECASTER] Completed predict_future for BCC
[2025-12-22T20:17:10.588307] [INFO ] [sig       ] BCC: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:17:10.726761] [INFO ] [LOCAL     ] Saved forecast: BCC	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/BCC.txt
[2025-12-22T20:17:10.726891] [INFO ] [sig       ] [367/3560] Completed BCC in 0.3s | 2.90 sym/s | Total: 2.1m | ETA: 18.4m
[2025-12-22T20:17:10.726930] [INFO ] [sig       ] [368/3560] Forecasting BCDA...
[2025-12-22T20:17:10.726960] [INFO ] [sig       ] Generating forecast for: BCDA
[2025-12-22T20:17:10.726989] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCDA' from 'https://tdm.silogroup.org/data/derivative_storage/BCDA.csv'.
[2025-12-22T20:17:10.737509] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCDA'.
[2025-12-22T20:17:10.737848] [INFO ] [FORECASTER] Starting predict_future for BCDA
[2025-12-22T20:17:10.738642] [DEBUG] [LOCAL     ] No optimal features file found for BCDA: ./output/feature-sets/BCDA.txt
[2025-12-22T20:17:10.738693] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:17:10.738725] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:17:10.738752] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:17:10.738809] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:17:10.796062] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:17:10.796776] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:17:10.796854] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:17:10.796888] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:17:10.910083] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:17:10.910237] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:17:10.910276] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:17:10.910304] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:17:10.913611] [DEBUG] [FORECASTER] BCDA: Forecast T+1@11:T+2@11: UP (p=50.81%)
[2025-12-22T20:17:10.913879] [INFO ] [FORECASTER] Completed predict_future for BCDA
[2025-12-22T20:17:10.914002] [INFO ] [sig       ] BCDA: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:17:11.049745] [INFO ] [LOCAL     ] Saved forecast: BCDA	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/BCDA.txt
[2025-12-22T20:17:11.049884] [INFO ] [sig       ] [368/3560] Completed BCDA in 0.3s | 2.90 sym/s | Total: 2.1m | ETA: 18.4m
[2025-12-22T20:17:11.049927] [INFO ] [sig       ] [369/3560] Forecasting BCE...
[2025-12-22T20:17:11.049958] [INFO ] [sig       ] Generating forecast for: BCE
[2025-12-22T20:17:11.049989] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCE' from 'https://tdm.silogroup.org/data/derivative_storage/BCE.csv'.
[2025-12-22T20:17:11.062060] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCE'.
[2025-12-22T20:17:11.062395] [INFO ] [FORECASTER] Starting predict_future for BCE
[2025-12-22T20:17:11.063193] [DEBUG] [LOCAL     ] No optimal features file found for BCE: ./output/feature-sets/BCE.txt
[2025-12-22T20:17:11.063246] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:17:11.063280] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:17:11.063308] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:17:11.063365] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:17:11.120884] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:17:11.121540] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:17:11.121636] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:17:11.121671] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:17:11.242808] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:17:11.242961] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:17:11.243000] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:17:11.243028] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:17:11.246347] [DEBUG] [FORECASTER] BCE: Forecast T+1@11:T+2@11: DOWN (p=5.74%)
[2025-12-22T20:17:11.246632] [INFO ] [FORECASTER] Completed predict_future for BCE
[2025-12-22T20:17:11.246754] [INFO ] [sig       ] BCE: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:17:11.383040] [INFO ] [LOCAL     ] Saved forecast: BCE	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/BCE.txt
[2025-12-22T20:17:11.383208] [INFO ] [sig       ] [369/3560] Completed BCE in 0.3s | 2.90 sym/s | Total: 2.1m | ETA: 18.4m
[2025-12-22T20:17:11.383257] [INFO ] [sig       ] [370/3560] Forecasting BCH...
[2025-12-22T20:17:11.383293] [INFO ] [sig       ] Generating forecast for: BCH
[2025-12-22T20:17:11.383330] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCH' from 'https://tdm.silogroup.org/data/derivative_storage/BCH.csv'.
[2025-12-22T20:17:11.394378] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCH'.
[2025-12-22T20:17:11.394733] [INFO ] [FORECASTER] Starting predict_future for BCH
[2025-12-22T20:17:11.395494] [DEBUG] [LOCAL     ] No optimal features file found for BCH: ./output/feature-sets/BCH.txt
[2025-12-22T20:17:11.395547] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:17:11.395615] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:17:11.395645] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:17:11.395701] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:17:11.453776] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:17:11.454453] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:17:11.454534] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:17:11.454567] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:17:11.572147] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:17:11.572304] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:17:11.572344] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:17:11.572402] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:17:11.575850] [DEBUG] [FORECASTER] BCH: Forecast T+1@11:T+2@11: UP (p=95.33%)
[2025-12-22T20:17:11.576118] [INFO ] [FORECASTER] Completed predict_future for BCH
[2025-12-22T20:17:11.576258] [INFO ] [sig       ] BCH: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:17:11.713156] [INFO ] [LOCAL     ] Saved forecast: BCH	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/BCH.txt
[2025-12-22T20:17:11.713312] [INFO ] [sig       ] [370/3560] Completed BCH in 0.3s | 2.90 sym/s | Total: 2.1m | ETA: 18.3m
[2025-12-22T20:17:11.713360] [INFO ] [sig       ] [371/3560] Forecasting BCML...
[2025-12-22T20:17:11.713389] [INFO ] [sig       ] Generating forecast for: BCML
[2025-12-22T20:17:11.713420] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCML' from 'https://tdm.silogroup.org/data/derivative_storage/BCML.csv'.
[2025-12-22T20:17:11.724296] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCML'.
[2025-12-22T20:17:11.724652] [INFO ] [FORECASTER] Starting predict_future for BCML
[2025-12-22T20:17:11.725401] [DEBUG] [LOCAL     ] No optimal features file found for BCML: ./output/feature-sets/BCML.txt
[2025-12-22T20:17:11.725453] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:17:11.725484] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:17:11.725511] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:17:11.725567] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:17:11.783836] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:17:11.784731] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:17:11.784813] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:17:11.784845] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:17:11.892477] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:17:11.892649] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:17:11.892691] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:17:11.892719] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:17:11.896338] [DEBUG] [FORECASTER] BCML: Forecast T+1@11:T+2@11: DOWN (p=4.11%)
[2025-12-22T20:17:11.896627] [INFO ] [FORECASTER] Completed predict_future for BCML
[2025-12-22T20:17:11.896748] [INFO ] [sig       ] BCML: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:17:12.032831] [INFO ] [LOCAL     ] Saved forecast: BCML	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/BCML.txt
[2025-12-22T20:17:12.032965] [INFO ] [sig       ] [371/3560] Completed BCML in 0.3s | 2.90 sym/s | Total: 2.1m | ETA: 18.3m
[2025-12-22T20:17:12.033004] [INFO ] [sig       ] [372/3560] Forecasting BCO...
[2025-12-22T20:17:12.033032] [INFO ] [sig       ] Generating forecast for: BCO
[2025-12-22T20:17:12.033062] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCO' from 'https://tdm.silogroup.org/data/derivative_storage/BCO.csv'.
[2025-12-22T20:17:12.044009] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCO'.
[2025-12-22T20:17:12.044340] [INFO ] [FORECASTER] Starting predict_future for BCO
[2025-12-22T20:17:12.045148] [DEBUG] [LOCAL     ] No optimal features file found for BCO: ./output/feature-sets/BCO.txt
[2025-12-22T20:17:12.045203] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:17:12.045236] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:17:12.045263] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:17:12.045321] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:17:12.104427] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:17:12.105189] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:17:12.105278] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:17:12.105317] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:17:12.231712] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:17:12.231871] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:17:12.231911] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:17:12.231940] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:17:12.235269] [DEBUG] [FORECASTER] BCO: Forecast T+1@11:T+2@11: DOWN (p=14.85%)
[2025-12-22T20:17:12.235545] [INFO ] [FORECASTER] Completed predict_future for BCO
[2025-12-22T20:17:12.235692] [INFO ] [sig       ] BCO: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:17:12.375655] [INFO ] [LOCAL     ] Saved forecast: BCO	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/BCO.txt
[2025-12-22T20:17:12.375804] [INFO ] [sig       ] [372/3560] Completed BCO in 0.3s | 2.90 sym/s | Total: 2.1m | ETA: 18.3m
[2025-12-22T20:17:12.375853] [INFO ] [sig       ] [373/3560] Forecasting BCPC...
[2025-12-22T20:17:12.375897] [INFO ] [sig       ] Generating forecast for: BCPC
[2025-12-22T20:17:12.375933] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCPC' from 'https://tdm.silogroup.org/data/derivative_storage/BCPC.csv'.
[2025-12-22T20:17:12.388343] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCPC'.
[2025-12-22T20:17:12.388836] [INFO ] [FORECASTER] Starting predict_future for BCPC
[2025-12-22T20:17:12.389702] [DEBUG] [LOCAL     ] No optimal features file found for BCPC: ./output/feature-sets/BCPC.txt
[2025-12-22T20:17:12.389757] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:17:12.389789] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:17:12.389816] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:17:12.389873] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:17:12.447671] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:17:12.448546] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:17:12.448658] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:17:12.448694] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:17:12.571169] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:17:12.571350] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:17:12.571393] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:17:12.571422] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:17:12.575111] [DEBUG] [FORECASTER] BCPC: Forecast T+1@11:T+2@11: UP (p=59.85%)
[2025-12-22T20:17:12.575470] [INFO ] [FORECASTER] Completed predict_future for BCPC
[2025-12-22T20:17:12.575639] [INFO ] [sig       ] BCPC: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:17:12.721483] [INFO ] [LOCAL     ] Saved forecast: BCPC	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/BCPC.txt
[2025-12-22T20:17:12.721663] [INFO ] [sig       ] [373/3560] Completed BCPC in 0.3s | 2.90 sym/s | Total: 2.1m | ETA: 18.3m
[2025-12-22T20:17:12.721706] [INFO ] [sig       ] [374/3560] Forecasting BCRX...
[2025-12-22T20:17:12.721741] [INFO ] [sig       ] Generating forecast for: BCRX
[2025-12-22T20:17:12.721773] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCRX' from 'https://tdm.silogroup.org/data/derivative_storage/BCRX.csv'.
[2025-12-22T20:17:12.732957] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCRX'.
[2025-12-22T20:17:12.733376] [INFO ] [FORECASTER] Starting predict_future for BCRX
[2025-12-22T20:17:12.734226] [DEBUG] [LOCAL     ] No optimal features file found for BCRX: ./output/feature-sets/BCRX.txt
[2025-12-22T20:17:12.734285] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:17:12.734319] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:17:12.734347] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:17:12.734406] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:17:12.793965] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:17:12.794870] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:17:12.794962] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:17:12.794996] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:17:12.918032] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:17:12.918191] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:17:12.918232] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:17:12.918265] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:17:12.921668] [DEBUG] [FORECASTER] BCRX: Forecast T+1@11:T+2@11: DOWN (p=10.56%)
[2025-12-22T20:17:12.921937] [INFO ] [FORECASTER] Completed predict_future for BCRX
[2025-12-22T20:17:12.922060] [INFO ] [sig       ] BCRX: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:17:13.058685] [INFO ] [LOCAL     ] Saved forecast: BCRX	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/BCRX.txt
[2025-12-22T20:17:13.058815] [INFO ] [sig       ] [374/3560] Completed BCRX in 0.3s | 2.90 sym/s | Total: 2.2m | ETA: 18.3m
[2025-12-22T20:17:13.058855] [INFO ] [sig       ] [375/3560] Forecasting BCS...
[2025-12-22T20:17:13.058885] [INFO ] [sig       ] Generating forecast for: BCS
[2025-12-22T20:17:13.058916] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCS' from 'https://tdm.silogroup.org/data/derivative_storage/BCS.csv'.
[2025-12-22T20:17:13.069721] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCS'.
[2025-12-22T20:17:13.070042] [INFO ] [FORECASTER] Starting predict_future for BCS
[2025-12-22T20:17:13.070813] [DEBUG] [LOCAL     ] No optimal features file found for BCS: ./output/feature-sets/BCS.txt
[2025-12-22T20:17:13.070865] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:17:13.070897] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:17:13.070924] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:17:13.070981] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:17:13.127400] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:17:13.128064] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:17:13.128143] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:17:13.128176] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:17:13.247645] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:17:13.247796] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:17:13.247836] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:17:13.247865] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:17:13.251299] [DEBUG] [FORECASTER] BCS: Forecast T+1@11:T+2@11: UP (p=63.89%)
[2025-12-22T20:17:13.251592] [INFO ] [FORECASTER] Completed predict_future for BCS
[2025-12-22T20:17:13.251739] [INFO ] [sig       ] BCS: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:17:13.386874] [INFO ] [LOCAL     ] Saved forecast: BCS	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/BCS.txt
[2025-12-22T20:17:13.387010] [INFO ] [sig       ] [375/3560] Completed BCS in 0.3s | 2.90 sym/s | Total: 2.2m | ETA: 18.3m
[2025-12-22T20:17:13.387049] [INFO ] [sig       ] [376/3560] Forecasting BCSF...
[2025-12-22T20:17:13.387078] [INFO ] [sig       ] Generating forecast for: BCSF
[2025-12-22T20:17:13.387111] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCSF' from 'https://tdm.silogroup.org/data/derivative_storage/BCSF.csv'.
[2025-12-22T20:17:13.398732] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCSF'.
[2025-12-22T20:17:13.399099] [INFO ] [FORECASTER] Starting predict_future for BCSF
[2025-12-22T20:17:13.399962] [DEBUG] [LOCAL     ] No optimal features file found for BCSF: ./output/feature-sets/BCSF.txt
[2025-12-22T20:17:13.400016] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:17:13.400048] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:17:13.400075] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:17:13.400132] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:17:13.468549] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:17:13.469606] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:17:13.469709] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:17:13.469757] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:17:13.593283] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:17:13.593439] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:17:13.593479] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:17:13.593508] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:17:13.596906] [DEBUG] [FORECASTER] BCSF: Forecast T+1@11:T+2@11: DOWN (p=20.07%)
[2025-12-22T20:17:13.597172] [INFO ] [FORECASTER] Completed predict_future for BCSF
[2025-12-22T20:17:13.597298] [INFO ] [sig       ] BCSF: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:17:13.735909] [INFO ] [LOCAL     ] Saved forecast: BCSF	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/BCSF.txt
[2025-12-22T20:17:13.736056] [INFO ] [sig       ] [376/3560] Completed BCSF in 0.3s | 2.90 sym/s | Total: 2.2m | ETA: 18.3m
[2025-12-22T20:17:13.736097] [INFO ] [sig       ] [377/3560] Forecasting BCTX...
[2025-12-22T20:17:13.736125] [INFO ] [sig       ] Generating forecast for: BCTX
[2025-12-22T20:17:13.736156] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCTX' from 'https://tdm.silogroup.org/data/derivative_storage/BCTX.csv'.
[2025-12-22T20:17:13.748050] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCTX'.
[2025-12-22T20:17:13.748432] [INFO ] [FORECASTER] Starting predict_future for BCTX
[2025-12-22T20:17:13.749242] [DEBUG] [LOCAL     ] No optimal features file found for BCTX: ./output/feature-sets/BCTX.txt
[2025-12-22T20:17:13.749295] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:17:13.749326] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:17:13.749353] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:17:13.749408] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:17:13.807068] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:17:13.807982] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:17:13.808138] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:17:13.808174] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:17:13.928472] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:17:13.928643] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:17:13.928684] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:17:13.928729] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:17:13.932070] [DEBUG] [FORECASTER] BCTX: Forecast T+1@11:T+2@11: DOWN (p=29.78%)
[2025-12-22T20:17:13.932333] [INFO ] [FORECASTER] Completed predict_future for BCTX
[2025-12-22T20:17:13.932455] [INFO ] [sig       ] BCTX: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:17:14.069247] [INFO ] [LOCAL     ] Saved forecast: BCTX	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/BCTX.txt
[2025-12-22T20:17:14.069413] [INFO ] [sig       ] [377/3560] Completed BCTX in 0.3s | 2.90 sym/s | Total: 2.2m | ETA: 18.3m
[2025-12-22T20:17:14.069453] [INFO ] [sig       ] [378/3560] Forecasting BCX...
[2025-12-22T20:17:14.069484] [INFO ] [sig       ] Generating forecast for: BCX
[2025-12-22T20:17:14.069514] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCX' from 'https://tdm.silogroup.org/data/derivative_storage/BCX.csv'.
[2025-12-22T20:17:14.080321] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCX'.
[2025-12-22T20:17:14.080710] [INFO ] [FORECASTER] Starting predict_future for BCX
[2025-12-22T20:17:14.081492] [DEBUG] [LOCAL     ] No optimal features file found for BCX: ./output/feature-sets/BCX.txt
[2025-12-22T20:17:14.081546] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:17:14.081613] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:17:14.081666] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:17:14.081727] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:17:14.138692] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:17:14.139627] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:17:14.139709] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:17:14.139742] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:17:14.259966] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:17:14.260127] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:17:14.260167] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:17:14.260196] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:17:14.263956] [DEBUG] [FORECASTER] BCX: Forecast T+1@11:T+2@11: DOWN (p=1.61%)
[2025-12-22T20:17:14.264267] [INFO ] [FORECASTER] Completed predict_future for BCX
[2025-12-22T20:17:14.264408] [INFO ] [sig       ] BCX: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:17:14.401882] [INFO ] [LOCAL     ] Saved forecast: BCX	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/BCX.txt
[2025-12-22T20:17:14.402019] [INFO ] [sig       ] [378/3560] Completed BCX in 0.3s | 2.90 sym/s | Total: 2.2m | ETA: 18.3m
[2025-12-22T20:17:14.402059] [INFO ] [sig       ] [379/3560] Forecasting BCYC...
[2025-12-22T20:17:14.402088] [INFO ] [sig       ] Generating forecast for: BCYC
[2025-12-22T20:17:14.402117] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCYC' from 'https://tdm.silogroup.org/data/derivative_storage/BCYC.csv'.
[2025-12-22T20:17:14.413302] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCYC'.
[2025-12-22T20:17:14.413748] [INFO ] [FORECASTER] Starting predict_future for BCYC
[2025-12-22T20:17:14.414544] [DEBUG] [LOCAL     ] No optimal features file found for BCYC: ./output/feature-sets/BCYC.txt
[2025-12-22T20:17:14.414624] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:17:14.414664] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:17:14.414691] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:17:14.414748] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:17:14.471414] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:17:14.472271] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:17:14.472356] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:17:14.472419] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:17:14.592001] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:17:14.592174] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:17:14.592213] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:17:14.592241] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:17:14.595606] [DEBUG] [FORECASTER] BCYC: Forecast T+1@11:T+2@11: UP (p=67.89%)
[2025-12-22T20:17:14.595896] [INFO ] [FORECASTER] Completed predict_future for BCYC
[2025-12-22T20:17:14.596025] [INFO ] [sig       ] BCYC: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:17:14.732790] [INFO ] [LOCAL     ] Saved forecast: BCYC	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/BCYC.txt
[2025-12-22T20:17:14.732947] [INFO ] [sig       ] [379/3560] Completed BCYC in 0.3s | 2.90 sym/s | Total: 2.2m | ETA: 18.3m
[2025-12-22T20:17:14.732990] [INFO ] [sig       ] [380/3560] Forecasting BDC...
[2025-12-22T20:17:14.733019] [INFO ] [sig       ] Generating forecast for: BDC
[2025-12-22T20:17:14.733049] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDC' from 'https://tdm.silogroup.org/data/derivative_storage/BDC.csv'.
[2025-12-22T20:17:14.745770] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BDC'.
[2025-12-22T20:17:14.746169] [INFO ] [FORECASTER] Starting predict_future for BDC
[2025-12-22T20:17:14.746998] [DEBUG] [LOCAL     ] No optimal features file found for BDC: ./output/feature-sets/BDC.txt
[2025-12-22T20:17:14.747054] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:17:14.747087] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:17:14.747114] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:17:14.747171] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:17:14.804227] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:17:14.805099] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:17:14.805183] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:17:14.805216] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:17:14.924081] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:17:14.924235] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:17:14.924274] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:17:14.924303] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:17:14.927715] [DEBUG] [FORECASTER] BDC: Forecast T+1@11:T+2@11: UP (p=86.09%)
[2025-12-22T20:17:14.927986] [INFO ] [FORECASTER] Completed predict_future for BDC
[2025-12-22T20:17:14.928106] [INFO ] [sig       ] BDC: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:17:15.064192] [INFO ] [LOCAL     ] Saved forecast: BDC	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/BDC.txt
[2025-12-22T20:17:15.064384] [INFO ] [sig       ] [380/3560] Completed BDC in 0.3s | 2.90 sym/s | Total: 2.2m | ETA: 18.3m
[2025-12-22T20:17:15.064426] [INFO ] [sig       ] [381/3560] Forecasting BDJ...
[2025-12-22T20:17:15.064456] [INFO ] [sig       ] Generating forecast for: BDJ
[2025-12-22T20:17:15.064486] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDJ' from 'https://tdm.silogroup.org/data/derivative_storage/BDJ.csv'.
[2025-12-22T20:17:15.075021] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BDJ'.
[2025-12-22T20:17:15.075397] [INFO ] [FORECASTER] Starting predict_future for BDJ
[2025-12-22T20:17:15.076204] [DEBUG] [LOCAL     ] No optimal features file found for BDJ: ./output/feature-sets/BDJ.txt
[2025-12-22T20:17:15.076261] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:17:15.076300] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:17:15.076334] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:17:15.076418] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:17:15.133142] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:17:15.133991] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:17:15.134072] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:17:15.134104] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:17:15.253659] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:17:15.253813] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:17:15.253853] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:17:15.253881] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:17:15.257218] [DEBUG] [FORECASTER] BDJ: Forecast T+1@11:T+2@11: UP (p=96.58%)
[2025-12-22T20:17:15.257541] [INFO ] [FORECASTER] Completed predict_future for BDJ
[2025-12-22T20:17:15.257693] [INFO ] [sig       ] BDJ: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:17:15.394201] [INFO ] [LOCAL     ] Saved forecast: BDJ	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/BDJ.txt
[2025-12-22T20:17:15.394364] [INFO ] [sig       ] [381/3560] Completed BDJ in 0.3s | 2.90 sym/s | Total: 2.2m | ETA: 18.3m
[2025-12-22T20:17:15.394411] [INFO ] [sig       ] [382/3560] Forecasting BDN...
[2025-12-22T20:17:15.394447] [INFO ] [sig       ] Generating forecast for: BDN
[2025-12-22T20:17:15.394479] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDN' from 'https://tdm.silogroup.org/data/derivative_storage/BDN.csv'.
[2025-12-22T20:17:15.405052] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BDN'.
[2025-12-22T20:17:15.405396] [INFO ] [FORECASTER] Starting predict_future for BDN
[2025-12-22T20:17:15.406176] [DEBUG] [LOCAL     ] No optimal features file found for BDN: ./output/feature-sets/BDN.txt
[2025-12-22T20:17:15.406228] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:17:15.406260] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:17:15.406287] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:17:15.406343] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:17:15.463880] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:17:15.464760] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:17:15.464840] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:17:15.464872] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:17:15.585161] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:17:15.585300] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:17:15.585344] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:17:15.585372] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:17:15.588692] [DEBUG] [FORECASTER] BDN: Forecast T+1@11:T+2@11: UP (p=59.86%)
[2025-12-22T20:17:15.588955] [INFO ] [FORECASTER] Completed predict_future for BDN
[2025-12-22T20:17:15.589105] [INFO ] [sig       ] BDN: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:17:15.729668] [INFO ] [LOCAL     ] Saved forecast: BDN	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/BDN.txt
[2025-12-22T20:17:15.729824] [INFO ] [sig       ] [382/3560] Completed BDN in 0.3s | 2.90 sym/s | Total: 2.2m | ETA: 18.3m
[2025-12-22T20:17:15.729876] [INFO ] [sig       ] [383/3560] Forecasting BDRX...
[2025-12-22T20:17:15.729908] [INFO ] [sig       ] Generating forecast for: BDRX
[2025-12-22T20:17:15.729939] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDRX' from 'https://tdm.silogroup.org/data/derivative_storage/BDRX.csv'.
[2025-12-22T20:17:15.740521] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BDRX'.
[2025-12-22T20:17:15.740874] [INFO ] [FORECASTER] Starting predict_future for BDRX
[2025-12-22T20:17:15.741680] [DEBUG] [LOCAL     ] No optimal features file found for BDRX: ./output/feature-sets/BDRX.txt
[2025-12-22T20:17:15.741744] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:17:15.741777] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:17:15.741804] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:17:15.741860] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:17:15.798936] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:17:15.799826] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:17:15.799910] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:17:15.799942] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:17:15.922397] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:17:15.922549] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:17:15.922607] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:17:15.922638] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:17:15.925924] [DEBUG] [FORECASTER] BDRX: Forecast T+1@11:T+2@11: UP (p=53.19%)
[2025-12-22T20:17:15.926190] [INFO ] [FORECASTER] Completed predict_future for BDRX
[2025-12-22T20:17:15.926315] [INFO ] [sig       ] BDRX: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:17:16.064103] [INFO ] [LOCAL     ] Saved forecast: BDRX	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/BDRX.txt
[2025-12-22T20:17:16.064257] [INFO ] [sig       ] [383/3560] Completed BDRX in 0.3s | 2.90 sym/s | Total: 2.2m | ETA: 18.3m
[2025-12-22T20:17:16.064298] [INFO ] [sig       ] [384/3560] Forecasting BDSX...
[2025-12-22T20:17:16.064328] [INFO ] [sig       ] Generating forecast for: BDSX
[2025-12-22T20:17:16.064358] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDSX' from 'https://tdm.silogroup.org/data/derivative_storage/BDSX.csv'.
[2025-12-22T20:17:16.075010] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BDSX'.
[2025-12-22T20:17:16.075392] [INFO ] [FORECASTER] Starting predict_future for BDSX
[2025-12-22T20:17:16.076174] [DEBUG] [LOCAL     ] No optimal features file found for BDSX: ./output/feature-sets/BDSX.txt
[2025-12-22T20:17:16.076227] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:17:16.076288] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:17:16.076317] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:17:16.076374] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:17:16.132570] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:17:16.133401] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:17:16.133482] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:17:16.133514] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:17:16.246396] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:17:16.246554] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:17:16.246615] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:17:16.246645] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:17:16.250044] [DEBUG] [FORECASTER] BDSX: Forecast T+1@11:T+2@11: DOWN (p=4.42%)
[2025-12-22T20:17:16.250335] [INFO ] [FORECASTER] Completed predict_future for BDSX
[2025-12-22T20:17:16.250466] [INFO ] [sig       ] BDSX: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:17:16.401144] [INFO ] [LOCAL     ] Saved forecast: BDSX	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/BDSX.txt
[2025-12-22T20:17:16.401302] [INFO ] [sig       ] [384/3560] Completed BDSX in 0.3s | 2.90 sym/s | Total: 2.2m | ETA: 18.2m
[2025-12-22T20:17:16.401345] [INFO ] [sig       ] [385/3560] Forecasting BDTX...
[2025-12-22T20:17:16.401377] [INFO ] [sig       ] Generating forecast for: BDTX
[2025-12-22T20:17:16.401408] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDTX' from 'https://tdm.silogroup.org/data/derivative_storage/BDTX.csv'.
[2025-12-22T20:17:16.412616] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BDTX'.
[2025-12-22T20:17:16.413016] [INFO ] [FORECASTER] Starting predict_future for BDTX
[2025-12-22T20:17:16.413835] [DEBUG] [LOCAL     ] No optimal features file found for BDTX: ./output/feature-sets/BDTX.txt
[2025-12-22T20:17:16.413891] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:17:16.413923] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:17:16.413950] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:17:16.414006] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:17:16.471073] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:17:16.471951] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:17:16.472032] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:17:16.472064] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:17:16.594939] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:17:16.595094] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:17:16.595136] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:17:16.595165] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:17:16.598691] [DEBUG] [FORECASTER] BDTX: Forecast T+1@11:T+2@11: UP (p=96.29%)
[2025-12-22T20:17:16.599054] [INFO ] [FORECASTER] Completed predict_future for BDTX
[2025-12-22T20:17:16.599197] [INFO ] [sig       ] BDTX: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:17:16.742507] [INFO ] [LOCAL     ] Saved forecast: BDTX	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/BDTX.txt
[2025-12-22T20:17:16.742685] [INFO ] [sig       ] [385/3560] Completed BDTX in 0.3s | 2.90 sym/s | Total: 2.2m | ETA: 18.2m
[2025-12-22T20:17:16.742728] [INFO ] [sig       ] [386/3560] Forecasting BDX...
[2025-12-22T20:17:16.742759] [INFO ] [sig       ] Generating forecast for: BDX
[2025-12-22T20:17:16.742790] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDX' from 'https://tdm.silogroup.org/data/derivative_storage/BDX.csv'.
[2025-12-22T20:17:16.754276] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BDX'.
[2025-12-22T20:17:16.754661] [INFO ] [FORECASTER] Starting predict_future for BDX
[2025-12-22T20:17:16.755547] [DEBUG] [LOCAL     ] No optimal features file found for BDX: ./output/feature-sets/BDX.txt
[2025-12-22T20:17:16.755634] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:17:16.755678] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:17:16.755714] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:17:16.755778] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:17:16.816402] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:17:16.817296] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:17:16.817387] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:17:16.817421] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:17:16.942716] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:17:16.942881] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:17:16.942922] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:17:16.942952] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:17:16.946505] [DEBUG] [FORECASTER] BDX: Forecast T+1@11:T+2@11: UP (p=80.74%)
[2025-12-22T20:17:16.946836] [INFO ] [FORECASTER] Completed predict_future for BDX
[2025-12-22T20:17:16.946973] [INFO ] [sig       ] BDX: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:17:17.089142] [INFO ] [LOCAL     ] Saved forecast: BDX	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/BDX.txt
[2025-12-22T20:17:17.089335] [INFO ] [sig       ] [386/3560] Completed BDX in 0.3s | 2.90 sym/s | Total: 2.2m | ETA: 18.2m
[2025-12-22T20:17:17.089387] [INFO ] [sig       ] [387/3560] Forecasting BE...
[2025-12-22T20:17:17.089426] [INFO ] [sig       ] Generating forecast for: BE
[2025-12-22T20:17:17.089466] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BE' from 'https://tdm.silogroup.org/data/derivative_storage/BE.csv'.
[2025-12-22T20:17:17.101302] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BE'.
[2025-12-22T20:17:17.101741] [INFO ] [FORECASTER] Starting predict_future for BE
[2025-12-22T20:17:17.102596] [DEBUG] [LOCAL     ] No optimal features file found for BE: ./output/feature-sets/BE.txt
[2025-12-22T20:17:17.102659] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:17:17.102692] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:17:17.102720] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:17:17.102779] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:17:17.163757] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:17:17.164669] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:17:17.164762] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:17:17.164796] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:17:17.285906] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:17:17.286070] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:17:17.286111] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:17:17.286172] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:17:17.289935] [DEBUG] [FORECASTER] BE: Forecast T+1@11:T+2@11: UP (p=99.35%)
[2025-12-22T20:17:17.290326] [INFO ] [FORECASTER] Completed predict_future for BE
[2025-12-22T20:17:17.290486] [INFO ] [sig       ] BE: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:17:17.436394] [INFO ] [LOCAL     ] Saved forecast: BE	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/BE.txt
[2025-12-22T20:17:17.436604] [INFO ] [sig       ] [387/3560] Completed BE in 0.3s | 2.90 sym/s | Total: 2.2m | ETA: 18.2m
[2025-12-22T20:17:17.436647] [INFO ] [sig       ] [388/3560] Forecasting BEAM...
[2025-12-22T20:17:17.436678] [INFO ] [sig       ] Generating forecast for: BEAM
[2025-12-22T20:17:17.436708] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEAM' from 'https://tdm.silogroup.org/data/derivative_storage/BEAM.csv'.
[2025-12-22T20:17:17.449171] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEAM'.
[2025-12-22T20:17:17.449604] [INFO ] [FORECASTER] Starting predict_future for BEAM
[2025-12-22T20:17:17.450440] [DEBUG] [LOCAL     ] No optimal features file found for BEAM: ./output/feature-sets/BEAM.txt
[2025-12-22T20:17:17.450502] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:17:17.450534] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:17:17.450560] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:17:17.450638] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:17:17.510026] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:17:17.511183] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:17:17.511382] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:17:17.511426] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:17:17.630622] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:17:17.630794] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:17:17.630837] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:17:17.630869] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:17:17.634321] [DEBUG] [FORECASTER] BEAM: Forecast T+1@11:T+2@11: DOWN (p=30.82%)
[2025-12-22T20:17:17.634671] [INFO ] [FORECASTER] Completed predict_future for BEAM
[2025-12-22T20:17:17.634814] [INFO ] [sig       ] BEAM: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:17:17.779827] [INFO ] [LOCAL     ] Saved forecast: BEAM	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/BEAM.txt
[2025-12-22T20:17:17.779990] [INFO ] [sig       ] [388/3560] Completed BEAM in 0.3s | 2.90 sym/s | Total: 2.2m | ETA: 18.2m
[2025-12-22T20:17:17.780031] [INFO ] [sig       ] [389/3560] Forecasting BEEM...
[2025-12-22T20:17:17.780065] [INFO ] [sig       ] Generating forecast for: BEEM
[2025-12-22T20:17:17.780109] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEEM' from 'https://tdm.silogroup.org/data/derivative_storage/BEEM.csv'.
[2025-12-22T20:17:17.791896] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEEM'.
[2025-12-22T20:17:17.792310] [INFO ] [FORECASTER] Starting predict_future for BEEM
[2025-12-22T20:17:17.793138] [DEBUG] [LOCAL     ] No optimal features file found for BEEM: ./output/feature-sets/BEEM.txt
[2025-12-22T20:17:17.793195] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:17:17.793243] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:17:17.793281] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:17:17.793343] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:17:17.854875] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:17:17.855922] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:17:17.856011] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:17:17.856047] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:17:17.976043] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:17:17.976199] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:17:17.976241] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:17:17.976271] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:17:17.979950] [DEBUG] [FORECASTER] BEEM: Forecast T+1@11:T+2@11: DOWN (p=40.31%)
[2025-12-22T20:17:17.980279] [INFO ] [FORECASTER] Completed predict_future for BEEM
[2025-12-22T20:17:17.980422] [INFO ] [sig       ] BEEM: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:17:18.123751] [INFO ] [LOCAL     ] Saved forecast: BEEM	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/BEEM.txt
[2025-12-22T20:17:18.123890] [INFO ] [sig       ] [389/3560] Completed BEEM in 0.3s | 2.90 sym/s | Total: 2.2m | ETA: 18.2m
[2025-12-22T20:17:18.123930] [INFO ] [sig       ] [390/3560] Forecasting BEEP...
[2025-12-22T20:17:18.123962] [INFO ] [sig       ] Generating forecast for: BEEP
[2025-12-22T20:17:18.123994] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEEP' from 'https://tdm.silogroup.org/data/derivative_storage/BEEP.csv'.
[2025-12-22T20:17:18.135133] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEEP'.
[2025-12-22T20:17:18.135485] [INFO ] [FORECASTER] Starting predict_future for BEEP
[2025-12-22T20:17:18.136290] [DEBUG] [LOCAL     ] No optimal features file found for BEEP: ./output/feature-sets/BEEP.txt
[2025-12-22T20:17:18.136344] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:17:18.136378] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:17:18.136406] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:17:18.136481] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:17:18.197522] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:17:18.198224] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:17:18.198303] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:17:18.198338] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:17:18.315480] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:17:18.315652] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:17:18.315709] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:17:18.315738] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:17:18.319176] [DEBUG] [FORECASTER] BEEP: Forecast T+1@11:T+2@11: DOWN (p=40.26%)
[2025-12-22T20:17:18.319486] [INFO ] [FORECASTER] Completed predict_future for BEEP
[2025-12-22T20:17:18.319673] [INFO ] [sig       ] BEEP: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:17:18.457691] [INFO ] [LOCAL     ] Saved forecast: BEEP	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/BEEP.txt
[2025-12-22T20:17:18.457845] [INFO ] [sig       ] [390/3560] Completed BEEP in 0.3s | 2.90 sym/s | Total: 2.2m | ETA: 18.2m
[2025-12-22T20:17:18.457886] [INFO ] [sig       ] [391/3560] Forecasting BEKE...
[2025-12-22T20:17:18.457916] [INFO ] [sig       ] Generating forecast for: BEKE
[2025-12-22T20:17:18.457946] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEKE' from 'https://tdm.silogroup.org/data/derivative_storage/BEKE.csv'.
[2025-12-22T20:17:18.469507] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEKE'.
[2025-12-22T20:17:18.469915] [INFO ] [FORECASTER] Starting predict_future for BEKE
[2025-12-22T20:17:18.470786] [DEBUG] [LOCAL     ] No optimal features file found for BEKE: ./output/feature-sets/BEKE.txt
[2025-12-22T20:17:18.470842] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:17:18.470877] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:17:18.470906] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:17:18.470965] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:17:18.529277] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:17:18.530061] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:17:18.530141] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:17:18.530176] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:17:18.647716] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:17:18.647893] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:17:18.647933] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:17:18.647962] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:17:18.651351] [DEBUG] [FORECASTER] BEKE: Forecast T+1@11:T+2@11: UP (p=76.49%)
[2025-12-22T20:17:18.651673] [INFO ] [FORECASTER] Completed predict_future for BEKE
[2025-12-22T20:17:18.651800] [INFO ] [sig       ] BEKE: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:17:18.789025] [INFO ] [LOCAL     ] Saved forecast: BEKE	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/BEKE.txt
[2025-12-22T20:17:18.789179] [INFO ] [sig       ] [391/3560] Completed BEKE in 0.3s | 2.90 sym/s | Total: 2.2m | ETA: 18.2m
[2025-12-22T20:17:18.789219] [INFO ] [sig       ] [392/3560] Forecasting BELFA...
[2025-12-22T20:17:18.789249] [INFO ] [sig       ] Generating forecast for: BELFA
[2025-12-22T20:17:18.789279] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BELFA' from 'https://tdm.silogroup.org/data/derivative_storage/BELFA.csv'.
[2025-12-22T20:17:18.799713] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BELFA'.
[2025-12-22T20:17:18.800031] [INFO ] [FORECASTER] Starting predict_future for BELFA
[2025-12-22T20:17:18.800841] [DEBUG] [LOCAL     ] No optimal features file found for BELFA: ./output/feature-sets/BELFA.txt
[2025-12-22T20:17:18.800894] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:17:18.800926] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:17:18.800953] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:17:18.801009] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:17:18.858459] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:17:18.859404] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:17:18.859487] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:17:18.859520] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:17:18.962460] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:17:18.962605] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:17:18.962645] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:17:18.962673] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:17:18.965923] [DEBUG] [FORECASTER] BELFA: Forecast T+1@11:T+2@11: UP (p=92.05%)
[2025-12-22T20:17:18.966185] [INFO ] [FORECASTER] Completed predict_future for BELFA
[2025-12-22T20:17:18.966309] [INFO ] [sig       ] BELFA: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:17:19.158642] [INFO ] [LOCAL     ] Saved forecast: BELFA	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/BELFA.txt
[2025-12-22T20:17:19.158779] [INFO ] [sig       ] [392/3560] Completed BELFA in 0.4s | 2.90 sym/s | Total: 2.3m | ETA: 18.2m
[2025-12-22T20:17:19.158818] [INFO ] [sig       ] [393/3560] Forecasting BELFB...
[2025-12-22T20:17:19.158847] [INFO ] [sig       ] Generating forecast for: BELFB
[2025-12-22T20:17:19.158876] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BELFB' from 'https://tdm.silogroup.org/data/derivative_storage/BELFB.csv'.
[2025-12-22T20:17:19.169715] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BELFB'.
[2025-12-22T20:17:19.170040] [INFO ] [FORECASTER] Starting predict_future for BELFB
[2025-12-22T20:17:19.170844] [DEBUG] [LOCAL     ] No optimal features file found for BELFB: ./output/feature-sets/BELFB.txt
[2025-12-22T20:17:19.170896] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:17:19.170928] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:17:19.170954] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:17:19.171011] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:17:19.227307] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:17:19.227921] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:17:19.227995] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:17:19.228027] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:17:19.346737] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:17:19.346878] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:17:19.346916] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:17:19.346944] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:17:19.350293] [DEBUG] [FORECASTER] BELFB: Forecast T+1@11:T+2@11: UP (p=84.33%)
[2025-12-22T20:17:19.350562] [INFO ] [FORECASTER] Completed predict_future for BELFB
[2025-12-22T20:17:19.350701] [INFO ] [sig       ] BELFB: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:17:19.487074] [INFO ] [LOCAL     ] Saved forecast: BELFB	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/BELFB.txt
[2025-12-22T20:17:19.487223] [INFO ] [sig       ] [393/3560] Completed BELFB in 0.3s | 2.90 sym/s | Total: 2.3m | ETA: 18.2m
[2025-12-22T20:17:19.487262] [INFO ] [sig       ] [394/3560] Forecasting BEN...
[2025-12-22T20:17:19.487291] [INFO ] [sig       ] Generating forecast for: BEN
[2025-12-22T20:17:19.487320] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEN' from 'https://tdm.silogroup.org/data/derivative_storage/BEN.csv'.
[2025-12-22T20:17:19.498419] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEN'.
[2025-12-22T20:17:19.498817] [INFO ] [FORECASTER] Starting predict_future for BEN
[2025-12-22T20:17:19.499699] [DEBUG] [LOCAL     ] No optimal features file found for BEN: ./output/feature-sets/BEN.txt
[2025-12-22T20:17:19.499752] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:17:19.499800] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:17:19.499828] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:17:19.499884] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:17:19.559383] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:17:19.560158] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:17:19.560286] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:17:19.560325] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:17:19.681609] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:17:19.681767] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:17:19.681806] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:17:19.681836] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:17:19.685287] [DEBUG] [FORECASTER] BEN: Forecast T+1@11:T+2@11: DOWN (p=22.65%)
[2025-12-22T20:17:19.685599] [INFO ] [FORECASTER] Completed predict_future for BEN
[2025-12-22T20:17:19.685735] [INFO ] [sig       ] BEN: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:17:19.823222] [INFO ] [LOCAL     ] Saved forecast: BEN	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/BEN.txt
[2025-12-22T20:17:19.823388] [INFO ] [sig       ] [394/3560] Completed BEN in 0.3s | 2.90 sym/s | Total: 2.3m | ETA: 18.2m
[2025-12-22T20:17:19.823436] [INFO ] [sig       ] [395/3560] Forecasting BEP...
[2025-12-22T20:17:19.823474] [INFO ] [sig       ] Generating forecast for: BEP
[2025-12-22T20:17:19.823511] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEP' from 'https://tdm.silogroup.org/data/derivative_storage/BEP.csv'.
[2025-12-22T20:17:19.834765] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEP'.
[2025-12-22T20:17:19.835144] [INFO ] [FORECASTER] Starting predict_future for BEP
[2025-12-22T20:17:19.835927] [DEBUG] [LOCAL     ] No optimal features file found for BEP: ./output/feature-sets/BEP.txt
[2025-12-22T20:17:19.835980] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:17:19.836011] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:17:19.836037] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:17:19.836092] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:17:19.894041] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:17:19.894931] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:17:19.895039] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:17:19.895073] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:17:20.026520] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:17:20.026686] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:17:20.026726] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:17:20.026755] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:17:20.030091] [DEBUG] [FORECASTER] BEP: Forecast T+1@11:T+2@11: DOWN (p=1.55%)
[2025-12-22T20:17:20.030360] [INFO ] [FORECASTER] Completed predict_future for BEP
[2025-12-22T20:17:20.030488] [INFO ] [sig       ] BEP: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:17:20.172091] [INFO ] [LOCAL     ] Saved forecast: BEP	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/BEP.txt
[2025-12-22T20:17:20.172233] [INFO ] [sig       ] [395/3560] Completed BEP in 0.3s | 2.90 sym/s | Total: 2.3m | ETA: 18.2m
[2025-12-22T20:17:20.172272] [INFO ] [sig       ] [396/3560] Forecasting BEPH...
[2025-12-22T20:17:20.172303] [INFO ] [sig       ] Generating forecast for: BEPH
[2025-12-22T20:17:20.172334] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEPH' from 'https://tdm.silogroup.org/data/derivative_storage/BEPH.csv'.
[2025-12-22T20:17:20.183038] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEPH'.
[2025-12-22T20:17:20.183392] [INFO ] [FORECASTER] Starting predict_future for BEPH
[2025-12-22T20:17:20.184200] [DEBUG] [LOCAL     ] No optimal features file found for BEPH: ./output/feature-sets/BEPH.txt
[2025-12-22T20:17:20.184254] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:17:20.184285] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:17:20.184312] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:17:20.184367] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:17:20.240453] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:17:20.241180] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:17:20.241258] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:17:20.241290] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:17:20.356852] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:17:20.357004] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:17:20.357042] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:17:20.357070] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:17:20.360397] [DEBUG] [FORECASTER] BEPH: Forecast T+1@11:T+2@11: UP (p=99.08%)
[2025-12-22T20:17:20.360685] [INFO ] [FORECASTER] Completed predict_future for BEPH
[2025-12-22T20:17:20.360812] [INFO ] [sig       ] BEPH: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:17:20.496480] [INFO ] [LOCAL     ] Saved forecast: BEPH	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/BEPH.txt
[2025-12-22T20:17:20.496637] [INFO ] [sig       ] [396/3560] Completed BEPH in 0.3s | 2.90 sym/s | Total: 2.3m | ETA: 18.2m
[2025-12-22T20:17:20.496680] [INFO ] [sig       ] [397/3560] Forecasting BEPI...
[2025-12-22T20:17:20.496709] [INFO ] [sig       ] Generating forecast for: BEPI
[2025-12-22T20:17:20.496739] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEPI' from 'https://tdm.silogroup.org/data/derivative_storage/BEPI.csv'.
[2025-12-22T20:17:20.508255] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEPI'.
[2025-12-22T20:17:20.508881] [INFO ] [FORECASTER] Starting predict_future for BEPI
[2025-12-22T20:17:20.510049] [DEBUG] [LOCAL     ] No optimal features file found for BEPI: ./output/feature-sets/BEPI.txt
[2025-12-22T20:17:20.510109] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:17:20.510146] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:17:20.510173] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:17:20.510238] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:17:20.568952] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:17:20.569751] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:17:20.569834] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:17:20.569868] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:17:20.666935] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:17:20.667083] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:17:20.667123] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:17:20.667151] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:17:20.670494] [DEBUG] [FORECASTER] BEPI: Forecast T+1@11:T+2@11: DOWN (p=17.76%)
[2025-12-22T20:17:20.670787] [INFO ] [FORECASTER] Completed predict_future for BEPI
[2025-12-22T20:17:20.670912] [INFO ] [sig       ] BEPI: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:17:20.806016] [INFO ] [LOCAL     ] Saved forecast: BEPI	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/BEPI.txt
[2025-12-22T20:17:20.806215] [INFO ] [sig       ] [397/3560] Completed BEPI in 0.3s | 2.90 sym/s | Total: 2.3m | ETA: 18.2m
[2025-12-22T20:17:20.806262] [INFO ] [sig       ] [398/3560] Forecasting BFAM...
[2025-12-22T20:17:20.806293] [INFO ] [sig       ] Generating forecast for: BFAM
[2025-12-22T20:17:20.806325] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFAM' from 'https://tdm.silogroup.org/data/derivative_storage/BFAM.csv'.
[2025-12-22T20:17:20.818551] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFAM'.
[2025-12-22T20:17:20.818980] [INFO ] [FORECASTER] Starting predict_future for BFAM
[2025-12-22T20:17:20.819878] [DEBUG] [LOCAL     ] No optimal features file found for BFAM: ./output/feature-sets/BFAM.txt
[2025-12-22T20:17:20.819934] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:17:20.819968] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:17:20.819997] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:17:20.820054] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:17:20.878250] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:17:20.879128] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:17:20.879213] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:17:20.879246] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:17:21.000764] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:17:21.000914] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:17:21.000954] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:17:21.000983] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:17:21.004595] [DEBUG] [FORECASTER] BFAM: Forecast T+1@11:T+2@11: DOWN (p=41.03%)
[2025-12-22T20:17:21.004926] [INFO ] [FORECASTER] Completed predict_future for BFAM
[2025-12-22T20:17:21.005078] [INFO ] [sig       ] BFAM: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:17:21.146333] [INFO ] [LOCAL     ] Saved forecast: BFAM	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/BFAM.txt
[2025-12-22T20:17:21.146488] [INFO ] [sig       ] [398/3560] Completed BFAM in 0.3s | 2.90 sym/s | Total: 2.3m | ETA: 18.2m
[2025-12-22T20:17:21.146529] [INFO ] [sig       ] [399/3560] Forecasting BFC...
[2025-12-22T20:17:21.146560] [INFO ] [sig       ] Generating forecast for: BFC
[2025-12-22T20:17:21.146611] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFC' from 'https://tdm.silogroup.org/data/derivative_storage/BFC.csv'.
[2025-12-22T20:17:21.158055] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFC'.
[2025-12-22T20:17:21.158458] [INFO ] [FORECASTER] Starting predict_future for BFC
[2025-12-22T20:17:21.159287] [DEBUG] [LOCAL     ] No optimal features file found for BFC: ./output/feature-sets/BFC.txt
[2025-12-22T20:17:21.159342] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:17:21.159375] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:17:21.159402] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:17:21.159458] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:17:21.216609] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:17:21.217372] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:17:21.217453] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:17:21.217486] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:17:21.339271] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:17:21.339425] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:17:21.339464] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:17:21.339493] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:17:21.342868] [DEBUG] [FORECASTER] BFC: Forecast T+1@11:T+2@11: UP (p=50.64%)
[2025-12-22T20:17:21.343144] [INFO ] [FORECASTER] Completed predict_future for BFC
[2025-12-22T20:17:21.343284] [INFO ] [sig       ] BFC: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:17:21.478726] [INFO ] [LOCAL     ] Saved forecast: BFC	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/BFC.txt
[2025-12-22T20:17:21.478870] [INFO ] [sig       ] [399/3560] Completed BFC in 0.3s | 2.90 sym/s | Total: 2.3m | ETA: 18.1m
[2025-12-22T20:17:21.478911] [INFO ] [sig       ] [400/3560] Forecasting BFH...
[2025-12-22T20:17:21.478942] [INFO ] [sig       ] Generating forecast for: BFH
[2025-12-22T20:17:21.478973] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFH' from 'https://tdm.silogroup.org/data/derivative_storage/BFH.csv'.
[2025-12-22T20:17:21.490092] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFH'.
[2025-12-22T20:17:21.490419] [INFO ] [FORECASTER] Starting predict_future for BFH
[2025-12-22T20:17:21.491221] [DEBUG] [LOCAL     ] No optimal features file found for BFH: ./output/feature-sets/BFH.txt
[2025-12-22T20:17:21.491275] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:17:21.491309] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:17:21.491336] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:17:21.491392] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:17:21.549496] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:17:21.550334] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:17:21.550415] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:17:21.550453] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:17:21.670925] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:17:21.671076] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:17:21.671116] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:17:21.671147] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:17:21.674606] [DEBUG] [FORECASTER] BFH: Forecast T+1@11:T+2@11: DOWN (p=34.18%)
[2025-12-22T20:17:21.674880] [INFO ] [FORECASTER] Completed predict_future for BFH
[2025-12-22T20:17:21.675006] [INFO ] [sig       ] BFH: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:17:21.811390] [INFO ] [LOCAL     ] Saved forecast: BFH	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/BFH.txt
[2025-12-22T20:17:21.811546] [INFO ] [sig       ] [400/3560] Completed BFH in 0.3s | 2.90 sym/s | Total: 2.3m | ETA: 18.1m
[2025-12-22T20:17:21.811608] [INFO ] [sig       ] [401/3560] Forecasting BFIN...
[2025-12-22T20:17:21.811641] [INFO ] [sig       ] Generating forecast for: BFIN
[2025-12-22T20:17:21.811673] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFIN' from 'https://tdm.silogroup.org/data/derivative_storage/BFIN.csv'.
[2025-12-22T20:17:21.823110] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFIN'.
[2025-12-22T20:17:21.823507] [INFO ] [FORECASTER] Starting predict_future for BFIN
[2025-12-22T20:17:21.824291] [DEBUG] [LOCAL     ] No optimal features file found for BFIN: ./output/feature-sets/BFIN.txt
[2025-12-22T20:17:21.824344] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:17:21.824418] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:17:21.824451] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:17:21.824508] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:17:21.883856] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:17:21.884801] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:17:21.884889] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:17:21.884923] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:17:22.018963] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:17:22.019153] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:17:22.019193] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:17:22.019237] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:17:22.022912] [DEBUG] [FORECASTER] BFIN: Forecast T+1@11:T+2@11: UP (p=68.32%)
[2025-12-22T20:17:22.023199] [INFO ] [FORECASTER] Completed predict_future for BFIN
[2025-12-22T20:17:22.023329] [INFO ] [sig       ] BFIN: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:17:22.160672] [INFO ] [LOCAL     ] Saved forecast: BFIN	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/BFIN.txt
[2025-12-22T20:17:22.160810] [INFO ] [sig       ] [401/3560] Completed BFIN in 0.3s | 2.90 sym/s | Total: 2.3m | ETA: 18.1m
[2025-12-22T20:17:22.160851] [INFO ] [sig       ] [402/3560] Forecasting BFK...
[2025-12-22T20:17:22.160881] [INFO ] [sig       ] Generating forecast for: BFK
[2025-12-22T20:17:22.160911] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFK' from 'https://tdm.silogroup.org/data/derivative_storage/BFK.csv'.
[2025-12-22T20:17:22.172276] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFK'.
[2025-12-22T20:17:22.172632] [INFO ] [FORECASTER] Starting predict_future for BFK
[2025-12-22T20:17:22.173383] [DEBUG] [LOCAL     ] No optimal features file found for BFK: ./output/feature-sets/BFK.txt
[2025-12-22T20:17:22.173436] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:17:22.173468] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:17:22.173494] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:17:22.173550] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:17:22.229950] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:17:22.230669] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:17:22.230747] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:17:22.230779] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:17:22.348025] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:17:22.348178] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:17:22.348218] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:17:22.348248] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:17:22.351678] [DEBUG] [FORECASTER] BFK: Forecast T+1@11:T+2@11: DOWN (p=27.09%)
[2025-12-22T20:17:22.351958] [INFO ] [FORECASTER] Completed predict_future for BFK
[2025-12-22T20:17:22.352086] [INFO ] [sig       ] BFK: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:17:22.486627] [INFO ] [LOCAL     ] Saved forecast: BFK	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/BFK.txt
[2025-12-22T20:17:22.486767] [INFO ] [sig       ] [402/3560] Completed BFK in 0.3s | 2.90 sym/s | Total: 2.3m | ETA: 18.1m
[2025-12-22T20:17:22.486808] [INFO ] [sig       ] [403/3560] Forecasting BFLY...
[2025-12-22T20:17:22.486840] [INFO ] [sig       ] Generating forecast for: BFLY
[2025-12-22T20:17:22.486871] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFLY' from 'https://tdm.silogroup.org/data/derivative_storage/BFLY.csv'.
[2025-12-22T20:17:22.498323] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFLY'.
[2025-12-22T20:17:22.498720] [INFO ] [FORECASTER] Starting predict_future for BFLY
[2025-12-22T20:17:22.499533] [DEBUG] [LOCAL     ] No optimal features file found for BFLY: ./output/feature-sets/BFLY.txt
[2025-12-22T20:17:22.499610] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:17:22.499646] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:17:22.499674] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:17:22.499731] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:17:22.556633] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:17:22.557352] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:17:22.557472] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:17:22.557532] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:17:22.677345] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:17:22.677497] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:17:22.677535] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:17:22.677563] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:17:22.680893] [DEBUG] [FORECASTER] BFLY: Forecast T+1@11:T+2@11: DOWN (p=27.93%)
[2025-12-22T20:17:22.681166] [INFO ] [FORECASTER] Completed predict_future for BFLY
[2025-12-22T20:17:22.681292] [INFO ] [sig       ] BFLY: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:17:22.818786] [INFO ] [LOCAL     ] Saved forecast: BFLY	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/BFLY.txt
[2025-12-22T20:17:22.818940] [INFO ] [sig       ] [403/3560] Completed BFLY in 0.3s | 2.90 sym/s | Total: 2.3m | ETA: 18.1m
[2025-12-22T20:17:22.818980] [INFO ] [sig       ] [404/3560] Forecasting BFS...
[2025-12-22T20:17:22.819011] [INFO ] [sig       ] Generating forecast for: BFS
[2025-12-22T20:17:22.819079] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFS' from 'https://tdm.silogroup.org/data/derivative_storage/BFS.csv'.
[2025-12-22T20:17:22.830598] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFS'.
[2025-12-22T20:17:22.830966] [INFO ] [FORECASTER] Starting predict_future for BFS
[2025-12-22T20:17:22.831773] [DEBUG] [LOCAL     ] No optimal features file found for BFS: ./output/feature-sets/BFS.txt
[2025-12-22T20:17:22.831825] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:17:22.831857] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:17:22.831882] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:17:22.831939] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:17:22.888560] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:17:22.889293] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:17:22.889375] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:17:22.889408] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:17:23.005135] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:17:23.005286] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:17:23.005325] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:17:23.005423] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:17:23.008978] [DEBUG] [FORECASTER] BFS: Forecast T+1@11:T+2@11: DOWN (p=47.61%)
[2025-12-22T20:17:23.009308] [INFO ] [FORECASTER] Completed predict_future for BFS
[2025-12-22T20:17:23.009445] [INFO ] [sig       ] BFS: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:17:23.147999] [INFO ] [LOCAL     ] Saved forecast: BFS	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/BFS.txt
[2025-12-22T20:17:23.148186] [INFO ] [sig       ] [404/3560] Completed BFS in 0.3s | 2.90 sym/s | Total: 2.3m | ETA: 18.1m
[2025-12-22T20:17:23.148233] [INFO ] [sig       ] [405/3560] Forecasting BFZ...
[2025-12-22T20:17:23.148265] [INFO ] [sig       ] Generating forecast for: BFZ
[2025-12-22T20:17:23.148295] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFZ' from 'https://tdm.silogroup.org/data/derivative_storage/BFZ.csv'.
[2025-12-22T20:17:23.159728] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFZ'.
[2025-12-22T20:17:23.160105] [INFO ] [FORECASTER] Starting predict_future for BFZ
[2025-12-22T20:17:23.160916] [DEBUG] [LOCAL     ] No optimal features file found for BFZ: ./output/feature-sets/BFZ.txt
[2025-12-22T20:17:23.160969] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:17:23.161002] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:17:23.161045] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:17:23.161102] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:17:23.222727] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:17:23.223843] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:17:23.223958] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:17:23.223992] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:17:23.341032] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:17:23.341184] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:17:23.341224] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:17:23.341277] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:17:23.344737] [DEBUG] [FORECASTER] BFZ: Forecast T+1@11:T+2@11: UP (p=93.87%)
[2025-12-22T20:17:23.345014] [INFO ] [FORECASTER] Completed predict_future for BFZ
[2025-12-22T20:17:23.345140] [INFO ] [sig       ] BFZ: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:17:23.481846] [INFO ] [LOCAL     ] Saved forecast: BFZ	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/BFZ.txt
[2025-12-22T20:17:23.481987] [INFO ] [sig       ] [405/3560] Completed BFZ in 0.3s | 2.90 sym/s | Total: 2.3m | ETA: 18.1m
[2025-12-22T20:17:23.482032] [INFO ] [sig       ] [406/3560] Forecasting BG...
[2025-12-22T20:17:23.482063] [INFO ] [sig       ] Generating forecast for: BG
[2025-12-22T20:17:23.482106] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BG' from 'https://tdm.silogroup.org/data/derivative_storage/BG.csv'.
[2025-12-22T20:17:23.494337] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BG'.
[2025-12-22T20:17:23.494689] [INFO ] [FORECASTER] Starting predict_future for BG
[2025-12-22T20:17:23.495502] [DEBUG] [LOCAL     ] No optimal features file found for BG: ./output/feature-sets/BG.txt
[2025-12-22T20:17:23.495555] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:17:23.495605] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:17:23.495634] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:17:23.495843] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:17:23.553908] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:17:23.554632] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:17:23.554713] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:17:23.554746] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:17:23.673940] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:17:23.674089] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:17:23.674128] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:17:23.674156] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:17:23.677442] [DEBUG] [FORECASTER] BG: Forecast T+1@11:T+2@11: DOWN (p=1.26%)
[2025-12-22T20:17:23.677729] [INFO ] [FORECASTER] Completed predict_future for BG
[2025-12-22T20:17:23.677856] [INFO ] [sig       ] BG: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:17:23.824025] [INFO ] [LOCAL     ] Saved forecast: BG	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/BG.txt
[2025-12-22T20:17:23.824174] [INFO ] [sig       ] [406/3560] Completed BG in 0.3s | 2.90 sym/s | Total: 2.3m | ETA: 18.1m
[2025-12-22T20:17:23.824215] [INFO ] [sig       ] [407/3560] Forecasting BGB...
[2025-12-22T20:17:23.824245] [INFO ] [sig       ] Generating forecast for: BGB
[2025-12-22T20:17:23.824277] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGB' from 'https://tdm.silogroup.org/data/derivative_storage/BGB.csv'.
[2025-12-22T20:17:23.835524] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGB'.
[2025-12-22T20:17:23.835907] [INFO ] [FORECASTER] Starting predict_future for BGB
[2025-12-22T20:17:23.836722] [DEBUG] [LOCAL     ] No optimal features file found for BGB: ./output/feature-sets/BGB.txt
[2025-12-22T20:17:23.836774] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:17:23.836806] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:17:23.836832] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:17:23.836887] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:17:23.893229] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:17:23.893963] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:17:23.894045] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:17:23.894079] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:17:24.015746] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:17:24.015908] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:17:24.015957] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:17:24.015995] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:17:24.019391] [DEBUG] [FORECASTER] BGB: Forecast T+1@11:T+2@11: UP (p=87.02%)
[2025-12-22T20:17:24.019692] [INFO ] [FORECASTER] Completed predict_future for BGB
[2025-12-22T20:17:24.019817] [INFO ] [sig       ] BGB: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:17:24.159017] [INFO ] [LOCAL     ] Saved forecast: BGB	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/BGB.txt
[2025-12-22T20:17:24.159207] [INFO ] [sig       ] [407/3560] Completed BGB in 0.3s | 2.90 sym/s | Total: 2.3m | ETA: 18.1m
[2025-12-22T20:17:24.159261] [INFO ] [sig       ] [408/3560] Forecasting BGC...
[2025-12-22T20:17:24.159303] [INFO ] [sig       ] Generating forecast for: BGC
[2025-12-22T20:17:24.159344] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGC' from 'https://tdm.silogroup.org/data/derivative_storage/BGC.csv'.
[2025-12-22T20:17:24.170530] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGC'.
[2025-12-22T20:17:24.170925] [INFO ] [FORECASTER] Starting predict_future for BGC
[2025-12-22T20:17:24.171746] [DEBUG] [LOCAL     ] No optimal features file found for BGC: ./output/feature-sets/BGC.txt
[2025-12-22T20:17:24.171801] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:17:24.171835] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:17:24.171863] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:17:24.171919] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:17:24.229716] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:17:24.230460] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:17:24.230543] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:17:24.230595] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:17:24.351506] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:17:24.351681] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:17:24.351722] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:17:24.351752] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:17:24.355192] [DEBUG] [FORECASTER] BGC: Forecast T+1@11:T+2@11: DOWN (p=1.48%)
[2025-12-22T20:17:24.355471] [INFO ] [FORECASTER] Completed predict_future for BGC
[2025-12-22T20:17:24.355618] [INFO ] [sig       ] BGC: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:17:24.499525] [INFO ] [LOCAL     ] Saved forecast: BGC	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/BGC.txt
[2025-12-22T20:17:24.499703] [INFO ] [sig       ] [408/3560] Completed BGC in 0.3s | 2.90 sym/s | Total: 2.3m | ETA: 18.1m
[2025-12-22T20:17:24.499745] [INFO ] [sig       ] [409/3560] Forecasting BGH...
[2025-12-22T20:17:24.499778] [INFO ] [sig       ] Generating forecast for: BGH
[2025-12-22T20:17:24.499809] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGH' from 'https://tdm.silogroup.org/data/derivative_storage/BGH.csv'.
[2025-12-22T20:17:24.512238] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGH'.
[2025-12-22T20:17:24.512655] [INFO ] [FORECASTER] Starting predict_future for BGH
[2025-12-22T20:17:24.513438] [DEBUG] [LOCAL     ] No optimal features file found for BGH: ./output/feature-sets/BGH.txt
[2025-12-22T20:17:24.513491] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:17:24.513523] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:17:24.513549] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:17:24.513621] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:17:24.569354] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:17:24.570261] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:17:24.570350] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:17:24.570382] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:17:24.701205] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:17:24.701370] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:17:24.701415] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:17:24.701446] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:17:24.705366] [DEBUG] [FORECASTER] BGH: Forecast T+1@11:T+2@11: UP (p=90.33%)
[2025-12-22T20:17:24.705748] [INFO ] [FORECASTER] Completed predict_future for BGH
[2025-12-22T20:17:24.705893] [INFO ] [sig       ] BGH: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:17:24.870337] [INFO ] [LOCAL     ] Saved forecast: BGH	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/BGH.txt
[2025-12-22T20:17:24.870553] [INFO ] [sig       ] [409/3560] Completed BGH in 0.4s | 2.90 sym/s | Total: 2.3m | ETA: 18.1m
[2025-12-22T20:17:24.870635] [INFO ] [sig       ] [410/3560] Forecasting BGLC...
[2025-12-22T20:17:24.870678] [INFO ] [sig       ] Generating forecast for: BGLC
[2025-12-22T20:17:24.870719] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGLC' from 'https://tdm.silogroup.org/data/derivative_storage/BGLC.csv'.
[2025-12-22T20:17:24.883063] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGLC'.
[2025-12-22T20:17:24.883535] [INFO ] [FORECASTER] Starting predict_future for BGLC
[2025-12-22T20:17:24.884496] [DEBUG] [LOCAL     ] No optimal features file found for BGLC: ./output/feature-sets/BGLC.txt
[2025-12-22T20:17:24.884569] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:17:24.884650] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:17:24.884685] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:17:24.884759] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:17:24.967708] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:17:24.968947] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:17:24.969091] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:17:24.969145] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:17:25.120913] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:17:25.121121] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:17:25.121187] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:17:25.121238] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:17:25.126922] [DEBUG] [FORECASTER] BGLC: Forecast T+1@11:T+2@11: UP (p=85.72%)
[2025-12-22T20:17:25.127486] [INFO ] [FORECASTER] Completed predict_future for BGLC
[2025-12-22T20:17:25.127734] [INFO ] [sig       ] BGLC: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:17:25.355904] [INFO ] [LOCAL     ] Saved forecast: BGLC	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/BGLC.txt
[2025-12-22T20:17:25.356343] [INFO ] [sig       ] [410/3560] Completed BGLC in 0.5s | 2.90 sym/s | Total: 2.4m | ETA: 18.1m
[2025-12-22T20:17:25.356414] [INFO ] [sig       ] [411/3560] Forecasting BGRN...
[2025-12-22T20:17:25.356455] [INFO ] [sig       ] Generating forecast for: BGRN
[2025-12-22T20:17:25.356504] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGRN' from 'https://tdm.silogroup.org/data/derivative_storage/BGRN.csv'.
[2025-12-22T20:17:25.378961] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGRN'.
[2025-12-22T20:17:25.379587] [INFO ] [FORECASTER] Starting predict_future for BGRN
[2025-12-22T20:17:25.380790] [DEBUG] [LOCAL     ] No optimal features file found for BGRN: ./output/feature-sets/BGRN.txt
[2025-12-22T20:17:25.380860] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:17:25.380910] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:17:25.380949] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:17:25.381038] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:17:25.462065] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:17:25.463259] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:17:25.463462] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:17:25.463516] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:17:25.638700] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:17:25.638895] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:17:25.638958] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:17:25.639000] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:17:25.643975] [DEBUG] [FORECASTER] BGRN: Forecast T+1@11:T+2@11: DOWN (p=5.73%)
[2025-12-22T20:17:25.644455] [INFO ] [FORECASTER] Completed predict_future for BGRN
[2025-12-22T20:17:25.644672] [INFO ] [sig       ] BGRN: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:17:25.847308] [INFO ] [LOCAL     ] Saved forecast: BGRN	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/BGRN.txt
[2025-12-22T20:17:25.847476] [INFO ] [sig       ] [411/3560] Completed BGRN in 0.5s | 2.90 sym/s | Total: 2.4m | ETA: 18.1m
[2025-12-22T20:17:25.847520] [INFO ] [sig       ] [412/3560] Forecasting BGS...
[2025-12-22T20:17:25.847551] [INFO ] [sig       ] Generating forecast for: BGS
[2025-12-22T20:17:25.847606] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGS' from 'https://tdm.silogroup.org/data/derivative_storage/BGS.csv'.
[2025-12-22T20:17:25.858929] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGS'.
[2025-12-22T20:17:25.859364] [INFO ] [FORECASTER] Starting predict_future for BGS
[2025-12-22T20:17:25.860213] [DEBUG] [LOCAL     ] No optimal features file found for BGS: ./output/feature-sets/BGS.txt
[2025-12-22T20:17:25.860279] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:17:25.860312] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:17:25.860340] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:17:25.860396] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:17:25.917163] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:17:25.918043] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:17:25.918126] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:17:25.918160] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:17:26.045154] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:17:26.045323] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:17:26.045378] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:17:26.045413] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:17:26.049461] [DEBUG] [FORECASTER] BGS: Forecast T+1@11:T+2@11: UP (p=87.65%)
[2025-12-22T20:17:26.049898] [INFO ] [FORECASTER] Completed predict_future for BGS
[2025-12-22T20:17:26.050065] [INFO ] [sig       ] BGS: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:17:26.192942] [INFO ] [LOCAL     ] Saved forecast: BGS	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/BGS.txt
[2025-12-22T20:17:26.193079] [INFO ] [sig       ] [412/3560] Completed BGS in 0.3s | 2.90 sym/s | Total: 2.4m | ETA: 18.1m
[2025-12-22T20:17:26.193118] [INFO ] [sig       ] [413/3560] Forecasting BGSF...
[2025-12-22T20:17:26.193148] [INFO ] [sig       ] Generating forecast for: BGSF
[2025-12-22T20:17:26.193178] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGSF' from 'https://tdm.silogroup.org/data/derivative_storage/BGSF.csv'.
[2025-12-22T20:17:26.203480] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGSF'.
[2025-12-22T20:17:26.203854] [INFO ] [FORECASTER] Starting predict_future for BGSF
[2025-12-22T20:17:26.204659] [DEBUG] [LOCAL     ] No optimal features file found for BGSF: ./output/feature-sets/BGSF.txt
[2025-12-22T20:17:26.204713] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:17:26.204746] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:17:26.204773] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:17:26.204830] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:17:26.262771] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:17:26.263445] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:17:26.263524] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:17:26.263557] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:17:26.380877] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:17:26.381016] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:17:26.381055] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:17:26.381083] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:17:26.384387] [DEBUG] [FORECASTER] BGSF: Forecast T+1@11:T+2@11: DOWN (p=2.34%)
[2025-12-22T20:17:26.384671] [INFO ] [FORECASTER] Completed predict_future for BGSF
[2025-12-22T20:17:26.384793] [INFO ] [sig       ] BGSF: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:17:26.520297] [INFO ] [LOCAL     ] Saved forecast: BGSF	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/BGSF.txt
[2025-12-22T20:17:26.520425] [INFO ] [sig       ] [413/3560] Completed BGSF in 0.3s | 2.90 sym/s | Total: 2.4m | ETA: 18.1m
[2025-12-22T20:17:26.520463] [INFO ] [sig       ] [414/3560] Forecasting BGX...
[2025-12-22T20:17:26.520492] [INFO ] [sig       ] Generating forecast for: BGX
[2025-12-22T20:17:26.520521] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGX' from 'https://tdm.silogroup.org/data/derivative_storage/BGX.csv'.
[2025-12-22T20:17:26.531046] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGX'.
[2025-12-22T20:17:26.531361] [INFO ] [FORECASTER] Starting predict_future for BGX
[2025-12-22T20:17:26.532140] [DEBUG] [LOCAL     ] No optimal features file found for BGX: ./output/feature-sets/BGX.txt
[2025-12-22T20:17:26.532193] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:17:26.532226] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:17:26.532253] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:17:26.532309] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:17:26.600660] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:17:26.601424] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:17:26.601511] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:17:26.601556] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:17:26.729635] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:17:26.729802] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:17:26.729843] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:17:26.729871] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:17:26.733485] [DEBUG] [FORECASTER] BGX: Forecast T+1@11:T+2@11: DOWN (p=8.89%)
[2025-12-22T20:17:26.733774] [INFO ] [FORECASTER] Completed predict_future for BGX
[2025-12-22T20:17:26.733895] [INFO ] [sig       ] BGX: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:17:26.867719] [INFO ] [LOCAL     ] Saved forecast: BGX	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/BGX.txt
[2025-12-22T20:17:26.867887] [INFO ] [sig       ] [414/3560] Completed BGX in 0.3s | 2.90 sym/s | Total: 2.4m | ETA: 18.1m
[2025-12-22T20:17:26.867928] [INFO ] [sig       ] [415/3560] Forecasting BGY...
[2025-12-22T20:17:26.867957] [INFO ] [sig       ] Generating forecast for: BGY
[2025-12-22T20:17:26.867989] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGY' from 'https://tdm.silogroup.org/data/derivative_storage/BGY.csv'.
[2025-12-22T20:17:26.878198] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGY'.
[2025-12-22T20:17:26.878525] [INFO ] [FORECASTER] Starting predict_future for BGY
[2025-12-22T20:17:26.879333] [DEBUG] [LOCAL     ] No optimal features file found for BGY: ./output/feature-sets/BGY.txt
[2025-12-22T20:17:26.879386] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:17:26.879418] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:17:26.879444] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:17:26.879499] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:17:26.935861] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:17:26.936497] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:17:26.936591] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:17:26.936630] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:17:27.058167] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:17:27.058315] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:17:27.058353] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:17:27.058382] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:17:27.061733] [DEBUG] [FORECASTER] BGY: Forecast T+1@11:T+2@11: UP (p=75.36%)
[2025-12-22T20:17:27.061998] [INFO ] [FORECASTER] Completed predict_future for BGY
[2025-12-22T20:17:27.062118] [INFO ] [sig       ] BGY: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:17:27.197560] [INFO ] [LOCAL     ] Saved forecast: BGY	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/BGY.txt
[2025-12-22T20:17:27.197737] [INFO ] [sig       ] [415/3560] Completed BGY in 0.3s | 2.90 sym/s | Total: 2.4m | ETA: 18.1m
[2025-12-22T20:17:27.197778] [INFO ] [sig       ] [416/3560] Forecasting BHC...
[2025-12-22T20:17:27.197808] [INFO ] [sig       ] Generating forecast for: BHC
[2025-12-22T20:17:27.197838] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHC' from 'https://tdm.silogroup.org/data/derivative_storage/BHC.csv'.
[2025-12-22T20:17:27.208734] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHC'.
[2025-12-22T20:17:27.209137] [INFO ] [FORECASTER] Starting predict_future for BHC
[2025-12-22T20:17:27.209928] [DEBUG] [LOCAL     ] No optimal features file found for BHC: ./output/feature-sets/BHC.txt
[2025-12-22T20:17:27.209981] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:17:27.210013] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:17:27.210040] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:17:27.210095] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:17:27.266549] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:17:27.267411] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:17:27.267490] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:17:27.267523] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:17:27.385176] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:17:27.385303] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:17:27.385343] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:17:27.385370] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:17:27.388599] [DEBUG] [FORECASTER] BHC: Forecast T+1@11:T+2@11: UP (p=82.07%)
[2025-12-22T20:17:27.388863] [INFO ] [FORECASTER] Completed predict_future for BHC
[2025-12-22T20:17:27.388984] [INFO ] [sig       ] BHC: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:17:27.523093] [INFO ] [LOCAL     ] Saved forecast: BHC	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/BHC.txt
[2025-12-22T20:17:27.523224] [INFO ] [sig       ] [416/3560] Completed BHC in 0.3s | 2.90 sym/s | Total: 2.4m | ETA: 18.1m
[2025-12-22T20:17:27.523264] [INFO ] [sig       ] [417/3560] Forecasting BHE...
[2025-12-22T20:17:27.523293] [INFO ] [sig       ] Generating forecast for: BHE
[2025-12-22T20:17:27.523321] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHE' from 'https://tdm.silogroup.org/data/derivative_storage/BHE.csv'.
[2025-12-22T20:17:27.534310] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHE'.
[2025-12-22T20:17:27.534662] [INFO ] [FORECASTER] Starting predict_future for BHE
[2025-12-22T20:17:27.535412] [DEBUG] [LOCAL     ] No optimal features file found for BHE: ./output/feature-sets/BHE.txt
[2025-12-22T20:17:27.535464] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:17:27.535497] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:17:27.535523] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:17:27.535607] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:17:27.591226] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:17:27.591895] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:17:27.591991] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:17:27.592023] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:17:27.707604] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:17:27.707749] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:17:27.707787] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:17:27.707815] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:17:27.711107] [DEBUG] [FORECASTER] BHE: Forecast T+1@11:T+2@11: UP (p=95.15%)
[2025-12-22T20:17:27.711372] [INFO ] [FORECASTER] Completed predict_future for BHE
[2025-12-22T20:17:27.711495] [INFO ] [sig       ] BHE: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:17:27.845971] [INFO ] [LOCAL     ] Saved forecast: BHE	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/BHE.txt
[2025-12-22T20:17:27.846102] [INFO ] [sig       ] [417/3560] Completed BHE in 0.3s | 2.90 sym/s | Total: 2.4m | ETA: 18.1m
[2025-12-22T20:17:27.846140] [INFO ] [sig       ] [418/3560] Forecasting BHF...
[2025-12-22T20:17:27.846171] [INFO ] [sig       ] Generating forecast for: BHF
[2025-12-22T20:17:27.846200] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHF' from 'https://tdm.silogroup.org/data/derivative_storage/BHF.csv'.
[2025-12-22T20:17:27.857384] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHF'.
[2025-12-22T20:17:27.857735] [INFO ] [FORECASTER] Starting predict_future for BHF
[2025-12-22T20:17:27.858489] [DEBUG] [LOCAL     ] No optimal features file found for BHF: ./output/feature-sets/BHF.txt
[2025-12-22T20:17:27.858541] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:17:27.858658] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:17:27.858688] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:17:27.858745] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:17:27.914224] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:17:27.914853] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:17:27.914929] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:17:27.914961] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:17:28.033526] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:17:28.033700] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:17:28.033741] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:17:28.033954] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:17:28.037496] [DEBUG] [FORECASTER] BHF: Forecast T+1@11:T+2@11: DOWN (p=0.81%)
[2025-12-22T20:17:28.037808] [INFO ] [FORECASTER] Completed predict_future for BHF
[2025-12-22T20:17:28.037938] [INFO ] [sig       ] BHF: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:17:28.172548] [INFO ] [LOCAL     ] Saved forecast: BHF	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/BHF.txt
[2025-12-22T20:17:28.172705] [INFO ] [sig       ] [418/3560] Completed BHF in 0.3s | 2.90 sym/s | Total: 2.4m | ETA: 18.1m
[2025-12-22T20:17:28.172745] [INFO ] [sig       ] [419/3560] Forecasting BHFAL...
[2025-12-22T20:17:28.172775] [INFO ] [sig       ] Generating forecast for: BHFAL
[2025-12-22T20:17:28.172805] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHFAL' from 'https://tdm.silogroup.org/data/derivative_storage/BHFAL.csv'.
[2025-12-22T20:17:28.183336] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHFAL'.
[2025-12-22T20:17:28.183700] [INFO ] [FORECASTER] Starting predict_future for BHFAL
[2025-12-22T20:17:28.184456] [DEBUG] [LOCAL     ] No optimal features file found for BHFAL: ./output/feature-sets/BHFAL.txt
[2025-12-22T20:17:28.184507] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:17:28.184539] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:17:28.184564] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:17:28.184643] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:17:28.240569] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:17:28.241289] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:17:28.241370] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:17:28.241402] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:17:28.362865] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:17:28.363018] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:17:28.363059] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:17:28.363087] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:17:28.366856] [DEBUG] [FORECASTER] BHFAL: Forecast T+1@11:T+2@11: DOWN (p=25.86%)
[2025-12-22T20:17:28.367141] [INFO ] [FORECASTER] Completed predict_future for BHFAL
[2025-12-22T20:17:28.367272] [INFO ] [sig       ] BHFAL: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:17:28.510915] [INFO ] [LOCAL     ] Saved forecast: BHFAL	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/BHFAL.txt
[2025-12-22T20:17:28.511083] [INFO ] [sig       ] [419/3560] Completed BHFAL in 0.3s | 2.90 sym/s | Total: 2.4m | ETA: 18.1m
[2025-12-22T20:17:28.511138] [INFO ] [sig       ] [420/3560] Forecasting BHFAM...
[2025-12-22T20:17:28.511173] [INFO ] [sig       ] Generating forecast for: BHFAM
[2025-12-22T20:17:28.511205] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHFAM' from 'https://tdm.silogroup.org/data/derivative_storage/BHFAM.csv'.
[2025-12-22T20:17:28.521917] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHFAM'.
[2025-12-22T20:17:28.522277] [INFO ] [FORECASTER] Starting predict_future for BHFAM
[2025-12-22T20:17:28.523140] [DEBUG] [LOCAL     ] No optimal features file found for BHFAM: ./output/feature-sets/BHFAM.txt
[2025-12-22T20:17:28.523195] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:17:28.523228] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:17:28.523255] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:17:28.523311] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:17:28.585963] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:17:28.586702] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:17:28.586792] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:17:28.586827] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:17:28.713406] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:17:28.713558] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:17:28.713614] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:17:28.713649] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:17:28.717206] [DEBUG] [FORECASTER] BHFAM: Forecast T+1@11:T+2@11: DOWN (p=4.92%)
[2025-12-22T20:17:28.717482] [INFO ] [FORECASTER] Completed predict_future for BHFAM
[2025-12-22T20:17:28.717625] [INFO ] [sig       ] BHFAM: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:17:28.864056] [INFO ] [LOCAL     ] Saved forecast: BHFAM	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/BHFAM.txt
[2025-12-22T20:17:28.864207] [INFO ] [sig       ] [420/3560] Completed BHFAM in 0.4s | 2.90 sym/s | Total: 2.4m | ETA: 18.0m
[2025-12-22T20:17:28.864247] [INFO ] [sig       ] [421/3560] Forecasting BHFAN...
[2025-12-22T20:17:28.864278] [INFO ] [sig       ] Generating forecast for: BHFAN
[2025-12-22T20:17:28.864310] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHFAN' from 'https://tdm.silogroup.org/data/derivative_storage/BHFAN.csv'.
[2025-12-22T20:17:28.875977] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHFAN'.
[2025-12-22T20:17:28.876343] [INFO ] [FORECASTER] Starting predict_future for BHFAN
[2025-12-22T20:17:28.877310] [DEBUG] [LOCAL     ] No optimal features file found for BHFAN: ./output/feature-sets/BHFAN.txt
[2025-12-22T20:17:28.877372] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:17:28.877409] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:17:28.877437] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:17:28.877492] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:17:28.940184] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:17:28.941067] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:17:28.941160] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:17:28.941194] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:17:29.070373] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:17:29.070531] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:17:29.070590] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:17:29.070664] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:17:29.074445] [DEBUG] [FORECASTER] BHFAN: Forecast T+1@11:T+2@11: UP (p=92.80%)
[2025-12-22T20:17:29.074760] [INFO ] [FORECASTER] Completed predict_future for BHFAN
[2025-12-22T20:17:29.074928] [INFO ] [sig       ] BHFAN: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:17:29.222962] [INFO ] [LOCAL     ] Saved forecast: BHFAN	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/BHFAN.txt
[2025-12-22T20:17:29.223178] [INFO ] [sig       ] [421/3560] Completed BHFAN in 0.4s | 2.90 sym/s | Total: 2.4m | ETA: 18.0m
[2025-12-22T20:17:29.223227] [INFO ] [sig       ] [422/3560] Forecasting BHFAO...
[2025-12-22T20:17:29.223258] [INFO ] [sig       ] Generating forecast for: BHFAO
[2025-12-22T20:17:29.223298] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHFAO' from 'https://tdm.silogroup.org/data/derivative_storage/BHFAO.csv'.
[2025-12-22T20:17:29.235274] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHFAO'.
[2025-12-22T20:17:29.235726] [INFO ] [FORECASTER] Starting predict_future for BHFAO
[2025-12-22T20:17:29.236568] [DEBUG] [LOCAL     ] No optimal features file found for BHFAO: ./output/feature-sets/BHFAO.txt
[2025-12-22T20:17:29.236640] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:17:29.236673] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:17:29.236703] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:17:29.236772] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:17:29.300009] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:17:29.300892] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:17:29.300994] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:17:29.301029] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:17:29.425696] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:17:29.425853] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:17:29.425893] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:17:29.425922] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:17:29.430181] [DEBUG] [FORECASTER] BHFAO: Forecast T+1@11:T+2@11: UP (p=94.75%)
[2025-12-22T20:17:29.430502] [INFO ] [FORECASTER] Completed predict_future for BHFAO
[2025-12-22T20:17:29.430667] [INFO ] [sig       ] BHFAO: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:17:29.566306] [INFO ] [LOCAL     ] Saved forecast: BHFAO	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/BHFAO.txt
[2025-12-22T20:17:29.566442] [INFO ] [sig       ] [422/3560] Completed BHFAO in 0.3s | 2.90 sym/s | Total: 2.4m | ETA: 18.0m
[2025-12-22T20:17:29.566481] [INFO ] [sig       ] [423/3560] Forecasting BHFAP...
[2025-12-22T20:17:29.566511] [INFO ] [sig       ] Generating forecast for: BHFAP
[2025-12-22T20:17:29.566541] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHFAP' from 'https://tdm.silogroup.org/data/derivative_storage/BHFAP.csv'.
[2025-12-22T20:17:29.577065] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHFAP'.
[2025-12-22T20:17:29.577412] [INFO ] [FORECASTER] Starting predict_future for BHFAP
[2025-12-22T20:17:29.578203] [DEBUG] [LOCAL     ] No optimal features file found for BHFAP: ./output/feature-sets/BHFAP.txt
[2025-12-22T20:17:29.578257] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:17:29.578289] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:17:29.578315] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:17:29.578372] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:17:29.633874] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:17:29.634523] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:17:29.634619] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:17:29.634653] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:17:29.750283] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:17:29.750432] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:17:29.750472] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:17:29.750502] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:17:29.753826] [DEBUG] [FORECASTER] BHFAP: Forecast T+1@11:T+2@11: UP (p=94.00%)
[2025-12-22T20:17:29.754095] [INFO ] [FORECASTER] Completed predict_future for BHFAP
[2025-12-22T20:17:29.754250] [INFO ] [sig       ] BHFAP: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:17:29.887843] [INFO ] [LOCAL     ] Saved forecast: BHFAP	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/BHFAP.txt
[2025-12-22T20:17:29.887979] [INFO ] [sig       ] [423/3560] Completed BHFAP in 0.3s | 2.90 sym/s | Total: 2.4m | ETA: 18.0m
[2025-12-22T20:17:29.888017] [INFO ] [sig       ] [424/3560] Forecasting BHK...
[2025-12-22T20:17:29.888047] [INFO ] [sig       ] Generating forecast for: BHK
[2025-12-22T20:17:29.888078] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHK' from 'https://tdm.silogroup.org/data/derivative_storage/BHK.csv'.
[2025-12-22T20:17:29.898601] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHK'.
[2025-12-22T20:17:29.898936] [INFO ] [FORECASTER] Starting predict_future for BHK
[2025-12-22T20:17:29.899782] [DEBUG] [LOCAL     ] No optimal features file found for BHK: ./output/feature-sets/BHK.txt
[2025-12-22T20:17:29.899836] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:17:29.899868] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:17:29.899895] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:17:29.899951] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:17:29.962641] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:17:29.963389] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:17:29.963485] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:17:29.963523] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:17:30.093629] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:17:30.093791] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:17:30.094023] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:17:30.094052] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:17:30.097614] [DEBUG] [FORECASTER] BHK: Forecast T+1@11:T+2@11: UP (p=84.20%)
[2025-12-22T20:17:30.097892] [INFO ] [FORECASTER] Completed predict_future for BHK
[2025-12-22T20:17:30.098026] [INFO ] [sig       ] BHK: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:17:30.233607] [INFO ] [LOCAL     ] Saved forecast: BHK	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/BHK.txt
[2025-12-22T20:17:30.233734] [INFO ] [sig       ] [424/3560] Completed BHK in 0.3s | 2.90 sym/s | Total: 2.4m | ETA: 18.0m
[2025-12-22T20:17:30.233773] [INFO ] [sig       ] [425/3560] Forecasting BHP...
[2025-12-22T20:17:30.233803] [INFO ] [sig       ] Generating forecast for: BHP
[2025-12-22T20:17:30.233834] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHP' from 'https://tdm.silogroup.org/data/derivative_storage/BHP.csv'.
[2025-12-22T20:17:30.244687] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHP'.
[2025-12-22T20:17:30.244991] [INFO ] [FORECASTER] Starting predict_future for BHP
[2025-12-22T20:17:30.245792] [DEBUG] [LOCAL     ] No optimal features file found for BHP: ./output/feature-sets/BHP.txt
[2025-12-22T20:17:30.245844] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:17:30.245877] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:17:30.245904] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:17:30.245962] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:17:30.304216] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:17:30.304886] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:17:30.304964] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:17:30.304996] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:17:30.428742] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:17:30.428888] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:17:30.428944] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:17:30.428976] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:17:30.432441] [DEBUG] [FORECASTER] BHP: Forecast T+1@11:T+2@11: UP (p=50.25%)
[2025-12-22T20:17:30.432743] [INFO ] [FORECASTER] Completed predict_future for BHP
[2025-12-22T20:17:30.433028] [INFO ] [sig       ] BHP: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:17:30.572785] [INFO ] [LOCAL     ] Saved forecast: BHP	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/BHP.txt
[2025-12-22T20:17:30.572947] [INFO ] [sig       ] [425/3560] Completed BHP in 0.3s | 2.90 sym/s | Total: 2.4m | ETA: 18.0m
[2025-12-22T20:17:30.572986] [INFO ] [sig       ] [426/3560] Forecasting BHRB...
[2025-12-22T20:17:30.573015] [INFO ] [sig       ] Generating forecast for: BHRB
[2025-12-22T20:17:30.573045] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHRB' from 'https://tdm.silogroup.org/data/derivative_storage/BHRB.csv'.
[2025-12-22T20:17:30.584430] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHRB'.
[2025-12-22T20:17:30.584823] [INFO ] [FORECASTER] Starting predict_future for BHRB
[2025-12-22T20:17:30.585619] [DEBUG] [LOCAL     ] No optimal features file found for BHRB: ./output/feature-sets/BHRB.txt
[2025-12-22T20:17:30.585674] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:17:30.585706] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:17:30.585734] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:17:30.585791] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:17:30.643978] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:17:30.644907] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:17:30.645005] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:17:30.645039] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:17:30.762135] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:17:30.762295] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:17:30.762336] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:17:30.762364] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:17:30.765836] [DEBUG] [FORECASTER] BHRB: Forecast T+1@11:T+2@11: DOWN (p=5.41%)
[2025-12-22T20:17:30.766122] [INFO ] [FORECASTER] Completed predict_future for BHRB
[2025-12-22T20:17:30.766251] [INFO ] [sig       ] BHRB: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:17:30.904412] [INFO ] [LOCAL     ] Saved forecast: BHRB	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/BHRB.txt
[2025-12-22T20:17:30.904587] [INFO ] [sig       ] [426/3560] Completed BHRB in 0.3s | 2.90 sym/s | Total: 2.4m | ETA: 18.0m
[2025-12-22T20:17:30.904628] [INFO ] [sig       ] [427/3560] Forecasting BHVN...
[2025-12-22T20:17:30.904659] [INFO ] [sig       ] Generating forecast for: BHVN
[2025-12-22T20:17:30.904690] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHVN' from 'https://tdm.silogroup.org/data/derivative_storage/BHVN.csv'.
[2025-12-22T20:17:30.916263] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHVN'.
[2025-12-22T20:17:30.916626] [INFO ] [FORECASTER] Starting predict_future for BHVN
[2025-12-22T20:17:30.917420] [DEBUG] [LOCAL     ] No optimal features file found for BHVN: ./output/feature-sets/BHVN.txt
[2025-12-22T20:17:30.917474] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:17:30.917506] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:17:30.917533] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:17:30.917606] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:17:30.975175] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:17:30.976023] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:17:30.976120] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:17:30.976154] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:17:31.093957] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:17:31.094113] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:17:31.094153] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:17:31.094182] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:17:31.097646] [DEBUG] [FORECASTER] BHVN: Forecast T+1@11:T+2@11: UP (p=90.82%)
[2025-12-22T20:17:31.097929] [INFO ] [FORECASTER] Completed predict_future for BHVN
[2025-12-22T20:17:31.098056] [INFO ] [sig       ] BHVN: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:17:31.236326] [INFO ] [LOCAL     ] Saved forecast: BHVN	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/BHVN.txt
[2025-12-22T20:17:31.236472] [INFO ] [sig       ] [427/3560] Completed BHVN in 0.3s | 2.90 sym/s | Total: 2.5m | ETA: 18.0m
[2025-12-22T20:17:31.236512] [INFO ] [sig       ] [428/3560] Forecasting BIAF...
[2025-12-22T20:17:31.236542] [INFO ] [sig       ] Generating forecast for: BIAF
[2025-12-22T20:17:31.236592] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIAF' from 'https://tdm.silogroup.org/data/derivative_storage/BIAF.csv'.
[2025-12-22T20:17:31.247216] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIAF'.
[2025-12-22T20:17:31.247550] [INFO ] [FORECASTER] Starting predict_future for BIAF
[2025-12-22T20:17:31.248326] [DEBUG] [LOCAL     ] No optimal features file found for BIAF: ./output/feature-sets/BIAF.txt
[2025-12-22T20:17:31.248379] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:17:31.248411] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:17:31.248438] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:17:31.248495] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:17:31.306885] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:17:31.307753] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:17:31.307890] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:17:31.307925] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:17:31.417927] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:17:31.418082] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:17:31.418124] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:17:31.418153] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:17:31.421614] [DEBUG] [FORECASTER] BIAF: Forecast T+1@11:T+2@11: UP (p=97.58%)
[2025-12-22T20:17:31.421900] [INFO ] [FORECASTER] Completed predict_future for BIAF
[2025-12-22T20:17:31.422030] [INFO ] [sig       ] BIAF: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:17:31.558165] [INFO ] [LOCAL     ] Saved forecast: BIAF	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/BIAF.txt
[2025-12-22T20:17:31.558323] [INFO ] [sig       ] [428/3560] Completed BIAF in 0.3s | 2.90 sym/s | Total: 2.5m | ETA: 18.0m
[2025-12-22T20:17:31.558363] [INFO ] [sig       ] [429/3560] Forecasting BIB...
[2025-12-22T20:17:31.558393] [INFO ] [sig       ] Generating forecast for: BIB
[2025-12-22T20:17:31.558425] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIB' from 'https://tdm.silogroup.org/data/derivative_storage/BIB.csv'.
[2025-12-22T20:17:31.569567] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIB'.
[2025-12-22T20:17:31.569959] [INFO ] [FORECASTER] Starting predict_future for BIB
[2025-12-22T20:17:31.570798] [DEBUG] [LOCAL     ] No optimal features file found for BIB: ./output/feature-sets/BIB.txt
[2025-12-22T20:17:31.570854] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:17:31.570902] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:17:31.570930] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:17:31.570987] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:17:31.628752] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:17:31.629613] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:17:31.629693] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:17:31.629727] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:17:31.738408] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:17:31.738559] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:17:31.738618] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:17:31.738648] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:17:31.742038] [DEBUG] [FORECASTER] BIB: Forecast T+1@11:T+2@11: UP (p=91.49%)
[2025-12-22T20:17:31.742308] [INFO ] [FORECASTER] Completed predict_future for BIB
[2025-12-22T20:17:31.742431] [INFO ] [sig       ] BIB: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:17:31.879913] [INFO ] [LOCAL     ] Saved forecast: BIB	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/BIB.txt
[2025-12-22T20:17:31.880042] [INFO ] [sig       ] [429/3560] Completed BIB in 0.3s | 2.90 sym/s | Total: 2.5m | ETA: 18.0m
[2025-12-22T20:17:31.880081] [INFO ] [sig       ] [430/3560] Forecasting BIIB...
[2025-12-22T20:17:31.880112] [INFO ] [sig       ] Generating forecast for: BIIB
[2025-12-22T20:17:31.880141] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIIB' from 'https://tdm.silogroup.org/data/derivative_storage/BIIB.csv'.
[2025-12-22T20:17:31.891193] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIIB'.
[2025-12-22T20:17:31.891505] [INFO ] [FORECASTER] Starting predict_future for BIIB
[2025-12-22T20:17:31.892278] [DEBUG] [LOCAL     ] No optimal features file found for BIIB: ./output/feature-sets/BIIB.txt
[2025-12-22T20:17:31.892331] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:17:31.892363] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:17:31.892389] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:17:31.892445] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:17:31.948799] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:17:31.949466] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:17:31.949541] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:17:31.949590] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:17:32.082700] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:17:32.082854] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:17:32.083089] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:17:32.083117] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:17:32.086489] [DEBUG] [FORECASTER] BIIB: Forecast T+1@11:T+2@11: DOWN (p=3.29%)
[2025-12-22T20:17:32.086780] [INFO ] [FORECASTER] Completed predict_future for BIIB
[2025-12-22T20:17:32.086906] [INFO ] [sig       ] BIIB: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:17:32.225402] [INFO ] [LOCAL     ] Saved forecast: BIIB	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/BIIB.txt
[2025-12-22T20:17:32.225557] [INFO ] [sig       ] [430/3560] Completed BIIB in 0.3s | 2.90 sym/s | Total: 2.5m | ETA: 18.0m
[2025-12-22T20:17:32.225616] [INFO ] [sig       ] [431/3560] Forecasting BILI...
[2025-12-22T20:17:32.225647] [INFO ] [sig       ] Generating forecast for: BILI
[2025-12-22T20:17:32.225677] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BILI' from 'https://tdm.silogroup.org/data/derivative_storage/BILI.csv'.
[2025-12-22T20:17:32.236797] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BILI'.
[2025-12-22T20:17:32.237171] [INFO ] [FORECASTER] Starting predict_future for BILI
[2025-12-22T20:17:32.237943] [DEBUG] [LOCAL     ] No optimal features file found for BILI: ./output/feature-sets/BILI.txt
[2025-12-22T20:17:32.237994] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:17:32.238027] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:17:32.238054] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:17:32.238110] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:17:32.299062] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:17:32.300022] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:17:32.300109] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:17:32.300150] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:17:32.423527] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:17:32.423714] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:17:32.423760] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:17:32.423791] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:17:32.427245] [DEBUG] [FORECASTER] BILI: Forecast T+1@11:T+2@11: UP (p=92.60%)
[2025-12-22T20:17:32.427529] [INFO ] [FORECASTER] Completed predict_future for BILI
[2025-12-22T20:17:32.427676] [INFO ] [sig       ] BILI: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:17:32.566363] [INFO ] [LOCAL     ] Saved forecast: BILI	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/BILI.txt
[2025-12-22T20:17:32.566549] [INFO ] [sig       ] [431/3560] Completed BILI in 0.3s | 2.90 sym/s | Total: 2.5m | ETA: 18.0m
[2025-12-22T20:17:32.566609] [INFO ] [sig       ] [432/3560] Forecasting BILL...
[2025-12-22T20:17:32.566642] [INFO ] [sig       ] Generating forecast for: BILL
[2025-12-22T20:17:32.566673] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BILL' from 'https://tdm.silogroup.org/data/derivative_storage/BILL.csv'.
[2025-12-22T20:17:32.577697] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BILL'.
[2025-12-22T20:17:32.578013] [INFO ] [FORECASTER] Starting predict_future for BILL
[2025-12-22T20:17:32.578791] [DEBUG] [LOCAL     ] No optimal features file found for BILL: ./output/feature-sets/BILL.txt
[2025-12-22T20:17:32.578843] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:17:32.578875] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:17:32.578902] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:17:32.578958] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:17:32.636081] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:17:32.636708] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:17:32.636789] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:17:32.636821] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:17:32.757916] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:17:32.758068] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:17:32.758108] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:17:32.758138] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:17:32.761458] [DEBUG] [FORECASTER] BILL: Forecast T+1@11:T+2@11: UP (p=81.31%)
[2025-12-22T20:17:32.761743] [INFO ] [FORECASTER] Completed predict_future for BILL
[2025-12-22T20:17:32.761865] [INFO ] [sig       ] BILL: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:17:32.898498] [INFO ] [LOCAL     ] Saved forecast: BILL	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/BILL.txt
[2025-12-22T20:17:32.898709] [INFO ] [sig       ] [432/3560] Completed BILL in 0.3s | 2.90 sym/s | Total: 2.5m | ETA: 18.0m
[2025-12-22T20:17:32.898754] [INFO ] [sig       ] [433/3560] Forecasting BIO...
[2025-12-22T20:17:32.898790] [INFO ] [sig       ] Generating forecast for: BIO
[2025-12-22T20:17:32.898824] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIO' from 'https://tdm.silogroup.org/data/derivative_storage/BIO.csv'.
[2025-12-22T20:17:32.911266] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIO'.
[2025-12-22T20:17:32.911662] [INFO ] [FORECASTER] Starting predict_future for BIO
[2025-12-22T20:17:32.912419] [DEBUG] [LOCAL     ] No optimal features file found for BIO: ./output/feature-sets/BIO.txt
[2025-12-22T20:17:32.912472] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:17:32.912504] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:17:32.912531] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:17:32.912604] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:17:32.971565] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:17:32.972210] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:17:32.972289] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:17:32.972321] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:17:33.091267] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:17:33.091422] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:17:33.091461] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:17:33.091489] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:17:33.094784] [DEBUG] [FORECASTER] BIO: Forecast T+1@11:T+2@11: UP (p=97.61%)
[2025-12-22T20:17:33.095049] [INFO ] [FORECASTER] Completed predict_future for BIO
[2025-12-22T20:17:33.095169] [INFO ] [sig       ] BIO: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:17:33.233375] [INFO ] [LOCAL     ] Saved forecast: BIO	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/BIO.txt
[2025-12-22T20:17:33.233500] [INFO ] [sig       ] [433/3560] Completed BIO in 0.3s | 2.90 sym/s | Total: 2.5m | ETA: 18.0m
[2025-12-22T20:17:33.233538] [INFO ] [sig       ] [434/3560] Forecasting BIOX...
[2025-12-22T20:17:33.233568] [INFO ] [sig       ] Generating forecast for: BIOX
[2025-12-22T20:17:33.233616] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIOX' from 'https://tdm.silogroup.org/data/derivative_storage/BIOX.csv'.
[2025-12-22T20:17:33.244458] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIOX'.
[2025-12-22T20:17:33.244775] [INFO ] [FORECASTER] Starting predict_future for BIOX
[2025-12-22T20:17:33.245684] [DEBUG] [LOCAL     ] No optimal features file found for BIOX: ./output/feature-sets/BIOX.txt
[2025-12-22T20:17:33.245736] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:17:33.245772] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:17:33.245798] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:17:33.245853] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:17:33.303567] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:17:33.304359] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:17:33.304434] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:17:33.304466] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:17:33.425723] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:17:33.425896] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:17:33.425936] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:17:33.425964] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:17:33.429363] [DEBUG] [FORECASTER] BIOX: Forecast T+1@11:T+2@11: UP (p=94.31%)
[2025-12-22T20:17:33.429687] [INFO ] [FORECASTER] Completed predict_future for BIOX
[2025-12-22T20:17:33.429818] [INFO ] [sig       ] BIOX: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:17:33.573833] [INFO ] [LOCAL     ] Saved forecast: BIOX	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/BIOX.txt
[2025-12-22T20:17:33.573986] [INFO ] [sig       ] [434/3560] Completed BIOX in 0.3s | 2.90 sym/s | Total: 2.5m | ETA: 18.0m
[2025-12-22T20:17:33.574027] [INFO ] [sig       ] [435/3560] Forecasting BIP...
[2025-12-22T20:17:33.574057] [INFO ] [sig       ] Generating forecast for: BIP
[2025-12-22T20:17:33.574086] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIP' from 'https://tdm.silogroup.org/data/derivative_storage/BIP.csv'.
[2025-12-22T20:17:33.585224] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIP'.
[2025-12-22T20:17:33.585604] [INFO ] [FORECASTER] Starting predict_future for BIP
[2025-12-22T20:17:33.586358] [DEBUG] [LOCAL     ] No optimal features file found for BIP: ./output/feature-sets/BIP.txt
[2025-12-22T20:17:33.586410] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:17:33.586489] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:17:33.586518] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:17:33.586594] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:17:33.644829] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:17:33.645731] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:17:33.645823] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:17:33.645857] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:17:33.770499] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:17:33.770672] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:17:33.770714] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:17:33.770747] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:17:33.774084] [DEBUG] [FORECASTER] BIP: Forecast T+1@11:T+2@11: DOWN (p=18.44%)
[2025-12-22T20:17:33.774353] [INFO ] [FORECASTER] Completed predict_future for BIP
[2025-12-22T20:17:33.774478] [INFO ] [sig       ] BIP: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:17:33.920176] [INFO ] [LOCAL     ] Saved forecast: BIP	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/BIP.txt
[2025-12-22T20:17:33.920326] [INFO ] [sig       ] [435/3560] Completed BIP in 0.3s | 2.90 sym/s | Total: 2.5m | ETA: 17.9m
[2025-12-22T20:17:33.920367] [INFO ] [sig       ] [436/3560] Forecasting BIPH...
[2025-12-22T20:17:33.920398] [INFO ] [sig       ] Generating forecast for: BIPH
[2025-12-22T20:17:33.920428] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIPH' from 'https://tdm.silogroup.org/data/derivative_storage/BIPH.csv'.
[2025-12-22T20:17:33.931518] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIPH'.
[2025-12-22T20:17:33.931876] [INFO ] [FORECASTER] Starting predict_future for BIPH
[2025-12-22T20:17:33.932691] [DEBUG] [LOCAL     ] No optimal features file found for BIPH: ./output/feature-sets/BIPH.txt
[2025-12-22T20:17:33.932745] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:17:33.932778] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:17:33.932806] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:17:33.932863] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:17:33.990359] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:17:33.991021] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:17:33.991098] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:17:33.991131] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:17:34.096010] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:17:34.096166] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:17:34.096207] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:17:34.096273] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:17:34.099732] [DEBUG] [FORECASTER] BIPH: Forecast T+1@11:T+2@11: DOWN (p=32.85%)
[2025-12-22T20:17:34.100002] [INFO ] [FORECASTER] Completed predict_future for BIPH
[2025-12-22T20:17:34.100128] [INFO ] [sig       ] BIPH: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:17:34.237154] [INFO ] [LOCAL     ] Saved forecast: BIPH	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/BIPH.txt
[2025-12-22T20:17:34.237285] [INFO ] [sig       ] [436/3560] Completed BIPH in 0.3s | 2.90 sym/s | Total: 2.5m | ETA: 17.9m
[2025-12-22T20:17:34.237323] [INFO ] [sig       ] [437/3560] Forecasting BIPI...
[2025-12-22T20:17:34.237353] [INFO ] [sig       ] Generating forecast for: BIPI
[2025-12-22T20:17:34.237382] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIPI' from 'https://tdm.silogroup.org/data/derivative_storage/BIPI.csv'.
[2025-12-22T20:17:34.248753] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIPI'.
[2025-12-22T20:17:34.249104] [INFO ] [FORECASTER] Starting predict_future for BIPI
[2025-12-22T20:17:34.249924] [DEBUG] [LOCAL     ] No optimal features file found for BIPI: ./output/feature-sets/BIPI.txt
[2025-12-22T20:17:34.249976] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:17:34.250008] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:17:34.250035] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:17:34.250095] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:17:34.307974] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:17:34.308593] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:17:34.308667] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:17:34.308700] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:17:34.417544] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:17:34.417714] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:17:34.417754] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:17:34.417787] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:17:34.421113] [DEBUG] [FORECASTER] BIPI: Forecast T+1@11:T+2@11: DOWN (p=21.13%)
[2025-12-22T20:17:34.421379] [INFO ] [FORECASTER] Completed predict_future for BIPI
[2025-12-22T20:17:34.421495] [INFO ] [sig       ] BIPI: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:17:34.557278] [INFO ] [LOCAL     ] Saved forecast: BIPI	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/BIPI.txt
[2025-12-22T20:17:34.557409] [INFO ] [sig       ] [437/3560] Completed BIPI in 0.3s | 2.90 sym/s | Total: 2.5m | ETA: 17.9m
[2025-12-22T20:17:34.557447] [INFO ] [sig       ] [438/3560] Forecasting BIRD...
[2025-12-22T20:17:34.557477] [INFO ] [sig       ] Generating forecast for: BIRD
[2025-12-22T20:17:34.557506] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIRD' from 'https://tdm.silogroup.org/data/derivative_storage/BIRD.csv'.
[2025-12-22T20:17:34.568559] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIRD'.
[2025-12-22T20:17:34.568912] [INFO ] [FORECASTER] Starting predict_future for BIRD
[2025-12-22T20:17:34.569742] [DEBUG] [LOCAL     ] No optimal features file found for BIRD: ./output/feature-sets/BIRD.txt
[2025-12-22T20:17:34.569799] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:17:34.569831] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:17:34.569858] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:17:34.569913] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:17:34.627069] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:17:34.627905] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:17:34.627989] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:17:34.628029] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:17:34.750711] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:17:34.750872] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:17:34.750911] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:17:34.750979] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:17:34.754434] [DEBUG] [FORECASTER] BIRD: Forecast T+1@11:T+2@11: UP (p=62.88%)
[2025-12-22T20:17:34.754717] [INFO ] [FORECASTER] Completed predict_future for BIRD
[2025-12-22T20:17:34.754843] [INFO ] [sig       ] BIRD: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:17:34.891055] [INFO ] [LOCAL     ] Saved forecast: BIRD	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/BIRD.txt
[2025-12-22T20:17:34.891199] [INFO ] [sig       ] [438/3560] Completed BIRD in 0.3s | 2.90 sym/s | Total: 2.5m | ETA: 17.9m
[2025-12-22T20:17:34.891239] [INFO ] [sig       ] [439/3560] Forecasting BIRK...
[2025-12-22T20:17:34.891269] [INFO ] [sig       ] Generating forecast for: BIRK
[2025-12-22T20:17:34.891302] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIRK' from 'https://tdm.silogroup.org/data/derivative_storage/BIRK.csv'.
[2025-12-22T20:17:34.902712] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIRK'.
[2025-12-22T20:17:34.903094] [INFO ] [FORECASTER] Starting predict_future for BIRK
[2025-12-22T20:17:34.903951] [DEBUG] [LOCAL     ] No optimal features file found for BIRK: ./output/feature-sets/BIRK.txt
[2025-12-22T20:17:34.904004] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:17:34.904038] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:17:34.904066] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:17:34.904123] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:17:34.966077] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:17:34.966812] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:17:34.966904] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:17:34.966941] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:17:35.094290] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:17:35.094446] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:17:35.094494] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:17:35.094539] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:17:35.098066] [DEBUG] [FORECASTER] BIRK: Forecast T+1@11:T+2@11: UP (p=77.11%)
[2025-12-22T20:17:35.098383] [INFO ] [FORECASTER] Completed predict_future for BIRK
[2025-12-22T20:17:35.098531] [INFO ] [sig       ] BIRK: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:17:35.238104] [INFO ] [LOCAL     ] Saved forecast: BIRK	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/BIRK.txt
[2025-12-22T20:17:35.238240] [INFO ] [sig       ] [439/3560] Completed BIRK in 0.3s | 2.90 sym/s | Total: 2.5m | ETA: 17.9m
[2025-12-22T20:17:35.238279] [INFO ] [sig       ] [440/3560] Forecasting BITF...
[2025-12-22T20:17:35.238309] [INFO ] [sig       ] Generating forecast for: BITF
[2025-12-22T20:17:35.238338] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BITF' from 'https://tdm.silogroup.org/data/derivative_storage/BITF.csv'.
[2025-12-22T20:17:35.249896] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BITF'.
[2025-12-22T20:17:35.250226] [INFO ] [FORECASTER] Starting predict_future for BITF
[2025-12-22T20:17:35.250993] [DEBUG] [LOCAL     ] No optimal features file found for BITF: ./output/feature-sets/BITF.txt
[2025-12-22T20:17:35.251044] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:17:35.251076] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:17:35.251102] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:17:35.251174] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:17:35.310218] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:17:35.310980] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:17:35.311064] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:17:35.311098] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:17:35.428692] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:17:35.428848] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:17:35.428887] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:17:35.428918] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:17:35.432248] [DEBUG] [FORECASTER] BITF: Forecast T+1@11:T+2@11: UP (p=68.69%)
[2025-12-22T20:17:35.432514] [INFO ] [FORECASTER] Completed predict_future for BITF
[2025-12-22T20:17:35.432654] [INFO ] [sig       ] BITF: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:17:35.569792] [INFO ] [LOCAL     ] Saved forecast: BITF	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/BITF.txt
[2025-12-22T20:17:35.569937] [INFO ] [sig       ] [440/3560] Completed BITF in 0.3s | 2.90 sym/s | Total: 2.5m | ETA: 17.9m
[2025-12-22T20:17:35.569978] [INFO ] [sig       ] [441/3560] Forecasting BIVI...
[2025-12-22T20:17:35.570010] [INFO ] [sig       ] Generating forecast for: BIVI
[2025-12-22T20:17:35.570042] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIVI' from 'https://tdm.silogroup.org/data/derivative_storage/BIVI.csv'.
[2025-12-22T20:17:35.581514] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIVI'.
[2025-12-22T20:17:35.581864] [INFO ] [FORECASTER] Starting predict_future for BIVI
[2025-12-22T20:17:35.582708] [DEBUG] [LOCAL     ] No optimal features file found for BIVI: ./output/feature-sets/BIVI.txt
[2025-12-22T20:17:35.582762] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:17:35.582794] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:17:35.582822] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:17:35.582878] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:17:35.642585] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:17:35.643378] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:17:35.643460] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:17:35.643494] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:17:35.763801] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:17:35.763957] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:17:35.763996] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:17:35.764025] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:17:35.767447] [DEBUG] [FORECASTER] BIVI: Forecast T+1@11:T+2@11: UP (p=89.72%)
[2025-12-22T20:17:35.767738] [INFO ] [FORECASTER] Completed predict_future for BIVI
[2025-12-22T20:17:35.767871] [INFO ] [sig       ] BIVI: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:17:35.906268] [INFO ] [LOCAL     ] Saved forecast: BIVI	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/BIVI.txt
[2025-12-22T20:17:35.906428] [INFO ] [sig       ] [441/3560] Completed BIVI in 0.3s | 2.90 sym/s | Total: 2.5m | ETA: 17.9m
[2025-12-22T20:17:35.906470] [INFO ] [sig       ] [442/3560] Forecasting BJ...
[2025-12-22T20:17:35.906512] [INFO ] [sig       ] Generating forecast for: BJ
[2025-12-22T20:17:35.906551] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BJ' from 'https://tdm.silogroup.org/data/derivative_storage/BJ.csv'.
[2025-12-22T20:17:35.920296] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BJ'.
[2025-12-22T20:17:35.920717] [INFO ] [FORECASTER] Starting predict_future for BJ
[2025-12-22T20:17:35.921642] [DEBUG] [LOCAL     ] No optimal features file found for BJ: ./output/feature-sets/BJ.txt
[2025-12-22T20:17:35.921733] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:17:35.921780] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:17:35.921817] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:17:35.921889] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:17:35.982885] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:17:35.983882] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:17:35.983973] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:17:35.984006] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:17:36.106790] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:17:36.106957] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:17:36.106999] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:17:36.107028] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:17:36.110521] [DEBUG] [FORECASTER] BJ: Forecast T+1@11:T+2@11: UP (p=91.21%)
[2025-12-22T20:17:36.110848] [INFO ] [FORECASTER] Completed predict_future for BJ
[2025-12-22T20:17:36.110984] [INFO ] [sig       ] BJ: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:17:36.251985] [INFO ] [LOCAL     ] Saved forecast: BJ	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/BJ.txt
[2025-12-22T20:17:36.252122] [INFO ] [sig       ] [442/3560] Completed BJ in 0.3s | 2.90 sym/s | Total: 2.5m | ETA: 17.9m
[2025-12-22T20:17:36.252163] [INFO ] [sig       ] [443/3560] Forecasting BJRI...
[2025-12-22T20:17:36.252193] [INFO ] [sig       ] Generating forecast for: BJRI
[2025-12-22T20:17:36.252224] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BJRI' from 'https://tdm.silogroup.org/data/derivative_storage/BJRI.csv'.
[2025-12-22T20:17:36.263177] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BJRI'.
[2025-12-22T20:17:36.263533] [INFO ] [FORECASTER] Starting predict_future for BJRI
[2025-12-22T20:17:36.264317] [DEBUG] [LOCAL     ] No optimal features file found for BJRI: ./output/feature-sets/BJRI.txt
[2025-12-22T20:17:36.264369] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:17:36.264400] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:17:36.264426] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:17:36.264481] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:17:36.322851] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:17:36.323926] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:17:36.324008] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:17:36.324040] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:17:36.443105] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:17:36.443250] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:17:36.443290] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:17:36.443319] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:17:36.446653] [DEBUG] [FORECASTER] BJRI: Forecast T+1@11:T+2@11: UP (p=65.15%)
[2025-12-22T20:17:36.446926] [INFO ] [FORECASTER] Completed predict_future for BJRI
[2025-12-22T20:17:36.447050] [INFO ] [sig       ] BJRI: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:17:36.583440] [INFO ] [LOCAL     ] Saved forecast: BJRI	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/BJRI.txt
[2025-12-22T20:17:36.583598] [INFO ] [sig       ] [443/3560] Completed BJRI in 0.3s | 2.90 sym/s | Total: 2.5m | ETA: 17.9m
[2025-12-22T20:17:36.583641] [INFO ] [sig       ] [444/3560] Forecasting BK...
[2025-12-22T20:17:36.583672] [INFO ] [sig       ] Generating forecast for: BK
[2025-12-22T20:17:36.583702] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BK' from 'https://tdm.silogroup.org/data/derivative_storage/BK.csv'.
[2025-12-22T20:17:36.594677] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BK'.
[2025-12-22T20:17:36.594978] [INFO ] [FORECASTER] Starting predict_future for BK
[2025-12-22T20:17:36.595777] [DEBUG] [LOCAL     ] No optimal features file found for BK: ./output/feature-sets/BK.txt
[2025-12-22T20:17:36.595828] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:17:36.595859] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:17:36.595885] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:17:36.595940] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:17:36.654528] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:17:36.655425] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:17:36.655508] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:17:36.655540] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:17:36.779424] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:17:36.779599] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:17:36.779643] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:17:36.779672] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:17:36.783118] [DEBUG] [FORECASTER] BK: Forecast T+1@11:T+2@11: DOWN (p=45.67%)
[2025-12-22T20:17:36.783394] [INFO ] [FORECASTER] Completed predict_future for BK
[2025-12-22T20:17:36.783524] [INFO ] [sig       ] BK: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:17:36.921525] [INFO ] [LOCAL     ] Saved forecast: BK	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/BK.txt
[2025-12-22T20:17:36.921723] [INFO ] [sig       ] [444/3560] Completed BK in 0.3s | 2.90 sym/s | Total: 2.5m | ETA: 17.9m
[2025-12-22T20:17:36.921777] [INFO ] [sig       ] [445/3560] Forecasting BKCH...
[2025-12-22T20:17:36.921816] [INFO ] [sig       ] Generating forecast for: BKCH
[2025-12-22T20:17:36.921858] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKCH' from 'https://tdm.silogroup.org/data/derivative_storage/BKCH.csv'.
[2025-12-22T20:17:36.932670] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BKCH'.
[2025-12-22T20:17:36.932979] [INFO ] [FORECASTER] Starting predict_future for BKCH
[2025-12-22T20:17:36.933754] [DEBUG] [LOCAL     ] No optimal features file found for BKCH: ./output/feature-sets/BKCH.txt
[2025-12-22T20:17:36.933806] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:17:36.933838] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:17:36.933866] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:17:36.933922] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:17:36.992545] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:17:36.993315] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:17:36.993395] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:17:36.993478] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:17:37.109306] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:17:37.109468] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:17:37.109508] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:17:37.109536] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:17:37.113002] [DEBUG] [FORECASTER] BKCH: Forecast T+1@11:T+2@11: DOWN (p=43.01%)
[2025-12-22T20:17:37.113287] [INFO ] [FORECASTER] Completed predict_future for BKCH
[2025-12-22T20:17:37.113418] [INFO ] [sig       ] BKCH: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:17:37.250357] [INFO ] [LOCAL     ] Saved forecast: BKCH	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/BKCH.txt
[2025-12-22T20:17:37.250500] [INFO ] [sig       ] [445/3560] Completed BKCH in 0.3s | 2.90 sym/s | Total: 2.6m | ETA: 17.9m
[2025-12-22T20:17:37.250546] [INFO ] [sig       ] [446/3560] Forecasting BKD...
[2025-12-22T20:17:37.250597] [INFO ] [sig       ] Generating forecast for: BKD
[2025-12-22T20:17:37.250632] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKD' from 'https://tdm.silogroup.org/data/derivative_storage/BKD.csv'.
[2025-12-22T20:17:37.261363] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BKD'.
[2025-12-22T20:17:37.261733] [INFO ] [FORECASTER] Starting predict_future for BKD
[2025-12-22T20:17:37.262497] [DEBUG] [LOCAL     ] No optimal features file found for BKD: ./output/feature-sets/BKD.txt
[2025-12-22T20:17:37.262550] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:17:37.262601] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:17:37.262630] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:17:37.262687] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:17:37.320505] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:17:37.321259] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:17:37.321340] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:17:37.321373] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:17:37.439699] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:17:37.439864] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:17:37.439905] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:17:37.439935] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:17:37.443398] [DEBUG] [FORECASTER] BKD: Forecast T+1@11:T+2@11: UP (p=85.34%)
[2025-12-22T20:17:37.443699] [INFO ] [FORECASTER] Completed predict_future for BKD
[2025-12-22T20:17:37.443824] [INFO ] [sig       ] BKD: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:17:37.581348] [INFO ] [LOCAL     ] Saved forecast: BKD	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/BKD.txt
[2025-12-22T20:17:37.581484] [INFO ] [sig       ] [446/3560] Completed BKD in 0.3s | 2.90 sym/s | Total: 2.6m | ETA: 17.9m
[2025-12-22T20:17:37.581524] [INFO ] [sig       ] [447/3560] Forecasting BKE...
[2025-12-22T20:17:37.581554] [INFO ] [sig       ] Generating forecast for: BKE
[2025-12-22T20:17:37.581603] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKE' from 'https://tdm.silogroup.org/data/derivative_storage/BKE.csv'.
[2025-12-22T20:17:37.592734] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BKE'.
[2025-12-22T20:17:37.593048] [INFO ] [FORECASTER] Starting predict_future for BKE
[2025-12-22T20:17:37.593865] [DEBUG] [LOCAL     ] No optimal features file found for BKE: ./output/feature-sets/BKE.txt
[2025-12-22T20:17:37.593919] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:17:37.593951] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:17:37.593979] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:17:37.594049] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:17:37.652706] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:17:37.653566] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:17:37.653668] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:17:37.653701] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:17:37.787104] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:17:37.787263] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:17:37.787306] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:17:37.787336] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:17:37.790806] [DEBUG] [FORECASTER] BKE: Forecast T+1@11:T+2@11: UP (p=98.55%)
[2025-12-22T20:17:37.791095] [INFO ] [FORECASTER] Completed predict_future for BKE
[2025-12-22T20:17:37.791222] [INFO ] [sig       ] BKE: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:17:37.933028] [INFO ] [LOCAL     ] Saved forecast: BKE	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/BKE.txt
[2025-12-22T20:17:37.933179] [INFO ] [sig       ] [447/3560] Completed BKE in 0.4s | 2.90 sym/s | Total: 2.6m | ETA: 17.9m
[2025-12-22T20:17:37.933218] [INFO ] [sig       ] [448/3560] Forecasting BKH...
[2025-12-22T20:17:37.933248] [INFO ] [sig       ] Generating forecast for: BKH
[2025-12-22T20:17:37.933279] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKH' from 'https://tdm.silogroup.org/data/derivative_storage/BKH.csv'.
[2025-12-22T20:17:37.944030] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BKH'.
[2025-12-22T20:17:37.944343] [INFO ] [FORECASTER] Starting predict_future for BKH
[2025-12-22T20:17:37.945129] [DEBUG] [LOCAL     ] No optimal features file found for BKH: ./output/feature-sets/BKH.txt
[2025-12-22T20:17:37.945181] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:17:37.945213] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:17:37.945241] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:17:37.945297] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:17:38.003701] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:17:38.004418] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:17:38.004497] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:17:38.004530] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:17:38.121592] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:17:38.121747] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:17:38.121785] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:17:38.121813] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:17:38.125435] [DEBUG] [FORECASTER] BKH: Forecast T+1@11:T+2@11: UP (p=97.11%)
[2025-12-22T20:17:38.125722] [INFO ] [FORECASTER] Completed predict_future for BKH
[2025-12-22T20:17:38.125844] [INFO ] [sig       ] BKH: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:17:38.264797] [INFO ] [LOCAL     ] Saved forecast: BKH	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/BKH.txt
[2025-12-22T20:17:38.265125] [INFO ] [sig       ] [448/3560] Completed BKH in 0.3s | 2.90 sym/s | Total: 2.6m | ETA: 17.9m
[2025-12-22T20:17:38.265166] [INFO ] [sig       ] [449/3560] Forecasting BKN...
[2025-12-22T20:17:38.265196] [INFO ] [sig       ] Generating forecast for: BKN
[2025-12-22T20:17:38.265226] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKN' from 'https://tdm.silogroup.org/data/derivative_storage/BKN.csv'.
[2025-12-22T20:17:38.275982] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BKN'.
[2025-12-22T20:17:38.276305] [INFO ] [FORECASTER] Starting predict_future for BKN
[2025-12-22T20:17:38.277086] [DEBUG] [LOCAL     ] No optimal features file found for BKN: ./output/feature-sets/BKN.txt
[2025-12-22T20:17:38.277138] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:17:38.277171] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:17:38.277198] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:17:38.277255] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:17:38.336556] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:17:38.337446] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:17:38.337531] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:17:38.337564] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:17:38.449584] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:17:38.449740] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:17:38.449799] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:17:38.449836] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:17:38.453201] [DEBUG] [FORECASTER] BKN: Forecast T+1@11:T+2@11: UP (p=97.94%)
[2025-12-22T20:17:38.453478] [INFO ] [FORECASTER] Completed predict_future for BKN
[2025-12-22T20:17:38.453625] [INFO ] [sig       ] BKN: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:17:38.589598] [INFO ] [LOCAL     ] Saved forecast: BKN	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/BKN.txt
[2025-12-22T20:17:38.589731] [INFO ] [sig       ] [449/3560] Completed BKN in 0.3s | 2.90 sym/s | Total: 2.6m | ETA: 17.8m
[2025-12-22T20:17:38.589769] [INFO ] [sig       ] [450/3560] Forecasting BKNG...
[2025-12-22T20:17:38.589799] [INFO ] [sig       ] Generating forecast for: BKNG
[2025-12-22T20:17:38.589835] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKNG' from 'https://tdm.silogroup.org/data/derivative_storage/BKNG.csv'.
[2025-12-22T20:17:38.601428] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BKNG'.
[2025-12-22T20:17:38.601786] [INFO ] [FORECASTER] Starting predict_future for BKNG
[2025-12-22T20:17:38.602548] [DEBUG] [LOCAL     ] No optimal features file found for BKNG: ./output/feature-sets/BKNG.txt
[2025-12-22T20:17:38.602618] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:17:38.602651] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:17:38.602678] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:17:38.602734] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:17:38.660042] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:17:38.660862] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:17:38.660956] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:17:38.660997] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:17:38.785440] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:17:38.785607] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:17:38.785649] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:17:38.785679] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:17:38.789140] [DEBUG] [FORECASTER] BKNG: Forecast T+1@11:T+2@11: DOWN (p=40.50%)
[2025-12-22T20:17:38.789484] [INFO ] [FORECASTER] Completed predict_future for BKNG
[2025-12-22T20:17:38.789668] [INFO ] [sig       ] BKNG: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:17:38.928361] [INFO ] [LOCAL     ] Saved forecast: BKNG	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/BKNG.txt
[2025-12-22T20:17:38.928517] [INFO ] [sig       ] [450/3560] Completed BKNG in 0.3s | 2.91 sym/s | Total: 2.6m | ETA: 17.8m
[2025-12-22T20:17:38.928559] [INFO ] [sig       ] [451/3560] Forecasting BKSY...
[2025-12-22T20:17:38.928609] [INFO ] [sig       ] Generating forecast for: BKSY
[2025-12-22T20:17:38.928642] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKSY' from 'https://tdm.silogroup.org/data/derivative_storage/BKSY.csv'.
[2025-12-22T20:17:38.940454] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BKSY'.
[2025-12-22T20:17:38.940869] [INFO ] [FORECASTER] Starting predict_future for BKSY
[2025-12-22T20:17:38.941761] [DEBUG] [LOCAL     ] No optimal features file found for BKSY: ./output/feature-sets/BKSY.txt
[2025-12-22T20:17:38.941822] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:17:38.941870] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:17:38.941909] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:17:38.941986] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:17:39.002623] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:17:39.003497] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:17:39.003597] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:17:39.003640] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:17:39.125857] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:17:39.126012] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:17:39.126053] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:17:39.126082] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:17:39.129466] [DEBUG] [FORECASTER] BKSY: Forecast T+1@11:T+2@11: UP (p=68.38%)
[2025-12-22T20:17:39.129757] [INFO ] [FORECASTER] Completed predict_future for BKSY
[2025-12-22T20:17:39.129888] [INFO ] [sig       ] BKSY: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:17:39.265287] [INFO ] [LOCAL     ] Saved forecast: BKSY	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/BKSY.txt
[2025-12-22T20:17:39.265422] [INFO ] [sig       ] [451/3560] Completed BKSY in 0.3s | 2.91 sym/s | Total: 2.6m | ETA: 17.8m
[2025-12-22T20:17:39.265460] [INFO ] [sig       ] [452/3560] Forecasting BL...
[2025-12-22T20:17:39.265489] [INFO ] [sig       ] Generating forecast for: BL
[2025-12-22T20:17:39.265520] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BL' from 'https://tdm.silogroup.org/data/derivative_storage/BL.csv'.
[2025-12-22T20:17:39.276197] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BL'.
[2025-12-22T20:17:39.276528] [INFO ] [FORECASTER] Starting predict_future for BL
[2025-12-22T20:17:39.277306] [DEBUG] [LOCAL     ] No optimal features file found for BL: ./output/feature-sets/BL.txt
[2025-12-22T20:17:39.277357] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:17:39.277423] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:17:39.277450] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:17:39.277506] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:17:39.335958] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:17:39.336767] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:17:39.336846] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:17:39.336878] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:17:39.460704] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:17:39.460856] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:17:39.460896] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:17:39.460925] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:17:39.464324] [DEBUG] [FORECASTER] BL: Forecast T+1@11:T+2@11: UP (p=95.38%)
[2025-12-22T20:17:39.464623] [INFO ] [FORECASTER] Completed predict_future for BL
[2025-12-22T20:17:39.464748] [INFO ] [sig       ] BL: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:17:39.603893] [INFO ] [LOCAL     ] Saved forecast: BL	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/BL.txt
[2025-12-22T20:17:39.604052] [INFO ] [sig       ] [452/3560] Completed BL in 0.3s | 2.91 sym/s | Total: 2.6m | ETA: 17.8m
[2025-12-22T20:17:39.604103] [INFO ] [sig       ] [453/3560] Forecasting BLBD...
[2025-12-22T20:17:39.604140] [INFO ] [sig       ] Generating forecast for: BLBD
[2025-12-22T20:17:39.604182] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLBD' from 'https://tdm.silogroup.org/data/derivative_storage/BLBD.csv'.
[2025-12-22T20:17:39.615391] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLBD'.
[2025-12-22T20:17:39.615731] [INFO ] [FORECASTER] Starting predict_future for BLBD
[2025-12-22T20:17:39.616699] [DEBUG] [LOCAL     ] No optimal features file found for BLBD: ./output/feature-sets/BLBD.txt
[2025-12-22T20:17:39.616761] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:17:39.616810] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:17:39.616848] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:17:39.616910] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:17:39.676113] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:17:39.676927] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:17:39.677008] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:17:39.677042] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:17:39.800941] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:17:39.801096] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:17:39.801138] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:17:39.801167] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:17:39.804732] [DEBUG] [FORECASTER] BLBD: Forecast T+1@11:T+2@11: DOWN (p=9.75%)
[2025-12-22T20:17:39.805070] [INFO ] [FORECASTER] Completed predict_future for BLBD
[2025-12-22T20:17:39.805218] [INFO ] [sig       ] BLBD: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:17:39.945839] [INFO ] [LOCAL     ] Saved forecast: BLBD	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/BLBD.txt
[2025-12-22T20:17:39.945982] [INFO ] [sig       ] [453/3560] Completed BLBD in 0.3s | 2.91 sym/s | Total: 2.6m | ETA: 17.8m
[2025-12-22T20:17:39.946023] [INFO ] [sig       ] [454/3560] Forecasting BLCN...
[2025-12-22T20:17:39.946053] [INFO ] [sig       ] Generating forecast for: BLCN
[2025-12-22T20:17:39.946275] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLCN' from 'https://tdm.silogroup.org/data/derivative_storage/BLCN.csv'.
[2025-12-22T20:17:39.958179] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLCN'.
[2025-12-22T20:17:39.958522] [INFO ] [FORECASTER] Starting predict_future for BLCN
[2025-12-22T20:17:39.959333] [DEBUG] [LOCAL     ] No optimal features file found for BLCN: ./output/feature-sets/BLCN.txt
[2025-12-22T20:17:39.959385] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:17:39.959417] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:17:39.959443] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:17:39.959498] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:17:40.015424] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:17:40.016186] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:17:40.016267] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:17:40.016299] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:17:40.123023] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:17:40.123175] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:17:40.123214] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:17:40.123241] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:17:40.126641] [DEBUG] [FORECASTER] BLCN: Forecast T+1@11:T+2@11: DOWN (p=6.57%)
[2025-12-22T20:17:40.126914] [INFO ] [FORECASTER] Completed predict_future for BLCN
[2025-12-22T20:17:40.127036] [INFO ] [sig       ] BLCN: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:17:40.277868] [INFO ] [LOCAL     ] Saved forecast: BLCN	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/BLCN.txt
[2025-12-22T20:17:40.278019] [INFO ] [sig       ] [454/3560] Completed BLCN in 0.3s | 2.91 sym/s | Total: 2.6m | ETA: 17.8m
[2025-12-22T20:17:40.278058] [INFO ] [sig       ] [455/3560] Forecasting BLCO...
[2025-12-22T20:17:40.278088] [INFO ] [sig       ] Generating forecast for: BLCO
[2025-12-22T20:17:40.278120] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLCO' from 'https://tdm.silogroup.org/data/derivative_storage/BLCO.csv'.
[2025-12-22T20:17:40.289479] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLCO'.
[2025-12-22T20:17:40.289885] [INFO ] [FORECASTER] Starting predict_future for BLCO
[2025-12-22T20:17:40.290704] [DEBUG] [LOCAL     ] No optimal features file found for BLCO: ./output/feature-sets/BLCO.txt
[2025-12-22T20:17:40.290765] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:17:40.290800] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:17:40.290827] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:17:40.290884] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:17:40.347678] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:17:40.348471] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:17:40.348568] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:17:40.348629] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:17:40.477064] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:17:40.477219] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:17:40.477259] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:17:40.477321] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:17:40.480778] [DEBUG] [FORECASTER] BLCO: Forecast T+1@11:T+2@11: UP (p=62.80%)
[2025-12-22T20:17:40.481053] [INFO ] [FORECASTER] Completed predict_future for BLCO
[2025-12-22T20:17:40.481180] [INFO ] [sig       ] BLCO: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:17:40.621818] [INFO ] [LOCAL     ] Saved forecast: BLCO	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/BLCO.txt
[2025-12-22T20:17:40.621953] [INFO ] [sig       ] [455/3560] Completed BLCO in 0.3s | 2.91 sym/s | Total: 2.6m | ETA: 17.8m
[2025-12-22T20:17:40.621994] [INFO ] [sig       ] [456/3560] Forecasting BLD...
[2025-12-22T20:17:40.622025] [INFO ] [sig       ] Generating forecast for: BLD
[2025-12-22T20:17:40.622056] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLD' from 'https://tdm.silogroup.org/data/derivative_storage/BLD.csv'.
[2025-12-22T20:17:40.632450] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLD'.
[2025-12-22T20:17:40.632786] [INFO ] [FORECASTER] Starting predict_future for BLD
[2025-12-22T20:17:40.633593] [DEBUG] [LOCAL     ] No optimal features file found for BLD: ./output/feature-sets/BLD.txt
[2025-12-22T20:17:40.633646] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:17:40.633678] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:17:40.633704] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:17:40.633760] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:17:40.690520] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:17:40.691163] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:17:40.691240] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:17:40.691274] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:17:40.807819] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:17:40.807967] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:17:40.808005] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:17:40.808033] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:17:40.811374] [DEBUG] [FORECASTER] BLD: Forecast T+1@11:T+2@11: UP (p=64.70%)
[2025-12-22T20:17:40.811658] [INFO ] [FORECASTER] Completed predict_future for BLD
[2025-12-22T20:17:40.811780] [INFO ] [sig       ] BLD: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:17:40.952568] [INFO ] [LOCAL     ] Saved forecast: BLD	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/BLD.txt
[2025-12-22T20:17:40.952713] [INFO ] [sig       ] [456/3560] Completed BLD in 0.3s | 2.91 sym/s | Total: 2.6m | ETA: 17.8m
[2025-12-22T20:17:40.952752] [INFO ] [sig       ] [457/3560] Forecasting BLDP...
[2025-12-22T20:17:40.952796] [INFO ] [sig       ] Generating forecast for: BLDP
[2025-12-22T20:17:40.952828] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLDP' from 'https://tdm.silogroup.org/data/derivative_storage/BLDP.csv'.
[2025-12-22T20:17:40.963386] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLDP'.
[2025-12-22T20:17:40.963725] [INFO ] [FORECASTER] Starting predict_future for BLDP
[2025-12-22T20:17:40.964468] [DEBUG] [LOCAL     ] No optimal features file found for BLDP: ./output/feature-sets/BLDP.txt
[2025-12-22T20:17:40.964521] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:17:40.964551] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:17:40.964608] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:17:40.964667] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:17:41.021601] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:17:41.022287] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:17:41.022363] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:17:41.022395] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:17:41.143796] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:17:41.143961] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:17:41.144002] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:17:41.144034] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:17:41.147621] [DEBUG] [FORECASTER] BLDP: Forecast T+1@11:T+2@11: UP (p=85.72%)
[2025-12-22T20:17:41.147923] [INFO ] [FORECASTER] Completed predict_future for BLDP
[2025-12-22T20:17:41.148059] [INFO ] [sig       ] BLDP: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:17:41.285644] [INFO ] [LOCAL     ] Saved forecast: BLDP	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/BLDP.txt
[2025-12-22T20:17:41.285777] [INFO ] [sig       ] [457/3560] Completed BLDP in 0.3s | 2.91 sym/s | Total: 2.6m | ETA: 17.8m
[2025-12-22T20:17:41.285816] [INFO ] [sig       ] [458/3560] Forecasting BLE...
[2025-12-22T20:17:41.285845] [INFO ] [sig       ] Generating forecast for: BLE
[2025-12-22T20:17:41.285876] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLE' from 'https://tdm.silogroup.org/data/derivative_storage/BLE.csv'.
[2025-12-22T20:17:41.296308] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLE'.
[2025-12-22T20:17:41.296633] [INFO ] [FORECASTER] Starting predict_future for BLE
[2025-12-22T20:17:41.297391] [DEBUG] [LOCAL     ] No optimal features file found for BLE: ./output/feature-sets/BLE.txt
[2025-12-22T20:17:41.297442] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:17:41.297473] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:17:41.297500] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:17:41.297556] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:17:41.353772] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:17:41.354401] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:17:41.354477] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:17:41.354509] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:17:41.470898] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:17:41.471048] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:17:41.471085] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:17:41.471113] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:17:41.474415] [DEBUG] [FORECASTER] BLE: Forecast T+1@11:T+2@11: UP (p=86.37%)
[2025-12-22T20:17:41.474700] [INFO ] [FORECASTER] Completed predict_future for BLE
[2025-12-22T20:17:41.474820] [INFO ] [sig       ] BLE: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:17:41.615955] [INFO ] [LOCAL     ] Saved forecast: BLE	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/BLE.txt
[2025-12-22T20:17:41.616102] [INFO ] [sig       ] [458/3560] Completed BLE in 0.3s | 2.91 sym/s | Total: 2.6m | ETA: 17.8m
[2025-12-22T20:17:41.616143] [INFO ] [sig       ] [459/3560] Forecasting BLFS...
[2025-12-22T20:17:41.616173] [INFO ] [sig       ] Generating forecast for: BLFS
[2025-12-22T20:17:41.616203] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLFS' from 'https://tdm.silogroup.org/data/derivative_storage/BLFS.csv'.
[2025-12-22T20:17:41.626892] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLFS'.
[2025-12-22T20:17:41.627205] [INFO ] [FORECASTER] Starting predict_future for BLFS
[2025-12-22T20:17:41.628011] [DEBUG] [LOCAL     ] No optimal features file found for BLFS: ./output/feature-sets/BLFS.txt
[2025-12-22T20:17:41.628063] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:17:41.628095] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:17:41.628122] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:17:41.628177] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:17:41.685316] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:17:41.685955] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:17:41.686031] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:17:41.686063] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:17:41.805044] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:17:41.805201] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:17:41.805244] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:17:41.805274] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:17:41.808903] [DEBUG] [FORECASTER] BLFS: Forecast T+1@11:T+2@11: DOWN (p=16.32%)
[2025-12-22T20:17:41.809215] [INFO ] [FORECASTER] Completed predict_future for BLFS
[2025-12-22T20:17:41.809348] [INFO ] [sig       ] BLFS: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:17:41.945877] [INFO ] [LOCAL     ] Saved forecast: BLFS	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/BLFS.txt
[2025-12-22T20:17:41.946017] [INFO ] [sig       ] [459/3560] Completed BLFS in 0.3s | 2.91 sym/s | Total: 2.6m | ETA: 17.8m
[2025-12-22T20:17:41.946056] [INFO ] [sig       ] [460/3560] Forecasting BLFY...
[2025-12-22T20:17:41.946087] [INFO ] [sig       ] Generating forecast for: BLFY
[2025-12-22T20:17:41.946117] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLFY' from 'https://tdm.silogroup.org/data/derivative_storage/BLFY.csv'.
[2025-12-22T20:17:41.957517] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLFY'.
[2025-12-22T20:17:41.957866] [INFO ] [FORECASTER] Starting predict_future for BLFY
[2025-12-22T20:17:41.958673] [DEBUG] [LOCAL     ] No optimal features file found for BLFY: ./output/feature-sets/BLFY.txt
[2025-12-22T20:17:41.958728] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:17:41.958761] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:17:41.958789] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:17:41.958848] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:17:42.016760] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:17:42.017530] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:17:42.017630] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:17:42.017666] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:17:42.140118] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:17:42.140273] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:17:42.140318] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:17:42.140375] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:17:42.143812] [DEBUG] [FORECASTER] BLFY: Forecast T+1@11:T+2@11: UP (p=53.96%)
[2025-12-22T20:17:42.144090] [INFO ] [FORECASTER] Completed predict_future for BLFY
[2025-12-22T20:17:42.144215] [INFO ] [sig       ] BLFY: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:17:42.283481] [INFO ] [LOCAL     ] Saved forecast: BLFY	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/BLFY.txt
[2025-12-22T20:17:42.283652] [INFO ] [sig       ] [460/3560] Completed BLFY in 0.3s | 2.91 sym/s | Total: 2.6m | ETA: 17.8m
[2025-12-22T20:17:42.283695] [INFO ] [sig       ] [461/3560] Forecasting BLK...
[2025-12-22T20:17:42.283726] [INFO ] [sig       ] Generating forecast for: BLK
[2025-12-22T20:17:42.283757] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLK' from 'https://tdm.silogroup.org/data/derivative_storage/BLK.csv'.
[2025-12-22T20:17:42.294900] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLK'.
[2025-12-22T20:17:42.295194] [INFO ] [FORECASTER] Starting predict_future for BLK
[2025-12-22T20:17:42.295986] [DEBUG] [LOCAL     ] No optimal features file found for BLK: ./output/feature-sets/BLK.txt
[2025-12-22T20:17:42.296049] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:17:42.296082] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:17:42.296109] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:17:42.296165] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:17:42.356897] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:17:42.357654] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:17:42.357730] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:17:42.357762] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:17:42.480468] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:17:42.480655] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:17:42.480696] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:17:42.480725] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:17:42.484090] [DEBUG] [FORECASTER] BLK: Forecast T+1@11:T+2@11: DOWN (p=49.00%)
[2025-12-22T20:17:42.484357] [INFO ] [FORECASTER] Completed predict_future for BLK
[2025-12-22T20:17:42.484487] [INFO ] [sig       ] BLK: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:17:42.620427] [INFO ] [LOCAL     ] Saved forecast: BLK	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/BLK.txt
[2025-12-22T20:17:42.620566] [INFO ] [sig       ] [461/3560] Completed BLK in 0.3s | 2.91 sym/s | Total: 2.6m | ETA: 17.8m
[2025-12-22T20:17:42.620624] [INFO ] [sig       ] [462/3560] Forecasting BLKB...
[2025-12-22T20:17:42.620660] [INFO ] [sig       ] Generating forecast for: BLKB
[2025-12-22T20:17:42.620691] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLKB' from 'https://tdm.silogroup.org/data/derivative_storage/BLKB.csv'.
[2025-12-22T20:17:42.631814] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLKB'.
[2025-12-22T20:17:42.632138] [INFO ] [FORECASTER] Starting predict_future for BLKB
[2025-12-22T20:17:42.632917] [DEBUG] [LOCAL     ] No optimal features file found for BLKB: ./output/feature-sets/BLKB.txt
[2025-12-22T20:17:42.632974] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:17:42.633005] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:17:42.633032] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:17:42.633088] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:17:42.691465] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:17:42.692106] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:17:42.692207] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:17:42.692240] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:17:42.808437] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:17:42.808600] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:17:42.808641] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:17:42.808670] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:17:42.812002] [DEBUG] [FORECASTER] BLKB: Forecast T+1@11:T+2@11: DOWN (p=15.84%)
[2025-12-22T20:17:42.812268] [INFO ] [FORECASTER] Completed predict_future for BLKB
[2025-12-22T20:17:42.812387] [INFO ] [sig       ] BLKB: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:17:42.947753] [INFO ] [LOCAL     ] Saved forecast: BLKB	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/BLKB.txt
[2025-12-22T20:17:42.947880] [INFO ] [sig       ] [462/3560] Completed BLKB in 0.3s | 2.91 sym/s | Total: 2.6m | ETA: 17.8m
[2025-12-22T20:17:42.947918] [INFO ] [sig       ] [463/3560] Forecasting BLMN...
[2025-12-22T20:17:42.947951] [INFO ] [sig       ] Generating forecast for: BLMN
[2025-12-22T20:17:42.947983] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLMN' from 'https://tdm.silogroup.org/data/derivative_storage/BLMN.csv'.
[2025-12-22T20:17:42.958679] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLMN'.
[2025-12-22T20:17:42.958982] [INFO ] [FORECASTER] Starting predict_future for BLMN
[2025-12-22T20:17:42.959790] [DEBUG] [LOCAL     ] No optimal features file found for BLMN: ./output/feature-sets/BLMN.txt
[2025-12-22T20:17:42.959842] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:17:42.959873] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:17:42.959899] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:17:42.959955] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:17:43.016627] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:17:43.017247] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:17:43.017322] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:17:43.017354] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:17:43.135456] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:17:43.135621] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:17:43.135662] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:17:43.135691] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:17:43.139080] [DEBUG] [FORECASTER] BLMN: Forecast T+1@11:T+2@11: UP (p=90.32%)
[2025-12-22T20:17:43.139353] [INFO ] [FORECASTER] Completed predict_future for BLMN
[2025-12-22T20:17:43.139477] [INFO ] [sig       ] BLMN: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:17:43.277714] [INFO ] [LOCAL     ] Saved forecast: BLMN	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/BLMN.txt
[2025-12-22T20:17:43.277854] [INFO ] [sig       ] [463/3560] Completed BLMN in 0.3s | 2.91 sym/s | Total: 2.7m | ETA: 17.8m
[2025-12-22T20:17:43.277893] [INFO ] [sig       ] [464/3560] Forecasting BLND...
[2025-12-22T20:17:43.277921] [INFO ] [sig       ] Generating forecast for: BLND
[2025-12-22T20:17:43.277951] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLND' from 'https://tdm.silogroup.org/data/derivative_storage/BLND.csv'.
[2025-12-22T20:17:43.288804] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLND'.
[2025-12-22T20:17:43.289118] [INFO ] [FORECASTER] Starting predict_future for BLND
[2025-12-22T20:17:43.289908] [DEBUG] [LOCAL     ] No optimal features file found for BLND: ./output/feature-sets/BLND.txt
[2025-12-22T20:17:43.289960] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:17:43.289995] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:17:43.290022] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:17:43.290090] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:17:43.347924] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:17:43.348610] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:17:43.348689] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:17:43.348722] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:17:43.470826] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:17:43.470981] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:17:43.471021] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:17:43.471051] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:17:43.474435] [DEBUG] [FORECASTER] BLND: Forecast T+1@11:T+2@11: UP (p=73.98%)
[2025-12-22T20:17:43.474725] [INFO ] [FORECASTER] Completed predict_future for BLND
[2025-12-22T20:17:43.474849] [INFO ] [sig       ] BLND: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:17:43.611109] [INFO ] [LOCAL     ] Saved forecast: BLND	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/BLND.txt
[2025-12-22T20:17:43.611233] [INFO ] [sig       ] [464/3560] Completed BLND in 0.3s | 2.91 sym/s | Total: 2.7m | ETA: 17.7m
[2025-12-22T20:17:43.611272] [INFO ] [sig       ] [465/3560] Forecasting BLRX...
[2025-12-22T20:17:43.611462] [INFO ] [sig       ] Generating forecast for: BLRX
[2025-12-22T20:17:43.611492] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLRX' from 'https://tdm.silogroup.org/data/derivative_storage/BLRX.csv'.
[2025-12-22T20:17:43.622424] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLRX'.
[2025-12-22T20:17:43.622776] [INFO ] [FORECASTER] Starting predict_future for BLRX
[2025-12-22T20:17:43.623548] [DEBUG] [LOCAL     ] No optimal features file found for BLRX: ./output/feature-sets/BLRX.txt
[2025-12-22T20:17:43.623625] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:17:43.623661] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:17:43.623689] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:17:43.623746] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:17:43.681933] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:17:43.682535] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:17:43.682627] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:17:43.682661] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:17:43.799868] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:17:43.800025] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:17:43.800071] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:17:43.800106] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:17:43.803471] [DEBUG] [FORECASTER] BLRX: Forecast T+1@11:T+2@11: UP (p=83.20%)
[2025-12-22T20:17:43.803754] [INFO ] [FORECASTER] Completed predict_future for BLRX
[2025-12-22T20:17:43.803876] [INFO ] [sig       ] BLRX: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:17:43.939487] [INFO ] [LOCAL     ] Saved forecast: BLRX	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/BLRX.txt
[2025-12-22T20:17:43.939652] [INFO ] [sig       ] [465/3560] Completed BLRX in 0.3s | 2.91 sym/s | Total: 2.7m | ETA: 17.7m
[2025-12-22T20:17:43.939694] [INFO ] [sig       ] [466/3560] Forecasting BLTE...
[2025-12-22T20:17:43.939724] [INFO ] [sig       ] Generating forecast for: BLTE
[2025-12-22T20:17:43.939754] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLTE' from 'https://tdm.silogroup.org/data/derivative_storage/BLTE.csv'.
[2025-12-22T20:17:43.953119] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLTE'.
[2025-12-22T20:17:43.953470] [INFO ] [FORECASTER] Starting predict_future for BLTE
[2025-12-22T20:17:43.954275] [DEBUG] [LOCAL     ] No optimal features file found for BLTE: ./output/feature-sets/BLTE.txt
[2025-12-22T20:17:43.954348] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:17:43.954382] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:17:43.954409] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:17:43.954464] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:17:44.011095] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:17:44.011745] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:17:44.011826] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:17:44.011858] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:17:44.138313] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:17:44.138473] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:17:44.138516] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:17:44.138546] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:17:44.142077] [DEBUG] [FORECASTER] BLTE: Forecast T+1@11:T+2@11: DOWN (p=37.83%)
[2025-12-22T20:17:44.142360] [INFO ] [FORECASTER] Completed predict_future for BLTE
[2025-12-22T20:17:44.142488] [INFO ] [sig       ] BLTE: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:17:44.282309] [INFO ] [LOCAL     ] Saved forecast: BLTE	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/BLTE.txt
[2025-12-22T20:17:44.282453] [INFO ] [sig       ] [466/3560] Completed BLTE in 0.3s | 2.91 sym/s | Total: 2.7m | ETA: 17.7m
[2025-12-22T20:17:44.282492] [INFO ] [sig       ] [467/3560] Forecasting BLX...
[2025-12-22T20:17:44.282521] [INFO ] [sig       ] Generating forecast for: BLX
[2025-12-22T20:17:44.282552] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLX' from 'https://tdm.silogroup.org/data/derivative_storage/BLX.csv'.
[2025-12-22T20:17:44.294103] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLX'.
[2025-12-22T20:17:44.294465] [INFO ] [FORECASTER] Starting predict_future for BLX
[2025-12-22T20:17:44.295277] [DEBUG] [LOCAL     ] No optimal features file found for BLX: ./output/feature-sets/BLX.txt
[2025-12-22T20:17:44.295331] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:17:44.295363] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:17:44.295391] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:17:44.295448] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:17:44.353285] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:17:44.353994] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:17:44.354072] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:17:44.354105] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:17:44.474511] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:17:44.474688] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:17:44.474731] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:17:44.474760] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:17:44.478219] [DEBUG] [FORECASTER] BLX: Forecast T+1@11:T+2@11: UP (p=77.58%)
[2025-12-22T20:17:44.478511] [INFO ] [FORECASTER] Completed predict_future for BLX
[2025-12-22T20:17:44.478656] [INFO ] [sig       ] BLX: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:17:44.619239] [INFO ] [LOCAL     ] Saved forecast: BLX	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/BLX.txt
[2025-12-22T20:17:44.619376] [INFO ] [sig       ] [467/3560] Completed BLX in 0.3s | 2.91 sym/s | Total: 2.7m | ETA: 17.7m
[2025-12-22T20:17:44.619417] [INFO ] [sig       ] [468/3560] Forecasting BLZE...
[2025-12-22T20:17:44.619447] [INFO ] [sig       ] Generating forecast for: BLZE
[2025-12-22T20:17:44.619479] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLZE' from 'https://tdm.silogroup.org/data/derivative_storage/BLZE.csv'.
[2025-12-22T20:17:44.630259] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLZE'.
[2025-12-22T20:17:44.630616] [INFO ] [FORECASTER] Starting predict_future for BLZE
[2025-12-22T20:17:44.631455] [DEBUG] [LOCAL     ] No optimal features file found for BLZE: ./output/feature-sets/BLZE.txt
[2025-12-22T20:17:44.631510] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:17:44.631543] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:17:44.631595] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:17:44.631657] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:17:44.691863] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:17:44.692659] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:17:44.692738] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:17:44.692771] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:17:44.818995] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:17:44.819174] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:17:44.819213] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:17:44.819242] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:17:44.822625] [DEBUG] [FORECASTER] BLZE: Forecast T+1@11:T+2@11: UP (p=94.30%)
[2025-12-22T20:17:44.822917] [INFO ] [FORECASTER] Completed predict_future for BLZE
[2025-12-22T20:17:44.823058] [INFO ] [sig       ] BLZE: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:17:44.966005] [INFO ] [LOCAL     ] Saved forecast: BLZE	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/BLZE.txt
[2025-12-22T20:17:44.966162] [INFO ] [sig       ] [468/3560] Completed BLZE in 0.3s | 2.91 sym/s | Total: 2.7m | ETA: 17.7m
[2025-12-22T20:17:44.966208] [INFO ] [sig       ] [469/3560] Forecasting BMA...
[2025-12-22T20:17:44.966244] [INFO ] [sig       ] Generating forecast for: BMA
[2025-12-22T20:17:44.966276] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMA' from 'https://tdm.silogroup.org/data/derivative_storage/BMA.csv'.
[2025-12-22T20:17:44.976944] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMA'.
[2025-12-22T20:17:44.977279] [INFO ] [FORECASTER] Starting predict_future for BMA
[2025-12-22T20:17:44.978055] [DEBUG] [LOCAL     ] No optimal features file found for BMA: ./output/feature-sets/BMA.txt
[2025-12-22T20:17:44.978107] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:17:44.978167] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:17:44.978196] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:17:44.978256] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:17:45.037282] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:17:45.038004] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:17:45.038083] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:17:45.038116] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:17:45.159459] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:17:45.159634] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:17:45.159684] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:17:45.159714] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:17:45.163145] [DEBUG] [FORECASTER] BMA: Forecast T+1@11:T+2@11: DOWN (p=4.13%)
[2025-12-22T20:17:45.163416] [INFO ] [FORECASTER] Completed predict_future for BMA
[2025-12-22T20:17:45.163536] [INFO ] [sig       ] BMA: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:17:45.306058] [INFO ] [LOCAL     ] Saved forecast: BMA	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/BMA.txt
[2025-12-22T20:17:45.306224] [INFO ] [sig       ] [469/3560] Completed BMA in 0.3s | 2.91 sym/s | Total: 2.7m | ETA: 17.7m
[2025-12-22T20:17:45.306273] [INFO ] [sig       ] [470/3560] Forecasting BMBL...
[2025-12-22T20:17:45.306306] [INFO ] [sig       ] Generating forecast for: BMBL
[2025-12-22T20:17:45.306336] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMBL' from 'https://tdm.silogroup.org/data/derivative_storage/BMBL.csv'.
[2025-12-22T20:17:45.317506] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMBL'.
[2025-12-22T20:17:45.317893] [INFO ] [FORECASTER] Starting predict_future for BMBL
[2025-12-22T20:17:45.318695] [DEBUG] [LOCAL     ] No optimal features file found for BMBL: ./output/feature-sets/BMBL.txt
[2025-12-22T20:17:45.318750] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:17:45.318782] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:17:45.318810] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:17:45.318867] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:17:45.379541] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:17:45.380453] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:17:45.380533] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:17:45.380566] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:17:45.504187] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:17:45.504353] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:17:45.504400] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:17:45.504430] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:17:45.507896] [DEBUG] [FORECASTER] BMBL: Forecast T+1@11:T+2@11: DOWN (p=19.76%)
[2025-12-22T20:17:45.508172] [INFO ] [FORECASTER] Completed predict_future for BMBL
[2025-12-22T20:17:45.508298] [INFO ] [sig       ] BMBL: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:17:45.648986] [INFO ] [LOCAL     ] Saved forecast: BMBL	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/BMBL.txt
[2025-12-22T20:17:45.649160] [INFO ] [sig       ] [470/3560] Completed BMBL in 0.3s | 2.91 sym/s | Total: 2.7m | ETA: 17.7m
[2025-12-22T20:17:45.649210] [INFO ] [sig       ] [471/3560] Forecasting BME...
[2025-12-22T20:17:45.649244] [INFO ] [sig       ] Generating forecast for: BME
[2025-12-22T20:17:45.649276] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BME' from 'https://tdm.silogroup.org/data/derivative_storage/BME.csv'.
[2025-12-22T20:17:45.659970] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BME'.
[2025-12-22T20:17:45.660312] [INFO ] [FORECASTER] Starting predict_future for BME
[2025-12-22T20:17:45.661112] [DEBUG] [LOCAL     ] No optimal features file found for BME: ./output/feature-sets/BME.txt
[2025-12-22T20:17:45.661165] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:17:45.661198] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:17:45.661225] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:17:45.661282] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:17:45.719264] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:17:45.720022] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:17:45.720101] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:17:45.720134] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:17:45.839745] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:17:45.839893] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:17:45.839933] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:17:45.839962] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:17:45.843321] [DEBUG] [FORECASTER] BME: Forecast T+1@11:T+2@11: DOWN (p=2.86%)
[2025-12-22T20:17:45.843631] [INFO ] [FORECASTER] Completed predict_future for BME
[2025-12-22T20:17:45.843756] [INFO ] [sig       ] BME: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:17:45.985589] [INFO ] [LOCAL     ] Saved forecast: BME	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/BME.txt
[2025-12-22T20:17:45.985741] [INFO ] [sig       ] [471/3560] Completed BME in 0.3s | 2.91 sym/s | Total: 2.7m | ETA: 17.7m
[2025-12-22T20:17:45.985780] [INFO ] [sig       ] [472/3560] Forecasting BMEZ...
[2025-12-22T20:17:45.985809] [INFO ] [sig       ] Generating forecast for: BMEZ
[2025-12-22T20:17:45.985841] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMEZ' from 'https://tdm.silogroup.org/data/derivative_storage/BMEZ.csv'.
[2025-12-22T20:17:45.996689] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMEZ'.
[2025-12-22T20:17:45.997037] [INFO ] [FORECASTER] Starting predict_future for BMEZ
[2025-12-22T20:17:45.997817] [DEBUG] [LOCAL     ] No optimal features file found for BMEZ: ./output/feature-sets/BMEZ.txt
[2025-12-22T20:17:45.997870] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:17:45.997902] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:17:45.997929] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:17:45.997985] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:17:46.055539] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:17:46.056375] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:17:46.056456] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:17:46.056490] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:17:46.176118] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:17:46.176275] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:17:46.176316] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:17:46.176376] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:17:46.180181] [DEBUG] [FORECASTER] BMEZ: Forecast T+1@11:T+2@11: DOWN (p=26.95%)
[2025-12-22T20:17:46.180456] [INFO ] [FORECASTER] Completed predict_future for BMEZ
[2025-12-22T20:17:46.180598] [INFO ] [sig       ] BMEZ: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:17:46.324483] [INFO ] [LOCAL     ] Saved forecast: BMEZ	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/BMEZ.txt
[2025-12-22T20:17:46.324646] [INFO ] [sig       ] [472/3560] Completed BMEZ in 0.3s | 2.91 sym/s | Total: 2.7m | ETA: 17.7m
[2025-12-22T20:17:46.324687] [INFO ] [sig       ] [473/3560] Forecasting BMI...
[2025-12-22T20:17:46.324718] [INFO ] [sig       ] Generating forecast for: BMI
[2025-12-22T20:17:46.324748] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMI' from 'https://tdm.silogroup.org/data/derivative_storage/BMI.csv'.
[2025-12-22T20:17:46.335869] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMI'.
[2025-12-22T20:17:46.336222] [INFO ] [FORECASTER] Starting predict_future for BMI
[2025-12-22T20:17:46.337084] [DEBUG] [LOCAL     ] No optimal features file found for BMI: ./output/feature-sets/BMI.txt
[2025-12-22T20:17:46.337140] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:17:46.337173] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:17:46.337201] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:17:46.337259] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:17:46.396849] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:17:46.397859] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:17:46.397962] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:17:46.397997] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:17:46.524741] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:17:46.524909] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:17:46.524951] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:17:46.524981] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:17:46.528521] [DEBUG] [FORECASTER] BMI: Forecast T+1@11:T+2@11: DOWN (p=19.80%)
[2025-12-22T20:17:46.528826] [INFO ] [FORECASTER] Completed predict_future for BMI
[2025-12-22T20:17:46.528957] [INFO ] [sig       ] BMI: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:17:46.667129] [INFO ] [LOCAL     ] Saved forecast: BMI	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/BMI.txt
[2025-12-22T20:17:46.667279] [INFO ] [sig       ] [473/3560] Completed BMI in 0.3s | 2.91 sym/s | Total: 2.7m | ETA: 17.7m
[2025-12-22T20:17:46.667318] [INFO ] [sig       ] [474/3560] Forecasting BMO...
[2025-12-22T20:17:46.667347] [INFO ] [sig       ] Generating forecast for: BMO
[2025-12-22T20:17:46.667378] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMO' from 'https://tdm.silogroup.org/data/derivative_storage/BMO.csv'.
[2025-12-22T20:17:46.678192] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMO'.
[2025-12-22T20:17:46.678533] [INFO ] [FORECASTER] Starting predict_future for BMO
[2025-12-22T20:17:46.679337] [DEBUG] [LOCAL     ] No optimal features file found for BMO: ./output/feature-sets/BMO.txt
[2025-12-22T20:17:46.679390] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:17:46.679421] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:17:46.679447] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:17:46.679504] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:17:46.735151] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:17:46.735828] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:17:46.735904] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:17:46.735936] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:17:46.858697] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:17:46.858855] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:17:46.858898] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:17:46.858928] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:17:46.862452] [DEBUG] [FORECASTER] BMO: Forecast T+1@11:T+2@11: UP (p=59.22%)
[2025-12-22T20:17:46.862754] [INFO ] [FORECASTER] Completed predict_future for BMO
[2025-12-22T20:17:46.862888] [INFO ] [sig       ] BMO: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:17:47.004159] [INFO ] [LOCAL     ] Saved forecast: BMO	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/BMO.txt
[2025-12-22T20:17:47.004291] [INFO ] [sig       ] [474/3560] Completed BMO in 0.3s | 2.91 sym/s | Total: 2.7m | ETA: 17.7m
[2025-12-22T20:17:47.004329] [INFO ] [sig       ] [475/3560] Forecasting BMRA...
[2025-12-22T20:17:47.004359] [INFO ] [sig       ] Generating forecast for: BMRA
[2025-12-22T20:17:47.004390] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMRA' from 'https://tdm.silogroup.org/data/derivative_storage/BMRA.csv'.
[2025-12-22T20:17:47.015947] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMRA'.
[2025-12-22T20:17:47.016257] [INFO ] [FORECASTER] Starting predict_future for BMRA
[2025-12-22T20:17:47.017032] [DEBUG] [LOCAL     ] No optimal features file found for BMRA: ./output/feature-sets/BMRA.txt
[2025-12-22T20:17:47.017085] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:17:47.017115] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:17:47.017141] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:17:47.017195] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:17:47.074597] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:17:47.075334] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:17:47.075411] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:17:47.075444] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:17:47.189882] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:17:47.190032] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:17:47.190071] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:17:47.190098] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:17:47.193405] [DEBUG] [FORECASTER] BMRA: Forecast T+1@11:T+2@11: UP (p=52.44%)
[2025-12-22T20:17:47.193692] [INFO ] [FORECASTER] Completed predict_future for BMRA
[2025-12-22T20:17:47.193815] [INFO ] [sig       ] BMRA: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:17:47.328834] [INFO ] [LOCAL     ] Saved forecast: BMRA	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/BMRA.txt
[2025-12-22T20:17:47.328985] [INFO ] [sig       ] [475/3560] Completed BMRA in 0.3s | 2.91 sym/s | Total: 2.7m | ETA: 17.7m
[2025-12-22T20:17:47.329024] [INFO ] [sig       ] [476/3560] Forecasting BMRC...
[2025-12-22T20:17:47.329071] [INFO ] [sig       ] Generating forecast for: BMRC
[2025-12-22T20:17:47.329104] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMRC' from 'https://tdm.silogroup.org/data/derivative_storage/BMRC.csv'.
[2025-12-22T20:17:47.339616] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMRC'.
[2025-12-22T20:17:47.339950] [INFO ] [FORECASTER] Starting predict_future for BMRC
[2025-12-22T20:17:47.340752] [DEBUG] [LOCAL     ] No optimal features file found for BMRC: ./output/feature-sets/BMRC.txt
[2025-12-22T20:17:47.340804] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:17:47.340836] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:17:47.340863] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:17:47.340918] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:17:47.397350] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:17:47.398155] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:17:47.398236] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:17:47.398270] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:17:47.517012] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:17:47.517162] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:17:47.517201] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:17:47.517229] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:17:47.521329] [DEBUG] [FORECASTER] BMRC: Forecast T+1@11:T+2@11: DOWN (p=16.90%)
[2025-12-22T20:17:47.521685] [INFO ] [FORECASTER] Completed predict_future for BMRC
[2025-12-22T20:17:47.521838] [INFO ] [sig       ] BMRC: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:17:47.658757] [INFO ] [LOCAL     ] Saved forecast: BMRC	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/BMRC.txt
[2025-12-22T20:17:47.658898] [INFO ] [sig       ] [476/3560] Completed BMRC in 0.3s | 2.91 sym/s | Total: 2.7m | ETA: 17.7m
[2025-12-22T20:17:47.658940] [INFO ] [sig       ] [477/3560] Forecasting BMRN...
[2025-12-22T20:17:47.658971] [INFO ] [sig       ] Generating forecast for: BMRN
[2025-12-22T20:17:47.659002] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMRN' from 'https://tdm.silogroup.org/data/derivative_storage/BMRN.csv'.
[2025-12-22T20:17:47.670004] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMRN'.
[2025-12-22T20:17:47.670345] [INFO ] [FORECASTER] Starting predict_future for BMRN
[2025-12-22T20:17:47.671188] [DEBUG] [LOCAL     ] No optimal features file found for BMRN: ./output/feature-sets/BMRN.txt
[2025-12-22T20:17:47.671242] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:17:47.671287] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:17:47.671314] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:17:47.671370] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:17:47.733479] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:17:47.734677] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:17:47.734760] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:17:47.734793] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:17:47.858426] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:17:47.858597] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:17:47.858638] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:17:47.858667] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:17:47.862067] [DEBUG] [FORECASTER] BMRN: Forecast T+1@11:T+2@11: DOWN (p=5.80%)
[2025-12-22T20:17:47.862518] [INFO ] [FORECASTER] Completed predict_future for BMRN
[2025-12-22T20:17:47.862660] [INFO ] [sig       ] BMRN: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:17:48.001786] [INFO ] [LOCAL     ] Saved forecast: BMRN	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/BMRN.txt
[2025-12-22T20:17:48.001927] [INFO ] [sig       ] [477/3560] Completed BMRN in 0.3s | 2.91 sym/s | Total: 2.7m | ETA: 17.7m
[2025-12-22T20:17:48.001967] [INFO ] [sig       ] [478/3560] Forecasting BMY...
[2025-12-22T20:17:48.001996] [INFO ] [sig       ] Generating forecast for: BMY
[2025-12-22T20:17:48.002026] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMY' from 'https://tdm.silogroup.org/data/derivative_storage/BMY.csv'.
[2025-12-22T20:17:48.013227] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMY'.
[2025-12-22T20:17:48.013724] [INFO ] [FORECASTER] Starting predict_future for BMY
[2025-12-22T20:17:48.014526] [DEBUG] [LOCAL     ] No optimal features file found for BMY: ./output/feature-sets/BMY.txt
[2025-12-22T20:17:48.014597] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:17:48.014630] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:17:48.014657] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:17:48.014712] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:17:48.072757] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:17:48.073552] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:17:48.073650] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:17:48.073686] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:17:48.192649] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:17:48.192802] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:17:48.192843] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:17:48.192871] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:17:48.196170] [DEBUG] [FORECASTER] BMY: Forecast T+1@11:T+2@11: UP (p=92.22%)
[2025-12-22T20:17:48.196471] [INFO ] [FORECASTER] Completed predict_future for BMY
[2025-12-22T20:17:48.196616] [INFO ] [sig       ] BMY: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:17:48.332985] [INFO ] [LOCAL     ] Saved forecast: BMY	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/BMY.txt
[2025-12-22T20:17:48.333123] [INFO ] [sig       ] [478/3560] Completed BMY in 0.3s | 2.91 sym/s | Total: 2.7m | ETA: 17.7m
[2025-12-22T20:17:48.333163] [INFO ] [sig       ] [479/3560] Forecasting BN...
[2025-12-22T20:17:48.333192] [INFO ] [sig       ] Generating forecast for: BN
[2025-12-22T20:17:48.333222] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BN' from 'https://tdm.silogroup.org/data/derivative_storage/BN.csv'.
[2025-12-22T20:17:48.343807] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BN'.
[2025-12-22T20:17:48.344185] [INFO ] [FORECASTER] Starting predict_future for BN
[2025-12-22T20:17:48.344966] [DEBUG] [LOCAL     ] No optimal features file found for BN: ./output/feature-sets/BN.txt
[2025-12-22T20:17:48.345018] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:17:48.345050] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:17:48.345078] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:17:48.345133] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:17:48.402776] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:17:48.403615] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:17:48.403749] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:17:48.403786] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:17:48.524974] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:17:48.525125] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:17:48.525168] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:17:48.525198] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:17:48.528654] [DEBUG] [FORECASTER] BN: Forecast T+1@11:T+2@11: UP (p=60.72%)
[2025-12-22T20:17:48.528932] [INFO ] [FORECASTER] Completed predict_future for BN
[2025-12-22T20:17:48.529085] [INFO ] [sig       ] BN: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:17:48.666181] [INFO ] [LOCAL     ] Saved forecast: BN	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/BN.txt
[2025-12-22T20:17:48.666339] [INFO ] [sig       ] [479/3560] Completed BN in 0.3s | 2.91 sym/s | Total: 2.7m | ETA: 17.6m
[2025-12-22T20:17:48.666379] [INFO ] [sig       ] [480/3560] Forecasting BND...
[2025-12-22T20:17:48.666410] [INFO ] [sig       ] Generating forecast for: BND
[2025-12-22T20:17:48.666442] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BND' from 'https://tdm.silogroup.org/data/derivative_storage/BND.csv'.
[2025-12-22T20:17:48.676861] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BND'.
[2025-12-22T20:17:48.677188] [INFO ] [FORECASTER] Starting predict_future for BND
[2025-12-22T20:17:48.677966] [DEBUG] [LOCAL     ] No optimal features file found for BND: ./output/feature-sets/BND.txt
[2025-12-22T20:17:48.678019] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:17:48.678051] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:17:48.678077] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:17:48.678133] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:17:48.735426] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:17:48.736163] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:17:48.736251] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:17:48.736285] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:17:48.858268] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:17:48.858413] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:17:48.858452] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:17:48.858480] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:17:48.862132] [DEBUG] [FORECASTER] BND: Forecast T+1@11:T+2@11: UP (p=65.67%)
[2025-12-22T20:17:48.862410] [INFO ] [FORECASTER] Completed predict_future for BND
[2025-12-22T20:17:48.862537] [INFO ] [sig       ] BND: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:17:49.014236] [INFO ] [LOCAL     ] Saved forecast: BND	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/BND.txt
[2025-12-22T20:17:49.014398] [INFO ] [sig       ] [480/3560] Completed BND in 0.3s | 2.91 sym/s | Total: 2.7m | ETA: 17.6m
[2025-12-22T20:17:49.014441] [INFO ] [sig       ] [481/3560] Forecasting BNDX...
[2025-12-22T20:17:49.014480] [INFO ] [sig       ] Generating forecast for: BNDX
[2025-12-22T20:17:49.014512] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNDX' from 'https://tdm.silogroup.org/data/derivative_storage/BNDX.csv'.
[2025-12-22T20:17:49.025257] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNDX'.
[2025-12-22T20:17:49.025606] [INFO ] [FORECASTER] Starting predict_future for BNDX
[2025-12-22T20:17:49.026429] [DEBUG] [LOCAL     ] No optimal features file found for BNDX: ./output/feature-sets/BNDX.txt
[2025-12-22T20:17:49.026485] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:17:49.026518] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:17:49.026547] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:17:49.026628] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:17:49.083905] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:17:49.084714] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:17:49.084795] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:17:49.084828] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:17:49.207694] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:17:49.207843] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:17:49.207882] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:17:49.207910] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:17:49.211234] [DEBUG] [FORECASTER] BNDX: Forecast T+1@11:T+2@11: UP (p=86.82%)
[2025-12-22T20:17:49.211500] [INFO ] [FORECASTER] Completed predict_future for BNDX
[2025-12-22T20:17:49.211643] [INFO ] [sig       ] BNDX: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:17:49.350633] [INFO ] [LOCAL     ] Saved forecast: BNDX	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/BNDX.txt
[2025-12-22T20:17:49.350785] [INFO ] [sig       ] [481/3560] Completed BNDX in 0.3s | 2.91 sym/s | Total: 2.8m | ETA: 17.6m
[2025-12-22T20:17:49.350827] [INFO ] [sig       ] [482/3560] Forecasting BNED...
[2025-12-22T20:17:49.350858] [INFO ] [sig       ] Generating forecast for: BNED
[2025-12-22T20:17:49.350890] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNED' from 'https://tdm.silogroup.org/data/derivative_storage/BNED.csv'.
[2025-12-22T20:17:49.361477] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNED'.
[2025-12-22T20:17:49.361831] [INFO ] [FORECASTER] Starting predict_future for BNED
[2025-12-22T20:17:49.362632] [DEBUG] [LOCAL     ] No optimal features file found for BNED: ./output/feature-sets/BNED.txt
[2025-12-22T20:17:49.362686] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:17:49.362719] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:17:49.362747] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:17:49.362804] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:17:49.422344] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:17:49.423270] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:17:49.423363] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:17:49.423408] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:17:49.542923] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:17:49.543073] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:17:49.543111] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:17:49.543140] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:17:49.546457] [DEBUG] [FORECASTER] BNED: Forecast T+1@11:T+2@11: UP (p=98.34%)
[2025-12-22T20:17:49.546747] [INFO ] [FORECASTER] Completed predict_future for BNED
[2025-12-22T20:17:49.546871] [INFO ] [sig       ] BNED: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:17:49.684047] [INFO ] [LOCAL     ] Saved forecast: BNED	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/BNED.txt
[2025-12-22T20:17:49.684467] [INFO ] [sig       ] [482/3560] Completed BNED in 0.3s | 2.91 sym/s | Total: 2.8m | ETA: 17.6m
[2025-12-22T20:17:49.684534] [INFO ] [sig       ] [483/3560] Forecasting BNGO...
[2025-12-22T20:17:49.684588] [INFO ] [sig       ] Generating forecast for: BNGO
[2025-12-22T20:17:49.684624] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNGO' from 'https://tdm.silogroup.org/data/derivative_storage/BNGO.csv'.
[2025-12-22T20:17:49.695821] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNGO'.
[2025-12-22T20:17:49.696153] [INFO ] [FORECASTER] Starting predict_future for BNGO
[2025-12-22T20:17:49.697112] [DEBUG] [LOCAL     ] No optimal features file found for BNGO: ./output/feature-sets/BNGO.txt
[2025-12-22T20:17:49.697167] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:17:49.697201] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:17:49.697228] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:17:49.697285] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:17:49.755509] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:17:49.756270] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:17:49.756348] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:17:49.756383] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:17:49.877140] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:17:49.877292] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:17:49.877332] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:17:49.877361] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:17:49.880780] [DEBUG] [FORECASTER] BNGO: Forecast T+1@11:T+2@11: UP (p=73.15%)
[2025-12-22T20:17:49.881052] [INFO ] [FORECASTER] Completed predict_future for BNGO
[2025-12-22T20:17:49.881177] [INFO ] [sig       ] BNGO: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:17:50.020530] [INFO ] [LOCAL     ] Saved forecast: BNGO	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/BNGO.txt
[2025-12-22T20:17:50.020712] [INFO ] [sig       ] [483/3560] Completed BNGO in 0.3s | 2.91 sym/s | Total: 2.8m | ETA: 17.6m
[2025-12-22T20:17:50.020751] [INFO ] [sig       ] [484/3560] Forecasting BNH...
[2025-12-22T20:17:50.020782] [INFO ] [sig       ] Generating forecast for: BNH
[2025-12-22T20:17:50.020812] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNH' from 'https://tdm.silogroup.org/data/derivative_storage/BNH.csv'.
[2025-12-22T20:17:50.031554] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNH'.
[2025-12-22T20:17:50.031919] [INFO ] [FORECASTER] Starting predict_future for BNH
[2025-12-22T20:17:50.032738] [DEBUG] [LOCAL     ] No optimal features file found for BNH: ./output/feature-sets/BNH.txt
[2025-12-22T20:17:50.032792] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:17:50.032826] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:17:50.032854] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:17:50.032911] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:17:50.094816] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:17:50.095852] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:17:50.095959] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:17:50.096008] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:17:50.215536] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:17:50.215700] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:17:50.215739] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:17:50.215783] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:17:50.219085] [DEBUG] [FORECASTER] BNH: Forecast T+1@11:T+2@11: UP (p=65.82%)
[2025-12-22T20:17:50.219353] [INFO ] [FORECASTER] Completed predict_future for BNH
[2025-12-22T20:17:50.219473] [INFO ] [sig       ] BNH: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:17:50.355036] [INFO ] [LOCAL     ] Saved forecast: BNH	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/BNH.txt
[2025-12-22T20:17:50.355173] [INFO ] [sig       ] [484/3560] Completed BNH in 0.3s | 2.91 sym/s | Total: 2.8m | ETA: 17.6m
[2025-12-22T20:17:50.355213] [INFO ] [sig       ] [485/3560] Forecasting BNJ...
[2025-12-22T20:17:50.355244] [INFO ] [sig       ] Generating forecast for: BNJ
[2025-12-22T20:17:50.355273] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNJ' from 'https://tdm.silogroup.org/data/derivative_storage/BNJ.csv'.
[2025-12-22T20:17:50.365888] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNJ'.
[2025-12-22T20:17:50.366219] [INFO ] [FORECASTER] Starting predict_future for BNJ
[2025-12-22T20:17:50.367059] [DEBUG] [LOCAL     ] No optimal features file found for BNJ: ./output/feature-sets/BNJ.txt
[2025-12-22T20:17:50.367114] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:17:50.367150] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:17:50.367178] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:17:50.367234] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:17:50.425687] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:17:50.426430] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:17:50.426510] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:17:50.426544] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:17:50.537984] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:17:50.538134] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:17:50.538173] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:17:50.538202] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:17:50.541774] [DEBUG] [FORECASTER] BNJ: Forecast T+1@11:T+2@11: DOWN (p=41.01%)
[2025-12-22T20:17:50.542047] [INFO ] [FORECASTER] Completed predict_future for BNJ
[2025-12-22T20:17:50.542174] [INFO ] [sig       ] BNJ: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:17:50.679685] [INFO ] [LOCAL     ] Saved forecast: BNJ	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/BNJ.txt
[2025-12-22T20:17:50.679844] [INFO ] [sig       ] [485/3560] Completed BNJ in 0.3s | 2.91 sym/s | Total: 2.8m | ETA: 17.6m
[2025-12-22T20:17:50.679886] [INFO ] [sig       ] [486/3560] Forecasting BNL...
[2025-12-22T20:17:50.679917] [INFO ] [sig       ] Generating forecast for: BNL
[2025-12-22T20:17:50.679949] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNL' from 'https://tdm.silogroup.org/data/derivative_storage/BNL.csv'.
[2025-12-22T20:17:50.691109] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNL'.
[2025-12-22T20:17:50.691471] [INFO ] [FORECASTER] Starting predict_future for BNL
[2025-12-22T20:17:50.692285] [DEBUG] [LOCAL     ] No optimal features file found for BNL: ./output/feature-sets/BNL.txt
[2025-12-22T20:17:50.692340] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:17:50.692401] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:17:50.692430] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:17:50.692488] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:17:50.754061] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:17:50.755014] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:17:50.755095] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:17:50.755144] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:17:50.875881] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:17:50.876033] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:17:50.876073] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:17:50.876102] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:17:50.879607] [DEBUG] [FORECASTER] BNL: Forecast T+1@11:T+2@11: UP (p=94.50%)
[2025-12-22T20:17:50.879903] [INFO ] [FORECASTER] Completed predict_future for BNL
[2025-12-22T20:17:50.880029] [INFO ] [sig       ] BNL: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:17:51.015687] [INFO ] [LOCAL     ] Saved forecast: BNL	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/BNL.txt
[2025-12-22T20:17:51.015842] [INFO ] [sig       ] [486/3560] Completed BNL in 0.3s | 2.91 sym/s | Total: 2.8m | ETA: 17.6m
[2025-12-22T20:17:51.015882] [INFO ] [sig       ] [487/3560] Forecasting BNS...
[2025-12-22T20:17:51.015913] [INFO ] [sig       ] Generating forecast for: BNS
[2025-12-22T20:17:51.015943] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNS' from 'https://tdm.silogroup.org/data/derivative_storage/BNS.csv'.
[2025-12-22T20:17:51.026636] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNS'.
[2025-12-22T20:17:51.026966] [INFO ] [FORECASTER] Starting predict_future for BNS
[2025-12-22T20:17:51.027766] [DEBUG] [LOCAL     ] No optimal features file found for BNS: ./output/feature-sets/BNS.txt
[2025-12-22T20:17:51.027820] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:17:51.027852] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:17:51.027879] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:17:51.027935] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:17:51.085061] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:17:51.085810] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:17:51.085889] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:17:51.085922] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:17:51.206205] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:17:51.206355] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:17:51.206395] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:17:51.206423] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:17:51.209754] [DEBUG] [FORECASTER] BNS: Forecast T+1@11:T+2@11: UP (p=98.59%)
[2025-12-22T20:17:51.210017] [INFO ] [FORECASTER] Completed predict_future for BNS
[2025-12-22T20:17:51.210135] [INFO ] [sig       ] BNS: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:17:51.344431] [INFO ] [LOCAL     ] Saved forecast: BNS	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/BNS.txt
[2025-12-22T20:17:51.344567] [INFO ] [sig       ] [487/3560] Completed BNS in 0.3s | 2.91 sym/s | Total: 2.8m | ETA: 17.6m
[2025-12-22T20:17:51.344626] [INFO ] [sig       ] [488/3560] Forecasting BNTC...
[2025-12-22T20:17:51.344658] [INFO ] [sig       ] Generating forecast for: BNTC
[2025-12-22T20:17:51.344688] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNTC' from 'https://tdm.silogroup.org/data/derivative_storage/BNTC.csv'.
[2025-12-22T20:17:51.355822] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNTC'.
[2025-12-22T20:17:51.356192] [INFO ] [FORECASTER] Starting predict_future for BNTC
[2025-12-22T20:17:51.356995] [DEBUG] [LOCAL     ] No optimal features file found for BNTC: ./output/feature-sets/BNTC.txt
[2025-12-22T20:17:51.357048] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:17:51.357081] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:17:51.357109] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:17:51.357180] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:17:51.414816] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:17:51.415511] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:17:51.415604] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:17:51.415639] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:17:51.538746] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:17:51.538896] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:17:51.538936] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:17:51.538966] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:17:51.542418] [DEBUG] [FORECASTER] BNTC: Forecast T+1@11:T+2@11: DOWN (p=38.41%)
[2025-12-22T20:17:51.542712] [INFO ] [FORECASTER] Completed predict_future for BNTC
[2025-12-22T20:17:51.542835] [INFO ] [sig       ] BNTC: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:17:51.678564] [INFO ] [LOCAL     ] Saved forecast: BNTC	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/BNTC.txt
[2025-12-22T20:17:51.678737] [INFO ] [sig       ] [488/3560] Completed BNTC in 0.3s | 2.91 sym/s | Total: 2.8m | ETA: 17.6m
[2025-12-22T20:17:51.678777] [INFO ] [sig       ] [489/3560] Forecasting BNTX...
[2025-12-22T20:17:51.678807] [INFO ] [sig       ] Generating forecast for: BNTX
[2025-12-22T20:17:51.678836] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNTX' from 'https://tdm.silogroup.org/data/derivative_storage/BNTX.csv'.
[2025-12-22T20:17:51.690022] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNTX'.
[2025-12-22T20:17:51.690418] [INFO ] [FORECASTER] Starting predict_future for BNTX
[2025-12-22T20:17:51.691233] [DEBUG] [LOCAL     ] No optimal features file found for BNTX: ./output/feature-sets/BNTX.txt
[2025-12-22T20:17:51.691289] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:17:51.691321] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:17:51.691348] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:17:51.691405] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:17:51.751108] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:17:51.751972] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:17:51.752056] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:17:51.752089] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:17:51.866348] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:17:51.866502] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:17:51.866542] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:17:51.866626] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:17:51.871025] [DEBUG] [FORECASTER] BNTX: Forecast T+1@11:T+2@11: UP (p=96.41%)
[2025-12-22T20:17:51.871469] [INFO ] [FORECASTER] Completed predict_future for BNTX
[2025-12-22T20:17:51.871690] [INFO ] [sig       ] BNTX: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:17:52.009061] [INFO ] [LOCAL     ] Saved forecast: BNTX	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/BNTX.txt
[2025-12-22T20:17:52.009202] [INFO ] [sig       ] [489/3560] Completed BNTX in 0.3s | 2.91 sym/s | Total: 2.8m | ETA: 17.6m
[2025-12-22T20:17:52.009241] [INFO ] [sig       ] [490/3560] Forecasting BNY...
[2025-12-22T20:17:52.009272] [INFO ] [sig       ] Generating forecast for: BNY
[2025-12-22T20:17:52.009303] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNY' from 'https://tdm.silogroup.org/data/derivative_storage/BNY.csv'.
[2025-12-22T20:17:52.019406] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNY'.
[2025-12-22T20:17:52.019749] [INFO ] [FORECASTER] Starting predict_future for BNY
[2025-12-22T20:17:52.020509] [DEBUG] [LOCAL     ] No optimal features file found for BNY: ./output/feature-sets/BNY.txt
[2025-12-22T20:17:52.020594] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:17:52.020631] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:17:52.020658] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:17:52.020715] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:17:52.076678] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:17:52.077350] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:17:52.077427] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:17:52.077459] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:17:52.199665] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:17:52.199815] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:17:52.199854] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:17:52.199884] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:17:52.203174] [DEBUG] [FORECASTER] BNY: Forecast T+1@11:T+2@11: DOWN (p=31.91%)
[2025-12-22T20:17:52.203439] [INFO ] [FORECASTER] Completed predict_future for BNY
[2025-12-22T20:17:52.203557] [INFO ] [sig       ] BNY: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:17:52.339619] [INFO ] [LOCAL     ] Saved forecast: BNY	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/BNY.txt
[2025-12-22T20:17:52.339755] [INFO ] [sig       ] [490/3560] Completed BNY in 0.3s | 2.91 sym/s | Total: 2.8m | ETA: 17.6m
[2025-12-22T20:17:52.339793] [INFO ] [sig       ] [491/3560] Forecasting BNZI...
[2025-12-22T20:17:52.339823] [INFO ] [sig       ] Generating forecast for: BNZI
[2025-12-22T20:17:52.339853] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNZI' from 'https://tdm.silogroup.org/data/derivative_storage/BNZI.csv'.
[2025-12-22T20:17:52.350624] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNZI'.
[2025-12-22T20:17:52.350973] [INFO ] [FORECASTER] Starting predict_future for BNZI
[2025-12-22T20:17:52.351786] [DEBUG] [LOCAL     ] No optimal features file found for BNZI: ./output/feature-sets/BNZI.txt
[2025-12-22T20:17:52.351851] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:17:52.351898] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:17:52.351933] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:17:52.351997] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:17:52.409705] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:17:52.410382] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:17:52.410462] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:17:52.410495] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:17:52.523926] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:17:52.524077] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:17:52.524117] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:17:52.524147] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:17:52.527609] [DEBUG] [FORECASTER] BNZI: Forecast T+1@11:T+2@11: DOWN (p=19.45%)
[2025-12-22T20:17:52.527887] [INFO ] [FORECASTER] Completed predict_future for BNZI
[2025-12-22T20:17:52.528012] [INFO ] [sig       ] BNZI: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:17:52.664224] [INFO ] [LOCAL     ] Saved forecast: BNZI	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/BNZI.txt
[2025-12-22T20:17:52.664358] [INFO ] [sig       ] [491/3560] Completed BNZI in 0.3s | 2.91 sym/s | Total: 2.8m | ETA: 17.6m
[2025-12-22T20:17:52.664397] [INFO ] [sig       ] [492/3560] Forecasting BOC...
[2025-12-22T20:17:52.664427] [INFO ] [sig       ] Generating forecast for: BOC
[2025-12-22T20:17:52.664460] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOC' from 'https://tdm.silogroup.org/data/derivative_storage/BOC.csv'.
[2025-12-22T20:17:52.675126] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOC'.
[2025-12-22T20:17:52.675452] [INFO ] [FORECASTER] Starting predict_future for BOC
[2025-12-22T20:17:52.676233] [DEBUG] [LOCAL     ] No optimal features file found for BOC: ./output/feature-sets/BOC.txt
[2025-12-22T20:17:52.676286] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:17:52.676318] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:17:52.676345] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:17:52.676401] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:17:52.732042] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:17:52.732733] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:17:52.732811] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:17:52.732843] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:17:52.852961] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:17:52.853113] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:17:52.853153] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:17:52.853180] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:17:52.856513] [DEBUG] [FORECASTER] BOC: Forecast T+1@11:T+2@11: UP (p=57.72%)
[2025-12-22T20:17:52.856797] [INFO ] [FORECASTER] Completed predict_future for BOC
[2025-12-22T20:17:52.856916] [INFO ] [sig       ] BOC: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:17:52.994264] [INFO ] [LOCAL     ] Saved forecast: BOC	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/BOC.txt
[2025-12-22T20:17:52.994420] [INFO ] [sig       ] [492/3560] Completed BOC in 0.3s | 2.91 sym/s | Total: 2.8m | ETA: 17.6m
[2025-12-22T20:17:52.994460] [INFO ] [sig       ] [493/3560] Forecasting BOE...
[2025-12-22T20:17:52.994490] [INFO ] [sig       ] Generating forecast for: BOE
[2025-12-22T20:17:52.994521] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOE' from 'https://tdm.silogroup.org/data/derivative_storage/BOE.csv'.
[2025-12-22T20:17:53.005116] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOE'.
[2025-12-22T20:17:53.005452] [INFO ] [FORECASTER] Starting predict_future for BOE
[2025-12-22T20:17:53.006237] [DEBUG] [LOCAL     ] No optimal features file found for BOE: ./output/feature-sets/BOE.txt
[2025-12-22T20:17:53.006291] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:17:53.006323] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:17:53.006351] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:17:53.006407] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:17:53.063690] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:17:53.064501] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:17:53.064603] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:17:53.064639] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:17:53.181856] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:17:53.182003] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:17:53.182042] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:17:53.182071] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:17:53.185392] [DEBUG] [FORECASTER] BOE: Forecast T+1@11:T+2@11: DOWN (p=5.74%)
[2025-12-22T20:17:53.185680] [INFO ] [FORECASTER] Completed predict_future for BOE
[2025-12-22T20:17:53.185804] [INFO ] [sig       ] BOE: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:17:53.322021] [INFO ] [LOCAL     ] Saved forecast: BOE	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/BOE.txt
[2025-12-22T20:17:53.322166] [INFO ] [sig       ] [493/3560] Completed BOE in 0.3s | 2.91 sym/s | Total: 2.8m | ETA: 17.6m
[2025-12-22T20:17:53.322205] [INFO ] [sig       ] [494/3560] Forecasting BOF...
[2025-12-22T20:17:53.322236] [INFO ] [sig       ] Generating forecast for: BOF
[2025-12-22T20:17:53.322265] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOF' from 'https://tdm.silogroup.org/data/derivative_storage/BOF.csv'.
[2025-12-22T20:17:53.332656] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOF'.
[2025-12-22T20:17:53.332994] [INFO ] [FORECASTER] Starting predict_future for BOF
[2025-12-22T20:17:53.333782] [DEBUG] [LOCAL     ] No optimal features file found for BOF: ./output/feature-sets/BOF.txt
[2025-12-22T20:17:53.333834] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:17:53.333865] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:17:53.333891] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:17:53.333948] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:17:53.391208] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:17:53.391917] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:17:53.391996] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:17:53.392030] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:17:53.515220] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:17:53.515372] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:17:53.515411] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:17:53.515439] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:17:53.518752] [DEBUG] [FORECASTER] BOF: Forecast T+1@11:T+2@11: UP (p=70.21%)
[2025-12-22T20:17:53.519018] [INFO ] [FORECASTER] Completed predict_future for BOF
[2025-12-22T20:17:53.519162] [INFO ] [sig       ] BOF: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:17:53.655680] [INFO ] [LOCAL     ] Saved forecast: BOF	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/BOF.txt
[2025-12-22T20:17:53.655829] [INFO ] [sig       ] [494/3560] Completed BOF in 0.3s | 2.91 sym/s | Total: 2.8m | ETA: 17.5m
[2025-12-22T20:17:53.655869] [INFO ] [sig       ] [495/3560] Forecasting BOH...
[2025-12-22T20:17:53.655901] [INFO ] [sig       ] Generating forecast for: BOH
[2025-12-22T20:17:53.655931] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOH' from 'https://tdm.silogroup.org/data/derivative_storage/BOH.csv'.
[2025-12-22T20:17:53.666926] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOH'.
[2025-12-22T20:17:53.667263] [INFO ] [FORECASTER] Starting predict_future for BOH
[2025-12-22T20:17:53.668070] [DEBUG] [LOCAL     ] No optimal features file found for BOH: ./output/feature-sets/BOH.txt
[2025-12-22T20:17:53.668124] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:17:53.668157] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:17:53.668187] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:17:53.668246] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:17:53.726310] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:17:53.727156] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:17:53.727238] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:17:53.727271] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:17:53.853366] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:17:53.853552] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:17:53.853612] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:17:53.853643] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:17:53.857263] [DEBUG] [FORECASTER] BOH: Forecast T+1@11:T+2@11: DOWN (p=36.38%)
[2025-12-22T20:17:53.857605] [INFO ] [FORECASTER] Completed predict_future for BOH
[2025-12-22T20:17:53.857735] [INFO ] [sig       ] BOH: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:17:53.993589] [INFO ] [LOCAL     ] Saved forecast: BOH	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/BOH.txt
[2025-12-22T20:17:53.993723] [INFO ] [sig       ] [495/3560] Completed BOH in 0.3s | 2.91 sym/s | Total: 2.8m | ETA: 17.5m
[2025-12-22T20:17:53.993764] [INFO ] [sig       ] [496/3560] Forecasting BOKF...
[2025-12-22T20:17:53.993794] [INFO ] [sig       ] Generating forecast for: BOKF
[2025-12-22T20:17:53.993824] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOKF' from 'https://tdm.silogroup.org/data/derivative_storage/BOKF.csv'.
[2025-12-22T20:17:54.005254] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOKF'.
[2025-12-22T20:17:54.005638] [INFO ] [FORECASTER] Starting predict_future for BOKF
[2025-12-22T20:17:54.006443] [DEBUG] [LOCAL     ] No optimal features file found for BOKF: ./output/feature-sets/BOKF.txt
[2025-12-22T20:17:54.006497] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:17:54.006530] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:17:54.006558] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:17:54.006633] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:17:54.063963] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:17:54.064661] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:17:54.064770] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:17:54.064805] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:17:54.183191] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:17:54.183343] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:17:54.183382] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:17:54.183411] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:17:54.186781] [DEBUG] [FORECASTER] BOKF: Forecast T+1@11:T+2@11: UP (p=64.39%)
[2025-12-22T20:17:54.187045] [INFO ] [FORECASTER] Completed predict_future for BOKF
[2025-12-22T20:17:54.187166] [INFO ] [sig       ] BOKF: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:17:54.323751] [INFO ] [LOCAL     ] Saved forecast: BOKF	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/BOKF.txt
[2025-12-22T20:17:54.323887] [INFO ] [sig       ] [496/3560] Completed BOKF in 0.3s | 2.91 sym/s | Total: 2.8m | ETA: 17.5m
[2025-12-22T20:17:54.323926] [INFO ] [sig       ] [497/3560] Forecasting BOLD...
[2025-12-22T20:17:54.323957] [INFO ] [sig       ] Generating forecast for: BOLD
[2025-12-22T20:17:54.323987] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOLD' from 'https://tdm.silogroup.org/data/derivative_storage/BOLD.csv'.
[2025-12-22T20:17:54.334228] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOLD'.
[2025-12-22T20:17:54.334559] [INFO ] [FORECASTER] Starting predict_future for BOLD
[2025-12-22T20:17:54.335356] [DEBUG] [LOCAL     ] No optimal features file found for BOLD: ./output/feature-sets/BOLD.txt
[2025-12-22T20:17:54.335409] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:17:54.335441] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:17:54.335468] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:17:54.335525] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:17:54.391272] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:17:54.391927] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:17:54.392003] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:17:54.392035] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:17:54.507247] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:17:54.507391] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:17:54.507445] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:17:54.507476] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:17:54.511033] [DEBUG] [FORECASTER] BOLD: Forecast T+1@11:T+2@11: DOWN (p=0.42%)
[2025-12-22T20:17:54.511315] [INFO ] [FORECASTER] Completed predict_future for BOLD
[2025-12-22T20:17:54.511640] [INFO ] [sig       ] BOLD: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:17:54.647021] [INFO ] [LOCAL     ] Saved forecast: BOLD	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/BOLD.txt
[2025-12-22T20:17:54.647156] [INFO ] [sig       ] [497/3560] Completed BOLD in 0.3s | 2.91 sym/s | Total: 2.8m | ETA: 17.5m
[2025-12-22T20:17:54.647195] [INFO ] [sig       ] [498/3560] Forecasting BOND...
[2025-12-22T20:17:54.647225] [INFO ] [sig       ] Generating forecast for: BOND
[2025-12-22T20:17:54.647255] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOND' from 'https://tdm.silogroup.org/data/derivative_storage/BOND.csv'.
[2025-12-22T20:17:54.658751] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOND'.
[2025-12-22T20:17:54.659122] [INFO ] [FORECASTER] Starting predict_future for BOND
[2025-12-22T20:17:54.659975] [DEBUG] [LOCAL     ] No optimal features file found for BOND: ./output/feature-sets/BOND.txt
[2025-12-22T20:17:54.660029] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:17:54.660062] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:17:54.660089] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:17:54.660147] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:17:54.716163] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:17:54.717001] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:17:54.717082] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:17:54.717115] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:17:54.842486] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:17:54.842659] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:17:54.842702] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:17:54.842731] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:17:54.846300] [DEBUG] [FORECASTER] BOND: Forecast T+1@11:T+2@11: UP (p=76.09%)
[2025-12-22T20:17:54.846620] [INFO ] [FORECASTER] Completed predict_future for BOND
[2025-12-22T20:17:54.846765] [INFO ] [sig       ] BOND: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:17:54.984812] [INFO ] [LOCAL     ] Saved forecast: BOND	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/BOND.txt
[2025-12-22T20:17:54.984966] [INFO ] [sig       ] [498/3560] Completed BOND in 0.3s | 2.91 sym/s | Total: 2.8m | ETA: 17.5m
[2025-12-22T20:17:54.985004] [INFO ] [sig       ] [499/3560] Forecasting BOOM...
[2025-12-22T20:17:54.985034] [INFO ] [sig       ] Generating forecast for: BOOM
[2025-12-22T20:17:54.985065] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOOM' from 'https://tdm.silogroup.org/data/derivative_storage/BOOM.csv'.
[2025-12-22T20:17:54.995539] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOOM'.
[2025-12-22T20:17:54.995913] [INFO ] [FORECASTER] Starting predict_future for BOOM
[2025-12-22T20:17:54.996824] [DEBUG] [LOCAL     ] No optimal features file found for BOOM: ./output/feature-sets/BOOM.txt
[2025-12-22T20:17:54.996879] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:17:54.996912] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:17:54.996939] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:17:54.996994] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:17:55.055942] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:17:55.056847] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:17:55.056931] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:17:55.056965] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:17:55.177808] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:17:55.177968] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:17:55.178008] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:17:55.178039] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:17:55.181795] [DEBUG] [FORECASTER] BOOM: Forecast T+1@11:T+2@11: DOWN (p=28.32%)
[2025-12-22T20:17:55.182106] [INFO ] [FORECASTER] Completed predict_future for BOOM
[2025-12-22T20:17:55.182260] [INFO ] [sig       ] BOOM: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:17:55.328027] [INFO ] [LOCAL     ] Saved forecast: BOOM	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/BOOM.txt
[2025-12-22T20:17:55.328229] [INFO ] [sig       ] [499/3560] Completed BOOM in 0.3s | 2.91 sym/s | Total: 2.9m | ETA: 17.5m
[2025-12-22T20:17:55.328294] [INFO ] [sig       ] [500/3560] Forecasting BOTZ...
[2025-12-22T20:17:55.328338] [INFO ] [sig       ] Generating forecast for: BOTZ
[2025-12-22T20:17:55.328381] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOTZ' from 'https://tdm.silogroup.org/data/derivative_storage/BOTZ.csv'.
[2025-12-22T20:17:55.339442] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOTZ'.
[2025-12-22T20:17:55.339815] [INFO ] [FORECASTER] Starting predict_future for BOTZ
[2025-12-22T20:17:55.340649] [DEBUG] [LOCAL     ] No optimal features file found for BOTZ: ./output/feature-sets/BOTZ.txt
[2025-12-22T20:17:55.340703] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:17:55.340735] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:17:55.340763] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:17:55.340820] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:17:55.398790] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:17:55.399675] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:17:55.399761] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:17:55.399794] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:17:55.516591] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:17:55.516748] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:17:55.516786] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:17:55.516815] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:17:55.520127] [DEBUG] [FORECASTER] BOTZ: Forecast T+1@11:T+2@11: DOWN (p=25.05%)
[2025-12-22T20:17:55.520397] [INFO ] [FORECASTER] Completed predict_future for BOTZ
[2025-12-22T20:17:55.520518] [INFO ] [sig       ] BOTZ: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:17:55.660481] [INFO ] [LOCAL     ] Saved forecast: BOTZ	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/BOTZ.txt
[2025-12-22T20:17:55.660659] [INFO ] [sig       ] [500/3560] Completed BOTZ in 0.3s | 2.91 sym/s | Total: 2.9m | ETA: 17.5m
[2025-12-22T20:17:55.660702] [INFO ] [sig       ] [501/3560] Forecasting BOX...
[2025-12-22T20:17:55.660733] [INFO ] [sig       ] Generating forecast for: BOX
[2025-12-22T20:17:55.660764] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOX' from 'https://tdm.silogroup.org/data/derivative_storage/BOX.csv'.
[2025-12-22T20:17:55.672012] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOX'.
[2025-12-22T20:17:55.672437] [INFO ] [FORECASTER] Starting predict_future for BOX
[2025-12-22T20:17:55.673319] [DEBUG] [LOCAL     ] No optimal features file found for BOX: ./output/feature-sets/BOX.txt
[2025-12-22T20:17:55.673392] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:17:55.673454] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:17:55.673491] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:17:55.673549] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:17:55.731331] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:17:55.732249] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:17:55.732338] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:17:55.732371] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:17:55.854726] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:17:55.854885] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:17:55.854924] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:17:55.854954] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:17:55.858499] [DEBUG] [FORECASTER] BOX: Forecast T+1@11:T+2@11: UP (p=96.96%)
[2025-12-22T20:17:55.858819] [INFO ] [FORECASTER] Completed predict_future for BOX
[2025-12-22T20:17:55.858958] [INFO ] [sig       ] BOX: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:17:55.997103] [INFO ] [LOCAL     ] Saved forecast: BOX	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/BOX.txt
[2025-12-22T20:17:55.997241] [INFO ] [sig       ] [501/3560] Completed BOX in 0.3s | 2.91 sym/s | Total: 2.9m | ETA: 17.5m
[2025-12-22T20:17:55.997286] [INFO ] [sig       ] [502/3560] Forecasting BP...
[2025-12-22T20:17:55.997316] [INFO ] [sig       ] Generating forecast for: BP
[2025-12-22T20:17:55.997344] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BP' from 'https://tdm.silogroup.org/data/derivative_storage/BP.csv'.
[2025-12-22T20:17:56.008603] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BP'.
[2025-12-22T20:17:56.009006] [INFO ] [FORECASTER] Starting predict_future for BP
[2025-12-22T20:17:56.009910] [DEBUG] [LOCAL     ] No optimal features file found for BP: ./output/feature-sets/BP.txt
[2025-12-22T20:17:56.009970] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:17:56.010005] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:17:56.010032] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:17:56.010088] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:17:56.068784] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:17:56.069658] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:17:56.069741] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:17:56.069775] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:17:56.193533] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:17:56.193703] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:17:56.193743] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:17:56.193772] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:17:56.197137] [DEBUG] [FORECASTER] BP: Forecast T+1@11:T+2@11: DOWN (p=39.40%)
[2025-12-22T20:17:56.197424] [INFO ] [FORECASTER] Completed predict_future for BP
[2025-12-22T20:17:56.197550] [INFO ] [sig       ] BP: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:17:56.333835] [INFO ] [LOCAL     ] Saved forecast: BP	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/BP.txt
[2025-12-22T20:17:56.333991] [INFO ] [sig       ] [502/3560] Completed BP in 0.3s | 2.91 sym/s | Total: 2.9m | ETA: 17.5m
[2025-12-22T20:17:56.334030] [INFO ] [sig       ] [503/3560] Forecasting BPOP...
[2025-12-22T20:17:56.334060] [INFO ] [sig       ] Generating forecast for: BPOP
[2025-12-22T20:17:56.334090] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BPOP' from 'https://tdm.silogroup.org/data/derivative_storage/BPOP.csv'.
[2025-12-22T20:17:56.345624] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BPOP'.
[2025-12-22T20:17:56.346051] [INFO ] [FORECASTER] Starting predict_future for BPOP
[2025-12-22T20:17:56.346941] [DEBUG] [LOCAL     ] No optimal features file found for BPOP: ./output/feature-sets/BPOP.txt
[2025-12-22T20:17:56.346998] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:17:56.347059] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:17:56.347089] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:17:56.347159] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:17:56.410025] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:17:56.410951] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:17:56.411037] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:17:56.411070] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:17:56.533524] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:17:56.533703] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:17:56.533749] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:17:56.533779] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:17:56.537264] [DEBUG] [FORECASTER] BPOP: Forecast T+1@11:T+2@11: UP (p=77.46%)
[2025-12-22T20:17:56.537542] [INFO ] [FORECASTER] Completed predict_future for BPOP
[2025-12-22T20:17:56.537690] [INFO ] [sig       ] BPOP: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:17:56.674176] [INFO ] [LOCAL     ] Saved forecast: BPOP	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/BPOP.txt
[2025-12-22T20:17:56.674315] [INFO ] [sig       ] [503/3560] Completed BPOP in 0.3s | 2.91 sym/s | Total: 2.9m | ETA: 17.5m
[2025-12-22T20:17:56.674361] [INFO ] [sig       ] [504/3560] Forecasting BPRN...
[2025-12-22T20:17:56.674404] [INFO ] [sig       ] Generating forecast for: BPRN
[2025-12-22T20:17:56.674439] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BPRN' from 'https://tdm.silogroup.org/data/derivative_storage/BPRN.csv'.
[2025-12-22T20:17:56.684353] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BPRN'.
[2025-12-22T20:17:56.684654] [INFO ] [FORECASTER] Starting predict_future for BPRN
[2025-12-22T20:17:56.685433] [DEBUG] [LOCAL     ] No optimal features file found for BPRN: ./output/feature-sets/BPRN.txt
[2025-12-22T20:17:56.685487] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:17:56.685519] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:17:56.685547] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:17:56.685632] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:17:56.744174] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:17:56.745076] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:17:56.745162] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:17:56.745195] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:17:56.851486] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:17:56.851714] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:17:56.851764] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:17:56.851795] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:17:56.855294] [DEBUG] [FORECASTER] BPRN: Forecast T+1@11:T+2@11: UP (p=75.87%)
[2025-12-22T20:17:56.855587] [INFO ] [FORECASTER] Completed predict_future for BPRN
[2025-12-22T20:17:56.855713] [INFO ] [sig       ] BPRN: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:17:56.990556] [INFO ] [LOCAL     ] Saved forecast: BPRN	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/BPRN.txt
[2025-12-22T20:17:56.990717] [INFO ] [sig       ] [504/3560] Completed BPRN in 0.3s | 2.91 sym/s | Total: 2.9m | ETA: 17.5m
[2025-12-22T20:17:56.990758] [INFO ] [sig       ] [505/3560] Forecasting BPYPM...
[2025-12-22T20:17:56.990793] [INFO ] [sig       ] Generating forecast for: BPYPM
[2025-12-22T20:17:56.990825] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BPYPM' from 'https://tdm.silogroup.org/data/derivative_storage/BPYPM.csv'.
[2025-12-22T20:17:57.001374] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BPYPM'.
[2025-12-22T20:17:57.001716] [INFO ] [FORECASTER] Starting predict_future for BPYPM
[2025-12-22T20:17:57.002494] [DEBUG] [LOCAL     ] No optimal features file found for BPYPM: ./output/feature-sets/BPYPM.txt
[2025-12-22T20:17:57.002547] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:17:57.002609] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:17:57.002651] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:17:57.002711] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:17:57.060122] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:17:57.060910] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:17:57.060993] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:17:57.061025] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:17:57.170150] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:17:57.170321] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:17:57.170369] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:17:57.170403] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:17:57.173910] [DEBUG] [FORECASTER] BPYPM: Forecast T+1@11:T+2@11: UP (p=78.01%)
[2025-12-22T20:17:57.174205] [INFO ] [FORECASTER] Completed predict_future for BPYPM
[2025-12-22T20:17:57.174343] [INFO ] [sig       ] BPYPM: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:17:57.310383] [INFO ] [LOCAL     ] Saved forecast: BPYPM	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/BPYPM.txt
[2025-12-22T20:17:57.310529] [INFO ] [sig       ] [505/3560] Completed BPYPM in 0.3s | 2.91 sym/s | Total: 2.9m | ETA: 17.5m
[2025-12-22T20:17:57.310616] [INFO ] [sig       ] [506/3560] Forecasting BPYPO...
[2025-12-22T20:17:57.310653] [INFO ] [sig       ] Generating forecast for: BPYPO
[2025-12-22T20:17:57.310687] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BPYPO' from 'https://tdm.silogroup.org/data/derivative_storage/BPYPO.csv'.
[2025-12-22T20:17:57.321249] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BPYPO'.
[2025-12-22T20:17:57.321637] [INFO ] [FORECASTER] Starting predict_future for BPYPO
[2025-12-22T20:17:57.322449] [DEBUG] [LOCAL     ] No optimal features file found for BPYPO: ./output/feature-sets/BPYPO.txt
[2025-12-22T20:17:57.322505] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:17:57.322538] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:17:57.322565] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:17:57.322665] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:17:57.379823] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:17:57.380687] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:17:57.380772] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:17:57.380805] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:17:57.481263] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:17:57.481424] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:17:57.481465] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:17:57.481530] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:17:57.485184] [DEBUG] [FORECASTER] BPYPO: Forecast T+1@11:T+2@11: UP (p=92.95%)
[2025-12-22T20:17:57.485502] [INFO ] [FORECASTER] Completed predict_future for BPYPO
[2025-12-22T20:17:57.485675] [INFO ] [sig       ] BPYPO: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:17:57.626249] [INFO ] [LOCAL     ] Saved forecast: BPYPO	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/BPYPO.txt
[2025-12-22T20:17:57.626406] [INFO ] [sig       ] [506/3560] Completed BPYPO in 0.3s | 2.91 sym/s | Total: 2.9m | ETA: 17.5m
[2025-12-22T20:17:57.626445] [INFO ] [sig       ] [507/3560] Forecasting BPYPP...
[2025-12-22T20:17:57.626475] [INFO ] [sig       ] Generating forecast for: BPYPP
[2025-12-22T20:17:57.626508] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BPYPP' from 'https://tdm.silogroup.org/data/derivative_storage/BPYPP.csv'.
[2025-12-22T20:17:57.637379] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BPYPP'.
[2025-12-22T20:17:57.637761] [INFO ] [FORECASTER] Starting predict_future for BPYPP
[2025-12-22T20:17:57.638748] [DEBUG] [LOCAL     ] No optimal features file found for BPYPP: ./output/feature-sets/BPYPP.txt
[2025-12-22T20:17:57.638813] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:17:57.638853] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:17:57.638888] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:17:57.638965] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:17:57.698686] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:17:57.699544] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:17:57.699646] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:17:57.699679] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:17:57.804614] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:17:57.804762] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:17:57.804812] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:17:57.804845] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:17:57.808361] [DEBUG] [FORECASTER] BPYPP: Forecast T+1@11:T+2@11: DOWN (p=4.63%)
[2025-12-22T20:17:57.808685] [INFO ] [FORECASTER] Completed predict_future for BPYPP
[2025-12-22T20:17:57.808818] [INFO ] [sig       ] BPYPP: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:17:57.946954] [INFO ] [LOCAL     ] Saved forecast: BPYPP	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/BPYPP.txt
[2025-12-22T20:17:57.947106] [INFO ] [sig       ] [507/3560] Completed BPYPP in 0.3s | 2.92 sym/s | Total: 2.9m | ETA: 17.5m
[2025-12-22T20:17:57.947145] [INFO ] [sig       ] [508/3560] Forecasting BRAG...
[2025-12-22T20:17:57.947175] [INFO ] [sig       ] Generating forecast for: BRAG
[2025-12-22T20:17:57.947205] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRAG' from 'https://tdm.silogroup.org/data/derivative_storage/BRAG.csv'.
[2025-12-22T20:17:57.958053] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BRAG'.
[2025-12-22T20:17:57.958451] [INFO ] [FORECASTER] Starting predict_future for BRAG
[2025-12-22T20:17:57.959301] [DEBUG] [LOCAL     ] No optimal features file found for BRAG: ./output/feature-sets/BRAG.txt
[2025-12-22T20:17:57.959355] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:17:57.959387] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:17:57.959412] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:17:57.959470] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:17:58.019510] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:17:58.020436] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:17:58.020540] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:17:58.020598] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:17:58.143740] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:17:58.143904] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:17:58.143962] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:17:58.143993] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:17:58.147736] [DEBUG] [FORECASTER] BRAG: Forecast T+1@11:T+2@11: DOWN (p=31.44%)
[2025-12-22T20:17:58.148130] [INFO ] [FORECASTER] Completed predict_future for BRAG
[2025-12-22T20:17:58.148300] [INFO ] [sig       ] BRAG: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:17:58.290293] [INFO ] [LOCAL     ] Saved forecast: BRAG	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/BRAG.txt
[2025-12-22T20:17:58.290655] [INFO ] [sig       ] [508/3560] Completed BRAG in 0.3s | 2.92 sym/s | Total: 2.9m | ETA: 17.4m
[2025-12-22T20:17:58.290697] [INFO ] [sig       ] [509/3560] Forecasting BRC...
[2025-12-22T20:17:58.290727] [INFO ] [sig       ] Generating forecast for: BRC
[2025-12-22T20:17:58.290758] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRC' from 'https://tdm.silogroup.org/data/derivative_storage/BRC.csv'.
[2025-12-22T20:17:58.301375] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BRC'.
[2025-12-22T20:17:58.301708] [INFO ] [FORECASTER] Starting predict_future for BRC
[2025-12-22T20:17:58.302482] [DEBUG] [LOCAL     ] No optimal features file found for BRC: ./output/feature-sets/BRC.txt
[2025-12-22T20:17:58.302536] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:17:58.302569] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:17:58.302621] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:17:58.302679] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:17:58.361118] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:17:58.361762] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:17:58.361839] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:17:58.361872] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:17:58.478334] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:17:58.478477] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:17:58.478517] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:17:58.478545] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:17:58.482006] [DEBUG] [FORECASTER] BRC: Forecast T+1@11:T+2@11: UP (p=87.72%)
[2025-12-22T20:17:58.482277] [INFO ] [FORECASTER] Completed predict_future for BRC
[2025-12-22T20:17:58.482401] [INFO ] [sig       ] BRC: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:17:58.619124] [INFO ] [LOCAL     ] Saved forecast: BRC	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/BRC.txt
[2025-12-22T20:17:58.619259] [INFO ] [sig       ] [509/3560] Completed BRC in 0.3s | 2.92 sym/s | Total: 2.9m | ETA: 17.4m
[2025-12-22T20:17:58.619298] [INFO ] [sig       ] [510/3560] Forecasting BRCC...
[2025-12-22T20:17:58.619330] [INFO ] [sig       ] Generating forecast for: BRCC
[2025-12-22T20:17:58.619361] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRCC' from 'https://tdm.silogroup.org/data/derivative_storage/BRCC.csv'.
[2025-12-22T20:17:58.630176] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BRCC'.
[2025-12-22T20:17:58.630511] [INFO ] [FORECASTER] Starting predict_future for BRCC
[2025-12-22T20:17:58.631326] [DEBUG] [LOCAL     ] No optimal features file found for BRCC: ./output/feature-sets/BRCC.txt
[2025-12-22T20:17:58.631380] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:17:58.631412] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:17:58.631439] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:17:58.631496] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:17:58.689593] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:17:58.690251] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:17:58.690365] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:17:58.690400] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:17:58.813299] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:17:58.813446] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:17:58.813486] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:17:58.813515] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:17:58.816958] [DEBUG] [FORECASTER] BRCC: Forecast T+1@11:T+2@11: DOWN (p=49.86%)
[2025-12-22T20:17:58.817232] [INFO ] [FORECASTER] Completed predict_future for BRCC
[2025-12-22T20:17:58.817357] [INFO ] [sig       ] BRCC: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:17:58.953256] [INFO ] [LOCAL     ] Saved forecast: BRCC	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/BRCC.txt
[2025-12-22T20:17:58.953382] [INFO ] [sig       ] [510/3560] Completed BRCC in 0.3s | 2.92 sym/s | Total: 2.9m | ETA: 17.4m
[2025-12-22T20:17:58.953422] [INFO ] [sig       ] [511/3560] Forecasting BRO...
[2025-12-22T20:17:58.953453] [INFO ] [sig       ] Generating forecast for: BRO
[2025-12-22T20:17:58.953483] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRO' from 'https://tdm.silogroup.org/data/derivative_storage/BRO.csv'.
[2025-12-22T20:17:58.964993] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BRO'.
[2025-12-22T20:17:58.965391] [INFO ] [FORECASTER] Starting predict_future for BRO
[2025-12-22T20:17:58.966246] [DEBUG] [LOCAL     ] No optimal features file found for BRO: ./output/feature-sets/BRO.txt
[2025-12-22T20:17:58.966300] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:17:58.966336] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:17:58.966362] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:17:58.966417] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:17:59.024673] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:17:59.025502] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:17:59.025603] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:17:59.025640] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:17:59.147900] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:17:59.148050] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:17:59.148089] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:17:59.148118] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:17:59.151537] [DEBUG] [FORECASTER] BRO: Forecast T+1@11:T+2@11: UP (p=55.27%)
[2025-12-22T20:17:59.151826] [INFO ] [FORECASTER] Completed predict_future for BRO
[2025-12-22T20:17:59.151951] [INFO ] [sig       ] BRO: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:17:59.288543] [INFO ] [LOCAL     ] Saved forecast: BRO	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/BRO.txt
[2025-12-22T20:17:59.288695] [INFO ] [sig       ] [511/3560] Completed BRO in 0.3s | 2.92 sym/s | Total: 2.9m | ETA: 17.4m
[2025-12-22T20:17:59.288735] [INFO ] [sig       ] [512/3560] Forecasting BROS...
[2025-12-22T20:17:59.288763] [INFO ] [sig       ] Generating forecast for: BROS
[2025-12-22T20:17:59.288793] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BROS' from 'https://tdm.silogroup.org/data/derivative_storage/BROS.csv'.
[2025-12-22T20:17:59.302495] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BROS'.
[2025-12-22T20:17:59.302980] [INFO ] [FORECASTER] Starting predict_future for BROS
[2025-12-22T20:17:59.304010] [DEBUG] [LOCAL     ] No optimal features file found for BROS: ./output/feature-sets/BROS.txt
[2025-12-22T20:17:59.304075] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:17:59.304122] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:17:59.304174] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:17:59.304257] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:17:59.361021] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:17:59.361673] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:17:59.361750] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:17:59.361782] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:17:59.479426] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:17:59.479594] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:17:59.479636] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:17:59.479664] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:17:59.483270] [DEBUG] [FORECASTER] BROS: Forecast T+1@11:T+2@11: DOWN (p=44.66%)
[2025-12-22T20:17:59.483540] [INFO ] [FORECASTER] Completed predict_future for BROS
[2025-12-22T20:17:59.483687] [INFO ] [sig       ] BROS: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:17:59.618663] [INFO ] [LOCAL     ] Saved forecast: BROS	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/BROS.txt
[2025-12-22T20:17:59.618796] [INFO ] [sig       ] [512/3560] Completed BROS in 0.3s | 2.92 sym/s | Total: 2.9m | ETA: 17.4m
[2025-12-22T20:17:59.618835] [INFO ] [sig       ] [513/3560] Forecasting BRSP...
[2025-12-22T20:17:59.618865] [INFO ] [sig       ] Generating forecast for: BRSP
[2025-12-22T20:17:59.618896] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRSP' from 'https://tdm.silogroup.org/data/derivative_storage/BRSP.csv'.
[2025-12-22T20:17:59.631086] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BRSP'.
[2025-12-22T20:17:59.631425] [INFO ] [FORECASTER] Starting predict_future for BRSP
[2025-12-22T20:17:59.632228] [DEBUG] [LOCAL     ] No optimal features file found for BRSP: ./output/feature-sets/BRSP.txt
[2025-12-22T20:17:59.632282] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:17:59.632315] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:17:59.632344] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:17:59.632401] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:17:59.690684] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:17:59.691393] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:17:59.691532] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:17:59.691570] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:17:59.813387] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:17:59.813602] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:17:59.813646] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:17:59.813675] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:17:59.817126] [DEBUG] [FORECASTER] BRSP: Forecast T+1@11:T+2@11: DOWN (p=32.33%)
[2025-12-22T20:17:59.817409] [INFO ] [FORECASTER] Completed predict_future for BRSP
[2025-12-22T20:17:59.817537] [INFO ] [sig       ] BRSP: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:17:59.953413] [INFO ] [LOCAL     ] Saved forecast: BRSP	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/BRSP.txt
[2025-12-22T20:17:59.953549] [INFO ] [sig       ] [513/3560] Completed BRSP in 0.3s | 2.92 sym/s | Total: 2.9m | ETA: 17.4m
[2025-12-22T20:17:59.953607] [INFO ] [sig       ] [514/3560] Forecasting BRX...
[2025-12-22T20:17:59.953638] [INFO ] [sig       ] Generating forecast for: BRX
[2025-12-22T20:17:59.953669] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRX' from 'https://tdm.silogroup.org/data/derivative_storage/BRX.csv'.
[2025-12-22T20:17:59.965204] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BRX'.
[2025-12-22T20:17:59.965604] [INFO ] [FORECASTER] Starting predict_future for BRX
[2025-12-22T20:17:59.966367] [DEBUG] [LOCAL     ] No optimal features file found for BRX: ./output/feature-sets/BRX.txt
[2025-12-22T20:17:59.966419] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:17:59.966450] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:17:59.966476] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:17:59.966532] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:18:00.028323] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:18:00.029256] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:18:00.029340] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:18:00.029380] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:18:00.154668] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:18:00.154824] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:18:00.154863] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:18:00.154893] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:18:00.158215] [DEBUG] [FORECASTER] BRX: Forecast T+1@11:T+2@11: UP (p=81.96%)
[2025-12-22T20:18:00.158506] [INFO ] [FORECASTER] Completed predict_future for BRX
[2025-12-22T20:18:00.158649] [INFO ] [sig       ] BRX: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:18:00.303921] [INFO ] [LOCAL     ] Saved forecast: BRX	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/BRX.txt
[2025-12-22T20:18:00.304071] [INFO ] [sig       ] [514/3560] Completed BRX in 0.4s | 2.92 sym/s | Total: 2.9m | ETA: 17.4m
[2025-12-22T20:18:00.304113] [INFO ] [sig       ] [515/3560] Forecasting BRZE...
[2025-12-22T20:18:00.304143] [INFO ] [sig       ] Generating forecast for: BRZE
[2025-12-22T20:18:00.304174] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRZE' from 'https://tdm.silogroup.org/data/derivative_storage/BRZE.csv'.
[2025-12-22T20:18:00.315882] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BRZE'.
[2025-12-22T20:18:00.316283] [INFO ] [FORECASTER] Starting predict_future for BRZE
[2025-12-22T20:18:00.317253] [DEBUG] [LOCAL     ] No optimal features file found for BRZE: ./output/feature-sets/BRZE.txt
[2025-12-22T20:18:00.317314] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:18:00.317348] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:18:00.317381] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:18:00.317463] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:18:00.378304] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:18:00.379131] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:18:00.379216] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:18:00.379250] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:18:00.518486] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:18:00.518672] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:18:00.518715] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:18:00.518746] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:18:00.522268] [DEBUG] [FORECASTER] BRZE: Forecast T+1@11:T+2@11: UP (p=91.60%)
[2025-12-22T20:18:00.522597] [INFO ] [FORECASTER] Completed predict_future for BRZE
[2025-12-22T20:18:00.522733] [INFO ] [sig       ] BRZE: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:18:00.666677] [INFO ] [LOCAL     ] Saved forecast: BRZE	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/BRZE.txt
[2025-12-22T20:18:00.666829] [INFO ] [sig       ] [515/3560] Completed BRZE in 0.4s | 2.92 sym/s | Total: 2.9m | ETA: 17.4m
[2025-12-22T20:18:00.666870] [INFO ] [sig       ] [516/3560] Forecasting BSAC...
[2025-12-22T20:18:00.666901] [INFO ] [sig       ] Generating forecast for: BSAC
[2025-12-22T20:18:00.666937] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSAC' from 'https://tdm.silogroup.org/data/derivative_storage/BSAC.csv'.
[2025-12-22T20:18:00.678315] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSAC'.
[2025-12-22T20:18:00.678722] [INFO ] [FORECASTER] Starting predict_future for BSAC
[2025-12-22T20:18:00.679629] [DEBUG] [LOCAL     ] No optimal features file found for BSAC: ./output/feature-sets/BSAC.txt
[2025-12-22T20:18:00.679684] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:18:00.679719] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:18:00.679747] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:18:00.679807] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:18:00.739488] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:18:00.740391] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:18:00.740478] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:18:00.740512] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:18:00.864315] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:18:00.864485] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:18:00.864526] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:18:00.864554] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:18:00.868138] [DEBUG] [FORECASTER] BSAC: Forecast T+1@11:T+2@11: DOWN (p=7.96%)
[2025-12-22T20:18:00.868415] [INFO ] [FORECASTER] Completed predict_future for BSAC
[2025-12-22T20:18:00.868557] [INFO ] [sig       ] BSAC: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:18:01.011869] [INFO ] [LOCAL     ] Saved forecast: BSAC	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/BSAC.txt
[2025-12-22T20:18:01.012053] [INFO ] [sig       ] [516/3560] Completed BSAC in 0.3s | 2.92 sym/s | Total: 2.9m | ETA: 17.4m
[2025-12-22T20:18:01.012102] [INFO ] [sig       ] [517/3560] Forecasting BSCQ...
[2025-12-22T20:18:01.012141] [INFO ] [sig       ] Generating forecast for: BSCQ
[2025-12-22T20:18:01.012172] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSCQ' from 'https://tdm.silogroup.org/data/derivative_storage/BSCQ.csv'.
[2025-12-22T20:18:01.023909] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSCQ'.
[2025-12-22T20:18:01.024304] [INFO ] [FORECASTER] Starting predict_future for BSCQ
[2025-12-22T20:18:01.025265] [DEBUG] [LOCAL     ] No optimal features file found for BSCQ: ./output/feature-sets/BSCQ.txt
[2025-12-22T20:18:01.025321] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:18:01.025366] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:18:01.025409] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:18:01.025484] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:18:01.086198] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:18:01.087035] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:18:01.087125] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:18:01.087159] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:18:01.210991] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:18:01.211168] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:18:01.211219] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:18:01.211250] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:18:01.215040] [DEBUG] [FORECASTER] BSCQ: Forecast T+1@11:T+2@11: UP (p=93.79%)
[2025-12-22T20:18:01.215357] [INFO ] [FORECASTER] Completed predict_future for BSCQ
[2025-12-22T20:18:01.215507] [INFO ] [sig       ] BSCQ: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:18:01.363260] [INFO ] [LOCAL     ] Saved forecast: BSCQ	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/BSCQ.txt
[2025-12-22T20:18:01.364706] [INFO ] [sig       ] [517/3560] Completed BSCQ in 0.4s | 2.92 sym/s | Total: 3.0m | ETA: 17.4m
[2025-12-22T20:18:01.364763] [INFO ] [sig       ] [518/3560] Forecasting BSCS...
[2025-12-22T20:18:01.364795] [INFO ] [sig       ] Generating forecast for: BSCS
[2025-12-22T20:18:01.364827] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSCS' from 'https://tdm.silogroup.org/data/derivative_storage/BSCS.csv'.
[2025-12-22T20:18:01.376059] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSCS'.
[2025-12-22T20:18:01.376440] [INFO ] [FORECASTER] Starting predict_future for BSCS
[2025-12-22T20:18:01.377230] [DEBUG] [LOCAL     ] No optimal features file found for BSCS: ./output/feature-sets/BSCS.txt
[2025-12-22T20:18:01.377283] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:18:01.377315] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:18:01.377342] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:18:01.377398] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:18:01.434290] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:18:01.435147] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:18:01.435229] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:18:01.435262] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:18:01.557361] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:18:01.557534] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:18:01.557589] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:18:01.557622] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:18:01.561020] [DEBUG] [FORECASTER] BSCS: Forecast T+1@11:T+2@11: DOWN (p=10.44%)
[2025-12-22T20:18:01.561297] [INFO ] [FORECASTER] Completed predict_future for BSCS
[2025-12-22T20:18:01.561425] [INFO ] [sig       ] BSCS: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:18:01.695965] [INFO ] [LOCAL     ] Saved forecast: BSCS	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/BSCS.txt
[2025-12-22T20:18:01.696099] [INFO ] [sig       ] [518/3560] Completed BSCS in 0.3s | 2.92 sym/s | Total: 3.0m | ETA: 17.4m
[2025-12-22T20:18:01.696138] [INFO ] [sig       ] [519/3560] Forecasting BSCX...
[2025-12-22T20:18:01.696167] [INFO ] [sig       ] Generating forecast for: BSCX
[2025-12-22T20:18:01.696197] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSCX' from 'https://tdm.silogroup.org/data/derivative_storage/BSCX.csv'.
[2025-12-22T20:18:01.707938] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSCX'.
[2025-12-22T20:18:01.708299] [INFO ] [FORECASTER] Starting predict_future for BSCX
[2025-12-22T20:18:01.709127] [DEBUG] [LOCAL     ] No optimal features file found for BSCX: ./output/feature-sets/BSCX.txt
[2025-12-22T20:18:01.709182] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:18:01.709214] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:18:01.709240] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:18:01.709296] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:18:01.766320] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:18:01.767006] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:18:01.767084] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:18:01.767116] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:18:01.889555] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:18:01.889735] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:18:01.889776] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:18:01.889822] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:18:01.893178] [DEBUG] [FORECASTER] BSCX: Forecast T+1@11:T+2@11: UP (p=84.50%)
[2025-12-22T20:18:01.893453] [INFO ] [FORECASTER] Completed predict_future for BSCX
[2025-12-22T20:18:01.893589] [INFO ] [sig       ] BSCX: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:18:02.032185] [INFO ] [LOCAL     ] Saved forecast: BSCX	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/BSCX.txt
[2025-12-22T20:18:02.032332] [INFO ] [sig       ] [519/3560] Completed BSCX in 0.3s | 2.92 sym/s | Total: 3.0m | ETA: 17.4m
[2025-12-22T20:18:02.032372] [INFO ] [sig       ] [520/3560] Forecasting BSCY...
[2025-12-22T20:18:02.032401] [INFO ] [sig       ] Generating forecast for: BSCY
[2025-12-22T20:18:02.032432] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSCY' from 'https://tdm.silogroup.org/data/derivative_storage/BSCY.csv'.
[2025-12-22T20:18:02.043161] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSCY'.
[2025-12-22T20:18:02.043511] [INFO ] [FORECASTER] Starting predict_future for BSCY
[2025-12-22T20:18:02.044298] [DEBUG] [LOCAL     ] No optimal features file found for BSCY: ./output/feature-sets/BSCY.txt
[2025-12-22T20:18:02.044350] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:18:02.044429] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:18:02.044457] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:18:02.044513] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:18:02.100415] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:18:02.101145] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:18:02.101224] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:18:02.101257] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:18:02.221609] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:18:02.221767] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:18:02.221805] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:18:02.221834] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:18:02.225197] [DEBUG] [FORECASTER] BSCY: Forecast T+1@11:T+2@11: UP (p=58.44%)
[2025-12-22T20:18:02.225470] [INFO ] [FORECASTER] Completed predict_future for BSCY
[2025-12-22T20:18:02.225607] [INFO ] [sig       ] BSCY: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:18:02.360216] [INFO ] [LOCAL     ] Saved forecast: BSCY	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/BSCY.txt
[2025-12-22T20:18:02.360353] [INFO ] [sig       ] [520/3560] Completed BSCY in 0.3s | 2.92 sym/s | Total: 3.0m | ETA: 17.4m
[2025-12-22T20:18:02.360392] [INFO ] [sig       ] [521/3560] Forecasting BSJQ...
[2025-12-22T20:18:02.360422] [INFO ] [sig       ] Generating forecast for: BSJQ
[2025-12-22T20:18:02.360451] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSJQ' from 'https://tdm.silogroup.org/data/derivative_storage/BSJQ.csv'.
[2025-12-22T20:18:02.371367] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSJQ'.
[2025-12-22T20:18:02.371736] [INFO ] [FORECASTER] Starting predict_future for BSJQ
[2025-12-22T20:18:02.372492] [DEBUG] [LOCAL     ] No optimal features file found for BSJQ: ./output/feature-sets/BSJQ.txt
[2025-12-22T20:18:02.372544] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:18:02.372599] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:18:02.372629] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:18:02.372685] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:18:02.428860] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:18:02.429589] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:18:02.429667] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:18:02.429699] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:18:02.547850] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:18:02.548008] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:18:02.548048] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:18:02.548076] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:18:02.551464] [DEBUG] [FORECASTER] BSJQ: Forecast T+1@11:T+2@11: UP (p=95.73%)
[2025-12-22T20:18:02.551763] [INFO ] [FORECASTER] Completed predict_future for BSJQ
[2025-12-22T20:18:02.551885] [INFO ] [sig       ] BSJQ: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:18:02.686400] [INFO ] [LOCAL     ] Saved forecast: BSJQ	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/BSJQ.txt
[2025-12-22T20:18:02.686529] [INFO ] [sig       ] [521/3560] Completed BSJQ in 0.3s | 2.92 sym/s | Total: 3.0m | ETA: 17.4m
[2025-12-22T20:18:02.686568] [INFO ] [sig       ] [522/3560] Forecasting BSJS...
[2025-12-22T20:18:02.686616] [INFO ] [sig       ] Generating forecast for: BSJS
[2025-12-22T20:18:02.686648] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSJS' from 'https://tdm.silogroup.org/data/derivative_storage/BSJS.csv'.
[2025-12-22T20:18:02.697482] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSJS'.
[2025-12-22T20:18:02.697833] [INFO ] [FORECASTER] Starting predict_future for BSJS
[2025-12-22T20:18:02.698607] [DEBUG] [LOCAL     ] No optimal features file found for BSJS: ./output/feature-sets/BSJS.txt
[2025-12-22T20:18:02.698659] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:18:02.698692] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:18:02.698719] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:18:02.698776] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:18:02.754501] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:18:02.755138] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:18:02.755214] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:18:02.755247] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:18:02.875728] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:18:02.875896] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:18:02.875935] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:18:02.875963] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:18:02.879343] [DEBUG] [FORECASTER] BSJS: Forecast T+1@11:T+2@11: DOWN (p=34.81%)
[2025-12-22T20:18:02.879634] [INFO ] [FORECASTER] Completed predict_future for BSJS
[2025-12-22T20:18:02.879754] [INFO ] [sig       ] BSJS: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:18:03.014646] [INFO ] [LOCAL     ] Saved forecast: BSJS	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/BSJS.txt
[2025-12-22T20:18:03.014781] [INFO ] [sig       ] [522/3560] Completed BSJS in 0.3s | 2.92 sym/s | Total: 3.0m | ETA: 17.4m
[2025-12-22T20:18:03.014818] [INFO ] [sig       ] [523/3560] Forecasting BSL...
[2025-12-22T20:18:03.014848] [INFO ] [sig       ] Generating forecast for: BSL
[2025-12-22T20:18:03.014879] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSL' from 'https://tdm.silogroup.org/data/derivative_storage/BSL.csv'.
[2025-12-22T20:18:03.025929] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSL'.
[2025-12-22T20:18:03.026266] [INFO ] [FORECASTER] Starting predict_future for BSL
[2025-12-22T20:18:03.027035] [DEBUG] [LOCAL     ] No optimal features file found for BSL: ./output/feature-sets/BSL.txt
[2025-12-22T20:18:03.027087] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:18:03.027119] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:18:03.027145] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:18:03.027215] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:18:03.082456] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:18:03.083115] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:18:03.083192] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:18:03.083224] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:18:03.199388] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:18:03.199548] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:18:03.199605] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:18:03.199666] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:18:03.202973] [DEBUG] [FORECASTER] BSL: Forecast T+1@11:T+2@11: DOWN (p=32.66%)
[2025-12-22T20:18:03.203239] [INFO ] [FORECASTER] Completed predict_future for BSL
[2025-12-22T20:18:03.203363] [INFO ] [sig       ] BSL: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:18:03.389480] [INFO ] [LOCAL     ] Saved forecast: BSL	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/BSL.txt
[2025-12-22T20:18:03.389640] [INFO ] [sig       ] [523/3560] Completed BSL in 0.4s | 2.92 sym/s | Total: 3.0m | ETA: 17.4m
[2025-12-22T20:18:03.389680] [INFO ] [sig       ] [524/3560] Forecasting BSLK...
[2025-12-22T20:18:03.389709] [INFO ] [sig       ] Generating forecast for: BSLK
[2025-12-22T20:18:03.389739] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSLK' from 'https://tdm.silogroup.org/data/derivative_storage/BSLK.csv'.
[2025-12-22T20:18:03.400729] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSLK'.
[2025-12-22T20:18:03.401056] [INFO ] [FORECASTER] Starting predict_future for BSLK
[2025-12-22T20:18:03.401843] [DEBUG] [LOCAL     ] No optimal features file found for BSLK: ./output/feature-sets/BSLK.txt
[2025-12-22T20:18:03.401896] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:18:03.401927] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:18:03.401953] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:18:03.402009] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:18:03.457404] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:18:03.458056] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:18:03.458133] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:18:03.458165] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:18:03.568617] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:18:03.568773] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:18:03.568812] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:18:03.568840] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:18:03.572156] [DEBUG] [FORECASTER] BSLK: Forecast T+1@11:T+2@11: DOWN (p=23.13%)
[2025-12-22T20:18:03.572424] [INFO ] [FORECASTER] Completed predict_future for BSLK
[2025-12-22T20:18:03.572553] [INFO ] [sig       ] BSLK: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:18:03.707005] [INFO ] [LOCAL     ] Saved forecast: BSLK	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/BSLK.txt
[2025-12-22T20:18:03.707143] [INFO ] [sig       ] [524/3560] Completed BSLK in 0.3s | 2.92 sym/s | Total: 3.0m | ETA: 17.4m
[2025-12-22T20:18:03.707182] [INFO ] [sig       ] [525/3560] Forecasting BSM...
[2025-12-22T20:18:03.707211] [INFO ] [sig       ] Generating forecast for: BSM
[2025-12-22T20:18:03.707242] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSM' from 'https://tdm.silogroup.org/data/derivative_storage/BSM.csv'.
[2025-12-22T20:18:03.718934] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSM'.
[2025-12-22T20:18:03.719323] [INFO ] [FORECASTER] Starting predict_future for BSM
[2025-12-22T20:18:03.720107] [DEBUG] [LOCAL     ] No optimal features file found for BSM: ./output/feature-sets/BSM.txt
[2025-12-22T20:18:03.720174] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:18:03.720206] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:18:03.720232] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:18:03.720289] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:18:03.775331] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:18:03.776034] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:18:03.776111] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:18:03.776144] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:18:03.894423] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:18:03.894603] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:18:03.894645] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:18:03.894674] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:18:03.897992] [DEBUG] [FORECASTER] BSM: Forecast T+1@11:T+2@11: UP (p=56.20%)
[2025-12-22T20:18:03.898261] [INFO ] [FORECASTER] Completed predict_future for BSM
[2025-12-22T20:18:03.898384] [INFO ] [sig       ] BSM: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:18:04.032992] [INFO ] [LOCAL     ] Saved forecast: BSM	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/BSM.txt
[2025-12-22T20:18:04.033143] [INFO ] [sig       ] [525/3560] Completed BSM in 0.3s | 2.92 sym/s | Total: 3.0m | ETA: 17.3m
[2025-12-22T20:18:04.033183] [INFO ] [sig       ] [526/3560] Forecasting BSMQ...
[2025-12-22T20:18:04.033214] [INFO ] [sig       ] Generating forecast for: BSMQ
[2025-12-22T20:18:04.033243] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSMQ' from 'https://tdm.silogroup.org/data/derivative_storage/BSMQ.csv'.
[2025-12-22T20:18:04.043851] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSMQ'.
[2025-12-22T20:18:04.044196] [INFO ] [FORECASTER] Starting predict_future for BSMQ
[2025-12-22T20:18:04.044982] [DEBUG] [LOCAL     ] No optimal features file found for BSMQ: ./output/feature-sets/BSMQ.txt
[2025-12-22T20:18:04.045034] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:18:04.045065] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:18:04.045091] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:18:04.045146] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:18:04.100609] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:18:04.101366] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:18:04.101445] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:18:04.101476] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:18:04.223049] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:18:04.223209] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:18:04.223250] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:18:04.223278] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:18:04.227245] [DEBUG] [FORECASTER] BSMQ: Forecast T+1@11:T+2@11: DOWN (p=1.23%)
[2025-12-22T20:18:04.227516] [INFO ] [FORECASTER] Completed predict_future for BSMQ
[2025-12-22T20:18:04.227658] [INFO ] [sig       ] BSMQ: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:18:04.362222] [INFO ] [LOCAL     ] Saved forecast: BSMQ	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/BSMQ.txt
[2025-12-22T20:18:04.362337] [INFO ] [sig       ] [526/3560] Completed BSMQ in 0.3s | 2.92 sym/s | Total: 3.0m | ETA: 17.3m
[2025-12-22T20:18:04.362376] [INFO ] [sig       ] [527/3560] Forecasting BSMS...
[2025-12-22T20:18:04.362406] [INFO ] [sig       ] Generating forecast for: BSMS
[2025-12-22T20:18:04.362435] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSMS' from 'https://tdm.silogroup.org/data/derivative_storage/BSMS.csv'.
[2025-12-22T20:18:04.374164] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSMS'.
[2025-12-22T20:18:04.374506] [INFO ] [FORECASTER] Starting predict_future for BSMS
[2025-12-22T20:18:04.375503] [DEBUG] [LOCAL     ] No optimal features file found for BSMS: ./output/feature-sets/BSMS.txt
[2025-12-22T20:18:04.375558] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:18:04.375610] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:18:04.375638] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:18:04.375695] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:18:04.432683] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:18:04.433299] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:18:04.433374] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:18:04.433406] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:18:04.549285] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:18:04.549402] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:18:04.549441] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:18:04.549470] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:18:04.552773] [DEBUG] [FORECASTER] BSMS: Forecast T+1@11:T+2@11: UP (p=90.86%)
[2025-12-22T20:18:04.553042] [INFO ] [FORECASTER] Completed predict_future for BSMS
[2025-12-22T20:18:04.553161] [INFO ] [sig       ] BSMS: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:18:04.690730] [INFO ] [LOCAL     ] Saved forecast: BSMS	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/BSMS.txt
[2025-12-22T20:18:04.690849] [INFO ] [sig       ] [527/3560] Completed BSMS in 0.3s | 2.92 sym/s | Total: 3.0m | ETA: 17.3m
[2025-12-22T20:18:04.690888] [INFO ] [sig       ] [528/3560] Forecasting BSSX...
[2025-12-22T20:18:04.690917] [INFO ] [sig       ] Generating forecast for: BSSX
[2025-12-22T20:18:04.690946] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSSX' from 'https://tdm.silogroup.org/data/derivative_storage/BSSX.csv'.
[2025-12-22T20:18:04.701052] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSSX'.
[2025-12-22T20:18:04.701352] [INFO ] [FORECASTER] Starting predict_future for BSSX
[2025-12-22T20:18:04.702123] [DEBUG] [LOCAL     ] No optimal features file found for BSSX: ./output/feature-sets/BSSX.txt
[2025-12-22T20:18:04.702176] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:18:04.702208] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:18:04.702235] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:18:04.702291] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:18:04.758137] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:18:04.759049] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:18:04.759130] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:18:04.759162] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:18:04.860042] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:18:04.860186] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:18:04.860224] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:18:04.860253] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:18:04.863550] [DEBUG] [FORECASTER] BSSX: Forecast T+1@11:T+2@11: UP (p=77.00%)
[2025-12-22T20:18:04.863833] [INFO ] [FORECASTER] Completed predict_future for BSSX
[2025-12-22T20:18:04.863956] [INFO ] [sig       ] BSSX: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:18:05.013754] [INFO ] [LOCAL     ] Saved forecast: BSSX	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/BSSX.txt
[2025-12-22T20:18:05.013913] [INFO ] [sig       ] [528/3560] Completed BSSX in 0.3s | 2.92 sym/s | Total: 3.0m | ETA: 17.3m
[2025-12-22T20:18:05.013955] [INFO ] [sig       ] [529/3560] Forecasting BSTZ...
[2025-12-22T20:18:05.013985] [INFO ] [sig       ] Generating forecast for: BSTZ
[2025-12-22T20:18:05.014014] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSTZ' from 'https://tdm.silogroup.org/data/derivative_storage/BSTZ.csv'.
[2025-12-22T20:18:05.025515] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSTZ'.
[2025-12-22T20:18:05.025937] [INFO ] [FORECASTER] Starting predict_future for BSTZ
[2025-12-22T20:18:05.026778] [DEBUG] [LOCAL     ] No optimal features file found for BSTZ: ./output/feature-sets/BSTZ.txt
[2025-12-22T20:18:05.026833] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:18:05.026865] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:18:05.026891] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:18:05.026947] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:18:05.082764] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:18:05.083688] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:18:05.083768] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:18:05.083800] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:18:05.201309] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:18:05.201462] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:18:05.201502] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:18:05.201530] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:18:05.204884] [DEBUG] [FORECASTER] BSTZ: Forecast T+1@11:T+2@11: UP (p=91.12%)
[2025-12-22T20:18:05.205153] [INFO ] [FORECASTER] Completed predict_future for BSTZ
[2025-12-22T20:18:05.205274] [INFO ] [sig       ] BSTZ: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:18:05.343017] [INFO ] [LOCAL     ] Saved forecast: BSTZ	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/BSTZ.txt
[2025-12-22T20:18:05.343173] [INFO ] [sig       ] [529/3560] Completed BSTZ in 0.3s | 2.92 sym/s | Total: 3.0m | ETA: 17.3m
[2025-12-22T20:18:05.343213] [INFO ] [sig       ] [530/3560] Forecasting BSVN...
[2025-12-22T20:18:05.343244] [INFO ] [sig       ] Generating forecast for: BSVN
[2025-12-22T20:18:05.343274] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSVN' from 'https://tdm.silogroup.org/data/derivative_storage/BSVN.csv'.
[2025-12-22T20:18:05.353278] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSVN'.
[2025-12-22T20:18:05.353697] [INFO ] [FORECASTER] Starting predict_future for BSVN
[2025-12-22T20:18:05.354510] [DEBUG] [LOCAL     ] No optimal features file found for BSVN: ./output/feature-sets/BSVN.txt
[2025-12-22T20:18:05.354566] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:18:05.354628] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:18:05.354660] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:18:05.354720] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:18:05.411377] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:18:05.412207] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:18:05.412340] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:18:05.412391] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:18:05.521991] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:18:05.522149] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:18:05.522190] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:18:05.522219] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:18:05.525549] [DEBUG] [FORECASTER] BSVN: Forecast T+1@11:T+2@11: UP (p=90.85%)
[2025-12-22T20:18:05.525871] [INFO ] [FORECASTER] Completed predict_future for BSVN
[2025-12-22T20:18:05.526003] [INFO ] [sig       ] BSVN: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:18:05.663096] [INFO ] [LOCAL     ] Saved forecast: BSVN	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/BSVN.txt
[2025-12-22T20:18:05.663241] [INFO ] [sig       ] [530/3560] Completed BSVN in 0.3s | 2.92 sym/s | Total: 3.0m | ETA: 17.3m
[2025-12-22T20:18:05.663281] [INFO ] [sig       ] [531/3560] Forecasting BSVO...
[2025-12-22T20:18:05.663311] [INFO ] [sig       ] Generating forecast for: BSVO
[2025-12-22T20:18:05.663341] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSVO' from 'https://tdm.silogroup.org/data/derivative_storage/BSVO.csv'.
[2025-12-22T20:18:05.674297] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSVO'.
[2025-12-22T20:18:05.674625] [INFO ] [FORECASTER] Starting predict_future for BSVO
[2025-12-22T20:18:05.675393] [DEBUG] [LOCAL     ] No optimal features file found for BSVO: ./output/feature-sets/BSVO.txt
[2025-12-22T20:18:05.675446] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:18:05.675479] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:18:05.675509] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:18:05.675565] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:18:05.736467] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:18:05.737339] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:18:05.737422] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:18:05.737456] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:18:05.856177] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:18:05.856335] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:18:05.856376] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:18:05.856406] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:18:05.862887] [DEBUG] [FORECASTER] BSVO: Forecast T+1@11:T+2@11: DOWN (p=4.90%)
[2025-12-22T20:18:05.863197] [INFO ] [FORECASTER] Completed predict_future for BSVO
[2025-12-22T20:18:05.863327] [INFO ] [sig       ] BSVO: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:18:05.998942] [INFO ] [LOCAL     ] Saved forecast: BSVO	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/BSVO.txt
[2025-12-22T20:18:05.999132] [INFO ] [sig       ] [531/3560] Completed BSVO in 0.3s | 2.92 sym/s | Total: 3.0m | ETA: 17.3m
[2025-12-22T20:18:05.999195] [INFO ] [sig       ] [532/3560] Forecasting BSX...
[2025-12-22T20:18:05.999228] [INFO ] [sig       ] Generating forecast for: BSX
[2025-12-22T20:18:05.999259] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSX' from 'https://tdm.silogroup.org/data/derivative_storage/BSX.csv'.
[2025-12-22T20:18:06.011025] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSX'.
[2025-12-22T20:18:06.011353] [INFO ] [FORECASTER] Starting predict_future for BSX
[2025-12-22T20:18:06.012173] [DEBUG] [LOCAL     ] No optimal features file found for BSX: ./output/feature-sets/BSX.txt
[2025-12-22T20:18:06.012228] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:18:06.012262] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:18:06.012289] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:18:06.012346] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:18:06.068821] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:18:06.069474] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:18:06.069555] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:18:06.069606] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:18:06.187137] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:18:06.187310] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:18:06.187350] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:18:06.187379] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:18:06.190856] [DEBUG] [FORECASTER] BSX: Forecast T+1@11:T+2@11: UP (p=51.12%)
[2025-12-22T20:18:06.191132] [INFO ] [FORECASTER] Completed predict_future for BSX
[2025-12-22T20:18:06.191268] [INFO ] [sig       ] BSX: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:18:06.327815] [INFO ] [LOCAL     ] Saved forecast: BSX	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/BSX.txt
[2025-12-22T20:18:06.327945] [INFO ] [sig       ] [532/3560] Completed BSX in 0.3s | 2.92 sym/s | Total: 3.0m | ETA: 17.3m
[2025-12-22T20:18:06.327984] [INFO ] [sig       ] [533/3560] Forecasting BSY...
[2025-12-22T20:18:06.328014] [INFO ] [sig       ] Generating forecast for: BSY
[2025-12-22T20:18:06.328044] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSY' from 'https://tdm.silogroup.org/data/derivative_storage/BSY.csv'.
[2025-12-22T20:18:06.338704] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSY'.
[2025-12-22T20:18:06.339014] [INFO ] [FORECASTER] Starting predict_future for BSY
[2025-12-22T20:18:06.339823] [DEBUG] [LOCAL     ] No optimal features file found for BSY: ./output/feature-sets/BSY.txt
[2025-12-22T20:18:06.339874] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:18:06.339906] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:18:06.339933] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:18:06.339988] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:18:06.405158] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:18:06.406276] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:18:06.406381] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:18:06.406428] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:18:06.534556] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:18:06.534721] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:18:06.534761] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:18:06.534791] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:18:06.538112] [DEBUG] [FORECASTER] BSY: Forecast T+1@11:T+2@11: UP (p=85.22%)
[2025-12-22T20:18:06.538382] [INFO ] [FORECASTER] Completed predict_future for BSY
[2025-12-22T20:18:06.538502] [INFO ] [sig       ] BSY: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:18:06.673859] [INFO ] [LOCAL     ] Saved forecast: BSY	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/BSY.txt
[2025-12-22T20:18:06.674010] [INFO ] [sig       ] [533/3560] Completed BSY in 0.3s | 2.92 sym/s | Total: 3.0m | ETA: 17.3m
[2025-12-22T20:18:06.674050] [INFO ] [sig       ] [534/3560] Forecasting BTA...
[2025-12-22T20:18:06.674079] [INFO ] [sig       ] Generating forecast for: BTA
[2025-12-22T20:18:06.674110] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTA' from 'https://tdm.silogroup.org/data/derivative_storage/BTA.csv'.
[2025-12-22T20:18:06.684094] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTA'.
[2025-12-22T20:18:06.684407] [INFO ] [FORECASTER] Starting predict_future for BTA
[2025-12-22T20:18:06.685213] [DEBUG] [LOCAL     ] No optimal features file found for BTA: ./output/feature-sets/BTA.txt
[2025-12-22T20:18:06.685267] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:18:06.685299] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:18:06.685326] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:18:06.685383] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:18:06.741391] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:18:06.742034] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:18:06.742109] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:18:06.742140] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:18:06.850277] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:18:06.850429] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:18:06.850466] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:18:06.850495] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:18:06.853804] [DEBUG] [FORECASTER] BTA: Forecast T+1@11:T+2@11: DOWN (p=2.77%)
[2025-12-22T20:18:06.854072] [INFO ] [FORECASTER] Completed predict_future for BTA
[2025-12-22T20:18:06.854213] [INFO ] [sig       ] BTA: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:18:06.990001] [INFO ] [LOCAL     ] Saved forecast: BTA	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/BTA.txt
[2025-12-22T20:18:06.990132] [INFO ] [sig       ] [534/3560] Completed BTA in 0.3s | 2.92 sym/s | Total: 3.0m | ETA: 17.3m
[2025-12-22T20:18:06.990170] [INFO ] [sig       ] [535/3560] Forecasting BTAI...
[2025-12-22T20:18:06.990200] [INFO ] [sig       ] Generating forecast for: BTAI
[2025-12-22T20:18:06.990230] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTAI' from 'https://tdm.silogroup.org/data/derivative_storage/BTAI.csv'.
[2025-12-22T20:18:07.002127] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTAI'.
[2025-12-22T20:18:07.002498] [INFO ] [FORECASTER] Starting predict_future for BTAI
[2025-12-22T20:18:07.003281] [DEBUG] [LOCAL     ] No optimal features file found for BTAI: ./output/feature-sets/BTAI.txt
[2025-12-22T20:18:07.003333] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:18:07.003365] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:18:07.003393] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:18:07.003449] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:18:07.059608] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:18:07.060323] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:18:07.060401] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:18:07.060434] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:18:07.179350] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:18:07.179510] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:18:07.179555] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:18:07.179604] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:18:07.182995] [DEBUG] [FORECASTER] BTAI: Forecast T+1@11:T+2@11: UP (p=58.14%)
[2025-12-22T20:18:07.183267] [INFO ] [FORECASTER] Completed predict_future for BTAI
[2025-12-22T20:18:07.183389] [INFO ] [sig       ] BTAI: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:18:07.319894] [INFO ] [LOCAL     ] Saved forecast: BTAI	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/BTAI.txt
[2025-12-22T20:18:07.320036] [INFO ] [sig       ] [535/3560] Completed BTAI in 0.3s | 2.92 sym/s | Total: 3.1m | ETA: 17.3m
[2025-12-22T20:18:07.320074] [INFO ] [sig       ] [536/3560] Forecasting BTCS...
[2025-12-22T20:18:07.320105] [INFO ] [sig       ] Generating forecast for: BTCS
[2025-12-22T20:18:07.320136] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTCS' from 'https://tdm.silogroup.org/data/derivative_storage/BTCS.csv'.
[2025-12-22T20:18:07.331654] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTCS'.
[2025-12-22T20:18:07.331964] [INFO ] [FORECASTER] Starting predict_future for BTCS
[2025-12-22T20:18:07.332738] [DEBUG] [LOCAL     ] No optimal features file found for BTCS: ./output/feature-sets/BTCS.txt
[2025-12-22T20:18:07.332791] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:18:07.332840] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:18:07.332868] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:18:07.332925] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:18:07.390056] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:18:07.390749] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:18:07.390829] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:18:07.390862] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:18:07.505470] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:18:07.505639] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:18:07.505681] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:18:07.505709] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:18:07.509150] [DEBUG] [FORECASTER] BTCS: Forecast T+1@11:T+2@11: DOWN (p=13.34%)
[2025-12-22T20:18:07.509424] [INFO ] [FORECASTER] Completed predict_future for BTCS
[2025-12-22T20:18:07.509567] [INFO ] [sig       ] BTCS: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:18:07.649301] [INFO ] [LOCAL     ] Saved forecast: BTCS	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/BTCS.txt
[2025-12-22T20:18:07.649448] [INFO ] [sig       ] [536/3560] Completed BTCS in 0.3s | 2.92 sym/s | Total: 3.1m | ETA: 17.3m
[2025-12-22T20:18:07.649488] [INFO ] [sig       ] [537/3560] Forecasting BTE...
[2025-12-22T20:18:07.649518] [INFO ] [sig       ] Generating forecast for: BTE
[2025-12-22T20:18:07.649549] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTE' from 'https://tdm.silogroup.org/data/derivative_storage/BTE.csv'.
[2025-12-22T20:18:07.660880] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTE'.
[2025-12-22T20:18:07.661211] [INFO ] [FORECASTER] Starting predict_future for BTE
[2025-12-22T20:18:07.662008] [DEBUG] [LOCAL     ] No optimal features file found for BTE: ./output/feature-sets/BTE.txt
[2025-12-22T20:18:07.662061] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:18:07.662145] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:18:07.662176] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:18:07.662234] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:18:07.720437] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:18:07.721327] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:18:07.721416] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:18:07.721448] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:18:07.841004] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:18:07.841162] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:18:07.841202] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:18:07.841231] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:18:07.844727] [DEBUG] [FORECASTER] BTE: Forecast T+1@11:T+2@11: DOWN (p=25.35%)
[2025-12-22T20:18:07.845018] [INFO ] [FORECASTER] Completed predict_future for BTE
[2025-12-22T20:18:07.845148] [INFO ] [sig       ] BTE: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:18:07.982472] [INFO ] [LOCAL     ] Saved forecast: BTE	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/BTE.txt
[2025-12-22T20:18:07.982623] [INFO ] [sig       ] [537/3560] Completed BTE in 0.3s | 2.92 sym/s | Total: 3.1m | ETA: 17.3m
[2025-12-22T20:18:07.982664] [INFO ] [sig       ] [538/3560] Forecasting BTF...
[2025-12-22T20:18:07.982694] [INFO ] [sig       ] Generating forecast for: BTF
[2025-12-22T20:18:07.982724] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTF' from 'https://tdm.silogroup.org/data/derivative_storage/BTF.csv'.
[2025-12-22T20:18:07.993773] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTF'.
[2025-12-22T20:18:07.994123] [INFO ] [FORECASTER] Starting predict_future for BTF
[2025-12-22T20:18:07.994909] [DEBUG] [LOCAL     ] No optimal features file found for BTF: ./output/feature-sets/BTF.txt
[2025-12-22T20:18:07.994960] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:18:07.994992] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:18:07.995018] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:18:07.995074] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:18:08.052552] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:18:08.053189] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:18:08.053268] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:18:08.053301] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:18:08.175262] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:18:08.175414] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:18:08.175454] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:18:08.175482] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:18:08.178795] [DEBUG] [FORECASTER] BTF: Forecast T+1@11:T+2@11: UP (p=91.31%)
[2025-12-22T20:18:08.179088] [INFO ] [FORECASTER] Completed predict_future for BTF
[2025-12-22T20:18:08.179229] [INFO ] [sig       ] BTF: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:18:08.319142] [INFO ] [LOCAL     ] Saved forecast: BTF	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/BTF.txt
[2025-12-22T20:18:08.319280] [INFO ] [sig       ] [538/3560] Completed BTF in 0.3s | 2.92 sym/s | Total: 3.1m | ETA: 17.3m
[2025-12-22T20:18:08.319319] [INFO ] [sig       ] [539/3560] Forecasting BTI...
[2025-12-22T20:18:08.319349] [INFO ] [sig       ] Generating forecast for: BTI
[2025-12-22T20:18:08.319379] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTI' from 'https://tdm.silogroup.org/data/derivative_storage/BTI.csv'.
[2025-12-22T20:18:08.330375] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTI'.
[2025-12-22T20:18:08.330699] [INFO ] [FORECASTER] Starting predict_future for BTI
[2025-12-22T20:18:08.331450] [DEBUG] [LOCAL     ] No optimal features file found for BTI: ./output/feature-sets/BTI.txt
[2025-12-22T20:18:08.331502] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:18:08.331534] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:18:08.331561] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:18:08.331649] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:18:08.390875] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:18:08.391529] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:18:08.391630] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:18:08.391665] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:18:08.511907] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:18:08.512060] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:18:08.512098] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:18:08.512127] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:18:08.515455] [DEBUG] [FORECASTER] BTI: Forecast T+1@11:T+2@11: UP (p=91.77%)
[2025-12-22T20:18:08.515743] [INFO ] [FORECASTER] Completed predict_future for BTI
[2025-12-22T20:18:08.515868] [INFO ] [sig       ] BTI: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:18:08.654319] [INFO ] [LOCAL     ] Saved forecast: BTI	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/BTI.txt
[2025-12-22T20:18:08.654455] [INFO ] [sig       ] [539/3560] Completed BTI in 0.3s | 2.92 sym/s | Total: 3.1m | ETA: 17.2m
[2025-12-22T20:18:08.654493] [INFO ] [sig       ] [540/3560] Forecasting BTM...
[2025-12-22T20:18:08.654537] [INFO ] [sig       ] Generating forecast for: BTM
[2025-12-22T20:18:08.654596] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTM' from 'https://tdm.silogroup.org/data/derivative_storage/BTM.csv'.
[2025-12-22T20:18:08.666229] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTM'.
[2025-12-22T20:18:08.666557] [INFO ] [FORECASTER] Starting predict_future for BTM
[2025-12-22T20:18:08.667333] [DEBUG] [LOCAL     ] No optimal features file found for BTM: ./output/feature-sets/BTM.txt
[2025-12-22T20:18:08.667386] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:18:08.667417] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:18:08.667444] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:18:08.667499] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:18:08.723770] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:18:08.724486] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:18:08.724588] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:18:08.724625] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:18:08.843167] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:18:08.843323] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:18:08.843364] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:18:08.843393] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:18:08.846934] [DEBUG] [FORECASTER] BTM: Forecast T+1@11:T+2@11: UP (p=89.04%)
[2025-12-22T20:18:08.847206] [INFO ] [FORECASTER] Completed predict_future for BTM
[2025-12-22T20:18:08.847332] [INFO ] [sig       ] BTM: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:18:08.989964] [INFO ] [LOCAL     ] Saved forecast: BTM	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/BTM.txt
[2025-12-22T20:18:08.990141] [INFO ] [sig       ] [540/3560] Completed BTM in 0.3s | 2.92 sym/s | Total: 3.1m | ETA: 17.2m
[2025-12-22T20:18:08.990183] [INFO ] [sig       ] [541/3560] Forecasting BTMD...
[2025-12-22T20:18:08.990212] [INFO ] [sig       ] Generating forecast for: BTMD
[2025-12-22T20:18:08.990242] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTMD' from 'https://tdm.silogroup.org/data/derivative_storage/BTMD.csv'.
[2025-12-22T20:18:09.001855] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTMD'.
[2025-12-22T20:18:09.002269] [INFO ] [FORECASTER] Starting predict_future for BTMD
[2025-12-22T20:18:09.003097] [DEBUG] [LOCAL     ] No optimal features file found for BTMD: ./output/feature-sets/BTMD.txt
[2025-12-22T20:18:09.003151] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:18:09.003183] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:18:09.003209] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:18:09.003264] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:18:09.061360] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:18:09.062157] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:18:09.062237] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:18:09.062272] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:18:09.180676] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:18:09.180838] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:18:09.180878] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:18:09.180907] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:18:09.184378] [DEBUG] [FORECASTER] BTMD: Forecast T+1@11:T+2@11: DOWN (p=2.46%)
[2025-12-22T20:18:09.184672] [INFO ] [FORECASTER] Completed predict_future for BTMD
[2025-12-22T20:18:09.184800] [INFO ] [sig       ] BTMD: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:18:09.322147] [INFO ] [LOCAL     ] Saved forecast: BTMD	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/BTMD.txt
[2025-12-22T20:18:09.322283] [INFO ] [sig       ] [541/3560] Completed BTMD in 0.3s | 2.92 sym/s | Total: 3.1m | ETA: 17.2m
[2025-12-22T20:18:09.322322] [INFO ] [sig       ] [542/3560] Forecasting BTSG...
[2025-12-22T20:18:09.322352] [INFO ] [sig       ] Generating forecast for: BTSG
[2025-12-22T20:18:09.322381] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTSG' from 'https://tdm.silogroup.org/data/derivative_storage/BTSG.csv'.
[2025-12-22T20:18:09.333625] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTSG'.
[2025-12-22T20:18:09.333963] [INFO ] [FORECASTER] Starting predict_future for BTSG
[2025-12-22T20:18:09.334773] [DEBUG] [LOCAL     ] No optimal features file found for BTSG: ./output/feature-sets/BTSG.txt
[2025-12-22T20:18:09.334827] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:18:09.334860] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:18:09.334888] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:18:09.334946] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:18:09.394733] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:18:09.395411] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:18:09.395492] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:18:09.395524] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:18:09.511485] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:18:09.511657] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:18:09.511700] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:18:09.511729] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:18:09.515450] [DEBUG] [FORECASTER] BTSG: Forecast T+1@11:T+2@11: UP (p=89.53%)
[2025-12-22T20:18:09.515744] [INFO ] [FORECASTER] Completed predict_future for BTSG
[2025-12-22T20:18:09.515869] [INFO ] [sig       ] BTSG: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:18:09.651546] [INFO ] [LOCAL     ] Saved forecast: BTSG	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/BTSG.txt
[2025-12-22T20:18:09.651707] [INFO ] [sig       ] [542/3560] Completed BTSG in 0.3s | 2.92 sym/s | Total: 3.1m | ETA: 17.2m
[2025-12-22T20:18:09.651746] [INFO ] [sig       ] [543/3560] Forecasting BTZ...
[2025-12-22T20:18:09.651776] [INFO ] [sig       ] Generating forecast for: BTZ
[2025-12-22T20:18:09.651805] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTZ' from 'https://tdm.silogroup.org/data/derivative_storage/BTZ.csv'.
[2025-12-22T20:18:09.664084] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTZ'.
[2025-12-22T20:18:09.664451] [INFO ] [FORECASTER] Starting predict_future for BTZ
[2025-12-22T20:18:09.665284] [DEBUG] [LOCAL     ] No optimal features file found for BTZ: ./output/feature-sets/BTZ.txt
[2025-12-22T20:18:09.665337] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:18:09.665369] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:18:09.665394] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:18:09.665449] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:18:09.725679] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:18:09.726852] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:18:09.726960] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:18:09.727019] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:18:09.853341] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:18:09.853506] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:18:09.853547] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:18:09.853617] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:18:09.857037] [DEBUG] [FORECASTER] BTZ: Forecast T+1@11:T+2@11: DOWN (p=28.80%)
[2025-12-22T20:18:09.857308] [INFO ] [FORECASTER] Completed predict_future for BTZ
[2025-12-22T20:18:09.857431] [INFO ] [sig       ] BTZ: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:18:09.994859] [INFO ] [LOCAL     ] Saved forecast: BTZ	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/BTZ.txt
[2025-12-22T20:18:09.995017] [INFO ] [sig       ] [543/3560] Completed BTZ in 0.3s | 2.92 sym/s | Total: 3.1m | ETA: 17.2m
[2025-12-22T20:18:09.995057] [INFO ] [sig       ] [544/3560] Forecasting BUD...
[2025-12-22T20:18:09.995087] [INFO ] [sig       ] Generating forecast for: BUD
[2025-12-22T20:18:09.995117] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BUD' from 'https://tdm.silogroup.org/data/derivative_storage/BUD.csv'.
[2025-12-22T20:18:10.007969] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BUD'.
[2025-12-22T20:18:10.008415] [INFO ] [FORECASTER] Starting predict_future for BUD
[2025-12-22T20:18:10.009371] [DEBUG] [LOCAL     ] No optimal features file found for BUD: ./output/feature-sets/BUD.txt
[2025-12-22T20:18:10.009435] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:18:10.009477] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:18:10.009513] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:18:10.009610] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:18:10.074228] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:18:10.075206] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:18:10.075299] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:18:10.075338] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:18:10.196033] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:18:10.196185] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:18:10.196225] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:18:10.196253] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:18:10.199593] [DEBUG] [FORECASTER] BUD: Forecast T+1@11:T+2@11: UP (p=71.59%)
[2025-12-22T20:18:10.199860] [INFO ] [FORECASTER] Completed predict_future for BUD
[2025-12-22T20:18:10.199980] [INFO ] [sig       ] BUD: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:18:10.336801] [INFO ] [LOCAL     ] Saved forecast: BUD	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/BUD.txt
[2025-12-22T20:18:10.336964] [INFO ] [sig       ] [544/3560] Completed BUD in 0.3s | 2.92 sym/s | Total: 3.1m | ETA: 17.2m
[2025-12-22T20:18:10.337005] [INFO ] [sig       ] [545/3560] Forecasting BUFC...
[2025-12-22T20:18:10.337037] [INFO ] [sig       ] Generating forecast for: BUFC
[2025-12-22T20:18:10.337067] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BUFC' from 'https://tdm.silogroup.org/data/derivative_storage/BUFC.csv'.
[2025-12-22T20:18:10.347821] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BUFC'.
[2025-12-22T20:18:10.348218] [INFO ] [FORECASTER] Starting predict_future for BUFC
[2025-12-22T20:18:10.349089] [DEBUG] [LOCAL     ] No optimal features file found for BUFC: ./output/feature-sets/BUFC.txt
[2025-12-22T20:18:10.349144] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:18:10.349177] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:18:10.349203] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:18:10.349260] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:18:10.408665] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:18:10.409552] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:18:10.409657] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:18:10.409708] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:18:10.502687] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:18:10.502848] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:18:10.502891] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:18:10.502925] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:18:10.506488] [DEBUG] [FORECASTER] BUFC: Forecast T+1@11:T+2@11: UP (p=60.89%)
[2025-12-22T20:18:10.506812] [INFO ] [FORECASTER] Completed predict_future for BUFC
[2025-12-22T20:18:10.506949] [INFO ] [sig       ] BUFC: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:18:10.647359] [INFO ] [LOCAL     ] Saved forecast: BUFC	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/BUFC.txt
[2025-12-22T20:18:10.647518] [INFO ] [sig       ] [545/3560] Completed BUFC in 0.3s | 2.92 sym/s | Total: 3.1m | ETA: 17.2m
[2025-12-22T20:18:10.647560] [INFO ] [sig       ] [546/3560] Forecasting BUG...
[2025-12-22T20:18:10.647629] [INFO ] [sig       ] Generating forecast for: BUG
[2025-12-22T20:18:10.647663] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BUG' from 'https://tdm.silogroup.org/data/derivative_storage/BUG.csv'.
[2025-12-22T20:18:10.658891] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BUG'.
[2025-12-22T20:18:10.659306] [INFO ] [FORECASTER] Starting predict_future for BUG
[2025-12-22T20:18:10.660115] [DEBUG] [LOCAL     ] No optimal features file found for BUG: ./output/feature-sets/BUG.txt
[2025-12-22T20:18:10.660169] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:18:10.660208] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:18:10.660247] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:18:10.660308] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:18:10.718951] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:18:10.719668] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:18:10.719748] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:18:10.719780] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:18:10.841940] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:18:10.842103] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:18:10.842143] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:18:10.842171] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:18:10.845564] [DEBUG] [FORECASTER] BUG: Forecast T+1@11:T+2@11: DOWN (p=42.38%)
[2025-12-22T20:18:10.846044] [INFO ] [FORECASTER] Completed predict_future for BUG
[2025-12-22T20:18:10.846171] [INFO ] [sig       ] BUG: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:18:10.984239] [INFO ] [LOCAL     ] Saved forecast: BUG	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/BUG.txt
[2025-12-22T20:18:10.984389] [INFO ] [sig       ] [546/3560] Completed BUG in 0.3s | 2.92 sym/s | Total: 3.1m | ETA: 17.2m
[2025-12-22T20:18:10.984427] [INFO ] [sig       ] [547/3560] Forecasting BUI...
[2025-12-22T20:18:10.984457] [INFO ] [sig       ] Generating forecast for: BUI
[2025-12-22T20:18:10.984487] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BUI' from 'https://tdm.silogroup.org/data/derivative_storage/BUI.csv'.
[2025-12-22T20:18:10.995792] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BUI'.
[2025-12-22T20:18:10.996138] [INFO ] [FORECASTER] Starting predict_future for BUI
[2025-12-22T20:18:10.996940] [DEBUG] [LOCAL     ] No optimal features file found for BUI: ./output/feature-sets/BUI.txt
[2025-12-22T20:18:10.996993] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:18:10.997026] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:18:10.997055] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:18:10.997140] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:18:11.057095] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:18:11.057964] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:18:11.058094] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:18:11.058129] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:18:11.175154] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:18:11.175307] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:18:11.175349] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:18:11.175378] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:18:11.178821] [DEBUG] [FORECASTER] BUI: Forecast T+1@11:T+2@11: UP (p=80.73%)
[2025-12-22T20:18:11.179128] [INFO ] [FORECASTER] Completed predict_future for BUI
[2025-12-22T20:18:11.179254] [INFO ] [sig       ] BUI: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:18:11.315457] [INFO ] [LOCAL     ] Saved forecast: BUI	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/BUI.txt
[2025-12-22T20:18:11.315626] [INFO ] [sig       ] [547/3560] Completed BUI in 0.3s | 2.92 sym/s | Total: 3.1m | ETA: 17.2m
[2025-12-22T20:18:11.315671] [INFO ] [sig       ] [548/3560] Forecasting BURL...
[2025-12-22T20:18:11.315702] [INFO ] [sig       ] Generating forecast for: BURL
[2025-12-22T20:18:11.315733] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BURL' from 'https://tdm.silogroup.org/data/derivative_storage/BURL.csv'.
[2025-12-22T20:18:11.326813] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BURL'.
[2025-12-22T20:18:11.327144] [INFO ] [FORECASTER] Starting predict_future for BURL
[2025-12-22T20:18:11.327980] [DEBUG] [LOCAL     ] No optimal features file found for BURL: ./output/feature-sets/BURL.txt
[2025-12-22T20:18:11.328034] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:18:11.328066] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:18:11.328094] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:18:11.328151] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:18:11.385498] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:18:11.386190] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:18:11.386268] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:18:11.386302] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:18:11.507866] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:18:11.508024] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:18:11.508063] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:18:11.508092] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:18:11.511404] [DEBUG] [FORECASTER] BURL: Forecast T+1@11:T+2@11: UP (p=96.09%)
[2025-12-22T20:18:11.511695] [INFO ] [FORECASTER] Completed predict_future for BURL
[2025-12-22T20:18:11.511817] [INFO ] [sig       ] BURL: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:18:11.645637] [INFO ] [LOCAL     ] Saved forecast: BURL	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/BURL.txt
[2025-12-22T20:18:11.645776] [INFO ] [sig       ] [548/3560] Completed BURL in 0.3s | 2.92 sym/s | Total: 3.1m | ETA: 17.2m
[2025-12-22T20:18:11.645814] [INFO ] [sig       ] [549/3560] Forecasting BUSE...
[2025-12-22T20:18:11.645844] [INFO ] [sig       ] Generating forecast for: BUSE
[2025-12-22T20:18:11.645873] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BUSE' from 'https://tdm.silogroup.org/data/derivative_storage/BUSE.csv'.
[2025-12-22T20:18:11.657175] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BUSE'.
[2025-12-22T20:18:11.657544] [INFO ] [FORECASTER] Starting predict_future for BUSE
[2025-12-22T20:18:11.658324] [DEBUG] [LOCAL     ] No optimal features file found for BUSE: ./output/feature-sets/BUSE.txt
[2025-12-22T20:18:11.658414] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:18:11.658448] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:18:11.658474] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:18:11.658530] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:18:11.731230] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:18:11.732385] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:18:11.732473] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:18:11.732508] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:18:11.861467] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:18:11.861646] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:18:11.861689] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:18:11.861719] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:18:11.865140] [DEBUG] [FORECASTER] BUSE: Forecast T+1@11:T+2@11: DOWN (p=3.38%)
[2025-12-22T20:18:11.865415] [INFO ] [FORECASTER] Completed predict_future for BUSE
[2025-12-22T20:18:11.865540] [INFO ] [sig       ] BUSE: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:18:12.011715] [INFO ] [LOCAL     ] Saved forecast: BUSE	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/BUSE.txt
[2025-12-22T20:18:12.011878] [INFO ] [sig       ] [549/3560] Completed BUSE in 0.4s | 2.92 sym/s | Total: 3.1m | ETA: 17.2m
[2025-12-22T20:18:12.011920] [INFO ] [sig       ] [550/3560] Forecasting BUXX...
[2025-12-22T20:18:12.011953] [INFO ] [sig       ] Generating forecast for: BUXX
[2025-12-22T20:18:12.011984] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BUXX' from 'https://tdm.silogroup.org/data/derivative_storage/BUXX.csv'.
[2025-12-22T20:18:12.023756] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BUXX'.
[2025-12-22T20:18:12.024206] [INFO ] [FORECASTER] Starting predict_future for BUXX
[2025-12-22T20:18:12.025079] [DEBUG] [LOCAL     ] No optimal features file found for BUXX: ./output/feature-sets/BUXX.txt
[2025-12-22T20:18:12.025136] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:18:12.025170] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:18:12.025197] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:18:12.025266] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:18:12.089193] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:18:12.090140] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:18:12.090230] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:18:12.090264] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:18:12.209004] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:18:12.209218] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:18:12.209291] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:18:12.209344] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:18:12.213324] [DEBUG] [FORECASTER] BUXX: Forecast T+1@11:T+2@11: DOWN (p=18.31%)
[2025-12-22T20:18:12.213754] [INFO ] [FORECASTER] Completed predict_future for BUXX
[2025-12-22T20:18:12.213914] [INFO ] [sig       ] BUXX: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:18:12.417709] [INFO ] [LOCAL     ] Saved forecast: BUXX	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/BUXX.txt
[2025-12-22T20:18:12.417970] [INFO ] [sig       ] [550/3560] Completed BUXX in 0.4s | 2.92 sym/s | Total: 3.1m | ETA: 17.2m
[2025-12-22T20:18:12.418039] [INFO ] [sig       ] [551/3560] Forecasting BVFL...
[2025-12-22T20:18:12.418084] [INFO ] [sig       ] Generating forecast for: BVFL
[2025-12-22T20:18:12.418125] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BVFL' from 'https://tdm.silogroup.org/data/derivative_storage/BVFL.csv'.
[2025-12-22T20:18:12.434307] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BVFL'.
[2025-12-22T20:18:12.434855] [INFO ] [FORECASTER] Starting predict_future for BVFL
[2025-12-22T20:18:12.436028] [DEBUG] [LOCAL     ] No optimal features file found for BVFL: ./output/feature-sets/BVFL.txt
[2025-12-22T20:18:12.436096] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:18:12.436130] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:18:12.436157] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:18:12.436215] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:18:12.511767] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:18:12.512935] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:18:12.513065] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:18:12.513105] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:18:12.669632] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:18:12.669829] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:18:12.669879] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:18:12.669914] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:18:12.674932] [DEBUG] [FORECASTER] BVFL: Forecast T+1@11:T+2@11: UP (p=64.00%)
[2025-12-22T20:18:12.675443] [INFO ] [FORECASTER] Completed predict_future for BVFL
[2025-12-22T20:18:12.675670] [INFO ] [sig       ] BVFL: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:18:12.868621] [INFO ] [LOCAL     ] Saved forecast: BVFL	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/BVFL.txt
[2025-12-22T20:18:12.868836] [INFO ] [sig       ] [551/3560] Completed BVFL in 0.5s | 2.92 sym/s | Total: 3.1m | ETA: 17.2m
[2025-12-22T20:18:12.868883] [INFO ] [sig       ] [552/3560] Forecasting BVN...
[2025-12-22T20:18:12.868921] [INFO ] [sig       ] Generating forecast for: BVN
[2025-12-22T20:18:12.868958] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BVN' from 'https://tdm.silogroup.org/data/derivative_storage/BVN.csv'.
[2025-12-22T20:18:12.886117] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BVN'.
[2025-12-22T20:18:12.886694] [INFO ] [FORECASTER] Starting predict_future for BVN
[2025-12-22T20:18:12.888014] [DEBUG] [LOCAL     ] No optimal features file found for BVN: ./output/feature-sets/BVN.txt
[2025-12-22T20:18:12.888097] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:18:12.888152] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:18:12.888201] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:18:12.888298] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:18:12.966935] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:18:12.968211] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:18:12.968343] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:18:12.968395] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:18:13.105514] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:18:13.105715] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:18:13.105764] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:18:13.105794] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:18:13.109745] [DEBUG] [FORECASTER] BVN: Forecast T+1@11:T+2@11: UP (p=90.58%)
[2025-12-22T20:18:13.110123] [INFO ] [FORECASTER] Completed predict_future for BVN
[2025-12-22T20:18:13.110275] [INFO ] [sig       ] BVN: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:18:13.258750] [INFO ] [LOCAL     ] Saved forecast: BVN	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/BVN.txt
[2025-12-22T20:18:13.258927] [INFO ] [sig       ] [552/3560] Completed BVN in 0.4s | 2.92 sym/s | Total: 3.2m | ETA: 17.2m
[2025-12-22T20:18:13.258967] [INFO ] [sig       ] [553/3560] Forecasting BVS...
[2025-12-22T20:18:13.258997] [INFO ] [sig       ] Generating forecast for: BVS
[2025-12-22T20:18:13.259054] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BVS' from 'https://tdm.silogroup.org/data/derivative_storage/BVS.csv'.
[2025-12-22T20:18:13.271105] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BVS'.
[2025-12-22T20:18:13.271522] [INFO ] [FORECASTER] Starting predict_future for BVS
[2025-12-22T20:18:13.272341] [DEBUG] [LOCAL     ] No optimal features file found for BVS: ./output/feature-sets/BVS.txt
[2025-12-22T20:18:13.272394] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:18:13.272427] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:18:13.272454] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:18:13.272509] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:18:13.330238] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:18:13.331148] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:18:13.331236] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:18:13.331269] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:18:13.460628] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:18:13.460785] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:18:13.460826] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:18:13.460856] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:18:13.464240] [DEBUG] [FORECASTER] BVS: Forecast T+1@11:T+2@11: DOWN (p=32.03%)
[2025-12-22T20:18:13.464510] [INFO ] [FORECASTER] Completed predict_future for BVS
[2025-12-22T20:18:13.464657] [INFO ] [sig       ] BVS: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:18:13.598391] [INFO ] [LOCAL     ] Saved forecast: BVS	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/BVS.txt
[2025-12-22T20:18:13.598530] [INFO ] [sig       ] [553/3560] Completed BVS in 0.3s | 2.92 sym/s | Total: 3.2m | ETA: 17.2m
[2025-12-22T20:18:13.598585] [INFO ] [sig       ] [554/3560] Forecasting BWA...
[2025-12-22T20:18:13.598618] [INFO ] [sig       ] Generating forecast for: BWA
[2025-12-22T20:18:13.598649] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWA' from 'https://tdm.silogroup.org/data/derivative_storage/BWA.csv'.
[2025-12-22T20:18:13.610275] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWA'.
[2025-12-22T20:18:13.610680] [INFO ] [FORECASTER] Starting predict_future for BWA
[2025-12-22T20:18:13.611459] [DEBUG] [LOCAL     ] No optimal features file found for BWA: ./output/feature-sets/BWA.txt
[2025-12-22T20:18:13.611512] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:18:13.611592] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:18:13.611624] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:18:13.611682] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:18:13.668082] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:18:13.668984] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:18:13.669086] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:18:13.669121] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:18:13.787954] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:18:13.788110] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:18:13.788151] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:18:13.788180] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:18:13.791585] [DEBUG] [FORECASTER] BWA: Forecast T+1@11:T+2@11: DOWN (p=39.76%)
[2025-12-22T20:18:13.791880] [INFO ] [FORECASTER] Completed predict_future for BWA
[2025-12-22T20:18:13.792007] [INFO ] [sig       ] BWA: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:18:13.929157] [INFO ] [LOCAL     ] Saved forecast: BWA	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/BWA.txt
[2025-12-22T20:18:13.929295] [INFO ] [sig       ] [554/3560] Completed BWA in 0.3s | 2.92 sym/s | Total: 3.2m | ETA: 17.2m
[2025-12-22T20:18:13.929335] [INFO ] [sig       ] [555/3560] Forecasting BWAY...
[2025-12-22T20:18:13.929365] [INFO ] [sig       ] Generating forecast for: BWAY
[2025-12-22T20:18:13.929395] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWAY' from 'https://tdm.silogroup.org/data/derivative_storage/BWAY.csv'.
[2025-12-22T20:18:13.940602] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWAY'.
[2025-12-22T20:18:13.940948] [INFO ] [FORECASTER] Starting predict_future for BWAY
[2025-12-22T20:18:13.941744] [DEBUG] [LOCAL     ] No optimal features file found for BWAY: ./output/feature-sets/BWAY.txt
[2025-12-22T20:18:13.941796] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:18:13.941827] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:18:13.941853] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:18:13.941908] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:18:13.997990] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:18:13.998703] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:18:13.998781] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:18:13.998813] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:18:14.120300] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:18:14.120450] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:18:14.120490] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:18:14.120518] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:18:14.123858] [DEBUG] [FORECASTER] BWAY: Forecast T+1@11:T+2@11: DOWN (p=10.75%)
[2025-12-22T20:18:14.124131] [INFO ] [FORECASTER] Completed predict_future for BWAY
[2025-12-22T20:18:14.124254] [INFO ] [sig       ] BWAY: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:18:14.259380] [INFO ] [LOCAL     ] Saved forecast: BWAY	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/BWAY.txt
[2025-12-22T20:18:14.259522] [INFO ] [sig       ] [555/3560] Completed BWAY in 0.3s | 2.92 sym/s | Total: 3.2m | ETA: 17.2m
[2025-12-22T20:18:14.259561] [INFO ] [sig       ] [556/3560] Forecasting BWB...
[2025-12-22T20:18:14.259609] [INFO ] [sig       ] Generating forecast for: BWB
[2025-12-22T20:18:14.259640] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWB' from 'https://tdm.silogroup.org/data/derivative_storage/BWB.csv'.
[2025-12-22T20:18:14.271143] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWB'.
[2025-12-22T20:18:14.271528] [INFO ] [FORECASTER] Starting predict_future for BWB
[2025-12-22T20:18:14.272383] [DEBUG] [LOCAL     ] No optimal features file found for BWB: ./output/feature-sets/BWB.txt
[2025-12-22T20:18:14.272438] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:18:14.272472] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:18:14.272499] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:18:14.272555] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:18:14.329253] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:18:14.330233] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:18:14.330313] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:18:14.330344] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:18:14.460097] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:18:14.460269] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:18:14.460310] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:18:14.460339] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:18:14.463762] [DEBUG] [FORECASTER] BWB: Forecast T+1@11:T+2@11: DOWN (p=23.56%)
[2025-12-22T20:18:14.464035] [INFO ] [FORECASTER] Completed predict_future for BWB
[2025-12-22T20:18:14.464161] [INFO ] [sig       ] BWB: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:18:14.603641] [INFO ] [LOCAL     ] Saved forecast: BWB	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/BWB.txt
[2025-12-22T20:18:14.603789] [INFO ] [sig       ] [556/3560] Completed BWB in 0.3s | 2.92 sym/s | Total: 3.2m | ETA: 17.2m
[2025-12-22T20:18:14.603828] [INFO ] [sig       ] [557/3560] Forecasting BWEN...
[2025-12-22T20:18:14.603858] [INFO ] [sig       ] Generating forecast for: BWEN
[2025-12-22T20:18:14.603888] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWEN' from 'https://tdm.silogroup.org/data/derivative_storage/BWEN.csv'.
[2025-12-22T20:18:14.615691] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWEN'.
[2025-12-22T20:18:14.616054] [INFO ] [FORECASTER] Starting predict_future for BWEN
[2025-12-22T20:18:14.616856] [DEBUG] [LOCAL     ] No optimal features file found for BWEN: ./output/feature-sets/BWEN.txt
[2025-12-22T20:18:14.616910] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:18:14.616942] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:18:14.616968] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:18:14.617024] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:18:14.678526] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:18:14.679316] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:18:14.679404] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:18:14.679441] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:18:14.810477] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:18:14.810646] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:18:14.810696] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:18:14.810765] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:18:14.814350] [DEBUG] [FORECASTER] BWEN: Forecast T+1@11:T+2@11: UP (p=91.44%)
[2025-12-22T20:18:14.814645] [INFO ] [FORECASTER] Completed predict_future for BWEN
[2025-12-22T20:18:14.814772] [INFO ] [sig       ] BWEN: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:18:14.961012] [INFO ] [LOCAL     ] Saved forecast: BWEN	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/BWEN.txt
[2025-12-22T20:18:14.961353] [INFO ] [sig       ] [557/3560] Completed BWEN in 0.4s | 2.92 sym/s | Total: 3.2m | ETA: 17.2m
[2025-12-22T20:18:14.961392] [INFO ] [sig       ] [558/3560] Forecasting BWFG...
[2025-12-22T20:18:14.961422] [INFO ] [sig       ] Generating forecast for: BWFG
[2025-12-22T20:18:14.961450] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWFG' from 'https://tdm.silogroup.org/data/derivative_storage/BWFG.csv'.
[2025-12-22T20:18:14.973561] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWFG'.
[2025-12-22T20:18:14.973959] [INFO ] [FORECASTER] Starting predict_future for BWFG
[2025-12-22T20:18:14.974765] [DEBUG] [LOCAL     ] No optimal features file found for BWFG: ./output/feature-sets/BWFG.txt
[2025-12-22T20:18:14.974829] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:18:14.974861] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:18:14.974887] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:18:14.974943] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:18:15.034006] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:18:15.034626] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:18:15.034714] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:18:15.034753] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:18:15.152486] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:18:15.152645] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:18:15.152685] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:18:15.152717] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:18:15.156119] [DEBUG] [FORECASTER] BWFG: Forecast T+1@11:T+2@11: UP (p=65.72%)
[2025-12-22T20:18:15.156425] [INFO ] [FORECASTER] Completed predict_future for BWFG
[2025-12-22T20:18:15.156545] [INFO ] [sig       ] BWFG: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:18:15.294379] [INFO ] [LOCAL     ] Saved forecast: BWFG	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/BWFG.txt
[2025-12-22T20:18:15.294509] [INFO ] [sig       ] [558/3560] Completed BWFG in 0.3s | 2.92 sym/s | Total: 3.2m | ETA: 17.2m
[2025-12-22T20:18:15.294548] [INFO ] [sig       ] [559/3560] Forecasting BWG...
[2025-12-22T20:18:15.294595] [INFO ] [sig       ] Generating forecast for: BWG
[2025-12-22T20:18:15.294627] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWG' from 'https://tdm.silogroup.org/data/derivative_storage/BWG.csv'.
[2025-12-22T20:18:15.304976] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWG'.
[2025-12-22T20:18:15.305280] [INFO ] [FORECASTER] Starting predict_future for BWG
[2025-12-22T20:18:15.306058] [DEBUG] [LOCAL     ] No optimal features file found for BWG: ./output/feature-sets/BWG.txt
[2025-12-22T20:18:15.306110] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:18:15.306142] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:18:15.306169] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:18:15.306227] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:18:15.364903] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:18:15.365536] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:18:15.365632] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:18:15.365666] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:18:15.486822] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:18:15.486968] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:18:15.487007] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:18:15.487036] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:18:15.490409] [DEBUG] [FORECASTER] BWG: Forecast T+1@11:T+2@11: DOWN (p=42.27%)
[2025-12-22T20:18:15.490692] [INFO ] [FORECASTER] Completed predict_future for BWG
[2025-12-22T20:18:15.490819] [INFO ] [sig       ] BWG: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:18:15.628747] [INFO ] [LOCAL     ] Saved forecast: BWG	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/BWG.txt
[2025-12-22T20:18:15.628904] [INFO ] [sig       ] [559/3560] Completed BWG in 0.3s | 2.92 sym/s | Total: 3.2m | ETA: 17.1m
[2025-12-22T20:18:15.628944] [INFO ] [sig       ] [560/3560] Forecasting BWIN...
[2025-12-22T20:18:15.628972] [INFO ] [sig       ] Generating forecast for: BWIN
[2025-12-22T20:18:15.629004] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWIN' from 'https://tdm.silogroup.org/data/derivative_storage/BWIN.csv'.
[2025-12-22T20:18:15.640146] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWIN'.
[2025-12-22T20:18:15.640545] [INFO ] [FORECASTER] Starting predict_future for BWIN
[2025-12-22T20:18:15.641345] [DEBUG] [LOCAL     ] No optimal features file found for BWIN: ./output/feature-sets/BWIN.txt
[2025-12-22T20:18:15.641401] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:18:15.641450] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:18:15.641478] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:18:15.641540] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:18:15.702243] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:18:15.703107] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:18:15.703188] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:18:15.703222] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:18:15.821226] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:18:15.821424] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:18:15.821464] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:18:15.821492] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:18:15.824843] [DEBUG] [FORECASTER] BWIN: Forecast T+1@11:T+2@11: DOWN (p=21.10%)
[2025-12-22T20:18:15.825123] [INFO ] [FORECASTER] Completed predict_future for BWIN
[2025-12-22T20:18:15.825253] [INFO ] [sig       ] BWIN: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:18:15.962777] [INFO ] [LOCAL     ] Saved forecast: BWIN	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/BWIN.txt
[2025-12-22T20:18:15.962900] [INFO ] [sig       ] [560/3560] Completed BWIN in 0.3s | 2.92 sym/s | Total: 3.2m | ETA: 17.1m
[2025-12-22T20:18:15.962938] [INFO ] [sig       ] [561/3560] Forecasting BWMN...
[2025-12-22T20:18:15.962967] [INFO ] [sig       ] Generating forecast for: BWMN
[2025-12-22T20:18:15.962997] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWMN' from 'https://tdm.silogroup.org/data/derivative_storage/BWMN.csv'.
[2025-12-22T20:18:15.973995] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWMN'.
[2025-12-22T20:18:15.974313] [INFO ] [FORECASTER] Starting predict_future for BWMN
[2025-12-22T20:18:15.975089] [DEBUG] [LOCAL     ] No optimal features file found for BWMN: ./output/feature-sets/BWMN.txt
[2025-12-22T20:18:15.975141] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:18:15.975173] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:18:15.975200] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:18:15.975256] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:18:16.033351] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:18:16.033959] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:18:16.034034] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:18:16.034066] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:18:16.155210] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:18:16.155348] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:18:16.155387] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:18:16.155416] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:18:16.158703] [DEBUG] [FORECASTER] BWMN: Forecast T+1@11:T+2@11: UP (p=80.15%)
[2025-12-22T20:18:16.158973] [INFO ] [FORECASTER] Completed predict_future for BWMN
[2025-12-22T20:18:16.159129] [INFO ] [sig       ] BWMN: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:18:16.298030] [INFO ] [LOCAL     ] Saved forecast: BWMN	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/BWMN.txt
[2025-12-22T20:18:16.298160] [INFO ] [sig       ] [561/3560] Completed BWMN in 0.3s | 2.92 sym/s | Total: 3.2m | ETA: 17.1m
[2025-12-22T20:18:16.298199] [INFO ] [sig       ] [562/3560] Forecasting BXC...
[2025-12-22T20:18:16.298228] [INFO ] [sig       ] Generating forecast for: BXC
[2025-12-22T20:18:16.298259] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BXC' from 'https://tdm.silogroup.org/data/derivative_storage/BXC.csv'.
[2025-12-22T20:18:16.309807] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BXC'.
[2025-12-22T20:18:16.310122] [INFO ] [FORECASTER] Starting predict_future for BXC
[2025-12-22T20:18:16.310904] [DEBUG] [LOCAL     ] No optimal features file found for BXC: ./output/feature-sets/BXC.txt
[2025-12-22T20:18:16.310956] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:18:16.310988] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:18:16.311015] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:18:16.311071] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:18:16.367483] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:18:16.368189] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:18:16.368280] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:18:16.368312] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:18:16.485874] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:18:16.486024] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:18:16.486063] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:18:16.486091] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:18:16.489411] [DEBUG] [FORECASTER] BXC: Forecast T+1@11:T+2@11: UP (p=62.34%)
[2025-12-22T20:18:16.489692] [INFO ] [FORECASTER] Completed predict_future for BXC
[2025-12-22T20:18:16.489821] [INFO ] [sig       ] BXC: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:18:16.628331] [INFO ] [LOCAL     ] Saved forecast: BXC	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/BXC.txt
[2025-12-22T20:18:16.628470] [INFO ] [sig       ] [562/3560] Completed BXC in 0.3s | 2.92 sym/s | Total: 3.2m | ETA: 17.1m
[2025-12-22T20:18:16.628509] [INFO ] [sig       ] [563/3560] Forecasting BXMX...
[2025-12-22T20:18:16.628538] [INFO ] [sig       ] Generating forecast for: BXMX
[2025-12-22T20:18:16.628567] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BXMX' from 'https://tdm.silogroup.org/data/derivative_storage/BXMX.csv'.
[2025-12-22T20:18:16.640012] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BXMX'.
[2025-12-22T20:18:16.640328] [INFO ] [FORECASTER] Starting predict_future for BXMX
[2025-12-22T20:18:16.641122] [DEBUG] [LOCAL     ] No optimal features file found for BXMX: ./output/feature-sets/BXMX.txt
[2025-12-22T20:18:16.641176] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:18:16.641208] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:18:16.641237] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:18:16.641295] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:18:16.699104] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:18:16.699731] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:18:16.699819] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:18:16.699857] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:18:16.824159] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:18:16.824314] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:18:16.824355] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:18:16.824384] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:18:16.827783] [DEBUG] [FORECASTER] BXMX: Forecast T+1@11:T+2@11: UP (p=99.28%)
[2025-12-22T20:18:16.828056] [INFO ] [FORECASTER] Completed predict_future for BXMX
[2025-12-22T20:18:16.828182] [INFO ] [sig       ] BXMX: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:18:16.962672] [INFO ] [LOCAL     ] Saved forecast: BXMX	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/BXMX.txt
[2025-12-22T20:18:16.962816] [INFO ] [sig       ] [563/3560] Completed BXMX in 0.3s | 2.92 sym/s | Total: 3.2m | ETA: 17.1m
[2025-12-22T20:18:16.962860] [INFO ] [sig       ] [564/3560] Forecasting BXP...
[2025-12-22T20:18:16.962890] [INFO ] [sig       ] Generating forecast for: BXP
[2025-12-22T20:18:16.962919] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BXP' from 'https://tdm.silogroup.org/data/derivative_storage/BXP.csv'.
[2025-12-22T20:18:16.973832] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BXP'.
[2025-12-22T20:18:16.974170] [INFO ] [FORECASTER] Starting predict_future for BXP
[2025-12-22T20:18:16.974946] [DEBUG] [LOCAL     ] No optimal features file found for BXP: ./output/feature-sets/BXP.txt
[2025-12-22T20:18:16.974997] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:18:16.975030] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:18:16.975057] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:18:16.975118] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:18:17.030928] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:18:17.031620] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:18:17.031725] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:18:17.031758] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:18:17.150695] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:18:17.150853] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:18:17.150894] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:18:17.150922] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:18:17.154232] [DEBUG] [FORECASTER] BXP: Forecast T+1@11:T+2@11: DOWN (p=4.24%)
[2025-12-22T20:18:17.154498] [INFO ] [FORECASTER] Completed predict_future for BXP
[2025-12-22T20:18:17.154642] [INFO ] [sig       ] BXP: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:18:17.288766] [INFO ] [LOCAL     ] Saved forecast: BXP	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/BXP.txt
[2025-12-22T20:18:17.288903] [INFO ] [sig       ] [564/3560] Completed BXP in 0.3s | 2.92 sym/s | Total: 3.2m | ETA: 17.1m
[2025-12-22T20:18:17.288942] [INFO ] [sig       ] [565/3560] Forecasting BXSL...
[2025-12-22T20:18:17.288971] [INFO ] [sig       ] Generating forecast for: BXSL
[2025-12-22T20:18:17.289002] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BXSL' from 'https://tdm.silogroup.org/data/derivative_storage/BXSL.csv'.
[2025-12-22T20:18:17.299825] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BXSL'.
[2025-12-22T20:18:17.300162] [INFO ] [FORECASTER] Starting predict_future for BXSL
[2025-12-22T20:18:17.300941] [DEBUG] [LOCAL     ] No optimal features file found for BXSL: ./output/feature-sets/BXSL.txt
[2025-12-22T20:18:17.300993] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:18:17.301025] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:18:17.301050] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:18:17.301105] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:18:17.363224] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:18:17.364144] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:18:17.364225] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:18:17.364259] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:18:17.479449] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:18:17.479620] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:18:17.479662] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:18:17.479691] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:18:17.483041] [DEBUG] [FORECASTER] BXSL: Forecast T+1@11:T+2@11: DOWN (p=30.68%)
[2025-12-22T20:18:17.483307] [INFO ] [FORECASTER] Completed predict_future for BXSL
[2025-12-22T20:18:17.483457] [INFO ] [sig       ] BXSL: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:18:17.618302] [INFO ] [LOCAL     ] Saved forecast: BXSL	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/BXSL.txt
[2025-12-22T20:18:17.618440] [INFO ] [sig       ] [565/3560] Completed BXSL in 0.3s | 2.92 sym/s | Total: 3.2m | ETA: 17.1m
[2025-12-22T20:18:17.618478] [INFO ] [sig       ] [566/3560] Forecasting BYD...
[2025-12-22T20:18:17.618507] [INFO ] [sig       ] Generating forecast for: BYD
[2025-12-22T20:18:17.618539] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BYD' from 'https://tdm.silogroup.org/data/derivative_storage/BYD.csv'.
[2025-12-22T20:18:17.629731] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BYD'.
[2025-12-22T20:18:17.630092] [INFO ] [FORECASTER] Starting predict_future for BYD
[2025-12-22T20:18:17.630903] [DEBUG] [LOCAL     ] No optimal features file found for BYD: ./output/feature-sets/BYD.txt
[2025-12-22T20:18:17.630956] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:18:17.630989] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:18:17.631016] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:18:17.631072] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:18:17.686988] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:18:17.687738] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:18:17.687817] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:18:17.687848] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:18:17.808150] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:18:17.808309] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:18:17.808348] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:18:17.808376] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:18:17.811813] [DEBUG] [FORECASTER] BYD: Forecast T+1@11:T+2@11: UP (p=90.58%)
[2025-12-22T20:18:17.812100] [INFO ] [FORECASTER] Completed predict_future for BYD
[2025-12-22T20:18:17.812226] [INFO ] [sig       ] BYD: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:18:17.947930] [INFO ] [LOCAL     ] Saved forecast: BYD	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/BYD.txt
[2025-12-22T20:18:17.948076] [INFO ] [sig       ] [566/3560] Completed BYD in 0.3s | 2.92 sym/s | Total: 3.2m | ETA: 17.1m
[2025-12-22T20:18:17.948114] [INFO ] [sig       ] [567/3560] Forecasting BYM...
[2025-12-22T20:18:17.948143] [INFO ] [sig       ] Generating forecast for: BYM
[2025-12-22T20:18:17.948172] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BYM' from 'https://tdm.silogroup.org/data/derivative_storage/BYM.csv'.
[2025-12-22T20:18:17.960340] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BYM'.
[2025-12-22T20:18:17.960781] [INFO ] [FORECASTER] Starting predict_future for BYM
[2025-12-22T20:18:17.961634] [DEBUG] [LOCAL     ] No optimal features file found for BYM: ./output/feature-sets/BYM.txt
[2025-12-22T20:18:17.961688] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:18:17.961722] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:18:17.961752] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:18:17.961821] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:18:18.023364] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:18:18.024323] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:18:18.024405] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:18:18.024441] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:18:18.151549] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:18:18.151749] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:18:18.151794] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:18:18.151842] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:18:18.155295] [DEBUG] [FORECASTER] BYM: Forecast T+1@11:T+2@11: UP (p=99.63%)
[2025-12-22T20:18:18.155637] [INFO ] [FORECASTER] Completed predict_future for BYM
[2025-12-22T20:18:18.155791] [INFO ] [sig       ] BYM: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:18:18.305391] [INFO ] [LOCAL     ] Saved forecast: BYM	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/BYM.txt
[2025-12-22T20:18:18.305593] [INFO ] [sig       ] [567/3560] Completed BYM in 0.4s | 2.92 sym/s | Total: 3.2m | ETA: 17.1m
[2025-12-22T20:18:18.305637] [INFO ] [sig       ] [568/3560] Forecasting BYRN...
[2025-12-22T20:18:18.305669] [INFO ] [sig       ] Generating forecast for: BYRN
[2025-12-22T20:18:18.305702] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BYRN' from 'https://tdm.silogroup.org/data/derivative_storage/BYRN.csv'.
[2025-12-22T20:18:18.318514] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BYRN'.
[2025-12-22T20:18:18.319059] [INFO ] [FORECASTER] Starting predict_future for BYRN
[2025-12-22T20:18:18.319993] [DEBUG] [LOCAL     ] No optimal features file found for BYRN: ./output/feature-sets/BYRN.txt
[2025-12-22T20:18:18.320050] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:18:18.320086] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:18:18.320114] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:18:18.320324] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:18:18.381921] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:18:18.382824] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:18:18.382909] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:18:18.382942] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:18:18.507531] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:18:18.507704] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:18:18.507748] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:18:18.507791] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:18:18.511328] [DEBUG] [FORECASTER] BYRN: Forecast T+1@11:T+2@11: DOWN (p=39.72%)
[2025-12-22T20:18:18.511620] [INFO ] [FORECASTER] Completed predict_future for BYRN
[2025-12-22T20:18:18.511747] [INFO ] [sig       ] BYRN: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:18:18.650629] [INFO ] [LOCAL     ] Saved forecast: BYRN	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/BYRN.txt
[2025-12-22T20:18:18.650801] [INFO ] [sig       ] [568/3560] Completed BYRN in 0.3s | 2.92 sym/s | Total: 3.2m | ETA: 17.1m
[2025-12-22T20:18:18.650852] [INFO ] [sig       ] [569/3560] Forecasting BYSI...
[2025-12-22T20:18:18.650889] [INFO ] [sig       ] Generating forecast for: BYSI
[2025-12-22T20:18:18.650930] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BYSI' from 'https://tdm.silogroup.org/data/derivative_storage/BYSI.csv'.
[2025-12-22T20:18:18.661862] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BYSI'.
[2025-12-22T20:18:18.662203] [INFO ] [FORECASTER] Starting predict_future for BYSI
[2025-12-22T20:18:18.663025] [DEBUG] [LOCAL     ] No optimal features file found for BYSI: ./output/feature-sets/BYSI.txt
[2025-12-22T20:18:18.663078] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:18:18.663112] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:18:18.663141] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:18:18.663197] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:18:18.720104] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:18:18.720942] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:18:18.721056] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:18:18.721090] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:18:18.832665] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:18:18.832813] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:18:18.832853] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:18:18.832881] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:18:18.836297] [DEBUG] [FORECASTER] BYSI: Forecast T+1@11:T+2@11: DOWN (p=4.70%)
[2025-12-22T20:18:18.836598] [INFO ] [FORECASTER] Completed predict_future for BYSI
[2025-12-22T20:18:18.836729] [INFO ] [sig       ] BYSI: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:18:18.974459] [INFO ] [LOCAL     ] Saved forecast: BYSI	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/BYSI.txt
[2025-12-22T20:18:18.974631] [INFO ] [sig       ] [569/3560] Completed BYSI in 0.3s | 2.92 sym/s | Total: 3.2m | ETA: 17.1m
[2025-12-22T20:18:18.974673] [INFO ] [sig       ] [570/3560] Forecasting BZ...
[2025-12-22T20:18:18.974706] [INFO ] [sig       ] Generating forecast for: BZ
[2025-12-22T20:18:18.974738] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BZ' from 'https://tdm.silogroup.org/data/derivative_storage/BZ.csv'.
[2025-12-22T20:18:18.986308] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BZ'.
[2025-12-22T20:18:18.986736] [INFO ] [FORECASTER] Starting predict_future for BZ
[2025-12-22T20:18:18.987539] [DEBUG] [LOCAL     ] No optimal features file found for BZ: ./output/feature-sets/BZ.txt
[2025-12-22T20:18:18.987617] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:18:18.987658] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:18:18.987687] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:18:18.987746] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:18:19.047801] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:18:19.048658] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:18:19.048741] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:18:19.048775] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:18:19.173085] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:18:19.173239] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:18:19.173280] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:18:19.173310] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:18:19.176790] [DEBUG] [FORECASTER] BZ: Forecast T+1@11:T+2@11: DOWN (p=9.87%)
[2025-12-22T20:18:19.177068] [INFO ] [FORECASTER] Completed predict_future for BZ
[2025-12-22T20:18:19.177193] [INFO ] [sig       ] BZ: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:18:19.313933] [INFO ] [LOCAL     ] Saved forecast: BZ	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/BZ.txt
[2025-12-22T20:18:19.314096] [INFO ] [sig       ] [570/3560] Completed BZ in 0.3s | 2.92 sym/s | Total: 3.3m | ETA: 17.1m
[2025-12-22T20:18:19.314135] [INFO ] [sig       ] [571/3560] Forecasting BZH...
[2025-12-22T20:18:19.314165] [INFO ] [sig       ] Generating forecast for: BZH
[2025-12-22T20:18:19.314195] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BZH' from 'https://tdm.silogroup.org/data/derivative_storage/BZH.csv'.
[2025-12-22T20:18:19.325057] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BZH'.
[2025-12-22T20:18:19.325428] [INFO ] [FORECASTER] Starting predict_future for BZH
[2025-12-22T20:18:19.326229] [DEBUG] [LOCAL     ] No optimal features file found for BZH: ./output/feature-sets/BZH.txt
[2025-12-22T20:18:19.326283] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:18:19.326345] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:18:19.326411] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:18:19.326470] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:18:19.382825] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:18:19.383726] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:18:19.383839] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:18:19.383879] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:18:19.500379] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:18:19.500541] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:18:19.500599] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:18:19.500630] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:18:19.504195] [DEBUG] [FORECASTER] BZH: Forecast T+1@11:T+2@11: UP (p=63.34%)
[2025-12-22T20:18:19.504486] [INFO ] [FORECASTER] Completed predict_future for BZH
[2025-12-22T20:18:19.504638] [INFO ] [sig       ] BZH: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:18:19.639351] [INFO ] [LOCAL     ] Saved forecast: BZH	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/BZH.txt
[2025-12-22T20:18:19.639500] [INFO ] [sig       ] [571/3560] Completed BZH in 0.3s | 2.92 sym/s | Total: 3.3m | ETA: 17.1m
[2025-12-22T20:18:19.639543] [INFO ] [sig       ] [572/3560] Forecasting BZUN...
[2025-12-22T20:18:19.639591] [INFO ] [sig       ] Generating forecast for: BZUN
[2025-12-22T20:18:19.639626] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BZUN' from 'https://tdm.silogroup.org/data/derivative_storage/BZUN.csv'.
[2025-12-22T20:18:19.650144] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BZUN'.
[2025-12-22T20:18:19.650464] [INFO ] [FORECASTER] Starting predict_future for BZUN
[2025-12-22T20:18:19.651246] [DEBUG] [LOCAL     ] No optimal features file found for BZUN: ./output/feature-sets/BZUN.txt
[2025-12-22T20:18:19.651298] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:18:19.651330] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:18:19.651357] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:18:19.651412] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:18:19.709514] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:18:19.710339] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:18:19.710420] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:18:19.710454] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:18:19.831882] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:18:19.832032] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:18:19.832072] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:18:19.832101] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:18:19.835463] [DEBUG] [FORECASTER] BZUN: Forecast T+1@11:T+2@11: UP (p=98.94%)
[2025-12-22T20:18:19.835748] [INFO ] [FORECASTER] Completed predict_future for BZUN
[2025-12-22T20:18:19.835868] [INFO ] [sig       ] BZUN: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:18:19.971614] [INFO ] [LOCAL     ] Saved forecast: BZUN	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/BZUN.txt
[2025-12-22T20:18:19.971774] [INFO ] [sig       ] [572/3560] Completed BZUN in 0.3s | 2.92 sym/s | Total: 3.3m | ETA: 17.1m
[2025-12-22T20:18:19.971813] [INFO ] [sig       ] [573/3560] Forecasting C...
[2025-12-22T20:18:19.971842] [INFO ] [sig       ] Generating forecast for: C
[2025-12-22T20:18:19.971872] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'C' from 'https://tdm.silogroup.org/data/derivative_storage/C.csv'.
[2025-12-22T20:18:19.982463] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'C'.
[2025-12-22T20:18:19.982817] [INFO ] [FORECASTER] Starting predict_future for C
[2025-12-22T20:18:19.983621] [DEBUG] [LOCAL     ] No optimal features file found for C: ./output/feature-sets/C.txt
[2025-12-22T20:18:19.983672] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:18:19.983705] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:18:19.983731] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:18:19.983793] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:18:20.040768] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:18:20.041645] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:18:20.041727] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:18:20.041760] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:18:20.163626] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:18:20.163783] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:18:20.163823] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:18:20.163851] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:18:20.167197] [DEBUG] [FORECASTER] C: Forecast T+1@11:T+2@11: UP (p=95.36%)
[2025-12-22T20:18:20.167465] [INFO ] [FORECASTER] Completed predict_future for C
[2025-12-22T20:18:20.167603] [INFO ] [sig       ] C: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:18:20.303090] [INFO ] [LOCAL     ] Saved forecast: C	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/C.txt
[2025-12-22T20:18:20.303218] [INFO ] [sig       ] [573/3560] Completed C in 0.3s | 2.92 sym/s | Total: 3.3m | ETA: 17.1m
[2025-12-22T20:18:20.303256] [INFO ] [sig       ] [574/3560] Forecasting CAAP...
[2025-12-22T20:18:20.303286] [INFO ] [sig       ] Generating forecast for: CAAP
[2025-12-22T20:18:20.303318] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAAP' from 'https://tdm.silogroup.org/data/derivative_storage/CAAP.csv'.
[2025-12-22T20:18:20.314497] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAAP'.
[2025-12-22T20:18:20.314851] [INFO ] [FORECASTER] Starting predict_future for CAAP
[2025-12-22T20:18:20.315631] [DEBUG] [LOCAL     ] No optimal features file found for CAAP: ./output/feature-sets/CAAP.txt
[2025-12-22T20:18:20.315683] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:18:20.315715] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:18:20.315742] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:18:20.315798] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:18:20.373090] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:18:20.373822] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:18:20.373913] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:18:20.373952] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:18:20.494189] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:18:20.494345] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:18:20.494385] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:18:20.494413] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:18:20.497903] [DEBUG] [FORECASTER] CAAP: Forecast T+1@11:T+2@11: UP (p=55.65%)
[2025-12-22T20:18:20.498171] [INFO ] [FORECASTER] Completed predict_future for CAAP
[2025-12-22T20:18:20.498297] [INFO ] [sig       ] CAAP: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:18:20.635369] [INFO ] [LOCAL     ] Saved forecast: CAAP	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/CAAP.txt
[2025-12-22T20:18:20.635506] [INFO ] [sig       ] [574/3560] Completed CAAP in 0.3s | 2.92 sym/s | Total: 3.3m | ETA: 17.0m
[2025-12-22T20:18:20.635545] [INFO ] [sig       ] [575/3560] Forecasting CAAS...
[2025-12-22T20:18:20.635594] [INFO ] [sig       ] Generating forecast for: CAAS
[2025-12-22T20:18:20.635629] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAAS' from 'https://tdm.silogroup.org/data/derivative_storage/CAAS.csv'.
[2025-12-22T20:18:20.645733] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAAS'.
[2025-12-22T20:18:20.646056] [INFO ] [FORECASTER] Starting predict_future for CAAS
[2025-12-22T20:18:20.646844] [DEBUG] [LOCAL     ] No optimal features file found for CAAS: ./output/feature-sets/CAAS.txt
[2025-12-22T20:18:20.646896] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:18:20.646928] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:18:20.646954] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:18:20.647009] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:18:20.702690] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:18:20.703469] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:18:20.703548] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:18:20.703599] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:18:20.816088] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:18:20.816237] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:18:20.816277] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:18:20.816305] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:18:20.819693] [DEBUG] [FORECASTER] CAAS: Forecast T+1@11:T+2@11: DOWN (p=16.68%)
[2025-12-22T20:18:20.819975] [INFO ] [FORECASTER] Completed predict_future for CAAS
[2025-12-22T20:18:20.820103] [INFO ] [sig       ] CAAS: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:18:20.956158] [INFO ] [LOCAL     ] Saved forecast: CAAS	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/CAAS.txt
[2025-12-22T20:18:20.956292] [INFO ] [sig       ] [575/3560] Completed CAAS in 0.3s | 2.92 sym/s | Total: 3.3m | ETA: 17.0m
[2025-12-22T20:18:20.956331] [INFO ] [sig       ] [576/3560] Forecasting CABA...
[2025-12-22T20:18:20.956361] [INFO ] [sig       ] Generating forecast for: CABA
[2025-12-22T20:18:20.956389] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CABA' from 'https://tdm.silogroup.org/data/derivative_storage/CABA.csv'.
[2025-12-22T20:18:20.967556] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CABA'.
[2025-12-22T20:18:20.967891] [INFO ] [FORECASTER] Starting predict_future for CABA
[2025-12-22T20:18:20.968663] [DEBUG] [LOCAL     ] No optimal features file found for CABA: ./output/feature-sets/CABA.txt
[2025-12-22T20:18:20.968714] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:18:20.968746] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:18:20.968773] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:18:20.968830] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:18:21.025541] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:18:21.026323] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:18:21.026401] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:18:21.026433] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:18:21.145162] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:18:21.145308] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:18:21.145348] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:18:21.145376] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:18:21.149113] [DEBUG] [FORECASTER] CABA: Forecast T+1@11:T+2@11: UP (p=83.09%)
[2025-12-22T20:18:21.149384] [INFO ] [FORECASTER] Completed predict_future for CABA
[2025-12-22T20:18:21.149505] [INFO ] [sig       ] CABA: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:18:21.289221] [INFO ] [LOCAL     ] Saved forecast: CABA	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/CABA.txt
[2025-12-22T20:18:21.289379] [INFO ] [sig       ] [576/3560] Completed CABA in 0.3s | 2.92 sym/s | Total: 3.3m | ETA: 17.0m
[2025-12-22T20:18:21.289420] [INFO ] [sig       ] [577/3560] Forecasting CABO...
[2025-12-22T20:18:21.289449] [INFO ] [sig       ] Generating forecast for: CABO
[2025-12-22T20:18:21.289479] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CABO' from 'https://tdm.silogroup.org/data/derivative_storage/CABO.csv'.
[2025-12-22T20:18:21.300105] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CABO'.
[2025-12-22T20:18:21.300435] [INFO ] [FORECASTER] Starting predict_future for CABO
[2025-12-22T20:18:21.301238] [DEBUG] [LOCAL     ] No optimal features file found for CABO: ./output/feature-sets/CABO.txt
[2025-12-22T20:18:21.301291] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:18:21.301325] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:18:21.301352] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:18:21.301409] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:18:21.359644] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:18:21.360455] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:18:21.360533] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:18:21.360567] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:18:21.477072] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:18:21.477219] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:18:21.477258] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:18:21.477286] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:18:21.480638] [DEBUG] [FORECASTER] CABO: Forecast T+1@11:T+2@11: UP (p=85.61%)
[2025-12-22T20:18:21.480901] [INFO ] [FORECASTER] Completed predict_future for CABO
[2025-12-22T20:18:21.481018] [INFO ] [sig       ] CABO: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:18:21.618078] [INFO ] [LOCAL     ] Saved forecast: CABO	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/CABO.txt
[2025-12-22T20:18:21.618215] [INFO ] [sig       ] [577/3560] Completed CABO in 0.3s | 2.92 sym/s | Total: 3.3m | ETA: 17.0m
[2025-12-22T20:18:21.618254] [INFO ] [sig       ] [578/3560] Forecasting CAC...
[2025-12-22T20:18:21.618283] [INFO ] [sig       ] Generating forecast for: CAC
[2025-12-22T20:18:21.618313] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAC' from 'https://tdm.silogroup.org/data/derivative_storage/CAC.csv'.
[2025-12-22T20:18:21.629434] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAC'.
[2025-12-22T20:18:21.629795] [INFO ] [FORECASTER] Starting predict_future for CAC
[2025-12-22T20:18:21.630563] [DEBUG] [LOCAL     ] No optimal features file found for CAC: ./output/feature-sets/CAC.txt
[2025-12-22T20:18:21.630638] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:18:21.630671] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:18:21.630696] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:18:21.630756] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:18:21.688184] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:18:21.688956] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:18:21.689045] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:18:21.689079] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:18:21.808421] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:18:21.808586] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:18:21.808627] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:18:21.808655] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:18:21.812160] [DEBUG] [FORECASTER] CAC: Forecast T+1@11:T+2@11: UP (p=95.96%)
[2025-12-22T20:18:21.812441] [INFO ] [FORECASTER] Completed predict_future for CAC
[2025-12-22T20:18:21.812562] [INFO ] [sig       ] CAC: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:18:21.949594] [INFO ] [LOCAL     ] Saved forecast: CAC	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/CAC.txt
[2025-12-22T20:18:21.949744] [INFO ] [sig       ] [578/3560] Completed CAC in 0.3s | 2.92 sym/s | Total: 3.3m | ETA: 17.0m
[2025-12-22T20:18:21.949783] [INFO ] [sig       ] [579/3560] Forecasting CACC...
[2025-12-22T20:18:21.949812] [INFO ] [sig       ] Generating forecast for: CACC
[2025-12-22T20:18:21.949844] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CACC' from 'https://tdm.silogroup.org/data/derivative_storage/CACC.csv'.
[2025-12-22T20:18:21.961016] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CACC'.
[2025-12-22T20:18:21.961551] [INFO ] [FORECASTER] Starting predict_future for CACC
[2025-12-22T20:18:21.962353] [DEBUG] [LOCAL     ] No optimal features file found for CACC: ./output/feature-sets/CACC.txt
[2025-12-22T20:18:21.962406] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:18:21.962440] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:18:21.962467] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:18:21.962525] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:18:22.022123] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:18:22.023038] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:18:22.023120] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:18:22.023156] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:18:22.142351] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:18:22.142500] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:18:22.142540] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:18:22.142587] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:18:22.146042] [DEBUG] [FORECASTER] CACC: Forecast T+1@11:T+2@11: DOWN (p=3.34%)
[2025-12-22T20:18:22.146320] [INFO ] [FORECASTER] Completed predict_future for CACC
[2025-12-22T20:18:22.146445] [INFO ] [sig       ] CACC: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:18:22.288550] [INFO ] [LOCAL     ] Saved forecast: CACC	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/CACC.txt
[2025-12-22T20:18:22.288709] [INFO ] [sig       ] [579/3560] Completed CACC in 0.3s | 2.92 sym/s | Total: 3.3m | ETA: 17.0m
[2025-12-22T20:18:22.288748] [INFO ] [sig       ] [580/3560] Forecasting CACI...
[2025-12-22T20:18:22.288777] [INFO ] [sig       ] Generating forecast for: CACI
[2025-12-22T20:18:22.288807] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CACI' from 'https://tdm.silogroup.org/data/derivative_storage/CACI.csv'.
[2025-12-22T20:18:22.299383] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CACI'.
[2025-12-22T20:18:22.299738] [INFO ] [FORECASTER] Starting predict_future for CACI
[2025-12-22T20:18:22.300537] [DEBUG] [LOCAL     ] No optimal features file found for CACI: ./output/feature-sets/CACI.txt
[2025-12-22T20:18:22.300617] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:18:22.300651] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:18:22.300680] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:18:22.300735] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:18:22.360000] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:18:22.360692] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:18:22.360769] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:18:22.360803] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:18:22.489819] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:18:22.489993] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:18:22.490036] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:18:22.490066] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:18:22.493760] [DEBUG] [FORECASTER] CACI: Forecast T+1@11:T+2@11: DOWN (p=5.69%)
[2025-12-22T20:18:22.494048] [INFO ] [FORECASTER] Completed predict_future for CACI
[2025-12-22T20:18:22.494172] [INFO ] [sig       ] CACI: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:18:22.633303] [INFO ] [LOCAL     ] Saved forecast: CACI	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/CACI.txt
[2025-12-22T20:18:22.633460] [INFO ] [sig       ] [580/3560] Completed CACI in 0.3s | 2.92 sym/s | Total: 3.3m | ETA: 17.0m
[2025-12-22T20:18:22.633502] [INFO ] [sig       ] [581/3560] Forecasting CADE...
[2025-12-22T20:18:22.633533] [INFO ] [sig       ] Generating forecast for: CADE
[2025-12-22T20:18:22.633565] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CADE' from 'https://tdm.silogroup.org/data/derivative_storage/CADE.csv'.
[2025-12-22T20:18:22.645089] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CADE'.
[2025-12-22T20:18:22.645482] [INFO ] [FORECASTER] Starting predict_future for CADE
[2025-12-22T20:18:22.646284] [DEBUG] [LOCAL     ] No optimal features file found for CADE: ./output/feature-sets/CADE.txt
[2025-12-22T20:18:22.646338] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:18:22.646372] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:18:22.646401] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:18:22.646459] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:18:22.704133] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:18:22.705017] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:18:22.705129] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:18:22.705162] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:18:22.824346] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:18:22.824498] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:18:22.824538] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:18:22.824567] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:18:22.827931] [DEBUG] [FORECASTER] CADE: Forecast T+1@11:T+2@11: UP (p=98.39%)
[2025-12-22T20:18:22.828198] [INFO ] [FORECASTER] Completed predict_future for CADE
[2025-12-22T20:18:22.828321] [INFO ] [sig       ] CADE: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:18:22.966531] [INFO ] [LOCAL     ] Saved forecast: CADE	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/CADE.txt
[2025-12-22T20:18:22.966714] [INFO ] [sig       ] [581/3560] Completed CADE in 0.3s | 2.92 sym/s | Total: 3.3m | ETA: 17.0m
[2025-12-22T20:18:22.966753] [INFO ] [sig       ] [582/3560] Forecasting CADL...
[2025-12-22T20:18:22.966783] [INFO ] [sig       ] Generating forecast for: CADL
[2025-12-22T20:18:22.966814] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CADL' from 'https://tdm.silogroup.org/data/derivative_storage/CADL.csv'.
[2025-12-22T20:18:22.977834] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CADL'.
[2025-12-22T20:18:22.978200] [INFO ] [FORECASTER] Starting predict_future for CADL
[2025-12-22T20:18:22.978996] [DEBUG] [LOCAL     ] No optimal features file found for CADL: ./output/feature-sets/CADL.txt
[2025-12-22T20:18:22.979080] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:18:22.979113] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:18:22.979140] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:18:22.979196] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:18:23.038198] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:18:23.039096] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:18:23.039194] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:18:23.039229] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:18:23.161089] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:18:23.161247] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:18:23.161288] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:18:23.161321] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:18:23.164880] [DEBUG] [FORECASTER] CADL: Forecast T+1@11:T+2@11: DOWN (p=11.47%)
[2025-12-22T20:18:23.165207] [INFO ] [FORECASTER] Completed predict_future for CADL
[2025-12-22T20:18:23.165348] [INFO ] [sig       ] CADL: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:18:23.309183] [INFO ] [LOCAL     ] Saved forecast: CADL	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/CADL.txt
[2025-12-22T20:18:23.309354] [INFO ] [sig       ] [582/3560] Completed CADL in 0.3s | 2.92 sym/s | Total: 3.3m | ETA: 17.0m
[2025-12-22T20:18:23.309395] [INFO ] [sig       ] [583/3560] Forecasting CAE...
[2025-12-22T20:18:23.309426] [INFO ] [sig       ] Generating forecast for: CAE
[2025-12-22T20:18:23.309457] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAE' from 'https://tdm.silogroup.org/data/derivative_storage/CAE.csv'.
[2025-12-22T20:18:23.320922] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAE'.
[2025-12-22T20:18:23.321325] [INFO ] [FORECASTER] Starting predict_future for CAE
[2025-12-22T20:18:23.322187] [DEBUG] [LOCAL     ] No optimal features file found for CAE: ./output/feature-sets/CAE.txt
[2025-12-22T20:18:23.322250] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:18:23.322285] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:18:23.322312] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:18:23.322370] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:18:23.378834] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:18:23.379786] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:18:23.379870] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:18:23.379904] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:18:23.499701] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:18:23.499855] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:18:23.499894] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:18:23.499932] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:18:23.503315] [DEBUG] [FORECASTER] CAE: Forecast T+1@11:T+2@11: UP (p=79.55%)
[2025-12-22T20:18:23.503616] [INFO ] [FORECASTER] Completed predict_future for CAE
[2025-12-22T20:18:23.503754] [INFO ] [sig       ] CAE: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:18:23.647180] [INFO ] [LOCAL     ] Saved forecast: CAE	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/CAE.txt
[2025-12-22T20:18:23.647341] [INFO ] [sig       ] [583/3560] Completed CAE in 0.3s | 2.92 sym/s | Total: 3.3m | ETA: 17.0m
[2025-12-22T20:18:23.647385] [INFO ] [sig       ] [584/3560] Forecasting CAF...
[2025-12-22T20:18:23.647416] [INFO ] [sig       ] Generating forecast for: CAF
[2025-12-22T20:18:23.647449] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAF' from 'https://tdm.silogroup.org/data/derivative_storage/CAF.csv'.
[2025-12-22T20:18:23.659431] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAF'.
[2025-12-22T20:18:23.659885] [INFO ] [FORECASTER] Starting predict_future for CAF
[2025-12-22T20:18:23.660784] [DEBUG] [LOCAL     ] No optimal features file found for CAF: ./output/feature-sets/CAF.txt
[2025-12-22T20:18:23.660847] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:18:23.660905] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:18:23.660935] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:18:23.660993] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:18:23.722728] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:18:23.723615] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:18:23.723697] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:18:23.723731] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:18:23.838251] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:18:23.838398] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:18:23.838438] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:18:23.838467] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:18:23.841822] [DEBUG] [FORECASTER] CAF: Forecast T+1@11:T+2@11: DOWN (p=1.94%)
[2025-12-22T20:18:23.842091] [INFO ] [FORECASTER] Completed predict_future for CAF
[2025-12-22T20:18:23.842220] [INFO ] [sig       ] CAF: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:18:23.976487] [INFO ] [LOCAL     ] Saved forecast: CAF	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/CAF.txt
[2025-12-22T20:18:23.976654] [INFO ] [sig       ] [584/3560] Completed CAF in 0.3s | 2.92 sym/s | Total: 3.3m | ETA: 17.0m
[2025-12-22T20:18:23.976695] [INFO ] [sig       ] [585/3560] Forecasting CAG...
[2025-12-22T20:18:23.976725] [INFO ] [sig       ] Generating forecast for: CAG
[2025-12-22T20:18:23.976755] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAG' from 'https://tdm.silogroup.org/data/derivative_storage/CAG.csv'.
[2025-12-22T20:18:23.988231] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAG'.
[2025-12-22T20:18:23.988634] [INFO ] [FORECASTER] Starting predict_future for CAG
[2025-12-22T20:18:23.989427] [DEBUG] [LOCAL     ] No optimal features file found for CAG: ./output/feature-sets/CAG.txt
[2025-12-22T20:18:23.989480] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:18:23.989512] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:18:23.989539] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:18:23.989612] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:18:24.045238] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:18:24.045875] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:18:24.045950] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:18:24.045982] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:18:24.161685] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:18:24.161832] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:18:24.161870] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:18:24.161900] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:18:24.165354] [DEBUG] [FORECASTER] CAG: Forecast T+1@11:T+2@11: UP (p=88.72%)
[2025-12-22T20:18:24.165635] [INFO ] [FORECASTER] Completed predict_future for CAG
[2025-12-22T20:18:24.165756] [INFO ] [sig       ] CAG: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:18:24.302124] [INFO ] [LOCAL     ] Saved forecast: CAG	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/CAG.txt
[2025-12-22T20:18:24.302245] [INFO ] [sig       ] [585/3560] Completed CAG in 0.3s | 2.92 sym/s | Total: 3.3m | ETA: 17.0m
[2025-12-22T20:18:24.302283] [INFO ] [sig       ] [586/3560] Forecasting CAH...
[2025-12-22T20:18:24.302313] [INFO ] [sig       ] Generating forecast for: CAH
[2025-12-22T20:18:24.302343] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAH' from 'https://tdm.silogroup.org/data/derivative_storage/CAH.csv'.
[2025-12-22T20:18:24.313244] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAH'.
[2025-12-22T20:18:24.313561] [INFO ] [FORECASTER] Starting predict_future for CAH
[2025-12-22T20:18:24.314333] [DEBUG] [LOCAL     ] No optimal features file found for CAH: ./output/feature-sets/CAH.txt
[2025-12-22T20:18:24.314384] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:18:24.314416] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:18:24.314442] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:18:24.314497] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:18:24.371732] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:18:24.372520] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:18:24.372618] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:18:24.372653] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:18:24.489864] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:18:24.490019] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:18:24.490060] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:18:24.490090] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:18:24.493455] [DEBUG] [FORECASTER] CAH: Forecast T+1@11:T+2@11: DOWN (p=48.11%)
[2025-12-22T20:18:24.493747] [INFO ] [FORECASTER] Completed predict_future for CAH
[2025-12-22T20:18:24.493872] [INFO ] [sig       ] CAH: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:18:24.629119] [INFO ] [LOCAL     ] Saved forecast: CAH	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/CAH.txt
[2025-12-22T20:18:24.629238] [INFO ] [sig       ] [586/3560] Completed CAH in 0.3s | 2.92 sym/s | Total: 3.3m | ETA: 17.0m
[2025-12-22T20:18:24.629275] [INFO ] [sig       ] [587/3560] Forecasting CAKE...
[2025-12-22T20:18:24.629305] [INFO ] [sig       ] Generating forecast for: CAKE
[2025-12-22T20:18:24.629334] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAKE' from 'https://tdm.silogroup.org/data/derivative_storage/CAKE.csv'.
[2025-12-22T20:18:24.639994] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAKE'.
[2025-12-22T20:18:24.640305] [INFO ] [FORECASTER] Starting predict_future for CAKE
[2025-12-22T20:18:24.641076] [DEBUG] [LOCAL     ] No optimal features file found for CAKE: ./output/feature-sets/CAKE.txt
[2025-12-22T20:18:24.641127] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:18:24.641158] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:18:24.641185] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:18:24.641240] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:18:24.696846] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:18:24.697425] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:18:24.697499] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:18:24.697530] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:18:24.816710] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:18:24.816865] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:18:24.816903] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:18:24.816932] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:18:24.820264] [DEBUG] [FORECASTER] CAKE: Forecast T+1@11:T+2@11: DOWN (p=39.08%)
[2025-12-22T20:18:24.820538] [INFO ] [FORECASTER] Completed predict_future for CAKE
[2025-12-22T20:18:24.820681] [INFO ] [sig       ] CAKE: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:18:24.956075] [INFO ] [LOCAL     ] Saved forecast: CAKE	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/CAKE.txt
[2025-12-22T20:18:24.956199] [INFO ] [sig       ] [587/3560] Completed CAKE in 0.3s | 2.92 sym/s | Total: 3.3m | ETA: 17.0m
[2025-12-22T20:18:24.956241] [INFO ] [sig       ] [588/3560] Forecasting CAL...
[2025-12-22T20:18:24.956272] [INFO ] [sig       ] Generating forecast for: CAL
[2025-12-22T20:18:24.956301] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAL' from 'https://tdm.silogroup.org/data/derivative_storage/CAL.csv'.
[2025-12-22T20:18:24.967084] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAL'.
[2025-12-22T20:18:24.967392] [INFO ] [FORECASTER] Starting predict_future for CAL
[2025-12-22T20:18:24.968163] [DEBUG] [LOCAL     ] No optimal features file found for CAL: ./output/feature-sets/CAL.txt
[2025-12-22T20:18:24.968214] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:18:24.968270] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:18:24.968298] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:18:24.968355] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:18:25.023912] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:18:25.024513] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:18:25.024607] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:18:25.024641] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:18:25.142969] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:18:25.143104] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:18:25.143141] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:18:25.143168] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:18:25.146418] [DEBUG] [FORECASTER] CAL: Forecast T+1@11:T+2@11: DOWN (p=12.14%)
[2025-12-22T20:18:25.146697] [INFO ] [FORECASTER] Completed predict_future for CAL
[2025-12-22T20:18:25.146815] [INFO ] [sig       ] CAL: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:18:25.286248] [INFO ] [LOCAL     ] Saved forecast: CAL	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/CAL.txt
[2025-12-22T20:18:25.286411] [INFO ] [sig       ] [588/3560] Completed CAL in 0.3s | 2.92 sym/s | Total: 3.4m | ETA: 17.0m
[2025-12-22T20:18:25.286450] [INFO ] [sig       ] [589/3560] Forecasting CALC...
[2025-12-22T20:18:25.286479] [INFO ] [sig       ] Generating forecast for: CALC
[2025-12-22T20:18:25.286509] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CALC' from 'https://tdm.silogroup.org/data/derivative_storage/CALC.csv'.
[2025-12-22T20:18:25.297128] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CALC'.
[2025-12-22T20:18:25.297501] [INFO ] [FORECASTER] Starting predict_future for CALC
[2025-12-22T20:18:25.298289] [DEBUG] [LOCAL     ] No optimal features file found for CALC: ./output/feature-sets/CALC.txt
[2025-12-22T20:18:25.298341] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:18:25.298372] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:18:25.298397] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:18:25.298452] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:18:25.357373] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:18:25.358254] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:18:25.358338] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:18:25.358372] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:18:25.474798] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:18:25.474952] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:18:25.474991] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:18:25.475020] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:18:25.478350] [DEBUG] [FORECASTER] CALC: Forecast T+1@11:T+2@11: DOWN (p=19.93%)
[2025-12-22T20:18:25.478670] [INFO ] [FORECASTER] Completed predict_future for CALC
[2025-12-22T20:18:25.478812] [INFO ] [sig       ] CALC: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:18:25.613707] [INFO ] [LOCAL     ] Saved forecast: CALC	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/CALC.txt
[2025-12-22T20:18:25.613849] [INFO ] [sig       ] [589/3560] Completed CALC in 0.3s | 2.92 sym/s | Total: 3.4m | ETA: 16.9m
[2025-12-22T20:18:25.613890] [INFO ] [sig       ] [590/3560] Forecasting CALM...
[2025-12-22T20:18:25.613921] [INFO ] [sig       ] Generating forecast for: CALM
[2025-12-22T20:18:25.613951] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CALM' from 'https://tdm.silogroup.org/data/derivative_storage/CALM.csv'.
[2025-12-22T20:18:25.625335] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CALM'.
[2025-12-22T20:18:25.625687] [INFO ] [FORECASTER] Starting predict_future for CALM
[2025-12-22T20:18:25.626458] [DEBUG] [LOCAL     ] No optimal features file found for CALM: ./output/feature-sets/CALM.txt
[2025-12-22T20:18:25.626510] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:18:25.626544] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:18:25.626598] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:18:25.626661] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:18:25.684911] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:18:25.685544] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:18:25.685638] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:18:25.685673] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:18:25.811131] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:18:25.811286] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:18:25.811326] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:18:25.811354] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:18:25.814798] [DEBUG] [FORECASTER] CALM: Forecast T+1@11:T+2@11: UP (p=99.80%)
[2025-12-22T20:18:25.815082] [INFO ] [FORECASTER] Completed predict_future for CALM
[2025-12-22T20:18:25.815206] [INFO ] [sig       ] CALM: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:18:25.960380] [INFO ] [LOCAL     ] Saved forecast: CALM	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/CALM.txt
[2025-12-22T20:18:25.960535] [INFO ] [sig       ] [590/3560] Completed CALM in 0.3s | 2.92 sym/s | Total: 3.4m | ETA: 16.9m
[2025-12-22T20:18:25.960592] [INFO ] [sig       ] [591/3560] Forecasting CALX...
[2025-12-22T20:18:25.960627] [INFO ] [sig       ] Generating forecast for: CALX
[2025-12-22T20:18:25.960660] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CALX' from 'https://tdm.silogroup.org/data/derivative_storage/CALX.csv'.
[2025-12-22T20:18:25.972244] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CALX'.
[2025-12-22T20:18:25.972599] [INFO ] [FORECASTER] Starting predict_future for CALX
[2025-12-22T20:18:25.973598] [DEBUG] [LOCAL     ] No optimal features file found for CALX: ./output/feature-sets/CALX.txt
[2025-12-22T20:18:25.973650] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:18:25.973682] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:18:25.973709] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:18:25.973764] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:18:26.031428] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:18:26.032062] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:18:26.032140] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:18:26.032172] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:18:26.152795] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:18:26.152948] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:18:26.152989] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:18:26.153063] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:18:26.156474] [DEBUG] [FORECASTER] CALX: Forecast T+1@11:T+2@11: DOWN (p=48.04%)
[2025-12-22T20:18:26.156766] [INFO ] [FORECASTER] Completed predict_future for CALX
[2025-12-22T20:18:26.156890] [INFO ] [sig       ] CALX: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:18:26.293559] [INFO ] [LOCAL     ] Saved forecast: CALX	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/CALX.txt
[2025-12-22T20:18:26.293695] [INFO ] [sig       ] [591/3560] Completed CALX in 0.3s | 2.92 sym/s | Total: 3.4m | ETA: 16.9m
[2025-12-22T20:18:26.293733] [INFO ] [sig       ] [592/3560] Forecasting CAPL...
[2025-12-22T20:18:26.293762] [INFO ] [sig       ] Generating forecast for: CAPL
[2025-12-22T20:18:26.293791] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAPL' from 'https://tdm.silogroup.org/data/derivative_storage/CAPL.csv'.
[2025-12-22T20:18:26.305160] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAPL'.
[2025-12-22T20:18:26.305533] [INFO ] [FORECASTER] Starting predict_future for CAPL
[2025-12-22T20:18:26.306340] [DEBUG] [LOCAL     ] No optimal features file found for CAPL: ./output/feature-sets/CAPL.txt
[2025-12-22T20:18:26.306391] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:18:26.306423] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:18:26.306450] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:18:26.306504] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:18:26.364599] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:18:26.365471] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:18:26.365569] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:18:26.365634] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:18:26.487910] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:18:26.488065] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:18:26.488104] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:18:26.488132] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:18:26.491621] [DEBUG] [FORECASTER] CAPL: Forecast T+1@11:T+2@11: UP (p=59.05%)
[2025-12-22T20:18:26.491903] [INFO ] [FORECASTER] Completed predict_future for CAPL
[2025-12-22T20:18:26.492030] [INFO ] [sig       ] CAPL: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:18:26.629915] [INFO ] [LOCAL     ] Saved forecast: CAPL	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/CAPL.txt
[2025-12-22T20:18:26.630060] [INFO ] [sig       ] [592/3560] Completed CAPL in 0.3s | 2.92 sym/s | Total: 3.4m | ETA: 16.9m
[2025-12-22T20:18:26.630103] [INFO ] [sig       ] [593/3560] Forecasting CARE...
[2025-12-22T20:18:26.630135] [INFO ] [sig       ] Generating forecast for: CARE
[2025-12-22T20:18:26.630165] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CARE' from 'https://tdm.silogroup.org/data/derivative_storage/CARE.csv'.
[2025-12-22T20:18:26.641038] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CARE'.
[2025-12-22T20:18:26.641353] [INFO ] [FORECASTER] Starting predict_future for CARE
[2025-12-22T20:18:26.642145] [DEBUG] [LOCAL     ] No optimal features file found for CARE: ./output/feature-sets/CARE.txt
[2025-12-22T20:18:26.642197] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:18:26.642229] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:18:26.642255] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:18:26.642313] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:18:26.701383] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:18:26.702418] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:18:26.702538] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:18:26.702607] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:18:26.825992] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:18:26.826141] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:18:26.826181] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:18:26.826210] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:18:26.829775] [DEBUG] [FORECASTER] CARE: Forecast T+1@11:T+2@11: UP (p=61.59%)
[2025-12-22T20:18:26.830060] [INFO ] [FORECASTER] Completed predict_future for CARE
[2025-12-22T20:18:26.830191] [INFO ] [sig       ] CARE: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:18:26.979625] [INFO ] [LOCAL     ] Saved forecast: CARE	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/CARE.txt
[2025-12-22T20:18:26.979797] [INFO ] [sig       ] [593/3560] Completed CARE in 0.3s | 2.92 sym/s | Total: 3.4m | ETA: 16.9m
[2025-12-22T20:18:26.979838] [INFO ] [sig       ] [594/3560] Forecasting CARG...
[2025-12-22T20:18:26.979870] [INFO ] [sig       ] Generating forecast for: CARG
[2025-12-22T20:18:26.979906] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CARG' from 'https://tdm.silogroup.org/data/derivative_storage/CARG.csv'.
[2025-12-22T20:18:26.991264] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CARG'.
[2025-12-22T20:18:26.991632] [INFO ] [FORECASTER] Starting predict_future for CARG
[2025-12-22T20:18:26.992448] [DEBUG] [LOCAL     ] No optimal features file found for CARG: ./output/feature-sets/CARG.txt
[2025-12-22T20:18:26.992504] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:18:26.992556] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:18:26.992606] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:18:26.992693] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:18:27.051912] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:18:27.052711] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:18:27.052833] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:18:27.052870] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:18:27.177768] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:18:27.177916] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:18:27.177956] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:18:27.177984] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:18:27.181448] [DEBUG] [FORECASTER] CARG: Forecast T+1@11:T+2@11: UP (p=88.35%)
[2025-12-22T20:18:27.181737] [INFO ] [FORECASTER] Completed predict_future for CARG
[2025-12-22T20:18:27.181859] [INFO ] [sig       ] CARG: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:18:27.318659] [INFO ] [LOCAL     ] Saved forecast: CARG	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/CARG.txt
[2025-12-22T20:18:27.318800] [INFO ] [sig       ] [594/3560] Completed CARG in 0.3s | 2.92 sym/s | Total: 3.4m | ETA: 16.9m
[2025-12-22T20:18:27.318839] [INFO ] [sig       ] [595/3560] Forecasting CARS...
[2025-12-22T20:18:27.318870] [INFO ] [sig       ] Generating forecast for: CARS
[2025-12-22T20:18:27.318921] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CARS' from 'https://tdm.silogroup.org/data/derivative_storage/CARS.csv'.
[2025-12-22T20:18:27.330086] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CARS'.
[2025-12-22T20:18:27.330459] [INFO ] [FORECASTER] Starting predict_future for CARS
[2025-12-22T20:18:27.331262] [DEBUG] [LOCAL     ] No optimal features file found for CARS: ./output/feature-sets/CARS.txt
[2025-12-22T20:18:27.331314] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:18:27.331359] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:18:27.331387] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:18:27.331443] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:18:27.388915] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:18:27.389742] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:18:27.389822] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:18:27.389855] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:18:27.507492] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:18:27.507659] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:18:27.507698] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:18:27.507726] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:18:27.511011] [DEBUG] [FORECASTER] CARS: Forecast T+1@11:T+2@11: DOWN (p=26.41%)
[2025-12-22T20:18:27.511276] [INFO ] [FORECASTER] Completed predict_future for CARS
[2025-12-22T20:18:27.511398] [INFO ] [sig       ] CARS: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:18:27.646147] [INFO ] [LOCAL     ] Saved forecast: CARS	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/CARS.txt
[2025-12-22T20:18:27.646292] [INFO ] [sig       ] [595/3560] Completed CARS in 0.3s | 2.92 sym/s | Total: 3.4m | ETA: 16.9m
[2025-12-22T20:18:27.646331] [INFO ] [sig       ] [596/3560] Forecasting CASH...
[2025-12-22T20:18:27.646359] [INFO ] [sig       ] Generating forecast for: CASH
[2025-12-22T20:18:27.646390] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CASH' from 'https://tdm.silogroup.org/data/derivative_storage/CASH.csv'.
[2025-12-22T20:18:27.656805] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CASH'.
[2025-12-22T20:18:27.657139] [INFO ] [FORECASTER] Starting predict_future for CASH
[2025-12-22T20:18:27.657929] [DEBUG] [LOCAL     ] No optimal features file found for CASH: ./output/feature-sets/CASH.txt
[2025-12-22T20:18:27.657980] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:18:27.658012] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:18:27.658042] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:18:27.658098] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:18:27.715047] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:18:27.715839] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:18:27.715920] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:18:27.715953] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:18:27.831870] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:18:27.832014] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:18:27.832054] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:18:27.832083] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:18:27.835484] [DEBUG] [FORECASTER] CASH: Forecast T+1@11:T+2@11: UP (p=68.05%)
[2025-12-22T20:18:27.835781] [INFO ] [FORECASTER] Completed predict_future for CASH
[2025-12-22T20:18:27.835906] [INFO ] [sig       ] CASH: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:18:27.974131] [INFO ] [LOCAL     ] Saved forecast: CASH	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/CASH.txt
[2025-12-22T20:18:27.974272] [INFO ] [sig       ] [596/3560] Completed CASH in 0.3s | 2.92 sym/s | Total: 3.4m | ETA: 16.9m
[2025-12-22T20:18:27.974312] [INFO ] [sig       ] [597/3560] Forecasting CASS...
[2025-12-22T20:18:27.974341] [INFO ] [sig       ] Generating forecast for: CASS
[2025-12-22T20:18:27.974374] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CASS' from 'https://tdm.silogroup.org/data/derivative_storage/CASS.csv'.
[2025-12-22T20:18:27.984950] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CASS'.
[2025-12-22T20:18:27.985325] [INFO ] [FORECASTER] Starting predict_future for CASS
[2025-12-22T20:18:27.986117] [DEBUG] [LOCAL     ] No optimal features file found for CASS: ./output/feature-sets/CASS.txt
[2025-12-22T20:18:27.986169] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:18:27.986200] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:18:27.986226] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:18:27.986281] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:18:28.044672] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:18:28.045450] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:18:28.045529] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:18:28.045563] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:18:28.164217] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:18:28.164367] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:18:28.164407] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:18:28.164436] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:18:28.167832] [DEBUG] [FORECASTER] CASS: Forecast T+1@11:T+2@11: DOWN (p=21.79%)
[2025-12-22T20:18:28.168107] [INFO ] [FORECASTER] Completed predict_future for CASS
[2025-12-22T20:18:28.168229] [INFO ] [sig       ] CASS: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:18:28.305176] [INFO ] [LOCAL     ] Saved forecast: CASS	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/CASS.txt
[2025-12-22T20:18:28.305321] [INFO ] [sig       ] [597/3560] Completed CASS in 0.3s | 2.92 sym/s | Total: 3.4m | ETA: 16.9m
[2025-12-22T20:18:28.305361] [INFO ] [sig       ] [598/3560] Forecasting CASY...
[2025-12-22T20:18:28.305391] [INFO ] [sig       ] Generating forecast for: CASY
[2025-12-22T20:18:28.305421] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CASY' from 'https://tdm.silogroup.org/data/derivative_storage/CASY.csv'.
[2025-12-22T20:18:28.316642] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CASY'.
[2025-12-22T20:18:28.316980] [INFO ] [FORECASTER] Starting predict_future for CASY
[2025-12-22T20:18:28.317772] [DEBUG] [LOCAL     ] No optimal features file found for CASY: ./output/feature-sets/CASY.txt
[2025-12-22T20:18:28.317824] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:18:28.317857] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:18:28.317886] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:18:28.317943] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:18:28.376051] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:18:28.376789] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:18:28.376897] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:18:28.376932] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:18:28.495072] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:18:28.495222] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:18:28.495260] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:18:28.495288] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:18:28.498605] [DEBUG] [FORECASTER] CASY: Forecast T+1@11:T+2@11: DOWN (p=3.26%)
[2025-12-22T20:18:28.498874] [INFO ] [FORECASTER] Completed predict_future for CASY
[2025-12-22T20:18:28.498997] [INFO ] [sig       ] CASY: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:18:28.635339] [INFO ] [LOCAL     ] Saved forecast: CASY	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/CASY.txt
[2025-12-22T20:18:28.635472] [INFO ] [sig       ] [598/3560] Completed CASY in 0.3s | 2.92 sym/s | Total: 3.4m | ETA: 16.9m
[2025-12-22T20:18:28.635510] [INFO ] [sig       ] [599/3560] Forecasting CATH...
[2025-12-22T20:18:28.635547] [INFO ] [sig       ] Generating forecast for: CATH
[2025-12-22T20:18:28.635595] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CATH' from 'https://tdm.silogroup.org/data/derivative_storage/CATH.csv'.
[2025-12-22T20:18:28.646448] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CATH'.
[2025-12-22T20:18:28.646796] [INFO ] [FORECASTER] Starting predict_future for CATH
[2025-12-22T20:18:28.647546] [DEBUG] [LOCAL     ] No optimal features file found for CATH: ./output/feature-sets/CATH.txt
[2025-12-22T20:18:28.647615] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:18:28.647649] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:18:28.647676] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:18:28.647732] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:18:28.708479] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:18:28.709333] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:18:28.709421] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:18:28.709453] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:18:28.828111] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:18:28.828267] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:18:28.828308] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:18:28.828338] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:18:28.831828] [DEBUG] [FORECASTER] CATH: Forecast T+1@11:T+2@11: UP (p=60.23%)
[2025-12-22T20:18:28.832103] [INFO ] [FORECASTER] Completed predict_future for CATH
[2025-12-22T20:18:28.832227] [INFO ] [sig       ] CATH: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:18:28.972691] [INFO ] [LOCAL     ] Saved forecast: CATH	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/CATH.txt
[2025-12-22T20:18:28.972883] [INFO ] [sig       ] [599/3560] Completed CATH in 0.3s | 2.92 sym/s | Total: 3.4m | ETA: 16.9m
[2025-12-22T20:18:28.972937] [INFO ] [sig       ] [600/3560] Forecasting CATO...
[2025-12-22T20:18:28.972971] [INFO ] [sig       ] Generating forecast for: CATO
[2025-12-22T20:18:28.973003] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CATO' from 'https://tdm.silogroup.org/data/derivative_storage/CATO.csv'.
[2025-12-22T20:18:28.984248] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CATO'.
[2025-12-22T20:18:28.984659] [INFO ] [FORECASTER] Starting predict_future for CATO
[2025-12-22T20:18:28.985474] [DEBUG] [LOCAL     ] No optimal features file found for CATO: ./output/feature-sets/CATO.txt
[2025-12-22T20:18:28.985530] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:18:28.985563] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:18:28.985622] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:18:28.985680] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:18:29.046162] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:18:29.047012] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:18:29.047103] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:18:29.047143] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:18:29.169156] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:18:29.169310] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:18:29.169350] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:18:29.169380] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:18:29.172867] [DEBUG] [FORECASTER] CATO: Forecast T+1@11:T+2@11: UP (p=79.46%)
[2025-12-22T20:18:29.173154] [INFO ] [FORECASTER] Completed predict_future for CATO
[2025-12-22T20:18:29.173282] [INFO ] [sig       ] CATO: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:18:29.310975] [INFO ] [LOCAL     ] Saved forecast: CATO	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/CATO.txt
[2025-12-22T20:18:29.311146] [INFO ] [sig       ] [600/3560] Completed CATO in 0.3s | 2.92 sym/s | Total: 3.4m | ETA: 16.9m
[2025-12-22T20:18:29.311187] [INFO ] [sig       ] [601/3560] Forecasting CATY...
[2025-12-22T20:18:29.311216] [INFO ] [sig       ] Generating forecast for: CATY
[2025-12-22T20:18:29.311246] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CATY' from 'https://tdm.silogroup.org/data/derivative_storage/CATY.csv'.
[2025-12-22T20:18:29.322866] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CATY'.
[2025-12-22T20:18:29.323214] [INFO ] [FORECASTER] Starting predict_future for CATY
[2025-12-22T20:18:29.324072] [DEBUG] [LOCAL     ] No optimal features file found for CATY: ./output/feature-sets/CATY.txt
[2025-12-22T20:18:29.324126] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:18:29.324158] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:18:29.324185] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:18:29.324241] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:18:29.383462] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:18:29.384319] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:18:29.384401] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:18:29.384435] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:18:29.506012] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:18:29.506165] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:18:29.506206] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:18:29.506237] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:18:29.509606] [DEBUG] [FORECASTER] CATY: Forecast T+1@11:T+2@11: UP (p=91.48%)
[2025-12-22T20:18:29.509877] [INFO ] [FORECASTER] Completed predict_future for CATY
[2025-12-22T20:18:29.509999] [INFO ] [sig       ] CATY: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:18:29.653156] [INFO ] [LOCAL     ] Saved forecast: CATY	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/CATY.txt
[2025-12-22T20:18:29.653500] [INFO ] [sig       ] [601/3560] Completed CATY in 0.3s | 2.92 sym/s | Total: 3.4m | ETA: 16.9m
[2025-12-22T20:18:29.653539] [INFO ] [sig       ] [602/3560] Forecasting CAVA...
[2025-12-22T20:18:29.653584] [INFO ] [sig       ] Generating forecast for: CAVA
[2025-12-22T20:18:29.653618] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAVA' from 'https://tdm.silogroup.org/data/derivative_storage/CAVA.csv'.
[2025-12-22T20:18:29.664314] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAVA'.
[2025-12-22T20:18:29.664632] [INFO ] [FORECASTER] Starting predict_future for CAVA
[2025-12-22T20:18:29.665404] [DEBUG] [LOCAL     ] No optimal features file found for CAVA: ./output/feature-sets/CAVA.txt
[2025-12-22T20:18:29.665456] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:18:29.665490] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:18:29.665517] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:18:29.665592] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:18:29.725047] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:18:29.725900] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:18:29.725981] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:18:29.726015] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:18:29.845422] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:18:29.845584] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:18:29.845627] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:18:29.845676] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:18:29.849067] [DEBUG] [FORECASTER] CAVA: Forecast T+1@11:T+2@11: DOWN (p=2.75%)
[2025-12-22T20:18:29.849350] [INFO ] [FORECASTER] Completed predict_future for CAVA
[2025-12-22T20:18:29.849474] [INFO ] [sig       ] CAVA: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:18:29.990092] [INFO ] [LOCAL     ] Saved forecast: CAVA	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/CAVA.txt
[2025-12-22T20:18:29.990226] [INFO ] [sig       ] [602/3560] Completed CAVA in 0.3s | 2.92 sym/s | Total: 3.4m | ETA: 16.9m
[2025-12-22T20:18:29.990265] [INFO ] [sig       ] [603/3560] Forecasting CB...
[2025-12-22T20:18:29.990295] [INFO ] [sig       ] Generating forecast for: CB
[2025-12-22T20:18:29.990326] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CB' from 'https://tdm.silogroup.org/data/derivative_storage/CB.csv'.
[2025-12-22T20:18:30.002150] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CB'.
[2025-12-22T20:18:30.002505] [INFO ] [FORECASTER] Starting predict_future for CB
[2025-12-22T20:18:30.003324] [DEBUG] [LOCAL     ] No optimal features file found for CB: ./output/feature-sets/CB.txt
[2025-12-22T20:18:30.003375] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:18:30.003406] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:18:30.003433] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:18:30.003488] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:18:30.060566] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:18:30.061224] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:18:30.061302] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:18:30.061334] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:18:30.182397] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:18:30.182561] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:18:30.182618] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:18:30.182646] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:18:30.186003] [DEBUG] [FORECASTER] CB: Forecast T+1@11:T+2@11: DOWN (p=0.54%)
[2025-12-22T20:18:30.186271] [INFO ] [FORECASTER] Completed predict_future for CB
[2025-12-22T20:18:30.186394] [INFO ] [sig       ] CB: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:18:30.320066] [INFO ] [LOCAL     ] Saved forecast: CB	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/CB.txt
[2025-12-22T20:18:30.320199] [INFO ] [sig       ] [603/3560] Completed CB in 0.3s | 2.92 sym/s | Total: 3.4m | ETA: 16.9m
[2025-12-22T20:18:30.320237] [INFO ] [sig       ] [604/3560] Forecasting CBAN...
[2025-12-22T20:18:30.320265] [INFO ] [sig       ] Generating forecast for: CBAN
[2025-12-22T20:18:30.320296] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBAN' from 'https://tdm.silogroup.org/data/derivative_storage/CBAN.csv'.
[2025-12-22T20:18:30.331895] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBAN'.
[2025-12-22T20:18:30.332234] [INFO ] [FORECASTER] Starting predict_future for CBAN
[2025-12-22T20:18:30.333030] [DEBUG] [LOCAL     ] No optimal features file found for CBAN: ./output/feature-sets/CBAN.txt
[2025-12-22T20:18:30.333082] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:18:30.333115] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:18:30.333141] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:18:30.333196] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:18:30.391020] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:18:30.391641] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:18:30.391719] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:18:30.391752] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:18:30.511466] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:18:30.511657] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:18:30.511724] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:18:30.511755] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:18:30.515090] [DEBUG] [FORECASTER] CBAN: Forecast T+1@11:T+2@11: DOWN (p=15.27%)
[2025-12-22T20:18:30.515361] [INFO ] [FORECASTER] Completed predict_future for CBAN
[2025-12-22T20:18:30.515486] [INFO ] [sig       ] CBAN: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:18:30.653314] [INFO ] [LOCAL     ] Saved forecast: CBAN	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/CBAN.txt
[2025-12-22T20:18:30.653465] [INFO ] [sig       ] [604/3560] Completed CBAN in 0.3s | 2.92 sym/s | Total: 3.4m | ETA: 16.9m
[2025-12-22T20:18:30.653503] [INFO ] [sig       ] [605/3560] Forecasting CBL...
[2025-12-22T20:18:30.653532] [INFO ] [sig       ] Generating forecast for: CBL
[2025-12-22T20:18:30.653563] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBL' from 'https://tdm.silogroup.org/data/derivative_storage/CBL.csv'.
[2025-12-22T20:18:30.664767] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBL'.
[2025-12-22T20:18:30.665119] [INFO ] [FORECASTER] Starting predict_future for CBL
[2025-12-22T20:18:30.665895] [DEBUG] [LOCAL     ] No optimal features file found for CBL: ./output/feature-sets/CBL.txt
[2025-12-22T20:18:30.665946] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:18:30.666007] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:18:30.666036] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:18:30.666093] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:18:30.723842] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:18:30.724730] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:18:30.724813] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:18:30.724871] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:18:30.843967] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:18:30.844120] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:18:30.844162] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:18:30.844191] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:18:30.847544] [DEBUG] [FORECASTER] CBL: Forecast T+1@11:T+2@11: UP (p=93.32%)
[2025-12-22T20:18:30.847833] [INFO ] [FORECASTER] Completed predict_future for CBL
[2025-12-22T20:18:30.847959] [INFO ] [sig       ] CBL: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:18:30.983283] [INFO ] [LOCAL     ] Saved forecast: CBL	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/CBL.txt
[2025-12-22T20:18:30.983424] [INFO ] [sig       ] [605/3560] Completed CBL in 0.3s | 2.92 sym/s | Total: 3.4m | ETA: 16.8m
[2025-12-22T20:18:30.983463] [INFO ] [sig       ] [606/3560] Forecasting CBNK...
[2025-12-22T20:18:30.983494] [INFO ] [sig       ] Generating forecast for: CBNK
[2025-12-22T20:18:30.983524] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBNK' from 'https://tdm.silogroup.org/data/derivative_storage/CBNK.csv'.
[2025-12-22T20:18:30.994485] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBNK'.
[2025-12-22T20:18:30.994859] [INFO ] [FORECASTER] Starting predict_future for CBNK
[2025-12-22T20:18:30.995650] [DEBUG] [LOCAL     ] No optimal features file found for CBNK: ./output/feature-sets/CBNK.txt
[2025-12-22T20:18:30.995702] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:18:30.995733] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:18:30.995760] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:18:30.995831] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:18:31.051222] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:18:31.051876] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:18:31.051956] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:18:31.051987] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:18:31.170953] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:18:31.171104] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:18:31.171143] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:18:31.171171] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:18:31.174467] [DEBUG] [FORECASTER] CBNK: Forecast T+1@11:T+2@11: DOWN (p=38.29%)
[2025-12-22T20:18:31.174747] [INFO ] [FORECASTER] Completed predict_future for CBNK
[2025-12-22T20:18:31.174869] [INFO ] [sig       ] CBNK: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:18:31.310649] [INFO ] [LOCAL     ] Saved forecast: CBNK	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/CBNK.txt
[2025-12-22T20:18:31.310776] [INFO ] [sig       ] [606/3560] Completed CBNK in 0.3s | 2.92 sym/s | Total: 3.5m | ETA: 16.8m
[2025-12-22T20:18:31.310814] [INFO ] [sig       ] [607/3560] Forecasting CBRE...
[2025-12-22T20:18:31.310843] [INFO ] [sig       ] Generating forecast for: CBRE
[2025-12-22T20:18:31.310872] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBRE' from 'https://tdm.silogroup.org/data/derivative_storage/CBRE.csv'.
[2025-12-22T20:18:31.322370] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBRE'.
[2025-12-22T20:18:31.322686] [INFO ] [FORECASTER] Starting predict_future for CBRE
[2025-12-22T20:18:31.323434] [DEBUG] [LOCAL     ] No optimal features file found for CBRE: ./output/feature-sets/CBRE.txt
[2025-12-22T20:18:31.323485] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:18:31.323516] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:18:31.323542] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:18:31.323623] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:18:31.380585] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:18:31.381192] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:18:31.381266] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:18:31.381297] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:18:31.499195] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:18:31.499348] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:18:31.499386] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:18:31.499413] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:18:31.502707] [DEBUG] [FORECASTER] CBRE: Forecast T+1@11:T+2@11: DOWN (p=10.78%)
[2025-12-22T20:18:31.502971] [INFO ] [FORECASTER] Completed predict_future for CBRE
[2025-12-22T20:18:31.503091] [INFO ] [sig       ] CBRE: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:18:31.638215] [INFO ] [LOCAL     ] Saved forecast: CBRE	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/CBRE.txt
[2025-12-22T20:18:31.638333] [INFO ] [sig       ] [607/3560] Completed CBRE in 0.3s | 2.92 sym/s | Total: 3.5m | ETA: 16.8m
[2025-12-22T20:18:31.638371] [INFO ] [sig       ] [608/3560] Forecasting CBRL...
[2025-12-22T20:18:31.638399] [INFO ] [sig       ] Generating forecast for: CBRL
[2025-12-22T20:18:31.638430] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBRL' from 'https://tdm.silogroup.org/data/derivative_storage/CBRL.csv'.
[2025-12-22T20:18:31.649249] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBRL'.
[2025-12-22T20:18:31.649606] [INFO ] [FORECASTER] Starting predict_future for CBRL
[2025-12-22T20:18:31.650356] [DEBUG] [LOCAL     ] No optimal features file found for CBRL: ./output/feature-sets/CBRL.txt
[2025-12-22T20:18:31.650422] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:18:31.650454] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:18:31.650480] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:18:31.650535] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:18:31.706695] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:18:31.707479] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:18:31.707561] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:18:31.707614] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:18:31.839794] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:18:31.839957] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:18:31.840002] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:18:31.840073] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:18:31.844072] [DEBUG] [FORECASTER] CBRL: Forecast T+1@11:T+2@11: UP (p=66.66%)
[2025-12-22T20:18:31.844374] [INFO ] [FORECASTER] Completed predict_future for CBRL
[2025-12-22T20:18:31.844558] [INFO ] [sig       ] CBRL: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:18:31.979904] [INFO ] [LOCAL     ] Saved forecast: CBRL	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/CBRL.txt
[2025-12-22T20:18:31.980034] [INFO ] [sig       ] [608/3560] Completed CBRL in 0.3s | 2.92 sym/s | Total: 3.5m | ETA: 16.8m
[2025-12-22T20:18:31.980073] [INFO ] [sig       ] [609/3560] Forecasting CBSH...
[2025-12-22T20:18:31.980103] [INFO ] [sig       ] Generating forecast for: CBSH
[2025-12-22T20:18:31.980139] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBSH' from 'https://tdm.silogroup.org/data/derivative_storage/CBSH.csv'.
[2025-12-22T20:18:31.991430] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBSH'.
[2025-12-22T20:18:31.991756] [INFO ] [FORECASTER] Starting predict_future for CBSH
[2025-12-22T20:18:31.992507] [DEBUG] [LOCAL     ] No optimal features file found for CBSH: ./output/feature-sets/CBSH.txt
[2025-12-22T20:18:31.992560] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:18:31.992614] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:18:31.992641] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:18:31.992697] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:18:32.050488] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:18:32.051090] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:18:32.051162] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:18:32.051195] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:18:32.166301] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:18:32.166423] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:18:32.166460] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:18:32.166488] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:18:32.169729] [DEBUG] [FORECASTER] CBSH: Forecast T+1@11:T+2@11: DOWN (p=6.37%)
[2025-12-22T20:18:32.169988] [INFO ] [FORECASTER] Completed predict_future for CBSH
[2025-12-22T20:18:32.170106] [INFO ] [sig       ] CBSH: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:18:32.305669] [INFO ] [LOCAL     ] Saved forecast: CBSH	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/CBSH.txt
[2025-12-22T20:18:32.305795] [INFO ] [sig       ] [609/3560] Completed CBSH in 0.3s | 2.92 sym/s | Total: 3.5m | ETA: 16.8m
[2025-12-22T20:18:32.305834] [INFO ] [sig       ] [610/3560] Forecasting CBUS...
[2025-12-22T20:18:32.305862] [INFO ] [sig       ] Generating forecast for: CBUS
[2025-12-22T20:18:32.305892] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBUS' from 'https://tdm.silogroup.org/data/derivative_storage/CBUS.csv'.
[2025-12-22T20:18:32.316463] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBUS'.
[2025-12-22T20:18:32.316796] [INFO ] [FORECASTER] Starting predict_future for CBUS
[2025-12-22T20:18:32.317537] [DEBUG] [LOCAL     ] No optimal features file found for CBUS: ./output/feature-sets/CBUS.txt
[2025-12-22T20:18:32.317612] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:18:32.317646] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:18:32.317672] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:18:32.317729] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:18:32.373972] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:18:32.374557] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:18:32.374650] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:18:32.374682] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:18:32.493493] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:18:32.493665] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:18:32.493705] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:18:32.493734] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:18:32.497112] [DEBUG] [FORECASTER] CBUS: Forecast T+1@11:T+2@11: DOWN (p=21.53%)
[2025-12-22T20:18:32.497411] [INFO ] [FORECASTER] Completed predict_future for CBUS
[2025-12-22T20:18:32.497538] [INFO ] [sig       ] CBUS: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:18:32.633312] [INFO ] [LOCAL     ] Saved forecast: CBUS	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/CBUS.txt
[2025-12-22T20:18:32.633440] [INFO ] [sig       ] [610/3560] Completed CBUS in 0.3s | 2.92 sym/s | Total: 3.5m | ETA: 16.8m
[2025-12-22T20:18:32.633478] [INFO ] [sig       ] [611/3560] Forecasting CBZ...
[2025-12-22T20:18:32.633507] [INFO ] [sig       ] Generating forecast for: CBZ
[2025-12-22T20:18:32.633537] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBZ' from 'https://tdm.silogroup.org/data/derivative_storage/CBZ.csv'.
[2025-12-22T20:18:32.644267] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBZ'.
[2025-12-22T20:18:32.644555] [INFO ] [FORECASTER] Starting predict_future for CBZ
[2025-12-22T20:18:32.645307] [DEBUG] [LOCAL     ] No optimal features file found for CBZ: ./output/feature-sets/CBZ.txt
[2025-12-22T20:18:32.645358] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:18:32.645389] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:18:32.645415] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:18:32.645471] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:18:32.702090] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:18:32.702707] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:18:32.702782] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:18:32.702813] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:18:32.817298] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:18:32.817443] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:18:32.817480] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:18:32.817509] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:18:32.820813] [DEBUG] [FORECASTER] CBZ: Forecast T+1@11:T+2@11: UP (p=80.41%)
[2025-12-22T20:18:32.821071] [INFO ] [FORECASTER] Completed predict_future for CBZ
[2025-12-22T20:18:32.821196] [INFO ] [sig       ] CBZ: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:18:32.955952] [INFO ] [LOCAL     ] Saved forecast: CBZ	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/CBZ.txt
[2025-12-22T20:18:32.956093] [INFO ] [sig       ] [611/3560] Completed CBZ in 0.3s | 2.92 sym/s | Total: 3.5m | ETA: 16.8m
[2025-12-22T20:18:32.956131] [INFO ] [sig       ] [612/3560] Forecasting CC...
[2025-12-22T20:18:32.956161] [INFO ] [sig       ] Generating forecast for: CC
[2025-12-22T20:18:32.956191] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CC' from 'https://tdm.silogroup.org/data/derivative_storage/CC.csv'.
[2025-12-22T20:18:32.966998] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CC'.
[2025-12-22T20:18:32.967322] [INFO ] [FORECASTER] Starting predict_future for CC
[2025-12-22T20:18:32.968096] [DEBUG] [LOCAL     ] No optimal features file found for CC: ./output/feature-sets/CC.txt
[2025-12-22T20:18:32.968147] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:18:32.968178] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:18:32.968204] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:18:32.968261] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:18:33.025180] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:18:33.026320] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:18:33.026427] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:18:33.026477] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:18:33.153766] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:18:33.153919] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:18:33.153960] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:18:33.153990] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:18:33.157538] [DEBUG] [FORECASTER] CC: Forecast T+1@11:T+2@11: DOWN (p=7.72%)
[2025-12-22T20:18:33.157841] [INFO ] [FORECASTER] Completed predict_future for CC
[2025-12-22T20:18:33.157967] [INFO ] [sig       ] CC: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:18:33.293005] [INFO ] [LOCAL     ] Saved forecast: CC	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/CC.txt
[2025-12-22T20:18:33.293138] [INFO ] [sig       ] [612/3560] Completed CC in 0.3s | 2.92 sym/s | Total: 3.5m | ETA: 16.8m
[2025-12-22T20:18:33.293185] [INFO ] [sig       ] [613/3560] Forecasting CCAP...
[2025-12-22T20:18:33.293214] [INFO ] [sig       ] Generating forecast for: CCAP
[2025-12-22T20:18:33.293245] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCAP' from 'https://tdm.silogroup.org/data/derivative_storage/CCAP.csv'.
[2025-12-22T20:18:33.303938] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCAP'.
[2025-12-22T20:18:33.304267] [INFO ] [FORECASTER] Starting predict_future for CCAP
[2025-12-22T20:18:33.305043] [DEBUG] [LOCAL     ] No optimal features file found for CCAP: ./output/feature-sets/CCAP.txt
[2025-12-22T20:18:33.305095] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:18:33.305128] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:18:33.305156] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:18:33.305212] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:18:33.361465] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:18:33.362111] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:18:33.362190] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:18:33.362226] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:18:33.482912] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:18:33.483071] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:18:33.483112] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:18:33.483141] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:18:33.486701] [DEBUG] [FORECASTER] CCAP: Forecast T+1@11:T+2@11: UP (p=65.28%)
[2025-12-22T20:18:33.487052] [INFO ] [FORECASTER] Completed predict_future for CCAP
[2025-12-22T20:18:33.487199] [INFO ] [sig       ] CCAP: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:18:33.624193] [INFO ] [LOCAL     ] Saved forecast: CCAP	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/CCAP.txt
[2025-12-22T20:18:33.624360] [INFO ] [sig       ] [613/3560] Completed CCAP in 0.3s | 2.92 sym/s | Total: 3.5m | ETA: 16.8m
[2025-12-22T20:18:33.624401] [INFO ] [sig       ] [614/3560] Forecasting CCB...
[2025-12-22T20:18:33.624430] [INFO ] [sig       ] Generating forecast for: CCB
[2025-12-22T20:18:33.624460] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCB' from 'https://tdm.silogroup.org/data/derivative_storage/CCB.csv'.
[2025-12-22T20:18:33.636151] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCB'.
[2025-12-22T20:18:33.636466] [INFO ] [FORECASTER] Starting predict_future for CCB
[2025-12-22T20:18:33.637243] [DEBUG] [LOCAL     ] No optimal features file found for CCB: ./output/feature-sets/CCB.txt
[2025-12-22T20:18:33.637294] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:18:33.637325] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:18:33.637351] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:18:33.637411] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:18:33.697136] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:18:33.698050] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:18:33.698145] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:18:33.698180] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:18:33.818669] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:18:33.818810] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:18:33.818849] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:18:33.818877] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:18:33.822263] [DEBUG] [FORECASTER] CCB: Forecast T+1@11:T+2@11: DOWN (p=6.74%)
[2025-12-22T20:18:33.822527] [INFO ] [FORECASTER] Completed predict_future for CCB
[2025-12-22T20:18:33.822664] [INFO ] [sig       ] CCB: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:18:33.959230] [INFO ] [LOCAL     ] Saved forecast: CCB	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/CCB.txt
[2025-12-22T20:18:33.959355] [INFO ] [sig       ] [614/3560] Completed CCB in 0.3s | 2.92 sym/s | Total: 3.5m | ETA: 16.8m
[2025-12-22T20:18:33.959392] [INFO ] [sig       ] [615/3560] Forecasting CCBG...
[2025-12-22T20:18:33.959421] [INFO ] [sig       ] Generating forecast for: CCBG
[2025-12-22T20:18:33.959450] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCBG' from 'https://tdm.silogroup.org/data/derivative_storage/CCBG.csv'.
[2025-12-22T20:18:33.970643] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCBG'.
[2025-12-22T20:18:33.970985] [INFO ] [FORECASTER] Starting predict_future for CCBG
[2025-12-22T20:18:33.971768] [DEBUG] [LOCAL     ] No optimal features file found for CCBG: ./output/feature-sets/CCBG.txt
[2025-12-22T20:18:33.971820] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:18:33.971852] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:18:33.971879] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:18:33.971936] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:18:34.029514] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:18:34.030162] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:18:34.030280] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:18:34.030315] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:18:34.149841] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:18:34.149981] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:18:34.150037] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:18:34.150067] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:18:34.153370] [DEBUG] [FORECASTER] CCBG: Forecast T+1@11:T+2@11: DOWN (p=45.72%)
[2025-12-22T20:18:34.153649] [INFO ] [FORECASTER] Completed predict_future for CCBG
[2025-12-22T20:18:34.153771] [INFO ] [sig       ] CCBG: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:18:34.288690] [INFO ] [LOCAL     ] Saved forecast: CCBG	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/CCBG.txt
[2025-12-22T20:18:34.288801] [INFO ] [sig       ] [615/3560] Completed CCBG in 0.3s | 2.92 sym/s | Total: 3.5m | ETA: 16.8m
[2025-12-22T20:18:34.288838] [INFO ] [sig       ] [616/3560] Forecasting CCCC...
[2025-12-22T20:18:34.288868] [INFO ] [sig       ] Generating forecast for: CCCC
[2025-12-22T20:18:34.288897] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCCC' from 'https://tdm.silogroup.org/data/derivative_storage/CCCC.csv'.
[2025-12-22T20:18:34.299626] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCCC'.
[2025-12-22T20:18:34.299953] [INFO ] [FORECASTER] Starting predict_future for CCCC
[2025-12-22T20:18:34.300823] [DEBUG] [LOCAL     ] No optimal features file found for CCCC: ./output/feature-sets/CCCC.txt
[2025-12-22T20:18:34.300876] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:18:34.300913] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:18:34.300941] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:18:34.300999] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:18:34.357710] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:18:34.358294] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:18:34.358368] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:18:34.358399] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:18:34.477751] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:18:34.477880] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:18:34.477920] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:18:34.477948] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:18:34.481266] [DEBUG] [FORECASTER] CCCC: Forecast T+1@11:T+2@11: UP (p=62.72%)
[2025-12-22T20:18:34.481528] [INFO ] [FORECASTER] Completed predict_future for CCCC
[2025-12-22T20:18:34.481668] [INFO ] [sig       ] CCCC: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:18:34.616399] [INFO ] [LOCAL     ] Saved forecast: CCCC	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/CCCC.txt
[2025-12-22T20:18:34.616516] [INFO ] [sig       ] [616/3560] Completed CCCC in 0.3s | 2.93 sym/s | Total: 3.5m | ETA: 16.8m
[2025-12-22T20:18:34.616554] [INFO ] [sig       ] [617/3560] Forecasting CCD...
[2025-12-22T20:18:34.616601] [INFO ] [sig       ] Generating forecast for: CCD
[2025-12-22T20:18:34.616633] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCD' from 'https://tdm.silogroup.org/data/derivative_storage/CCD.csv'.
[2025-12-22T20:18:34.627125] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCD'.
[2025-12-22T20:18:34.627465] [INFO ] [FORECASTER] Starting predict_future for CCD
[2025-12-22T20:18:34.628317] [DEBUG] [LOCAL     ] No optimal features file found for CCD: ./output/feature-sets/CCD.txt
[2025-12-22T20:18:34.628371] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:18:34.628404] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:18:34.628431] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:18:34.628488] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:18:34.684511] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:18:34.685233] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:18:34.685310] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:18:34.685342] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:18:34.798939] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:18:34.799089] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:18:34.799132] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:18:34.799160] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:18:34.802461] [DEBUG] [FORECASTER] CCD: Forecast T+1@11:T+2@11: UP (p=85.39%)
[2025-12-22T20:18:34.802751] [INFO ] [FORECASTER] Completed predict_future for CCD
[2025-12-22T20:18:34.802876] [INFO ] [sig       ] CCD: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:18:34.937699] [INFO ] [LOCAL     ] Saved forecast: CCD	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/CCD.txt
[2025-12-22T20:18:34.937816] [INFO ] [sig       ] [617/3560] Completed CCD in 0.3s | 2.93 sym/s | Total: 3.5m | ETA: 16.8m
[2025-12-22T20:18:34.937853] [INFO ] [sig       ] [618/3560] Forecasting CCEP...
[2025-12-22T20:18:34.937882] [INFO ] [sig       ] Generating forecast for: CCEP
[2025-12-22T20:18:34.937911] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCEP' from 'https://tdm.silogroup.org/data/derivative_storage/CCEP.csv'.
[2025-12-22T20:18:34.948604] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCEP'.
[2025-12-22T20:18:34.948908] [INFO ] [FORECASTER] Starting predict_future for CCEP
[2025-12-22T20:18:34.949699] [DEBUG] [LOCAL     ] No optimal features file found for CCEP: ./output/feature-sets/CCEP.txt
[2025-12-22T20:18:34.949749] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:18:34.949780] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:18:34.949806] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:18:34.949861] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:18:35.006615] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:18:35.007383] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:18:35.007462] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:18:35.007495] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:18:35.128172] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:18:35.128319] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:18:35.128358] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:18:35.128388] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:18:35.131716] [DEBUG] [FORECASTER] CCEP: Forecast T+1@11:T+2@11: UP (p=85.75%)
[2025-12-22T20:18:35.131982] [INFO ] [FORECASTER] Completed predict_future for CCEP
[2025-12-22T20:18:35.132103] [INFO ] [sig       ] CCEP: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:18:35.268824] [INFO ] [LOCAL     ] Saved forecast: CCEP	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/CCEP.txt
[2025-12-22T20:18:35.269014] [INFO ] [sig       ] [618/3560] Completed CCEP in 0.3s | 2.93 sym/s | Total: 3.5m | ETA: 16.8m
[2025-12-22T20:18:35.272283] [INFO ] [sig       ] [619/3560] Forecasting CCI...
[2025-12-22T20:18:35.272335] [INFO ] [sig       ] Generating forecast for: CCI
[2025-12-22T20:18:35.272369] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCI' from 'https://tdm.silogroup.org/data/derivative_storage/CCI.csv'.
[2025-12-22T20:18:35.283271] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCI'.
[2025-12-22T20:18:35.283701] [INFO ] [FORECASTER] Starting predict_future for CCI
[2025-12-22T20:18:35.284532] [DEBUG] [LOCAL     ] No optimal features file found for CCI: ./output/feature-sets/CCI.txt
[2025-12-22T20:18:35.284606] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:18:35.284656] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:18:35.284686] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:18:35.284744] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:18:35.342727] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:18:35.343593] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:18:35.343675] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:18:35.343709] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:18:35.464213] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:18:35.464367] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:18:35.464408] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:18:35.464440] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:18:35.467889] [DEBUG] [FORECASTER] CCI: Forecast T+1@11:T+2@11: UP (p=99.08%)
[2025-12-22T20:18:35.468165] [INFO ] [FORECASTER] Completed predict_future for CCI
[2025-12-22T20:18:35.468294] [INFO ] [sig       ] CCI: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:18:35.605798] [INFO ] [LOCAL     ] Saved forecast: CCI	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/CCI.txt
[2025-12-22T20:18:35.605949] [INFO ] [sig       ] [619/3560] Completed CCI in 0.3s | 2.93 sym/s | Total: 3.5m | ETA: 16.8m
[2025-12-22T20:18:35.605987] [INFO ] [sig       ] [620/3560] Forecasting CCIF...
[2025-12-22T20:18:35.606017] [INFO ] [sig       ] Generating forecast for: CCIF
[2025-12-22T20:18:35.606047] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCIF' from 'https://tdm.silogroup.org/data/derivative_storage/CCIF.csv'.
[2025-12-22T20:18:35.616880] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCIF'.
[2025-12-22T20:18:35.617200] [INFO ] [FORECASTER] Starting predict_future for CCIF
[2025-12-22T20:18:35.617993] [DEBUG] [LOCAL     ] No optimal features file found for CCIF: ./output/feature-sets/CCIF.txt
[2025-12-22T20:18:35.618044] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:18:35.618075] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:18:35.618102] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:18:35.618156] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:18:35.675275] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:18:35.675988] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:18:35.676065] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:18:35.676098] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:18:35.795301] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:18:35.795452] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:18:35.795493] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:18:35.795521] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:18:35.798825] [DEBUG] [FORECASTER] CCIF: Forecast T+1@11:T+2@11: UP (p=61.76%)
[2025-12-22T20:18:35.799105] [INFO ] [FORECASTER] Completed predict_future for CCIF
[2025-12-22T20:18:35.799228] [INFO ] [sig       ] CCIF: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:18:35.938236] [INFO ] [LOCAL     ] Saved forecast: CCIF	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/CCIF.txt
[2025-12-22T20:18:35.938390] [INFO ] [sig       ] [620/3560] Completed CCIF in 0.3s | 2.93 sym/s | Total: 3.5m | ETA: 16.7m
[2025-12-22T20:18:35.938431] [INFO ] [sig       ] [621/3560] Forecasting CCJ...
[2025-12-22T20:18:35.938463] [INFO ] [sig       ] Generating forecast for: CCJ
[2025-12-22T20:18:35.938494] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCJ' from 'https://tdm.silogroup.org/data/derivative_storage/CCJ.csv'.
[2025-12-22T20:18:35.950318] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCJ'.
[2025-12-22T20:18:35.950711] [INFO ] [FORECASTER] Starting predict_future for CCJ
[2025-12-22T20:18:35.951552] [DEBUG] [LOCAL     ] No optimal features file found for CCJ: ./output/feature-sets/CCJ.txt
[2025-12-22T20:18:35.951637] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:18:35.951677] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:18:35.951737] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:18:35.951814] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:18:36.011214] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:18:36.011904] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:18:36.011982] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:18:36.012015] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:18:36.133419] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:18:36.133591] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:18:36.133634] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:18:36.133664] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:18:36.137039] [DEBUG] [FORECASTER] CCJ: Forecast T+1@11:T+2@11: DOWN (p=21.78%)
[2025-12-22T20:18:36.137339] [INFO ] [FORECASTER] Completed predict_future for CCJ
[2025-12-22T20:18:36.137466] [INFO ] [sig       ] CCJ: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:18:36.273112] [INFO ] [LOCAL     ] Saved forecast: CCJ	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/CCJ.txt
[2025-12-22T20:18:36.273243] [INFO ] [sig       ] [621/3560] Completed CCJ in 0.3s | 2.93 sym/s | Total: 3.5m | ETA: 16.7m
[2025-12-22T20:18:36.273283] [INFO ] [sig       ] [622/3560] Forecasting CCK...
[2025-12-22T20:18:36.273313] [INFO ] [sig       ] Generating forecast for: CCK
[2025-12-22T20:18:36.273342] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCK' from 'https://tdm.silogroup.org/data/derivative_storage/CCK.csv'.
[2025-12-22T20:18:36.285514] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCK'.
[2025-12-22T20:18:36.285901] [INFO ] [FORECASTER] Starting predict_future for CCK
[2025-12-22T20:18:36.286689] [DEBUG] [LOCAL     ] No optimal features file found for CCK: ./output/feature-sets/CCK.txt
[2025-12-22T20:18:36.286743] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:18:36.286803] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:18:36.286832] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:18:36.286888] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:18:36.344702] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:18:36.345477] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:18:36.345557] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:18:36.345608] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:18:36.470353] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:18:36.470502] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:18:36.470545] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:18:36.470592] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:18:36.473977] [DEBUG] [FORECASTER] CCK: Forecast T+1@11:T+2@11: DOWN (p=45.51%)
[2025-12-22T20:18:36.474241] [INFO ] [FORECASTER] Completed predict_future for CCK
[2025-12-22T20:18:36.474362] [INFO ] [sig       ] CCK: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:18:36.610131] [INFO ] [LOCAL     ] Saved forecast: CCK	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/CCK.txt
[2025-12-22T20:18:36.610243] [INFO ] [sig       ] [622/3560] Completed CCK in 0.3s | 2.93 sym/s | Total: 3.5m | ETA: 16.7m
[2025-12-22T20:18:36.610280] [INFO ] [sig       ] [623/3560] Forecasting CCL...
[2025-12-22T20:18:36.610315] [INFO ] [sig       ] Generating forecast for: CCL
[2025-12-22T20:18:36.610346] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCL' from 'https://tdm.silogroup.org/data/derivative_storage/CCL.csv'.
[2025-12-22T20:18:36.621806] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCL'.
[2025-12-22T20:18:36.622144] [INFO ] [FORECASTER] Starting predict_future for CCL
[2025-12-22T20:18:36.622924] [DEBUG] [LOCAL     ] No optimal features file found for CCL: ./output/feature-sets/CCL.txt
[2025-12-22T20:18:36.622974] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:18:36.623005] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:18:36.623031] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:18:36.623086] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:18:36.679048] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:18:36.679699] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:18:36.679775] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:18:36.679806] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:18:36.805395] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:18:36.805542] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:18:36.805599] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:18:36.805630] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:18:36.808974] [DEBUG] [FORECASTER] CCL: Forecast T+1@11:T+2@11: UP (p=96.42%)
[2025-12-22T20:18:36.809263] [INFO ] [FORECASTER] Completed predict_future for CCL
[2025-12-22T20:18:36.809383] [INFO ] [sig       ] CCL: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:18:36.948516] [INFO ] [LOCAL     ] Saved forecast: CCL	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/CCL.txt
[2025-12-22T20:18:36.948695] [INFO ] [sig       ] [623/3560] Completed CCL in 0.3s | 2.93 sym/s | Total: 3.5m | ETA: 16.7m
[2025-12-22T20:18:36.948736] [INFO ] [sig       ] [624/3560] Forecasting CCLD...
[2025-12-22T20:18:36.948769] [INFO ] [sig       ] Generating forecast for: CCLD
[2025-12-22T20:18:36.948802] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCLD' from 'https://tdm.silogroup.org/data/derivative_storage/CCLD.csv'.
[2025-12-22T20:18:36.960216] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCLD'.
[2025-12-22T20:18:36.960727] [INFO ] [FORECASTER] Starting predict_future for CCLD
[2025-12-22T20:18:36.961765] [DEBUG] [LOCAL     ] No optimal features file found for CCLD: ./output/feature-sets/CCLD.txt
[2025-12-22T20:18:36.961828] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:18:36.961871] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:18:36.961907] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:18:36.961986] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:18:37.022233] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:18:37.023072] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:18:37.023176] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:18:37.023210] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:18:37.140663] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:18:37.140816] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:18:37.140854] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:18:37.140882] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:18:37.144202] [DEBUG] [FORECASTER] CCLD: Forecast T+1@11:T+2@11: DOWN (p=15.01%)
[2025-12-22T20:18:37.144468] [INFO ] [FORECASTER] Completed predict_future for CCLD
[2025-12-22T20:18:37.144607] [INFO ] [sig       ] CCLD: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:18:37.279800] [INFO ] [LOCAL     ] Saved forecast: CCLD	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/CCLD.txt
[2025-12-22T20:18:37.279924] [INFO ] [sig       ] [624/3560] Completed CCLD in 0.3s | 2.93 sym/s | Total: 3.6m | ETA: 16.7m
[2025-12-22T20:18:37.279961] [INFO ] [sig       ] [625/3560] Forecasting CCNE...
[2025-12-22T20:18:37.279991] [INFO ] [sig       ] Generating forecast for: CCNE
[2025-12-22T20:18:37.280022] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCNE' from 'https://tdm.silogroup.org/data/derivative_storage/CCNE.csv'.
[2025-12-22T20:18:37.292385] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCNE'.
[2025-12-22T20:18:37.292770] [INFO ] [FORECASTER] Starting predict_future for CCNE
[2025-12-22T20:18:37.293772] [DEBUG] [LOCAL     ] No optimal features file found for CCNE: ./output/feature-sets/CCNE.txt
[2025-12-22T20:18:37.293825] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:18:37.293857] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:18:37.293884] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:18:37.293940] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:18:37.352587] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:18:37.353246] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:18:37.353321] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:18:37.353353] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:18:37.474428] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:18:37.474590] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:18:37.474631] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:18:37.474693] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:18:37.477989] [DEBUG] [FORECASTER] CCNE: Forecast T+1@11:T+2@11: UP (p=91.27%)
[2025-12-22T20:18:37.478259] [INFO ] [FORECASTER] Completed predict_future for CCNE
[2025-12-22T20:18:37.478382] [INFO ] [sig       ] CCNE: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:18:37.613368] [INFO ] [LOCAL     ] Saved forecast: CCNE	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/CCNE.txt
[2025-12-22T20:18:37.613500] [INFO ] [sig       ] [625/3560] Completed CCNE in 0.3s | 2.93 sym/s | Total: 3.6m | ETA: 16.7m
[2025-12-22T20:18:37.613539] [INFO ] [sig       ] [626/3560] Forecasting CCO...
[2025-12-22T20:18:37.613567] [INFO ] [sig       ] Generating forecast for: CCO
[2025-12-22T20:18:37.613618] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCO' from 'https://tdm.silogroup.org/data/derivative_storage/CCO.csv'.
[2025-12-22T20:18:37.624851] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCO'.
[2025-12-22T20:18:37.625173] [INFO ] [FORECASTER] Starting predict_future for CCO
[2025-12-22T20:18:37.625941] [DEBUG] [LOCAL     ] No optimal features file found for CCO: ./output/feature-sets/CCO.txt
[2025-12-22T20:18:37.625992] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:18:37.626024] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:18:37.626049] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:18:37.626104] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:18:37.681533] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:18:37.682178] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:18:37.682253] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:18:37.682284] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:18:37.808701] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:18:37.808865] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:18:37.808921] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:18:37.808982] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:18:37.813320] [DEBUG] [FORECASTER] CCO: Forecast T+1@11:T+2@11: UP (p=81.77%)
[2025-12-22T20:18:37.813662] [INFO ] [FORECASTER] Completed predict_future for CCO
[2025-12-22T20:18:37.813803] [INFO ] [sig       ] CCO: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:18:37.951379] [INFO ] [LOCAL     ] Saved forecast: CCO	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/CCO.txt
[2025-12-22T20:18:37.951518] [INFO ] [sig       ] [626/3560] Completed CCO in 0.3s | 2.93 sym/s | Total: 3.6m | ETA: 16.7m
[2025-12-22T20:18:37.951558] [INFO ] [sig       ] [627/3560] Forecasting CCOI...
[2025-12-22T20:18:37.951607] [INFO ] [sig       ] Generating forecast for: CCOI
[2025-12-22T20:18:37.951640] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCOI' from 'https://tdm.silogroup.org/data/derivative_storage/CCOI.csv'.
[2025-12-22T20:18:37.963458] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCOI'.
[2025-12-22T20:18:37.963878] [INFO ] [FORECASTER] Starting predict_future for CCOI
[2025-12-22T20:18:37.964690] [DEBUG] [LOCAL     ] No optimal features file found for CCOI: ./output/feature-sets/CCOI.txt
[2025-12-22T20:18:37.964742] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:18:37.964775] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:18:37.964802] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:18:37.964860] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:18:38.023801] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:18:38.024718] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:18:38.024803] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:18:38.024839] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:18:38.141173] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:18:38.141335] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:18:38.141378] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:18:38.141407] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:18:38.144843] [DEBUG] [FORECASTER] CCOI: Forecast T+1@11:T+2@11: UP (p=85.39%)
[2025-12-22T20:18:38.145127] [INFO ] [FORECASTER] Completed predict_future for CCOI
[2025-12-22T20:18:38.145252] [INFO ] [sig       ] CCOI: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:18:38.288659] [INFO ] [LOCAL     ] Saved forecast: CCOI	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/CCOI.txt
[2025-12-22T20:18:38.288857] [INFO ] [sig       ] [627/3560] Completed CCOI in 0.3s | 2.93 sym/s | Total: 3.6m | ETA: 16.7m
[2025-12-22T20:18:38.288910] [INFO ] [sig       ] [628/3560] Forecasting CCRN...
[2025-12-22T20:18:38.288947] [INFO ] [sig       ] Generating forecast for: CCRN
[2025-12-22T20:18:38.288988] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCRN' from 'https://tdm.silogroup.org/data/derivative_storage/CCRN.csv'.
[2025-12-22T20:18:38.304739] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCRN'.
[2025-12-22T20:18:38.305172] [INFO ] [FORECASTER] Starting predict_future for CCRN
[2025-12-22T20:18:38.306146] [DEBUG] [LOCAL     ] No optimal features file found for CCRN: ./output/feature-sets/CCRN.txt
[2025-12-22T20:18:38.306209] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:18:38.306248] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:18:38.306282] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:18:38.306360] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:18:38.369557] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:18:38.370431] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:18:38.370515] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:18:38.370565] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:18:38.489847] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:18:38.489994] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:18:38.490035] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:18:38.490064] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:18:38.493446] [DEBUG] [FORECASTER] CCRN: Forecast T+1@11:T+2@11: DOWN (p=9.91%)
[2025-12-22T20:18:38.493733] [INFO ] [FORECASTER] Completed predict_future for CCRN
[2025-12-22T20:18:38.493857] [INFO ] [sig       ] CCRN: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:18:38.632963] [INFO ] [LOCAL     ] Saved forecast: CCRN	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/CCRN.txt
[2025-12-22T20:18:38.633125] [INFO ] [sig       ] [628/3560] Completed CCRN in 0.3s | 2.93 sym/s | Total: 3.6m | ETA: 16.7m
[2025-12-22T20:18:38.633163] [INFO ] [sig       ] [629/3560] Forecasting CCS...
[2025-12-22T20:18:38.633192] [INFO ] [sig       ] Generating forecast for: CCS
[2025-12-22T20:18:38.633223] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCS' from 'https://tdm.silogroup.org/data/derivative_storage/CCS.csv'.
[2025-12-22T20:18:38.644187] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCS'.
[2025-12-22T20:18:38.644609] [INFO ] [FORECASTER] Starting predict_future for CCS
[2025-12-22T20:18:38.645378] [DEBUG] [LOCAL     ] No optimal features file found for CCS: ./output/feature-sets/CCS.txt
[2025-12-22T20:18:38.645429] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:18:38.645461] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:18:38.645488] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:18:38.645545] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:18:38.705543] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:18:38.706420] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:18:38.706501] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:18:38.706535] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:18:38.828367] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:18:38.828512] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:18:38.828554] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:18:38.828601] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:18:38.832089] [DEBUG] [FORECASTER] CCS: Forecast T+1@11:T+2@11: UP (p=60.58%)
[2025-12-22T20:18:38.832360] [INFO ] [FORECASTER] Completed predict_future for CCS
[2025-12-22T20:18:38.832493] [INFO ] [sig       ] CCS: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:18:38.968288] [INFO ] [LOCAL     ] Saved forecast: CCS	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/CCS.txt
[2025-12-22T20:18:38.968414] [INFO ] [sig       ] [629/3560] Completed CCS in 0.3s | 2.93 sym/s | Total: 3.6m | ETA: 16.7m
[2025-12-22T20:18:38.968450] [INFO ] [sig       ] [630/3560] Forecasting CCSI...
[2025-12-22T20:18:38.968479] [INFO ] [sig       ] Generating forecast for: CCSI
[2025-12-22T20:18:38.968509] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCSI' from 'https://tdm.silogroup.org/data/derivative_storage/CCSI.csv'.
[2025-12-22T20:18:38.979293] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCSI'.
[2025-12-22T20:18:38.979635] [INFO ] [FORECASTER] Starting predict_future for CCSI
[2025-12-22T20:18:38.980425] [DEBUG] [LOCAL     ] No optimal features file found for CCSI: ./output/feature-sets/CCSI.txt
[2025-12-22T20:18:38.980478] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:18:38.980509] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:18:38.980535] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:18:38.980628] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:18:39.038244] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:18:39.038881] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:18:39.038958] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:18:39.038992] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:18:39.153651] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:18:39.153795] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:18:39.153835] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:18:39.153870] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:18:39.157196] [DEBUG] [FORECASTER] CCSI: Forecast T+1@11:T+2@11: UP (p=58.63%)
[2025-12-22T20:18:39.157460] [INFO ] [FORECASTER] Completed predict_future for CCSI
[2025-12-22T20:18:39.157597] [INFO ] [sig       ] CCSI: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:18:39.297013] [INFO ] [LOCAL     ] Saved forecast: CCSI	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/CCSI.txt
[2025-12-22T20:18:39.297150] [INFO ] [sig       ] [630/3560] Completed CCSI in 0.3s | 2.93 sym/s | Total: 3.6m | ETA: 16.7m
[2025-12-22T20:18:39.297190] [INFO ] [sig       ] [631/3560] Forecasting CDC...
[2025-12-22T20:18:39.297222] [INFO ] [sig       ] Generating forecast for: CDC
[2025-12-22T20:18:39.297253] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDC' from 'https://tdm.silogroup.org/data/derivative_storage/CDC.csv'.
[2025-12-22T20:18:39.307485] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDC'.
[2025-12-22T20:18:39.307822] [INFO ] [FORECASTER] Starting predict_future for CDC
[2025-12-22T20:18:39.308612] [DEBUG] [LOCAL     ] No optimal features file found for CDC: ./output/feature-sets/CDC.txt
[2025-12-22T20:18:39.308665] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:18:39.308698] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:18:39.308726] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:18:39.308782] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:18:39.367278] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:18:39.367959] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:18:39.368035] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:18:39.368068] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:18:39.487286] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:18:39.487427] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:18:39.487465] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:18:39.487495] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:18:39.490840] [DEBUG] [FORECASTER] CDC: Forecast T+1@11:T+2@11: DOWN (p=4.77%)
[2025-12-22T20:18:39.491107] [INFO ] [FORECASTER] Completed predict_future for CDC
[2025-12-22T20:18:39.491232] [INFO ] [sig       ] CDC: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:18:39.628940] [INFO ] [LOCAL     ] Saved forecast: CDC	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/CDC.txt
[2025-12-22T20:18:39.632369] [INFO ] [sig       ] [631/3560] Completed CDC in 0.3s | 2.93 sym/s | Total: 3.6m | ETA: 16.7m
[2025-12-22T20:18:39.632427] [INFO ] [sig       ] [632/3560] Forecasting CDE...
[2025-12-22T20:18:39.632457] [INFO ] [sig       ] Generating forecast for: CDE
[2025-12-22T20:18:39.632487] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDE' from 'https://tdm.silogroup.org/data/derivative_storage/CDE.csv'.
[2025-12-22T20:18:39.644377] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDE'.
[2025-12-22T20:18:39.644713] [INFO ] [FORECASTER] Starting predict_future for CDE
[2025-12-22T20:18:39.645469] [DEBUG] [LOCAL     ] No optimal features file found for CDE: ./output/feature-sets/CDE.txt
[2025-12-22T20:18:39.645533] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:18:39.645565] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:18:39.645622] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:18:39.645679] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:18:39.704081] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:18:39.704873] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:18:39.704999] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:18:39.705035] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:18:39.827830] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:18:39.827964] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:18:39.828003] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:18:39.828033] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:18:39.831418] [DEBUG] [FORECASTER] CDE: Forecast T+1@11:T+2@11: UP (p=90.81%)
[2025-12-22T20:18:39.831704] [INFO ] [FORECASTER] Completed predict_future for CDE
[2025-12-22T20:18:39.831827] [INFO ] [sig       ] CDE: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:18:39.969882] [INFO ] [LOCAL     ] Saved forecast: CDE	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/CDE.txt
[2025-12-22T20:18:39.970005] [INFO ] [sig       ] [632/3560] Completed CDE in 0.3s | 2.93 sym/s | Total: 3.6m | ETA: 16.7m
[2025-12-22T20:18:39.970044] [INFO ] [sig       ] [633/3560] Forecasting CDIO...
[2025-12-22T20:18:39.970075] [INFO ] [sig       ] Generating forecast for: CDIO
[2025-12-22T20:18:39.970105] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDIO' from 'https://tdm.silogroup.org/data/derivative_storage/CDIO.csv'.
[2025-12-22T20:18:39.980763] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDIO'.
[2025-12-22T20:18:39.981065] [INFO ] [FORECASTER] Starting predict_future for CDIO
[2025-12-22T20:18:39.981883] [DEBUG] [LOCAL     ] No optimal features file found for CDIO: ./output/feature-sets/CDIO.txt
[2025-12-22T20:18:39.981940] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:18:39.981974] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:18:39.982002] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:18:39.982059] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:18:40.040217] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:18:40.040872] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:18:40.040948] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:18:40.040981] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:18:40.168862] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:18:40.169016] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:18:40.169077] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:18:40.169110] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:18:40.172456] [DEBUG] [FORECASTER] CDIO: Forecast T+1@11:T+2@11: DOWN (p=49.49%)
[2025-12-22T20:18:40.172739] [INFO ] [FORECASTER] Completed predict_future for CDIO
[2025-12-22T20:18:40.172859] [INFO ] [sig       ] CDIO: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:18:40.308139] [INFO ] [LOCAL     ] Saved forecast: CDIO	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/CDIO.txt
[2025-12-22T20:18:40.308251] [INFO ] [sig       ] [633/3560] Completed CDIO in 0.3s | 2.93 sym/s | Total: 3.6m | ETA: 16.7m
[2025-12-22T20:18:40.308289] [INFO ] [sig       ] [634/3560] Forecasting CDL...
[2025-12-22T20:18:40.308319] [INFO ] [sig       ] Generating forecast for: CDL
[2025-12-22T20:18:40.308349] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDL' from 'https://tdm.silogroup.org/data/derivative_storage/CDL.csv'.
[2025-12-22T20:18:40.318803] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDL'.
[2025-12-22T20:18:40.319131] [INFO ] [FORECASTER] Starting predict_future for CDL
[2025-12-22T20:18:40.319900] [DEBUG] [LOCAL     ] No optimal features file found for CDL: ./output/feature-sets/CDL.txt
[2025-12-22T20:18:40.319950] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:18:40.319981] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:18:40.320008] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:18:40.320063] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:18:40.375871] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:18:40.376473] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:18:40.376550] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:18:40.376598] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:18:40.491323] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:18:40.491485] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:18:40.491526] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:18:40.491562] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:18:40.495023] [DEBUG] [FORECASTER] CDL: Forecast T+1@11:T+2@11: UP (p=88.58%)
[2025-12-22T20:18:40.495291] [INFO ] [FORECASTER] Completed predict_future for CDL
[2025-12-22T20:18:40.495415] [INFO ] [sig       ] CDL: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:18:40.630830] [INFO ] [LOCAL     ] Saved forecast: CDL	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/CDL.txt
[2025-12-22T20:18:40.630984] [INFO ] [sig       ] [634/3560] Completed CDL in 0.3s | 2.93 sym/s | Total: 3.6m | ETA: 16.7m
[2025-12-22T20:18:40.631037] [INFO ] [sig       ] [635/3560] Forecasting CDNA...
[2025-12-22T20:18:40.631070] [INFO ] [sig       ] Generating forecast for: CDNA
[2025-12-22T20:18:40.631102] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDNA' from 'https://tdm.silogroup.org/data/derivative_storage/CDNA.csv'.
[2025-12-22T20:18:40.642178] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDNA'.
[2025-12-22T20:18:40.642530] [INFO ] [FORECASTER] Starting predict_future for CDNA
[2025-12-22T20:18:40.643340] [DEBUG] [LOCAL     ] No optimal features file found for CDNA: ./output/feature-sets/CDNA.txt
[2025-12-22T20:18:40.643393] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:18:40.643425] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:18:40.643453] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:18:40.643510] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:18:40.702335] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:18:40.703235] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:18:40.703325] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:18:40.703358] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:18:40.821852] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:18:40.822004] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:18:40.822045] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:18:40.822075] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:18:40.825432] [DEBUG] [FORECASTER] CDNA: Forecast T+1@11:T+2@11: DOWN (p=14.48%)
[2025-12-22T20:18:40.825747] [INFO ] [FORECASTER] Completed predict_future for CDNA
[2025-12-22T20:18:40.825878] [INFO ] [sig       ] CDNA: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:18:40.968364] [INFO ] [LOCAL     ] Saved forecast: CDNA	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/CDNA.txt
[2025-12-22T20:18:40.968595] [INFO ] [sig       ] [635/3560] Completed CDNA in 0.3s | 2.93 sym/s | Total: 3.6m | ETA: 16.7m
[2025-12-22T20:18:40.968658] [INFO ] [sig       ] [636/3560] Forecasting CDNS...
[2025-12-22T20:18:40.968705] [INFO ] [sig       ] Generating forecast for: CDNS
[2025-12-22T20:18:40.968750] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDNS' from 'https://tdm.silogroup.org/data/derivative_storage/CDNS.csv'.
[2025-12-22T20:18:40.980452] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDNS'.
[2025-12-22T20:18:40.980832] [INFO ] [FORECASTER] Starting predict_future for CDNS
[2025-12-22T20:18:40.981714] [DEBUG] [LOCAL     ] No optimal features file found for CDNS: ./output/feature-sets/CDNS.txt
[2025-12-22T20:18:40.981768] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:18:40.981801] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:18:40.981828] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:18:40.981884] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:18:41.040045] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:18:41.041130] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:18:41.041212] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:18:41.041245] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:18:41.161060] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:18:41.161210] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:18:41.161249] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:18:41.161277] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:18:41.164615] [DEBUG] [FORECASTER] CDNS: Forecast T+1@11:T+2@11: UP (p=66.45%)
[2025-12-22T20:18:41.164885] [INFO ] [FORECASTER] Completed predict_future for CDNS
[2025-12-22T20:18:41.165010] [INFO ] [sig       ] CDNS: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:18:41.304186] [INFO ] [LOCAL     ] Saved forecast: CDNS	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/CDNS.txt
[2025-12-22T20:18:41.304344] [INFO ] [sig       ] [636/3560] Completed CDNS in 0.3s | 2.93 sym/s | Total: 3.6m | ETA: 16.6m
[2025-12-22T20:18:41.304393] [INFO ] [sig       ] [637/3560] Forecasting CDP...
[2025-12-22T20:18:41.304427] [INFO ] [sig       ] Generating forecast for: CDP
[2025-12-22T20:18:41.304458] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDP' from 'https://tdm.silogroup.org/data/derivative_storage/CDP.csv'.
[2025-12-22T20:18:41.315269] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDP'.
[2025-12-22T20:18:41.315696] [INFO ] [FORECASTER] Starting predict_future for CDP
[2025-12-22T20:18:41.316462] [DEBUG] [LOCAL     ] No optimal features file found for CDP: ./output/feature-sets/CDP.txt
[2025-12-22T20:18:41.316513] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:18:41.316545] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:18:41.316596] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:18:41.316656] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:18:41.373130] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:18:41.373993] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:18:41.374083] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:18:41.374115] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:18:41.491746] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:18:41.491919] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:18:41.491958] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:18:41.491987] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:18:41.495279] [DEBUG] [FORECASTER] CDP: Forecast T+1@11:T+2@11: UP (p=59.84%)
[2025-12-22T20:18:41.495559] [INFO ] [FORECASTER] Completed predict_future for CDP
[2025-12-22T20:18:41.495698] [INFO ] [sig       ] CDP: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:18:41.631326] [INFO ] [LOCAL     ] Saved forecast: CDP	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/CDP.txt
[2025-12-22T20:18:41.631459] [INFO ] [sig       ] [637/3560] Completed CDP in 0.3s | 2.93 sym/s | Total: 3.6m | ETA: 16.6m
[2025-12-22T20:18:41.631500] [INFO ] [sig       ] [638/3560] Forecasting CDRE...
[2025-12-22T20:18:41.631529] [INFO ] [sig       ] Generating forecast for: CDRE
[2025-12-22T20:18:41.631561] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDRE' from 'https://tdm.silogroup.org/data/derivative_storage/CDRE.csv'.
[2025-12-22T20:18:41.642499] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDRE'.
[2025-12-22T20:18:41.642881] [INFO ] [FORECASTER] Starting predict_future for CDRE
[2025-12-22T20:18:41.643686] [DEBUG] [LOCAL     ] No optimal features file found for CDRE: ./output/feature-sets/CDRE.txt
[2025-12-22T20:18:41.643739] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:18:41.643772] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:18:41.643800] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:18:41.643858] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:18:41.702321] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:18:41.703235] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:18:41.703318] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:18:41.703350] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:18:41.829174] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:18:41.829322] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:18:41.829362] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:18:41.829391] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:18:41.832684] [DEBUG] [FORECASTER] CDRE: Forecast T+1@11:T+2@11: UP (p=67.12%)
[2025-12-22T20:18:41.832946] [INFO ] [FORECASTER] Completed predict_future for CDRE
[2025-12-22T20:18:41.833063] [INFO ] [sig       ] CDRE: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:18:41.968932] [INFO ] [LOCAL     ] Saved forecast: CDRE	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/CDRE.txt
[2025-12-22T20:18:41.969115] [INFO ] [sig       ] [638/3560] Completed CDRE in 0.3s | 2.93 sym/s | Total: 3.6m | ETA: 16.6m
[2025-12-22T20:18:41.969155] [INFO ] [sig       ] [639/3560] Forecasting CDRO...
[2025-12-22T20:18:41.969185] [INFO ] [sig       ] Generating forecast for: CDRO
[2025-12-22T20:18:41.969215] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDRO' from 'https://tdm.silogroup.org/data/derivative_storage/CDRO.csv'.
[2025-12-22T20:18:41.980084] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDRO'.
[2025-12-22T20:18:41.980488] [INFO ] [FORECASTER] Starting predict_future for CDRO
[2025-12-22T20:18:41.981318] [DEBUG] [LOCAL     ] No optimal features file found for CDRO: ./output/feature-sets/CDRO.txt
[2025-12-22T20:18:41.981374] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:18:41.981469] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:18:41.981507] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:18:41.981610] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:18:42.041685] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:18:42.042647] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:18:42.042737] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:18:42.042774] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:18:42.165648] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:18:42.165815] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:18:42.165857] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:18:42.165886] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:18:42.169424] [DEBUG] [FORECASTER] CDRO: Forecast T+1@11:T+2@11: DOWN (p=28.20%)
[2025-12-22T20:18:42.169727] [INFO ] [FORECASTER] Completed predict_future for CDRO
[2025-12-22T20:18:42.169861] [INFO ] [sig       ] CDRO: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:18:42.308187] [INFO ] [LOCAL     ] Saved forecast: CDRO	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/CDRO.txt
[2025-12-22T20:18:42.308330] [INFO ] [sig       ] [639/3560] Completed CDRO in 0.3s | 2.93 sym/s | Total: 3.6m | ETA: 16.6m
[2025-12-22T20:18:42.308369] [INFO ] [sig       ] [640/3560] Forecasting CDTX...
[2025-12-22T20:18:42.308400] [INFO ] [sig       ] Generating forecast for: CDTX
[2025-12-22T20:18:42.308430] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDTX' from 'https://tdm.silogroup.org/data/derivative_storage/CDTX.csv'.
[2025-12-22T20:18:42.319732] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDTX'.
[2025-12-22T20:18:42.320126] [INFO ] [FORECASTER] Starting predict_future for CDTX
[2025-12-22T20:18:42.320923] [DEBUG] [LOCAL     ] No optimal features file found for CDTX: ./output/feature-sets/CDTX.txt
[2025-12-22T20:18:42.320975] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:18:42.321006] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:18:42.321032] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:18:42.321091] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:18:42.377242] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:18:42.378138] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:18:42.378220] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:18:42.378253] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:18:42.513887] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:18:42.514088] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:18:42.514142] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:18:42.514175] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:18:42.518295] [DEBUG] [FORECASTER] CDTX: Forecast T+1@11:T+2@11: DOWN (p=18.56%)
[2025-12-22T20:18:42.518646] [INFO ] [FORECASTER] Completed predict_future for CDTX
[2025-12-22T20:18:42.518792] [INFO ] [sig       ] CDTX: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:18:42.658220] [INFO ] [LOCAL     ] Saved forecast: CDTX	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/CDTX.txt
[2025-12-22T20:18:42.658359] [INFO ] [sig       ] [640/3560] Completed CDTX in 0.3s | 2.93 sym/s | Total: 3.6m | ETA: 16.6m
[2025-12-22T20:18:42.658400] [INFO ] [sig       ] [641/3560] Forecasting CDXS...
[2025-12-22T20:18:42.658431] [INFO ] [sig       ] Generating forecast for: CDXS
[2025-12-22T20:18:42.658461] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDXS' from 'https://tdm.silogroup.org/data/derivative_storage/CDXS.csv'.
[2025-12-22T20:18:42.669799] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDXS'.
[2025-12-22T20:18:42.670188] [INFO ] [FORECASTER] Starting predict_future for CDXS
[2025-12-22T20:18:42.671028] [DEBUG] [LOCAL     ] No optimal features file found for CDXS: ./output/feature-sets/CDXS.txt
[2025-12-22T20:18:42.671080] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:18:42.671113] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:18:42.671140] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:18:42.671195] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:18:42.727111] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:18:42.728074] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:18:42.728160] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:18:42.728193] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:18:42.847637] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:18:42.847790] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:18:42.847830] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:18:42.847858] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:18:42.851223] [DEBUG] [FORECASTER] CDXS: Forecast T+1@11:T+2@11: DOWN (p=42.69%)
[2025-12-22T20:18:42.851525] [INFO ] [FORECASTER] Completed predict_future for CDXS
[2025-12-22T20:18:42.851663] [INFO ] [sig       ] CDXS: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:18:42.986059] [INFO ] [LOCAL     ] Saved forecast: CDXS	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/CDXS.txt
[2025-12-22T20:18:42.986199] [INFO ] [sig       ] [641/3560] Completed CDXS in 0.3s | 2.93 sym/s | Total: 3.6m | ETA: 16.6m
[2025-12-22T20:18:42.986239] [INFO ] [sig       ] [642/3560] Forecasting CDZI...
[2025-12-22T20:18:42.986270] [INFO ] [sig       ] Generating forecast for: CDZI
[2025-12-22T20:18:42.986301] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDZI' from 'https://tdm.silogroup.org/data/derivative_storage/CDZI.csv'.
[2025-12-22T20:18:42.999375] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDZI'.
[2025-12-22T20:18:42.999943] [INFO ] [FORECASTER] Starting predict_future for CDZI
[2025-12-22T20:18:43.000863] [DEBUG] [LOCAL     ] No optimal features file found for CDZI: ./output/feature-sets/CDZI.txt
[2025-12-22T20:18:43.000918] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:18:43.000951] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:18:43.000978] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:18:43.001037] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:18:43.057922] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:18:43.059133] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:18:43.059233] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:18:43.059267] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:18:43.184013] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:18:43.184245] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:18:43.184292] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:18:43.184411] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:18:43.189101] [DEBUG] [FORECASTER] CDZI: Forecast T+1@11:T+2@11: DOWN (p=46.31%)
[2025-12-22T20:18:43.189538] [INFO ] [FORECASTER] Completed predict_future for CDZI
[2025-12-22T20:18:43.189748] [INFO ] [sig       ] CDZI: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:18:43.328968] [INFO ] [LOCAL     ] Saved forecast: CDZI	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/CDZI.txt
[2025-12-22T20:18:43.329183] [INFO ] [sig       ] [642/3560] Completed CDZI in 0.3s | 2.93 sym/s | Total: 3.7m | ETA: 16.6m
[2025-12-22T20:18:43.329228] [INFO ] [sig       ] [643/3560] Forecasting CE...
[2025-12-22T20:18:43.329259] [INFO ] [sig       ] Generating forecast for: CE
[2025-12-22T20:18:43.329291] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CE' from 'https://tdm.silogroup.org/data/derivative_storage/CE.csv'.
[2025-12-22T20:18:43.341923] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CE'.
[2025-12-22T20:18:43.342362] [INFO ] [FORECASTER] Starting predict_future for CE
[2025-12-22T20:18:43.343269] [DEBUG] [LOCAL     ] No optimal features file found for CE: ./output/feature-sets/CE.txt
[2025-12-22T20:18:43.343322] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:18:43.343375] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:18:43.343403] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:18:43.343459] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:18:43.400094] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:18:43.401080] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:18:43.401172] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:18:43.401204] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:18:43.526368] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:18:43.526610] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:18:43.526656] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:18:43.526686] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:18:43.530483] [DEBUG] [FORECASTER] CE: Forecast T+1@11:T+2@11: UP (p=70.41%)
[2025-12-22T20:18:43.530796] [INFO ] [FORECASTER] Completed predict_future for CE
[2025-12-22T20:18:43.530932] [INFO ] [sig       ] CE: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:18:43.670876] [INFO ] [LOCAL     ] Saved forecast: CE	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/CE.txt
[2025-12-22T20:18:43.671092] [INFO ] [sig       ] [643/3560] Completed CE in 0.3s | 2.93 sym/s | Total: 3.7m | ETA: 16.6m
[2025-12-22T20:18:43.671135] [INFO ] [sig       ] [644/3560] Forecasting CECO...
[2025-12-22T20:18:43.671166] [INFO ] [sig       ] Generating forecast for: CECO
[2025-12-22T20:18:43.671197] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CECO' from 'https://tdm.silogroup.org/data/derivative_storage/CECO.csv'.
[2025-12-22T20:18:43.686615] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CECO'.
[2025-12-22T20:18:43.687040] [INFO ] [FORECASTER] Starting predict_future for CECO
[2025-12-22T20:18:43.687935] [DEBUG] [LOCAL     ] No optimal features file found for CECO: ./output/feature-sets/CECO.txt
[2025-12-22T20:18:43.687987] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:18:43.688019] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:18:43.688045] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:18:43.688103] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:18:43.744441] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:18:43.745378] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:18:43.745467] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:18:43.745500] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:18:43.873468] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:18:43.873718] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:18:43.873764] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:18:43.873802] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:18:43.878316] [DEBUG] [FORECASTER] CECO: Forecast T+1@11:T+2@11: DOWN (p=46.93%)
[2025-12-22T20:18:43.878729] [INFO ] [FORECASTER] Completed predict_future for CECO
[2025-12-22T20:18:43.878896] [INFO ] [sig       ] CECO: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:18:44.027199] [INFO ] [LOCAL     ] Saved forecast: CECO	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/CECO.txt
[2025-12-22T20:18:44.027420] [INFO ] [sig       ] [644/3560] Completed CECO in 0.4s | 2.93 sym/s | Total: 3.7m | ETA: 16.6m
[2025-12-22T20:18:44.027471] [INFO ] [sig       ] [645/3560] Forecasting CEG...
[2025-12-22T20:18:44.027518] [INFO ] [sig       ] Generating forecast for: CEG
[2025-12-22T20:18:44.027556] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CEG' from 'https://tdm.silogroup.org/data/derivative_storage/CEG.csv'.
[2025-12-22T20:18:44.041960] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CEG'.
[2025-12-22T20:18:44.042638] [INFO ] [FORECASTER] Starting predict_future for CEG
[2025-12-22T20:18:44.043638] [DEBUG] [LOCAL     ] No optimal features file found for CEG: ./output/feature-sets/CEG.txt
[2025-12-22T20:18:44.043696] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:18:44.043732] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:18:44.043761] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:18:44.043821] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:18:44.103716] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:18:44.104843] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:18:44.104940] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:18:44.104975] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:18:44.244480] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:18:44.244793] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:18:44.244843] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:18:44.244875] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:18:44.249157] [DEBUG] [FORECASTER] CEG: Forecast T+1@11:T+2@11: DOWN (p=6.02%)
[2025-12-22T20:18:44.249535] [INFO ] [FORECASTER] Completed predict_future for CEG
[2025-12-22T20:18:44.249702] [INFO ] [sig       ] CEG: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:18:44.393538] [INFO ] [LOCAL     ] Saved forecast: CEG	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/CEG.txt
[2025-12-22T20:18:44.393769] [INFO ] [sig       ] [645/3560] Completed CEG in 0.4s | 2.93 sym/s | Total: 3.7m | ETA: 16.6m
[2025-12-22T20:18:44.393810] [INFO ] [sig       ] [646/3560] Forecasting CELC...
[2025-12-22T20:18:44.393839] [INFO ] [sig       ] Generating forecast for: CELC
[2025-12-22T20:18:44.393870] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CELC' from 'https://tdm.silogroup.org/data/derivative_storage/CELC.csv'.
[2025-12-22T20:18:44.407297] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CELC'.
[2025-12-22T20:18:44.407854] [INFO ] [FORECASTER] Starting predict_future for CELC
[2025-12-22T20:18:44.408788] [DEBUG] [LOCAL     ] No optimal features file found for CELC: ./output/feature-sets/CELC.txt
[2025-12-22T20:18:44.408840] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:18:44.408872] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:18:44.408898] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:18:44.408955] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:18:44.465622] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:18:44.466801] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:18:44.466901] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:18:44.466933] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:18:44.588423] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:18:44.588691] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:18:44.588740] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:18:44.588772] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:18:44.592856] [DEBUG] [FORECASTER] CELC: Forecast T+1@11:T+2@11: UP (p=93.12%)
[2025-12-22T20:18:44.593179] [INFO ] [FORECASTER] Completed predict_future for CELC
[2025-12-22T20:18:44.593324] [INFO ] [sig       ] CELC: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:18:44.733675] [INFO ] [LOCAL     ] Saved forecast: CELC	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/CELC.txt
[2025-12-22T20:18:44.733896] [INFO ] [sig       ] [646/3560] Completed CELC in 0.3s | 2.93 sym/s | Total: 3.7m | ETA: 16.6m
[2025-12-22T20:18:44.733958] [INFO ] [sig       ] [647/3560] Forecasting CELH...
[2025-12-22T20:18:44.733998] [INFO ] [sig       ] Generating forecast for: CELH
[2025-12-22T20:18:44.734056] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CELH' from 'https://tdm.silogroup.org/data/derivative_storage/CELH.csv'.
[2025-12-22T20:18:44.748081] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CELH'.
[2025-12-22T20:18:44.748645] [INFO ] [FORECASTER] Starting predict_future for CELH
[2025-12-22T20:18:44.749643] [DEBUG] [LOCAL     ] No optimal features file found for CELH: ./output/feature-sets/CELH.txt
[2025-12-22T20:18:44.749697] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:18:44.749765] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:18:44.749797] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:18:44.749857] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:18:44.808185] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:18:44.809242] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:18:44.809336] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:18:44.809371] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:18:44.930976] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:18:44.931202] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:18:44.931251] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:18:44.931282] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:18:44.935272] [DEBUG] [FORECASTER] CELH: Forecast T+1@11:T+2@11: DOWN (p=12.56%)
[2025-12-22T20:18:44.935613] [INFO ] [FORECASTER] Completed predict_future for CELH
[2025-12-22T20:18:44.935752] [INFO ] [sig       ] CELH: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:18:45.078982] [INFO ] [LOCAL     ] Saved forecast: CELH	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/CELH.txt
[2025-12-22T20:18:45.079226] [INFO ] [sig       ] [647/3560] Completed CELH in 0.3s | 2.93 sym/s | Total: 3.7m | ETA: 16.6m
[2025-12-22T20:18:45.079274] [INFO ] [sig       ] [648/3560] Forecasting CELZ...
[2025-12-22T20:18:45.079306] [INFO ] [sig       ] Generating forecast for: CELZ
[2025-12-22T20:18:45.079342] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CELZ' from 'https://tdm.silogroup.org/data/derivative_storage/CELZ.csv'.
[2025-12-22T20:18:45.092031] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CELZ'.
[2025-12-22T20:18:45.092539] [INFO ] [FORECASTER] Starting predict_future for CELZ
[2025-12-22T20:18:45.093476] [DEBUG] [LOCAL     ] No optimal features file found for CELZ: ./output/feature-sets/CELZ.txt
[2025-12-22T20:18:45.093562] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:18:45.093627] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:18:45.093656] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:18:45.093714] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:18:45.152080] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:18:45.153207] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:18:45.153302] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:18:45.153334] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:18:45.271131] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:18:45.271371] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:18:45.271418] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:18:45.271446] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:18:45.275314] [DEBUG] [FORECASTER] CELZ: Forecast T+1@11:T+2@11: UP (p=84.29%)
[2025-12-22T20:18:45.275676] [INFO ] [FORECASTER] Completed predict_future for CELZ
[2025-12-22T20:18:45.275851] [INFO ] [sig       ] CELZ: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:18:45.428269] [INFO ] [LOCAL     ] Saved forecast: CELZ	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/CELZ.txt
[2025-12-22T20:18:45.428513] [INFO ] [sig       ] [648/3560] Completed CELZ in 0.3s | 2.93 sym/s | Total: 3.7m | ETA: 16.6m
[2025-12-22T20:18:45.428558] [INFO ] [sig       ] [649/3560] Forecasting CENTA...
[2025-12-22T20:18:45.428629] [INFO ] [sig       ] Generating forecast for: CENTA
[2025-12-22T20:18:45.428674] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CENTA' from 'https://tdm.silogroup.org/data/derivative_storage/CENTA.csv'.
[2025-12-22T20:18:45.441674] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CENTA'.
[2025-12-22T20:18:45.442183] [INFO ] [FORECASTER] Starting predict_future for CENTA
[2025-12-22T20:18:45.443166] [DEBUG] [LOCAL     ] No optimal features file found for CENTA: ./output/feature-sets/CENTA.txt
[2025-12-22T20:18:45.443221] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:18:45.443255] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:18:45.443285] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:18:45.443345] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:18:45.502494] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:18:45.503666] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:18:45.503803] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:18:45.503840] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:18:45.625050] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:18:45.625212] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:18:45.625254] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:18:45.625283] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:18:45.628657] [DEBUG] [FORECASTER] CENTA: Forecast T+1@11:T+2@11: DOWN (p=2.34%)
[2025-12-22T20:18:45.628925] [INFO ] [FORECASTER] Completed predict_future for CENTA
[2025-12-22T20:18:45.629074] [INFO ] [sig       ] CENTA: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:18:45.762662] [INFO ] [LOCAL     ] Saved forecast: CENTA	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/CENTA.txt
[2025-12-22T20:18:45.762809] [INFO ] [sig       ] [649/3560] Completed CENTA in 0.3s | 2.93 sym/s | Total: 3.7m | ETA: 16.6m
[2025-12-22T20:18:45.762848] [INFO ] [sig       ] [650/3560] Forecasting CENX...
[2025-12-22T20:18:45.762878] [INFO ] [sig       ] Generating forecast for: CENX
[2025-12-22T20:18:45.762909] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CENX' from 'https://tdm.silogroup.org/data/derivative_storage/CENX.csv'.
[2025-12-22T20:18:45.773315] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CENX'.
[2025-12-22T20:18:45.773634] [INFO ] [FORECASTER] Starting predict_future for CENX
[2025-12-22T20:18:45.774381] [DEBUG] [LOCAL     ] No optimal features file found for CENX: ./output/feature-sets/CENX.txt
[2025-12-22T20:18:45.774432] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:18:45.774464] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:18:45.774490] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:18:45.774546] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:18:45.830356] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:18:45.831060] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:18:45.831136] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:18:45.831168] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:18:45.962181] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:18:45.962341] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:18:45.962397] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:18:45.962427] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:18:45.965752] [DEBUG] [FORECASTER] CENX: Forecast T+1@11:T+2@11: UP (p=78.51%)
[2025-12-22T20:18:45.966016] [INFO ] [FORECASTER] Completed predict_future for CENX
[2025-12-22T20:18:45.966136] [INFO ] [sig       ] CENX: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:18:46.099627] [INFO ] [LOCAL     ] Saved forecast: CENX	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/CENX.txt
[2025-12-22T20:18:46.099765] [INFO ] [sig       ] [650/3560] Completed CENX in 0.3s | 2.93 sym/s | Total: 3.7m | ETA: 16.6m
[2025-12-22T20:18:46.099804] [INFO ] [sig       ] [651/3560] Forecasting CERS...
[2025-12-22T20:18:46.099833] [INFO ] [sig       ] Generating forecast for: CERS
[2025-12-22T20:18:46.099863] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CERS' from 'https://tdm.silogroup.org/data/derivative_storage/CERS.csv'.
[2025-12-22T20:18:46.110358] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CERS'.
[2025-12-22T20:18:46.110673] [INFO ] [FORECASTER] Starting predict_future for CERS
[2025-12-22T20:18:46.111433] [DEBUG] [LOCAL     ] No optimal features file found for CERS: ./output/feature-sets/CERS.txt
[2025-12-22T20:18:46.111484] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:18:46.111515] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:18:46.111541] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:18:46.111613] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:18:46.166907] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:18:46.167749] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:18:46.167830] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:18:46.167863] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:18:46.283285] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:18:46.283438] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:18:46.283477] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:18:46.283505] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:18:46.286801] [DEBUG] [FORECASTER] CERS: Forecast T+1@11:T+2@11: DOWN (p=27.03%)
[2025-12-22T20:18:46.287062] [INFO ] [FORECASTER] Completed predict_future for CERS
[2025-12-22T20:18:46.287179] [INFO ] [sig       ] CERS: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:18:46.422152] [INFO ] [LOCAL     ] Saved forecast: CERS	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/CERS.txt
[2025-12-22T20:18:46.422310] [INFO ] [sig       ] [651/3560] Completed CERS in 0.3s | 2.93 sym/s | Total: 3.7m | ETA: 16.6m
[2025-12-22T20:18:46.422350] [INFO ] [sig       ] [652/3560] Forecasting CETX...
[2025-12-22T20:18:46.422381] [INFO ] [sig       ] Generating forecast for: CETX
[2025-12-22T20:18:46.422418] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CETX' from 'https://tdm.silogroup.org/data/derivative_storage/CETX.csv'.
[2025-12-22T20:18:46.433850] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CETX'.
[2025-12-22T20:18:46.434244] [INFO ] [FORECASTER] Starting predict_future for CETX
[2025-12-22T20:18:46.435049] [DEBUG] [LOCAL     ] No optimal features file found for CETX: ./output/feature-sets/CETX.txt
[2025-12-22T20:18:46.435101] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:18:46.435135] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:18:46.435162] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:18:46.435217] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:18:46.493866] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:18:46.494705] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:18:46.494800] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:18:46.494833] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:18:46.606929] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:18:46.607085] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:18:46.607125] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:18:46.607155] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:18:46.610670] [DEBUG] [FORECASTER] CETX: Forecast T+1@11:T+2@11: DOWN (p=19.82%)
[2025-12-22T20:18:46.610951] [INFO ] [FORECASTER] Completed predict_future for CETX
[2025-12-22T20:18:46.611077] [INFO ] [sig       ] CETX: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:18:46.753646] [INFO ] [LOCAL     ] Saved forecast: CETX	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/CETX.txt
[2025-12-22T20:18:46.753843] [INFO ] [sig       ] [652/3560] Completed CETX in 0.3s | 2.93 sym/s | Total: 3.7m | ETA: 16.6m
[2025-12-22T20:18:46.753887] [INFO ] [sig       ] [653/3560] Forecasting CEVA...
[2025-12-22T20:18:46.753948] [INFO ] [sig       ] Generating forecast for: CEVA
[2025-12-22T20:18:46.753990] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CEVA' from 'https://tdm.silogroup.org/data/derivative_storage/CEVA.csv'.
[2025-12-22T20:18:46.765412] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CEVA'.
[2025-12-22T20:18:46.765858] [INFO ] [FORECASTER] Starting predict_future for CEVA
[2025-12-22T20:18:46.766662] [DEBUG] [LOCAL     ] No optimal features file found for CEVA: ./output/feature-sets/CEVA.txt
[2025-12-22T20:18:46.766714] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:18:46.766747] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:18:46.766774] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:18:46.766832] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:18:46.826218] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:18:46.827130] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:18:46.827215] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:18:46.827248] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:18:46.952345] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:18:46.952507] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:18:46.952548] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:18:46.952596] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:18:46.956084] [DEBUG] [FORECASTER] CEVA: Forecast T+1@11:T+2@11: UP (p=90.11%)
[2025-12-22T20:18:46.956408] [INFO ] [FORECASTER] Completed predict_future for CEVA
[2025-12-22T20:18:46.956595] [INFO ] [sig       ] CEVA: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:18:47.093043] [INFO ] [LOCAL     ] Saved forecast: CEVA	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/CEVA.txt
[2025-12-22T20:18:47.093166] [INFO ] [sig       ] [653/3560] Completed CEVA in 0.3s | 2.93 sym/s | Total: 3.7m | ETA: 16.6m
[2025-12-22T20:18:47.093204] [INFO ] [sig       ] [654/3560] Forecasting CF...
[2025-12-22T20:18:47.093233] [INFO ] [sig       ] Generating forecast for: CF
[2025-12-22T20:18:47.093263] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CF' from 'https://tdm.silogroup.org/data/derivative_storage/CF.csv'.
[2025-12-22T20:18:47.104067] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CF'.
[2025-12-22T20:18:47.104368] [INFO ] [FORECASTER] Starting predict_future for CF
[2025-12-22T20:18:47.105144] [DEBUG] [LOCAL     ] No optimal features file found for CF: ./output/feature-sets/CF.txt
[2025-12-22T20:18:47.105196] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:18:47.105243] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:18:47.105272] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:18:47.105327] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:18:47.161673] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:18:47.162284] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:18:47.162359] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:18:47.162390] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:18:47.279515] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:18:47.279693] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:18:47.279733] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:18:47.279762] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:18:47.283022] [DEBUG] [FORECASTER] CF: Forecast T+1@11:T+2@11: DOWN (p=18.56%)
[2025-12-22T20:18:47.283282] [INFO ] [FORECASTER] Completed predict_future for CF
[2025-12-22T20:18:47.283403] [INFO ] [sig       ] CF: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:18:47.478504] [INFO ] [LOCAL     ] Saved forecast: CF	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/CF.txt
[2025-12-22T20:18:47.478701] [INFO ] [sig       ] [654/3560] Completed CF in 0.4s | 2.93 sym/s | Total: 3.7m | ETA: 16.5m
[2025-12-22T20:18:47.478749] [INFO ] [sig       ] [655/3560] Forecasting CFFN...
[2025-12-22T20:18:47.478780] [INFO ] [sig       ] Generating forecast for: CFFN
[2025-12-22T20:18:47.478813] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CFFN' from 'https://tdm.silogroup.org/data/derivative_storage/CFFN.csv'.
[2025-12-22T20:18:47.490672] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CFFN'.
[2025-12-22T20:18:47.491101] [INFO ] [FORECASTER] Starting predict_future for CFFN
[2025-12-22T20:18:47.492000] [DEBUG] [LOCAL     ] No optimal features file found for CFFN: ./output/feature-sets/CFFN.txt
[2025-12-22T20:18:47.492053] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:18:47.492088] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:18:47.492115] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:18:47.492172] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:18:47.550380] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:18:47.551303] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:18:47.551388] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:18:47.551422] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:18:47.671232] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:18:47.671388] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:18:47.671430] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:18:47.671462] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:18:47.675019] [DEBUG] [FORECASTER] CFFN: Forecast T+1@11:T+2@11: UP (p=92.75%)
[2025-12-22T20:18:47.675326] [INFO ] [FORECASTER] Completed predict_future for CFFN
[2025-12-22T20:18:47.675462] [INFO ] [sig       ] CFFN: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:18:47.817866] [INFO ] [LOCAL     ] Saved forecast: CFFN	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/CFFN.txt
[2025-12-22T20:18:47.818021] [INFO ] [sig       ] [655/3560] Completed CFFN in 0.3s | 2.93 sym/s | Total: 3.7m | ETA: 16.5m
[2025-12-22T20:18:47.818062] [INFO ] [sig       ] [656/3560] Forecasting CFG...
[2025-12-22T20:18:47.818091] [INFO ] [sig       ] Generating forecast for: CFG
[2025-12-22T20:18:47.818121] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CFG' from 'https://tdm.silogroup.org/data/derivative_storage/CFG.csv'.
[2025-12-22T20:18:47.829735] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CFG'.
[2025-12-22T20:18:47.830181] [INFO ] [FORECASTER] Starting predict_future for CFG
[2025-12-22T20:18:47.831059] [DEBUG] [LOCAL     ] No optimal features file found for CFG: ./output/feature-sets/CFG.txt
[2025-12-22T20:18:47.831113] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:18:47.831181] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:18:47.831221] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:18:47.831304] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:18:47.888655] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:18:47.889595] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:18:47.889679] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:18:47.889712] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:18:48.009316] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:18:48.009476] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:18:48.009516] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:18:48.009546] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:18:48.012917] [DEBUG] [FORECASTER] CFG: Forecast T+1@11:T+2@11: UP (p=89.91%)
[2025-12-22T20:18:48.013186] [INFO ] [FORECASTER] Completed predict_future for CFG
[2025-12-22T20:18:48.013311] [INFO ] [sig       ] CFG: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:18:48.157439] [INFO ] [LOCAL     ] Saved forecast: CFG	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/CFG.txt
[2025-12-22T20:18:48.157631] [INFO ] [sig       ] [656/3560] Completed CFG in 0.3s | 2.93 sym/s | Total: 3.7m | ETA: 16.5m
[2025-12-22T20:18:48.157673] [INFO ] [sig       ] [657/3560] Forecasting CFO...
[2025-12-22T20:18:48.157704] [INFO ] [sig       ] Generating forecast for: CFO
[2025-12-22T20:18:48.157733] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CFO' from 'https://tdm.silogroup.org/data/derivative_storage/CFO.csv'.
[2025-12-22T20:18:48.169897] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CFO'.
[2025-12-22T20:18:48.170228] [INFO ] [FORECASTER] Starting predict_future for CFO
[2025-12-22T20:18:48.171031] [DEBUG] [LOCAL     ] No optimal features file found for CFO: ./output/feature-sets/CFO.txt
[2025-12-22T20:18:48.171083] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:18:48.171114] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:18:48.171140] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:18:48.171196] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:18:48.227516] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:18:48.228494] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:18:48.228607] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:18:48.228644] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:18:48.336356] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:18:48.336509] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:18:48.336550] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:18:48.336597] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:18:48.339999] [DEBUG] [FORECASTER] CFO: Forecast T+1@11:T+2@11: UP (p=74.12%)
[2025-12-22T20:18:48.340281] [INFO ] [FORECASTER] Completed predict_future for CFO
[2025-12-22T20:18:48.340403] [INFO ] [sig       ] CFO: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:18:48.475820] [INFO ] [LOCAL     ] Saved forecast: CFO	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/CFO.txt
[2025-12-22T20:18:48.475951] [INFO ] [sig       ] [657/3560] Completed CFO in 0.3s | 2.93 sym/s | Total: 3.7m | ETA: 16.5m
[2025-12-22T20:18:48.475989] [INFO ] [sig       ] [658/3560] Forecasting CG...
[2025-12-22T20:18:48.476018] [INFO ] [sig       ] Generating forecast for: CG
[2025-12-22T20:18:48.476055] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CG' from 'https://tdm.silogroup.org/data/derivative_storage/CG.csv'.
[2025-12-22T20:18:48.486915] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CG'.
[2025-12-22T20:18:48.487210] [INFO ] [FORECASTER] Starting predict_future for CG
[2025-12-22T20:18:48.487984] [DEBUG] [LOCAL     ] No optimal features file found for CG: ./output/feature-sets/CG.txt
[2025-12-22T20:18:48.488035] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:18:48.488067] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:18:48.488095] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:18:48.488151] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:18:48.543263] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:18:48.543894] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:18:48.543970] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:18:48.544001] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:18:48.662704] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:18:48.662821] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:18:48.662860] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:18:48.662888] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:18:48.666146] [DEBUG] [FORECASTER] CG: Forecast T+1@11:T+2@11: DOWN (p=11.19%)
[2025-12-22T20:18:48.666406] [INFO ] [FORECASTER] Completed predict_future for CG
[2025-12-22T20:18:48.666530] [INFO ] [sig       ] CG: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:18:48.800322] [INFO ] [LOCAL     ] Saved forecast: CG	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/CG.txt
[2025-12-22T20:18:48.800462] [INFO ] [sig       ] [658/3560] Completed CG in 0.3s | 2.93 sym/s | Total: 3.7m | ETA: 16.5m
[2025-12-22T20:18:48.800501] [INFO ] [sig       ] [659/3560] Forecasting CGABL...
[2025-12-22T20:18:48.800530] [INFO ] [sig       ] Generating forecast for: CGABL
[2025-12-22T20:18:48.800562] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGABL' from 'https://tdm.silogroup.org/data/derivative_storage/CGABL.csv'.
[2025-12-22T20:18:48.811491] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGABL'.
[2025-12-22T20:18:48.811826] [INFO ] [FORECASTER] Starting predict_future for CGABL
[2025-12-22T20:18:48.812596] [DEBUG] [LOCAL     ] No optimal features file found for CGABL: ./output/feature-sets/CGABL.txt
[2025-12-22T20:18:48.812647] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:18:48.812679] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:18:48.812705] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:18:48.812760] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:18:48.872644] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:18:48.873513] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:18:48.873606] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:18:48.873640] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:18:48.989368] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:18:48.989511] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:18:48.989550] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:18:48.989600] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:18:48.992984] [DEBUG] [FORECASTER] CGABL: Forecast T+1@11:T+2@11: DOWN (p=15.72%)
[2025-12-22T20:18:48.993257] [INFO ] [FORECASTER] Completed predict_future for CGABL
[2025-12-22T20:18:48.993387] [INFO ] [sig       ] CGABL: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:18:49.128877] [INFO ] [LOCAL     ] Saved forecast: CGABL	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/CGABL.txt
[2025-12-22T20:18:49.129006] [INFO ] [sig       ] [659/3560] Completed CGABL in 0.3s | 2.93 sym/s | Total: 3.8m | ETA: 16.5m
[2025-12-22T20:18:49.129062] [INFO ] [sig       ] [660/3560] Forecasting CGBD...
[2025-12-22T20:18:49.129099] [INFO ] [sig       ] Generating forecast for: CGBD
[2025-12-22T20:18:49.129136] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGBD' from 'https://tdm.silogroup.org/data/derivative_storage/CGBD.csv'.
[2025-12-22T20:18:49.140403] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGBD'.
[2025-12-22T20:18:49.140746] [INFO ] [FORECASTER] Starting predict_future for CGBD
[2025-12-22T20:18:49.141492] [DEBUG] [LOCAL     ] No optimal features file found for CGBD: ./output/feature-sets/CGBD.txt
[2025-12-22T20:18:49.141543] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:18:49.141594] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:18:49.141624] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:18:49.141679] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:18:49.197224] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:18:49.197866] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:18:49.197945] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:18:49.197979] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:18:49.312605] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:18:49.312756] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:18:49.312797] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:18:49.312825] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:18:49.316109] [DEBUG] [FORECASTER] CGBD: Forecast T+1@11:T+2@11: UP (p=73.93%)
[2025-12-22T20:18:49.316372] [INFO ] [FORECASTER] Completed predict_future for CGBD
[2025-12-22T20:18:49.316490] [INFO ] [sig       ] CGBD: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:18:49.451182] [INFO ] [LOCAL     ] Saved forecast: CGBD	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/CGBD.txt
[2025-12-22T20:18:49.451317] [INFO ] [sig       ] [660/3560] Completed CGBD in 0.3s | 2.93 sym/s | Total: 3.8m | ETA: 16.5m
[2025-12-22T20:18:49.451355] [INFO ] [sig       ] [661/3560] Forecasting CGC...
[2025-12-22T20:18:49.451384] [INFO ] [sig       ] Generating forecast for: CGC
[2025-12-22T20:18:49.451414] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGC' from 'https://tdm.silogroup.org/data/derivative_storage/CGC.csv'.
[2025-12-22T20:18:49.462131] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGC'.
[2025-12-22T20:18:49.462467] [INFO ] [FORECASTER] Starting predict_future for CGC
[2025-12-22T20:18:49.463264] [DEBUG] [LOCAL     ] No optimal features file found for CGC: ./output/feature-sets/CGC.txt
[2025-12-22T20:18:49.463316] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:18:49.463347] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:18:49.463373] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:18:49.463428] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:18:49.519491] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:18:49.520162] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:18:49.520237] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:18:49.520268] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:18:49.642176] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:18:49.642333] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:18:49.642372] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:18:49.642409] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:18:49.645911] [DEBUG] [FORECASTER] CGC: Forecast T+1@11:T+2@11: UP (p=86.70%)
[2025-12-22T20:18:49.646200] [INFO ] [FORECASTER] Completed predict_future for CGC
[2025-12-22T20:18:49.646330] [INFO ] [sig       ] CGC: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:18:49.790635] [INFO ] [LOCAL     ] Saved forecast: CGC	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/CGC.txt
[2025-12-22T20:18:49.790813] [INFO ] [sig       ] [661/3560] Completed CGC in 0.3s | 2.93 sym/s | Total: 3.8m | ETA: 16.5m
[2025-12-22T20:18:49.790853] [INFO ] [sig       ] [662/3560] Forecasting CGEM...
[2025-12-22T20:18:49.790884] [INFO ] [sig       ] Generating forecast for: CGEM
[2025-12-22T20:18:49.790914] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGEM' from 'https://tdm.silogroup.org/data/derivative_storage/CGEM.csv'.
[2025-12-22T20:18:49.803105] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGEM'.
[2025-12-22T20:18:49.803511] [INFO ] [FORECASTER] Starting predict_future for CGEM
[2025-12-22T20:18:49.804341] [DEBUG] [LOCAL     ] No optimal features file found for CGEM: ./output/feature-sets/CGEM.txt
[2025-12-22T20:18:49.804392] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:18:49.804423] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:18:49.804449] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:18:49.804504] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:18:49.861347] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:18:49.862275] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:18:49.862359] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:18:49.862395] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:18:49.978888] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:18:49.979069] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:18:49.979119] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:18:49.979149] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:18:49.982802] [DEBUG] [FORECASTER] CGEM: Forecast T+1@11:T+2@11: UP (p=85.24%)
[2025-12-22T20:18:49.983092] [INFO ] [FORECASTER] Completed predict_future for CGEM
[2025-12-22T20:18:49.983220] [INFO ] [sig       ] CGEM: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:18:50.119958] [INFO ] [LOCAL     ] Saved forecast: CGEM	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/CGEM.txt
[2025-12-22T20:18:50.120092] [INFO ] [sig       ] [662/3560] Completed CGEM in 0.3s | 2.93 sym/s | Total: 3.8m | ETA: 16.5m
[2025-12-22T20:18:50.120130] [INFO ] [sig       ] [663/3560] Forecasting CGEN...
[2025-12-22T20:18:50.120159] [INFO ] [sig       ] Generating forecast for: CGEN
[2025-12-22T20:18:50.120190] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGEN' from 'https://tdm.silogroup.org/data/derivative_storage/CGEN.csv'.
[2025-12-22T20:18:50.131506] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGEN'.
[2025-12-22T20:18:50.131965] [INFO ] [FORECASTER] Starting predict_future for CGEN
[2025-12-22T20:18:50.132791] [DEBUG] [LOCAL     ] No optimal features file found for CGEN: ./output/feature-sets/CGEN.txt
[2025-12-22T20:18:50.132855] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:18:50.132908] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:18:50.132938] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:18:50.132996] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:18:50.190900] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:18:50.191786] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:18:50.191868] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:18:50.191901] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:18:50.314305] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:18:50.314458] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:18:50.314498] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:18:50.314526] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:18:50.317908] [DEBUG] [FORECASTER] CGEN: Forecast T+1@11:T+2@11: DOWN (p=25.43%)
[2025-12-22T20:18:50.318194] [INFO ] [FORECASTER] Completed predict_future for CGEN
[2025-12-22T20:18:50.318322] [INFO ] [sig       ] CGEN: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:18:50.469149] [INFO ] [LOCAL     ] Saved forecast: CGEN	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/CGEN.txt
[2025-12-22T20:18:50.469281] [INFO ] [sig       ] [663/3560] Completed CGEN in 0.3s | 2.93 sym/s | Total: 3.8m | ETA: 16.5m
[2025-12-22T20:18:50.469321] [INFO ] [sig       ] [664/3560] Forecasting CGNX...
[2025-12-22T20:18:50.469350] [INFO ] [sig       ] Generating forecast for: CGNX
[2025-12-22T20:18:50.469381] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGNX' from 'https://tdm.silogroup.org/data/derivative_storage/CGNX.csv'.
[2025-12-22T20:18:50.480977] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGNX'.
[2025-12-22T20:18:50.481332] [INFO ] [FORECASTER] Starting predict_future for CGNX
[2025-12-22T20:18:50.482144] [DEBUG] [LOCAL     ] No optimal features file found for CGNX: ./output/feature-sets/CGNX.txt
[2025-12-22T20:18:50.482197] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:18:50.482230] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:18:50.482257] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:18:50.482312] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:18:50.552238] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:18:50.553140] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:18:50.553223] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:18:50.553255] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:18:50.675287] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:18:50.675444] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:18:50.675483] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:18:50.675510] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:18:50.679054] [DEBUG] [FORECASTER] CGNX: Forecast T+1@11:T+2@11: UP (p=90.23%)
[2025-12-22T20:18:50.679331] [INFO ] [FORECASTER] Completed predict_future for CGNX
[2025-12-22T20:18:50.679450] [INFO ] [sig       ] CGNX: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:18:50.816006] [INFO ] [LOCAL     ] Saved forecast: CGNX	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/CGNX.txt
[2025-12-22T20:18:50.816125] [INFO ] [sig       ] [664/3560] Completed CGNX in 0.3s | 2.93 sym/s | Total: 3.8m | ETA: 16.5m
[2025-12-22T20:18:50.816163] [INFO ] [sig       ] [665/3560] Forecasting CGO...
[2025-12-22T20:18:50.816192] [INFO ] [sig       ] Generating forecast for: CGO
[2025-12-22T20:18:50.816222] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGO' from 'https://tdm.silogroup.org/data/derivative_storage/CGO.csv'.
[2025-12-22T20:18:50.827859] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGO'.
[2025-12-22T20:18:50.828159] [INFO ] [FORECASTER] Starting predict_future for CGO
[2025-12-22T20:18:50.828973] [DEBUG] [LOCAL     ] No optimal features file found for CGO: ./output/feature-sets/CGO.txt
[2025-12-22T20:18:50.829049] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:18:50.829087] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:18:50.829115] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:18:50.829187] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:18:50.886619] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:18:50.887230] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:18:50.887306] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:18:50.887339] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:18:50.998711] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:18:50.998837] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:18:50.998875] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:18:50.998903] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:18:51.002256] [DEBUG] [FORECASTER] CGO: Forecast T+1@11:T+2@11: DOWN (p=46.58%)
[2025-12-22T20:18:51.002525] [INFO ] [FORECASTER] Completed predict_future for CGO
[2025-12-22T20:18:51.002666] [INFO ] [sig       ] CGO: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:18:51.140758] [INFO ] [LOCAL     ] Saved forecast: CGO	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/CGO.txt
[2025-12-22T20:18:51.140876] [INFO ] [sig       ] [665/3560] Completed CGO in 0.3s | 2.93 sym/s | Total: 3.8m | ETA: 16.5m
[2025-12-22T20:18:51.140914] [INFO ] [sig       ] [666/3560] Forecasting CGON...
[2025-12-22T20:18:51.140941] [INFO ] [sig       ] Generating forecast for: CGON
[2025-12-22T20:18:51.140971] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGON' from 'https://tdm.silogroup.org/data/derivative_storage/CGON.csv'.
[2025-12-22T20:18:51.151654] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGON'.
[2025-12-22T20:18:51.151946] [INFO ] [FORECASTER] Starting predict_future for CGON
[2025-12-22T20:18:51.152723] [DEBUG] [LOCAL     ] No optimal features file found for CGON: ./output/feature-sets/CGON.txt
[2025-12-22T20:18:51.152773] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:18:51.152804] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:18:51.152831] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:18:51.152887] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:18:51.212695] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:18:51.213401] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:18:51.213501] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:18:51.213534] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:18:51.331932] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:18:51.332115] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:18:51.332158] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:18:51.332187] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:18:51.335718] [DEBUG] [FORECASTER] CGON: Forecast T+1@11:T+2@11: DOWN (p=0.86%)
[2025-12-22T20:18:51.336033] [INFO ] [FORECASTER] Completed predict_future for CGON
[2025-12-22T20:18:51.336165] [INFO ] [sig       ] CGON: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:18:51.479163] [INFO ] [LOCAL     ] Saved forecast: CGON	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/CGON.txt
[2025-12-22T20:18:51.479297] [INFO ] [sig       ] [666/3560] Completed CGON in 0.3s | 2.93 sym/s | Total: 3.8m | ETA: 16.5m
[2025-12-22T20:18:51.479335] [INFO ] [sig       ] [667/3560] Forecasting CGTX...
[2025-12-22T20:18:51.479363] [INFO ] [sig       ] Generating forecast for: CGTX
[2025-12-22T20:18:51.479393] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGTX' from 'https://tdm.silogroup.org/data/derivative_storage/CGTX.csv'.
[2025-12-22T20:18:51.490979] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGTX'.
[2025-12-22T20:18:51.491269] [INFO ] [FORECASTER] Starting predict_future for CGTX
[2025-12-22T20:18:51.492075] [DEBUG] [LOCAL     ] No optimal features file found for CGTX: ./output/feature-sets/CGTX.txt
[2025-12-22T20:18:51.492140] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:18:51.492172] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:18:51.492198] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:18:51.492253] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:18:51.548250] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:18:51.548861] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:18:51.548936] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:18:51.548967] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:18:51.669706] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:18:51.669847] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:18:51.669885] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:18:51.669913] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:18:51.673195] [DEBUG] [FORECASTER] CGTX: Forecast T+1@11:T+2@11: DOWN (p=26.91%)
[2025-12-22T20:18:51.673455] [INFO ] [FORECASTER] Completed predict_future for CGTX
[2025-12-22T20:18:51.673597] [INFO ] [sig       ] CGTX: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:18:51.808049] [INFO ] [LOCAL     ] Saved forecast: CGTX	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/CGTX.txt
[2025-12-22T20:18:51.808167] [INFO ] [sig       ] [667/3560] Completed CGTX in 0.3s | 2.93 sym/s | Total: 3.8m | ETA: 16.5m
[2025-12-22T20:18:51.808205] [INFO ] [sig       ] [668/3560] Forecasting CHCI...
[2025-12-22T20:18:51.808234] [INFO ] [sig       ] Generating forecast for: CHCI
[2025-12-22T20:18:51.808266] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHCI' from 'https://tdm.silogroup.org/data/derivative_storage/CHCI.csv'.
[2025-12-22T20:18:51.819713] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHCI'.
[2025-12-22T20:18:51.820193] [INFO ] [FORECASTER] Starting predict_future for CHCI
[2025-12-22T20:18:51.821174] [DEBUG] [LOCAL     ] No optimal features file found for CHCI: ./output/feature-sets/CHCI.txt
[2025-12-22T20:18:51.821224] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:18:51.821256] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:18:51.821282] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:18:51.821337] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:18:51.877791] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:18:51.878418] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:18:51.878495] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:18:51.878526] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:18:51.989555] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:18:51.989694] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:18:51.989731] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:18:51.989760] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:18:51.993009] [DEBUG] [FORECASTER] CHCI: Forecast T+1@11:T+2@11: UP (p=89.59%)
[2025-12-22T20:18:51.993272] [INFO ] [FORECASTER] Completed predict_future for CHCI
[2025-12-22T20:18:51.993393] [INFO ] [sig       ] CHCI: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:18:52.131450] [INFO ] [LOCAL     ] Saved forecast: CHCI	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/CHCI.txt
[2025-12-22T20:18:52.131585] [INFO ] [sig       ] [668/3560] Completed CHCI in 0.3s | 2.93 sym/s | Total: 3.8m | ETA: 16.5m
[2025-12-22T20:18:52.131632] [INFO ] [sig       ] [669/3560] Forecasting CHCO...
[2025-12-22T20:18:52.131662] [INFO ] [sig       ] Generating forecast for: CHCO
[2025-12-22T20:18:52.131697] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHCO' from 'https://tdm.silogroup.org/data/derivative_storage/CHCO.csv'.
[2025-12-22T20:18:52.143347] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHCO'.
[2025-12-22T20:18:52.143686] [INFO ] [FORECASTER] Starting predict_future for CHCO
[2025-12-22T20:18:52.144457] [DEBUG] [LOCAL     ] No optimal features file found for CHCO: ./output/feature-sets/CHCO.txt
[2025-12-22T20:18:52.144508] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:18:52.144540] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:18:52.144586] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:18:52.144647] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:18:52.200658] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:18:52.201253] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:18:52.201328] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:18:52.201360] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:18:52.321131] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:18:52.321272] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:18:52.321311] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:18:52.321339] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:18:52.324623] [DEBUG] [FORECASTER] CHCO: Forecast T+1@11:T+2@11: UP (p=93.94%)
[2025-12-22T20:18:52.324888] [INFO ] [FORECASTER] Completed predict_future for CHCO
[2025-12-22T20:18:52.325010] [INFO ] [sig       ] CHCO: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:18:52.460463] [INFO ] [LOCAL     ] Saved forecast: CHCO	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/CHCO.txt
[2025-12-22T20:18:52.460671] [INFO ] [sig       ] [669/3560] Completed CHCO in 0.3s | 2.93 sym/s | Total: 3.8m | ETA: 16.5m
[2025-12-22T20:18:52.460714] [INFO ] [sig       ] [670/3560] Forecasting CHD...
[2025-12-22T20:18:52.460742] [INFO ] [sig       ] Generating forecast for: CHD
[2025-12-22T20:18:52.460773] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHD' from 'https://tdm.silogroup.org/data/derivative_storage/CHD.csv'.
[2025-12-22T20:18:52.471876] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHD'.
[2025-12-22T20:18:52.472270] [INFO ] [FORECASTER] Starting predict_future for CHD
[2025-12-22T20:18:52.473094] [DEBUG] [LOCAL     ] No optimal features file found for CHD: ./output/feature-sets/CHD.txt
[2025-12-22T20:18:52.473146] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:18:52.473178] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:18:52.473205] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:18:52.473261] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:18:52.529000] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:18:52.529893] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:18:52.529973] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:18:52.530005] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:18:52.651584] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:18:52.651721] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:18:52.651760] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:18:52.651789] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:18:52.655037] [DEBUG] [FORECASTER] CHD: Forecast T+1@11:T+2@11: UP (p=78.55%)
[2025-12-22T20:18:52.655302] [INFO ] [FORECASTER] Completed predict_future for CHD
[2025-12-22T20:18:52.655425] [INFO ] [sig       ] CHD: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:18:52.802771] [INFO ] [LOCAL     ] Saved forecast: CHD	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/CHD.txt
[2025-12-22T20:18:52.802923] [INFO ] [sig       ] [670/3560] Completed CHD in 0.3s | 2.93 sym/s | Total: 3.8m | ETA: 16.4m
[2025-12-22T20:18:52.802963] [INFO ] [sig       ] [671/3560] Forecasting CHDN...
[2025-12-22T20:18:52.802992] [INFO ] [sig       ] Generating forecast for: CHDN
[2025-12-22T20:18:52.803023] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHDN' from 'https://tdm.silogroup.org/data/derivative_storage/CHDN.csv'.
[2025-12-22T20:18:52.814154] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHDN'.
[2025-12-22T20:18:52.814472] [INFO ] [FORECASTER] Starting predict_future for CHDN
[2025-12-22T20:18:52.815253] [DEBUG] [LOCAL     ] No optimal features file found for CHDN: ./output/feature-sets/CHDN.txt
[2025-12-22T20:18:52.815306] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:18:52.815337] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:18:52.815364] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:18:52.815419] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:18:52.875211] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:18:52.876148] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:18:52.876244] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:18:52.876279] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:18:52.997986] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:18:52.998138] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:18:52.998178] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:18:52.998206] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:18:53.001536] [DEBUG] [FORECASTER] CHDN: Forecast T+1@11:T+2@11: DOWN (p=49.84%)
[2025-12-22T20:18:53.001827] [INFO ] [FORECASTER] Completed predict_future for CHDN
[2025-12-22T20:18:53.001973] [INFO ] [sig       ] CHDN: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:18:53.140052] [INFO ] [LOCAL     ] Saved forecast: CHDN	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/CHDN.txt
[2025-12-22T20:18:53.140234] [INFO ] [sig       ] [671/3560] Completed CHDN in 0.3s | 2.93 sym/s | Total: 3.8m | ETA: 16.4m
[2025-12-22T20:18:53.140278] [INFO ] [sig       ] [672/3560] Forecasting CHE...
[2025-12-22T20:18:53.140310] [INFO ] [sig       ] Generating forecast for: CHE
[2025-12-22T20:18:53.140344] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHE' from 'https://tdm.silogroup.org/data/derivative_storage/CHE.csv'.
[2025-12-22T20:18:53.152545] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHE'.
[2025-12-22T20:18:53.152927] [INFO ] [FORECASTER] Starting predict_future for CHE
[2025-12-22T20:18:53.153798] [DEBUG] [LOCAL     ] No optimal features file found for CHE: ./output/feature-sets/CHE.txt
[2025-12-22T20:18:53.153853] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:18:53.153886] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:18:53.153913] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:18:53.153971] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:18:53.213156] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:18:53.214101] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:18:53.214182] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:18:53.214215] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:18:53.334498] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:18:53.334671] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:18:53.334713] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:18:53.334742] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:18:53.338100] [DEBUG] [FORECASTER] CHE: Forecast T+1@11:T+2@11: UP (p=80.62%)
[2025-12-22T20:18:53.338421] [INFO ] [FORECASTER] Completed predict_future for CHE
[2025-12-22T20:18:53.338551] [INFO ] [sig       ] CHE: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:18:53.474412] [INFO ] [LOCAL     ] Saved forecast: CHE	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/CHE.txt
[2025-12-22T20:18:53.474561] [INFO ] [sig       ] [672/3560] Completed CHE in 0.3s | 2.93 sym/s | Total: 3.8m | ETA: 16.4m
[2025-12-22T20:18:53.474621] [INFO ] [sig       ] [673/3560] Forecasting CHEF...
[2025-12-22T20:18:53.474652] [INFO ] [sig       ] Generating forecast for: CHEF
[2025-12-22T20:18:53.474682] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHEF' from 'https://tdm.silogroup.org/data/derivative_storage/CHEF.csv'.
[2025-12-22T20:18:53.485776] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHEF'.
[2025-12-22T20:18:53.486069] [INFO ] [FORECASTER] Starting predict_future for CHEF
[2025-12-22T20:18:53.486867] [DEBUG] [LOCAL     ] No optimal features file found for CHEF: ./output/feature-sets/CHEF.txt
[2025-12-22T20:18:53.486918] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:18:53.486977] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:18:53.487006] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:18:53.487062] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:18:53.543350] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:18:53.544243] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:18:53.544324] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:18:53.544357] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:18:53.657611] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:18:53.657765] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:18:53.657805] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:18:53.657833] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:18:53.661151] [DEBUG] [FORECASTER] CHEF: Forecast T+1@11:T+2@11: UP (p=55.72%)
[2025-12-22T20:18:53.661414] [INFO ] [FORECASTER] Completed predict_future for CHEF
[2025-12-22T20:18:53.661535] [INFO ] [sig       ] CHEF: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:18:53.801767] [INFO ] [LOCAL     ] Saved forecast: CHEF	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/CHEF.txt
[2025-12-22T20:18:53.801923] [INFO ] [sig       ] [673/3560] Completed CHEF in 0.3s | 2.93 sym/s | Total: 3.8m | ETA: 16.4m
[2025-12-22T20:18:53.801964] [INFO ] [sig       ] [674/3560] Forecasting CHH...
[2025-12-22T20:18:53.801993] [INFO ] [sig       ] Generating forecast for: CHH
[2025-12-22T20:18:53.802024] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHH' from 'https://tdm.silogroup.org/data/derivative_storage/CHH.csv'.
[2025-12-22T20:18:53.813422] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHH'.
[2025-12-22T20:18:53.813819] [INFO ] [FORECASTER] Starting predict_future for CHH
[2025-12-22T20:18:53.814611] [DEBUG] [LOCAL     ] No optimal features file found for CHH: ./output/feature-sets/CHH.txt
[2025-12-22T20:18:53.814663] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:18:53.814694] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:18:53.814721] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:18:53.814781] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:18:53.871425] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:18:53.872314] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:18:53.872394] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:18:53.872426] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:18:53.991377] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:18:53.991534] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:18:53.991631] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:18:53.991665] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:18:53.995019] [DEBUG] [FORECASTER] CHH: Forecast T+1@11:T+2@11: UP (p=57.12%)
[2025-12-22T20:18:53.995301] [INFO ] [FORECASTER] Completed predict_future for CHH
[2025-12-22T20:18:53.995427] [INFO ] [sig       ] CHH: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:18:54.132041] [INFO ] [LOCAL     ] Saved forecast: CHH	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/CHH.txt
[2025-12-22T20:18:54.132181] [INFO ] [sig       ] [674/3560] Completed CHH in 0.3s | 2.93 sym/s | Total: 3.8m | ETA: 16.4m
[2025-12-22T20:18:54.132220] [INFO ] [sig       ] [675/3560] Forecasting CHI...
[2025-12-22T20:18:54.132248] [INFO ] [sig       ] Generating forecast for: CHI
[2025-12-22T20:18:54.132279] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHI' from 'https://tdm.silogroup.org/data/derivative_storage/CHI.csv'.
[2025-12-22T20:18:54.143413] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHI'.
[2025-12-22T20:18:54.143753] [INFO ] [FORECASTER] Starting predict_future for CHI
[2025-12-22T20:18:54.144507] [DEBUG] [LOCAL     ] No optimal features file found for CHI: ./output/feature-sets/CHI.txt
[2025-12-22T20:18:54.144558] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:18:54.144609] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:18:54.144637] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:18:54.144692] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:18:54.202894] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:18:54.203687] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:18:54.203765] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:18:54.203797] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:18:54.323832] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:18:54.323990] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:18:54.324031] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:18:54.324060] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:18:54.327454] [DEBUG] [FORECASTER] CHI: Forecast T+1@11:T+2@11: DOWN (p=40.16%)
[2025-12-22T20:18:54.327777] [INFO ] [FORECASTER] Completed predict_future for CHI
[2025-12-22T20:18:54.327932] [INFO ] [sig       ] CHI: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:18:54.464013] [INFO ] [LOCAL     ] Saved forecast: CHI	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/CHI.txt
[2025-12-22T20:18:54.464151] [INFO ] [sig       ] [675/3560] Completed CHI in 0.3s | 2.93 sym/s | Total: 3.8m | ETA: 16.4m
[2025-12-22T20:18:54.464189] [INFO ] [sig       ] [676/3560] Forecasting CHKP...
[2025-12-22T20:18:54.464218] [INFO ] [sig       ] Generating forecast for: CHKP
[2025-12-22T20:18:54.464250] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHKP' from 'https://tdm.silogroup.org/data/derivative_storage/CHKP.csv'.
[2025-12-22T20:18:54.475421] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHKP'.
[2025-12-22T20:18:54.475795] [INFO ] [FORECASTER] Starting predict_future for CHKP
[2025-12-22T20:18:54.476589] [DEBUG] [LOCAL     ] No optimal features file found for CHKP: ./output/feature-sets/CHKP.txt
[2025-12-22T20:18:54.476641] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:18:54.476673] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:18:54.476699] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:18:54.476754] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:18:54.535615] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:18:54.536491] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:18:54.536570] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:18:54.536621] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:18:54.656934] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:18:54.657083] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:18:54.657123] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:18:54.657185] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:18:54.660607] [DEBUG] [FORECASTER] CHKP: Forecast T+1@11:T+2@11: DOWN (p=37.50%)
[2025-12-22T20:18:54.660884] [INFO ] [FORECASTER] Completed predict_future for CHKP
[2025-12-22T20:18:54.661003] [INFO ] [sig       ] CHKP: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:18:54.795888] [INFO ] [LOCAL     ] Saved forecast: CHKP	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/CHKP.txt
[2025-12-22T20:18:54.796027] [INFO ] [sig       ] [676/3560] Completed CHKP in 0.3s | 2.93 sym/s | Total: 3.8m | ETA: 16.4m
[2025-12-22T20:18:54.796065] [INFO ] [sig       ] [677/3560] Forecasting CHMI...
[2025-12-22T20:18:54.796095] [INFO ] [sig       ] Generating forecast for: CHMI
[2025-12-22T20:18:54.796125] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHMI' from 'https://tdm.silogroup.org/data/derivative_storage/CHMI.csv'.
[2025-12-22T20:18:54.806945] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHMI'.
[2025-12-22T20:18:54.807257] [INFO ] [FORECASTER] Starting predict_future for CHMI
[2025-12-22T20:18:54.808023] [DEBUG] [LOCAL     ] No optimal features file found for CHMI: ./output/feature-sets/CHMI.txt
[2025-12-22T20:18:54.808074] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:18:54.808106] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:18:54.808132] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:18:54.808188] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:18:54.864121] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:18:54.864765] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:18:54.864838] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:18:54.864870] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:18:54.983018] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:18:54.983167] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:18:54.983206] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:18:54.983234] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:18:54.986512] [DEBUG] [FORECASTER] CHMI: Forecast T+1@11:T+2@11: UP (p=61.13%)
[2025-12-22T20:18:54.986798] [INFO ] [FORECASTER] Completed predict_future for CHMI
[2025-12-22T20:18:54.986917] [INFO ] [sig       ] CHMI: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:18:55.121249] [INFO ] [LOCAL     ] Saved forecast: CHMI	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/CHMI.txt
[2025-12-22T20:18:55.121370] [INFO ] [sig       ] [677/3560] Completed CHMI in 0.3s | 2.93 sym/s | Total: 3.9m | ETA: 16.4m
[2025-12-22T20:18:55.121407] [INFO ] [sig       ] [678/3560] Forecasting CHRD...
[2025-12-22T20:18:55.121436] [INFO ] [sig       ] Generating forecast for: CHRD
[2025-12-22T20:18:55.121466] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHRD' from 'https://tdm.silogroup.org/data/derivative_storage/CHRD.csv'.
[2025-12-22T20:18:55.132863] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHRD'.
[2025-12-22T20:18:55.133171] [INFO ] [FORECASTER] Starting predict_future for CHRD
[2025-12-22T20:18:55.133958] [DEBUG] [LOCAL     ] No optimal features file found for CHRD: ./output/feature-sets/CHRD.txt
[2025-12-22T20:18:55.134009] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:18:55.134056] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:18:55.134086] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:18:55.134143] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:18:55.190559] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:18:55.191412] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:18:55.191494] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:18:55.191526] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:18:55.322643] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:18:55.322793] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:18:55.322832] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:18:55.322861] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:18:55.326131] [DEBUG] [FORECASTER] CHRD: Forecast T+1@11:T+2@11: UP (p=92.39%)
[2025-12-22T20:18:55.326395] [INFO ] [FORECASTER] Completed predict_future for CHRD
[2025-12-22T20:18:55.326524] [INFO ] [sig       ] CHRD: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:18:55.465285] [INFO ] [LOCAL     ] Saved forecast: CHRD	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/CHRD.txt
[2025-12-22T20:18:55.465403] [INFO ] [sig       ] [678/3560] Completed CHRD in 0.3s | 2.93 sym/s | Total: 3.9m | ETA: 16.4m
[2025-12-22T20:18:55.465442] [INFO ] [sig       ] [679/3560] Forecasting CHRS...
[2025-12-22T20:18:55.465471] [INFO ] [sig       ] Generating forecast for: CHRS
[2025-12-22T20:18:55.465503] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHRS' from 'https://tdm.silogroup.org/data/derivative_storage/CHRS.csv'.
[2025-12-22T20:18:55.476731] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHRS'.
[2025-12-22T20:18:55.477047] [INFO ] [FORECASTER] Starting predict_future for CHRS
[2025-12-22T20:18:55.477814] [DEBUG] [LOCAL     ] No optimal features file found for CHRS: ./output/feature-sets/CHRS.txt
[2025-12-22T20:18:55.477865] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:18:55.477896] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:18:55.477923] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:18:55.477978] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:18:55.533875] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:18:55.534709] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:18:55.534789] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:18:55.534821] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:18:55.654695] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:18:55.654844] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:18:55.654882] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:18:55.654911] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:18:55.658192] [DEBUG] [FORECASTER] CHRS: Forecast T+1@11:T+2@11: DOWN (p=23.92%)
[2025-12-22T20:18:55.658454] [INFO ] [FORECASTER] Completed predict_future for CHRS
[2025-12-22T20:18:55.658588] [INFO ] [sig       ] CHRS: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:18:55.793588] [INFO ] [LOCAL     ] Saved forecast: CHRS	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/CHRS.txt
[2025-12-22T20:18:55.793731] [INFO ] [sig       ] [679/3560] Completed CHRS in 0.3s | 2.93 sym/s | Total: 3.9m | ETA: 16.4m
[2025-12-22T20:18:55.793769] [INFO ] [sig       ] [680/3560] Forecasting CHSCL...
[2025-12-22T20:18:55.793798] [INFO ] [sig       ] Generating forecast for: CHSCL
[2025-12-22T20:18:55.793828] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHSCL' from 'https://tdm.silogroup.org/data/derivative_storage/CHSCL.csv'.
[2025-12-22T20:18:55.804794] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHSCL'.
[2025-12-22T20:18:55.805151] [INFO ] [FORECASTER] Starting predict_future for CHSCL
[2025-12-22T20:18:55.805929] [DEBUG] [LOCAL     ] No optimal features file found for CHSCL: ./output/feature-sets/CHSCL.txt
[2025-12-22T20:18:55.805980] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:18:55.806012] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:18:55.806037] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:18:55.806093] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:18:55.862411] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:18:55.863216] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:18:55.863297] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:18:55.863330] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:18:55.977756] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:18:55.977910] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:18:55.977950] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:18:55.977978] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:18:55.981361] [DEBUG] [FORECASTER] CHSCL: Forecast T+1@11:T+2@11: UP (p=91.06%)
[2025-12-22T20:18:55.981648] [INFO ] [FORECASTER] Completed predict_future for CHSCL
[2025-12-22T20:18:55.981770] [INFO ] [sig       ] CHSCL: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:18:56.116153] [INFO ] [LOCAL     ] Saved forecast: CHSCL	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/CHSCL.txt
[2025-12-22T20:18:56.116291] [INFO ] [sig       ] [680/3560] Completed CHSCL in 0.3s | 2.93 sym/s | Total: 3.9m | ETA: 16.4m
[2025-12-22T20:18:56.116330] [INFO ] [sig       ] [681/3560] Forecasting CHSCM...
[2025-12-22T20:18:56.116359] [INFO ] [sig       ] Generating forecast for: CHSCM
[2025-12-22T20:18:56.116389] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHSCM' from 'https://tdm.silogroup.org/data/derivative_storage/CHSCM.csv'.
[2025-12-22T20:18:56.130759] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHSCM'.
[2025-12-22T20:18:56.131087] [INFO ] [FORECASTER] Starting predict_future for CHSCM
[2025-12-22T20:18:56.131881] [DEBUG] [LOCAL     ] No optimal features file found for CHSCM: ./output/feature-sets/CHSCM.txt
[2025-12-22T20:18:56.131934] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:18:56.131966] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:18:56.131993] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:18:56.132054] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:18:56.188590] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:18:56.189256] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:18:56.189340] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:18:56.189373] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:18:56.300429] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:18:56.300598] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:18:56.300639] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:18:56.300670] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:18:56.304115] [DEBUG] [FORECASTER] CHSCM: Forecast T+1@11:T+2@11: DOWN (p=40.76%)
[2025-12-22T20:18:56.304384] [INFO ] [FORECASTER] Completed predict_future for CHSCM
[2025-12-22T20:18:56.304506] [INFO ] [sig       ] CHSCM: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:18:56.439516] [INFO ] [LOCAL     ] Saved forecast: CHSCM	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/CHSCM.txt
[2025-12-22T20:18:56.439696] [INFO ] [sig       ] [681/3560] Completed CHSCM in 0.3s | 2.93 sym/s | Total: 3.9m | ETA: 16.4m
[2025-12-22T20:18:56.439745] [INFO ] [sig       ] [682/3560] Forecasting CHSCN...
[2025-12-22T20:18:56.439775] [INFO ] [sig       ] Generating forecast for: CHSCN
[2025-12-22T20:18:56.439806] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHSCN' from 'https://tdm.silogroup.org/data/derivative_storage/CHSCN.csv'.
[2025-12-22T20:18:56.450283] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHSCN'.
[2025-12-22T20:18:56.450631] [INFO ] [FORECASTER] Starting predict_future for CHSCN
[2025-12-22T20:18:56.451373] [DEBUG] [LOCAL     ] No optimal features file found for CHSCN: ./output/feature-sets/CHSCN.txt
[2025-12-22T20:18:56.451423] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:18:56.451455] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:18:56.451481] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:18:56.451536] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:18:56.508463] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:18:56.509267] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:18:56.509348] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:18:56.509382] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:18:56.631120] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:18:56.631276] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:18:56.631316] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:18:56.631344] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:18:56.634840] [DEBUG] [FORECASTER] CHSCN: Forecast T+1@11:T+2@11: UP (p=91.54%)
[2025-12-22T20:18:56.635109] [INFO ] [FORECASTER] Completed predict_future for CHSCN
[2025-12-22T20:18:56.635230] [INFO ] [sig       ] CHSCN: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:18:56.775101] [INFO ] [LOCAL     ] Saved forecast: CHSCN	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/CHSCN.txt
[2025-12-22T20:18:56.775243] [INFO ] [sig       ] [682/3560] Completed CHSCN in 0.3s | 2.93 sym/s | Total: 3.9m | ETA: 16.4m
[2025-12-22T20:18:56.775281] [INFO ] [sig       ] [683/3560] Forecasting CHSCO...
[2025-12-22T20:18:56.775310] [INFO ] [sig       ] Generating forecast for: CHSCO
[2025-12-22T20:18:56.775341] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHSCO' from 'https://tdm.silogroup.org/data/derivative_storage/CHSCO.csv'.
[2025-12-22T20:18:56.785947] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHSCO'.
[2025-12-22T20:18:56.786274] [INFO ] [FORECASTER] Starting predict_future for CHSCO
[2025-12-22T20:18:56.787037] [DEBUG] [LOCAL     ] No optimal features file found for CHSCO: ./output/feature-sets/CHSCO.txt
[2025-12-22T20:18:56.787088] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:18:56.787119] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:18:56.787146] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:18:56.787202] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:18:56.843179] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:18:56.844046] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:18:56.844127] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:18:56.844159] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:18:56.959217] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:18:56.959396] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:18:56.959442] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:18:56.959471] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:18:56.962908] [DEBUG] [FORECASTER] CHSCO: Forecast T+1@11:T+2@11: UP (p=60.11%)
[2025-12-22T20:18:56.963177] [INFO ] [FORECASTER] Completed predict_future for CHSCO
[2025-12-22T20:18:56.963313] [INFO ] [sig       ] CHSCO: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:18:57.098262] [INFO ] [LOCAL     ] Saved forecast: CHSCO	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/CHSCO.txt
[2025-12-22T20:18:57.098394] [INFO ] [sig       ] [683/3560] Completed CHSCO in 0.3s | 2.93 sym/s | Total: 3.9m | ETA: 16.4m
[2025-12-22T20:18:57.098434] [INFO ] [sig       ] [684/3560] Forecasting CHSCP...
[2025-12-22T20:18:57.098463] [INFO ] [sig       ] Generating forecast for: CHSCP
[2025-12-22T20:18:57.098493] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHSCP' from 'https://tdm.silogroup.org/data/derivative_storage/CHSCP.csv'.
[2025-12-22T20:18:57.108910] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHSCP'.
[2025-12-22T20:18:57.109268] [INFO ] [FORECASTER] Starting predict_future for CHSCP
[2025-12-22T20:18:57.110049] [DEBUG] [LOCAL     ] No optimal features file found for CHSCP: ./output/feature-sets/CHSCP.txt
[2025-12-22T20:18:57.110100] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:18:57.110131] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:18:57.110158] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:18:57.110214] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:18:57.166066] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:18:57.166724] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:18:57.166799] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:18:57.166831] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:18:57.272803] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:18:57.273157] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:18:57.273199] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:18:57.273228] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:18:57.276769] [DEBUG] [FORECASTER] CHSCP: Forecast T+1@11:T+2@11: DOWN (p=19.31%)
[2025-12-22T20:18:57.277042] [INFO ] [FORECASTER] Completed predict_future for CHSCP
[2025-12-22T20:18:57.277168] [INFO ] [sig       ] CHSCP: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:18:57.415550] [INFO ] [LOCAL     ] Saved forecast: CHSCP	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/CHSCP.txt
[2025-12-22T20:18:57.415712] [INFO ] [sig       ] [684/3560] Completed CHSCP in 0.3s | 2.93 sym/s | Total: 3.9m | ETA: 16.4m
[2025-12-22T20:18:57.415753] [INFO ] [sig       ] [685/3560] Forecasting CHWY...
[2025-12-22T20:18:57.415782] [INFO ] [sig       ] Generating forecast for: CHWY
[2025-12-22T20:18:57.415812] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHWY' from 'https://tdm.silogroup.org/data/derivative_storage/CHWY.csv'.
[2025-12-22T20:18:57.426768] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHWY'.
[2025-12-22T20:18:57.427062] [INFO ] [FORECASTER] Starting predict_future for CHWY
[2025-12-22T20:18:57.427860] [DEBUG] [LOCAL     ] No optimal features file found for CHWY: ./output/feature-sets/CHWY.txt
[2025-12-22T20:18:57.427911] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:18:57.427942] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:18:57.427967] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:18:57.428022] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:18:57.486299] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:18:57.487067] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:18:57.487149] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:18:57.487182] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:18:57.609019] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:18:57.609216] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:18:57.609271] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:18:57.609301] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:18:57.612699] [DEBUG] [FORECASTER] CHWY: Forecast T+1@11:T+2@11: DOWN (p=38.79%)
[2025-12-22T20:18:57.612998] [INFO ] [FORECASTER] Completed predict_future for CHWY
[2025-12-22T20:18:57.613130] [INFO ] [sig       ] CHWY: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:18:57.751001] [INFO ] [LOCAL     ] Saved forecast: CHWY	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/CHWY.txt
[2025-12-22T20:18:57.751148] [INFO ] [sig       ] [685/3560] Completed CHWY in 0.3s | 2.93 sym/s | Total: 3.9m | ETA: 16.3m
[2025-12-22T20:18:57.751186] [INFO ] [sig       ] [686/3560] Forecasting CHY...
[2025-12-22T20:18:57.751215] [INFO ] [sig       ] Generating forecast for: CHY
[2025-12-22T20:18:57.751246] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHY' from 'https://tdm.silogroup.org/data/derivative_storage/CHY.csv'.
[2025-12-22T20:18:57.762766] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHY'.
[2025-12-22T20:18:57.763153] [INFO ] [FORECASTER] Starting predict_future for CHY
[2025-12-22T20:18:57.763971] [DEBUG] [LOCAL     ] No optimal features file found for CHY: ./output/feature-sets/CHY.txt
[2025-12-22T20:18:57.764025] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:18:57.764057] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:18:57.764084] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:18:57.764139] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:18:57.821731] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:18:57.822668] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:18:57.822759] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:18:57.822793] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:18:57.941412] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:18:57.941584] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:18:57.941628] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:18:57.941657] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:18:57.945010] [DEBUG] [FORECASTER] CHY: Forecast T+1@11:T+2@11: DOWN (p=1.52%)
[2025-12-22T20:18:57.945296] [INFO ] [FORECASTER] Completed predict_future for CHY
[2025-12-22T20:18:57.945422] [INFO ] [sig       ] CHY: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:18:58.083400] [INFO ] [LOCAL     ] Saved forecast: CHY	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/CHY.txt
[2025-12-22T20:18:58.083562] [INFO ] [sig       ] [686/3560] Completed CHY in 0.3s | 2.93 sym/s | Total: 3.9m | ETA: 16.3m
[2025-12-22T20:18:58.083633] [INFO ] [sig       ] [687/3560] Forecasting CI...
[2025-12-22T20:18:58.083665] [INFO ] [sig       ] Generating forecast for: CI
[2025-12-22T20:18:58.083696] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CI' from 'https://tdm.silogroup.org/data/derivative_storage/CI.csv'.
[2025-12-22T20:18:58.095339] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CI'.
[2025-12-22T20:18:58.095740] [INFO ] [FORECASTER] Starting predict_future for CI
[2025-12-22T20:18:58.096502] [DEBUG] [LOCAL     ] No optimal features file found for CI: ./output/feature-sets/CI.txt
[2025-12-22T20:18:58.096554] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:18:58.096605] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:18:58.096633] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:18:58.096689] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:18:58.153977] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:18:58.154845] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:18:58.154947] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:18:58.154980] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:18:58.274111] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:18:58.274270] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:18:58.274311] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:18:58.274340] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:18:58.277785] [DEBUG] [FORECASTER] CI: Forecast T+1@11:T+2@11: UP (p=55.25%)
[2025-12-22T20:18:58.278117] [INFO ] [FORECASTER] Completed predict_future for CI
[2025-12-22T20:18:58.278252] [INFO ] [sig       ] CI: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:18:58.415280] [INFO ] [LOCAL     ] Saved forecast: CI	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/CI.txt
[2025-12-22T20:18:58.415435] [INFO ] [sig       ] [687/3560] Completed CI in 0.3s | 2.93 sym/s | Total: 3.9m | ETA: 16.3m
[2025-12-22T20:18:58.415474] [INFO ] [sig       ] [688/3560] Forecasting CIA...
[2025-12-22T20:18:58.415503] [INFO ] [sig       ] Generating forecast for: CIA
[2025-12-22T20:18:58.415536] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIA' from 'https://tdm.silogroup.org/data/derivative_storage/CIA.csv'.
[2025-12-22T20:18:58.426100] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIA'.
[2025-12-22T20:18:58.426453] [INFO ] [FORECASTER] Starting predict_future for CIA
[2025-12-22T20:18:58.427241] [DEBUG] [LOCAL     ] No optimal features file found for CIA: ./output/feature-sets/CIA.txt
[2025-12-22T20:18:58.427292] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:18:58.427324] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:18:58.427350] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:18:58.427404] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:18:58.488215] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:18:58.489220] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:18:58.489306] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:18:58.489339] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:18:58.605851] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:18:58.606010] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:18:58.606050] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:18:58.606079] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:18:58.609460] [DEBUG] [FORECASTER] CIA: Forecast T+1@11:T+2@11: UP (p=98.23%)
[2025-12-22T20:18:58.609761] [INFO ] [FORECASTER] Completed predict_future for CIA
[2025-12-22T20:18:58.609887] [INFO ] [sig       ] CIA: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:18:58.748063] [INFO ] [LOCAL     ] Saved forecast: CIA	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/CIA.txt
[2025-12-22T20:18:58.748218] [INFO ] [sig       ] [688/3560] Completed CIA in 0.3s | 2.93 sym/s | Total: 3.9m | ETA: 16.3m
[2025-12-22T20:18:58.748256] [INFO ] [sig       ] [689/3560] Forecasting CIB...
[2025-12-22T20:18:58.748285] [INFO ] [sig       ] Generating forecast for: CIB
[2025-12-22T20:18:58.748316] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIB' from 'https://tdm.silogroup.org/data/derivative_storage/CIB.csv'.
[2025-12-22T20:18:58.759847] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIB'.
[2025-12-22T20:18:58.760260] [INFO ] [FORECASTER] Starting predict_future for CIB
[2025-12-22T20:18:58.761088] [DEBUG] [LOCAL     ] No optimal features file found for CIB: ./output/feature-sets/CIB.txt
[2025-12-22T20:18:58.761142] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:18:58.761174] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:18:58.761216] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:18:58.761274] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:18:58.818364] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:18:58.819293] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:18:58.819378] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:18:58.819410] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:18:58.944693] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:18:58.944855] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:18:58.944902] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:18:58.944932] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:18:58.948533] [DEBUG] [FORECASTER] CIB: Forecast T+1@11:T+2@11: DOWN (p=9.86%)
[2025-12-22T20:18:58.948907] [INFO ] [FORECASTER] Completed predict_future for CIB
[2025-12-22T20:18:58.949083] [INFO ] [sig       ] CIB: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:18:59.096015] [INFO ] [LOCAL     ] Saved forecast: CIB	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/CIB.txt
[2025-12-22T20:18:59.096162] [INFO ] [sig       ] [689/3560] Completed CIB in 0.3s | 2.93 sym/s | Total: 3.9m | ETA: 16.3m
[2025-12-22T20:18:59.096202] [INFO ] [sig       ] [690/3560] Forecasting CIEN...
[2025-12-22T20:18:59.096232] [INFO ] [sig       ] Generating forecast for: CIEN
[2025-12-22T20:18:59.096263] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIEN' from 'https://tdm.silogroup.org/data/derivative_storage/CIEN.csv'.
[2025-12-22T20:18:59.107768] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIEN'.
[2025-12-22T20:18:59.108171] [INFO ] [FORECASTER] Starting predict_future for CIEN
[2025-12-22T20:18:59.108996] [DEBUG] [LOCAL     ] No optimal features file found for CIEN: ./output/feature-sets/CIEN.txt
[2025-12-22T20:18:59.109098] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:18:59.109131] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:18:59.109158] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:18:59.109214] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:18:59.167168] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:18:59.167988] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:18:59.168066] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:18:59.168099] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:18:59.295796] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:18:59.296276] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:18:59.296323] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:18:59.296352] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:18:59.300666] [DEBUG] [FORECASTER] CIEN: Forecast T+1@11:T+2@11: UP (p=99.84%)
[2025-12-22T20:18:59.300946] [INFO ] [FORECASTER] Completed predict_future for CIEN
[2025-12-22T20:18:59.301074] [INFO ] [sig       ] CIEN: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:18:59.439295] [INFO ] [LOCAL     ] Saved forecast: CIEN	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/CIEN.txt
[2025-12-22T20:18:59.439432] [INFO ] [sig       ] [690/3560] Completed CIEN in 0.3s | 2.93 sym/s | Total: 3.9m | ETA: 16.3m
[2025-12-22T20:18:59.439471] [INFO ] [sig       ] [691/3560] Forecasting CIF...
[2025-12-22T20:18:59.439499] [INFO ] [sig       ] Generating forecast for: CIF
[2025-12-22T20:18:59.439530] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIF' from 'https://tdm.silogroup.org/data/derivative_storage/CIF.csv'.
[2025-12-22T20:18:59.451081] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIF'.
[2025-12-22T20:18:59.451430] [INFO ] [FORECASTER] Starting predict_future for CIF
[2025-12-22T20:18:59.452250] [DEBUG] [LOCAL     ] No optimal features file found for CIF: ./output/feature-sets/CIF.txt
[2025-12-22T20:18:59.452303] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:18:59.452335] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:18:59.452360] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:18:59.452416] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:18:59.511301] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:18:59.512393] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:18:59.512483] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:18:59.512517] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:18:59.620459] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:18:59.620629] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:18:59.620670] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:18:59.620698] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:18:59.623998] [DEBUG] [FORECASTER] CIF: Forecast T+1@11:T+2@11: UP (p=97.10%)
[2025-12-22T20:18:59.624265] [INFO ] [FORECASTER] Completed predict_future for CIF
[2025-12-22T20:18:59.624387] [INFO ] [sig       ] CIF: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:18:59.758949] [INFO ] [LOCAL     ] Saved forecast: CIF	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/CIF.txt
[2025-12-22T20:18:59.759108] [INFO ] [sig       ] [691/3560] Completed CIF in 0.3s | 2.93 sym/s | Total: 3.9m | ETA: 16.3m
[2025-12-22T20:18:59.759149] [INFO ] [sig       ] [692/3560] Forecasting CIG...
[2025-12-22T20:18:59.759178] [INFO ] [sig       ] Generating forecast for: CIG
[2025-12-22T20:18:59.759209] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIG' from 'https://tdm.silogroup.org/data/derivative_storage/CIG.csv'.
[2025-12-22T20:18:59.770326] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIG'.
[2025-12-22T20:18:59.770679] [INFO ] [FORECASTER] Starting predict_future for CIG
[2025-12-22T20:18:59.771427] [DEBUG] [LOCAL     ] No optimal features file found for CIG: ./output/feature-sets/CIG.txt
[2025-12-22T20:18:59.771479] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:18:59.771510] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:18:59.771536] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:18:59.771613] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:18:59.828723] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:18:59.829492] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:18:59.829591] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:18:59.829628] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:18:59.951287] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:18:59.951456] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:18:59.951506] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:18:59.951536] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:18:59.955327] [DEBUG] [FORECASTER] CIG: Forecast T+1@11:T+2@11: UP (p=56.42%)
[2025-12-22T20:18:59.955643] [INFO ] [FORECASTER] Completed predict_future for CIG
[2025-12-22T20:18:59.955781] [INFO ] [sig       ] CIG: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:19:00.110995] [INFO ] [LOCAL     ] Saved forecast: CIG	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/CIG.txt
[2025-12-22T20:19:00.111206] [INFO ] [sig       ] [692/3560] Completed CIG in 0.4s | 2.93 sym/s | Total: 3.9m | ETA: 16.3m
[2025-12-22T20:19:00.111268] [INFO ] [sig       ] [693/3560] Forecasting CIGI...
[2025-12-22T20:19:00.111313] [INFO ] [sig       ] Generating forecast for: CIGI
[2025-12-22T20:19:00.111377] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIGI' from 'https://tdm.silogroup.org/data/derivative_storage/CIGI.csv'.
[2025-12-22T20:19:00.129390] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIGI'.
[2025-12-22T20:19:00.129896] [INFO ] [FORECASTER] Starting predict_future for CIGI
[2025-12-22T20:19:00.130991] [DEBUG] [LOCAL     ] No optimal features file found for CIGI: ./output/feature-sets/CIGI.txt
[2025-12-22T20:19:00.131061] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:19:00.131105] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:19:00.131143] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:19:00.131221] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:19:00.198524] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:19:00.199527] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:19:00.199634] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:19:00.199668] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:19:00.320138] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:19:00.320288] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:19:00.320359] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:19:00.320388] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:19:00.323743] [DEBUG] [FORECASTER] CIGI: Forecast T+1@11:T+2@11: UP (p=94.39%)
[2025-12-22T20:19:00.324013] [INFO ] [FORECASTER] Completed predict_future for CIGI
[2025-12-22T20:19:00.324134] [INFO ] [sig       ] CIGI: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:19:00.464359] [INFO ] [LOCAL     ] Saved forecast: CIGI	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/CIGI.txt
[2025-12-22T20:19:00.464521] [INFO ] [sig       ] [693/3560] Completed CIGI in 0.4s | 2.93 sym/s | Total: 3.9m | ETA: 16.3m
[2025-12-22T20:19:00.464562] [INFO ] [sig       ] [694/3560] Forecasting CII...
[2025-12-22T20:19:00.464614] [INFO ] [sig       ] Generating forecast for: CII
[2025-12-22T20:19:00.464648] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CII' from 'https://tdm.silogroup.org/data/derivative_storage/CII.csv'.
[2025-12-22T20:19:00.476400] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CII'.
[2025-12-22T20:19:00.476822] [INFO ] [FORECASTER] Starting predict_future for CII
[2025-12-22T20:19:00.477663] [DEBUG] [LOCAL     ] No optimal features file found for CII: ./output/feature-sets/CII.txt
[2025-12-22T20:19:00.477717] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:19:00.477750] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:19:00.477777] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:19:00.477833] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:19:00.536887] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:19:00.537927] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:19:00.538016] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:19:00.538050] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:19:00.662056] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:19:00.662176] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:19:00.662215] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:19:00.662244] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:19:00.666179] [DEBUG] [FORECASTER] CII: Forecast T+1@11:T+2@11: UP (p=60.28%)
[2025-12-22T20:19:00.666527] [INFO ] [FORECASTER] Completed predict_future for CII
[2025-12-22T20:19:00.666694] [INFO ] [sig       ] CII: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:19:00.809874] [INFO ] [LOCAL     ] Saved forecast: CII	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/CII.txt
[2025-12-22T20:19:00.810067] [INFO ] [sig       ] [694/3560] Completed CII in 0.3s | 2.93 sym/s | Total: 3.9m | ETA: 16.3m
[2025-12-22T20:19:00.810123] [INFO ] [sig       ] [695/3560] Forecasting CIM...
[2025-12-22T20:19:00.810165] [INFO ] [sig       ] Generating forecast for: CIM
[2025-12-22T20:19:00.810206] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIM' from 'https://tdm.silogroup.org/data/derivative_storage/CIM.csv'.
[2025-12-22T20:19:00.822260] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIM'.
[2025-12-22T20:19:00.822646] [INFO ] [FORECASTER] Starting predict_future for CIM
[2025-12-22T20:19:00.823460] [DEBUG] [LOCAL     ] No optimal features file found for CIM: ./output/feature-sets/CIM.txt
[2025-12-22T20:19:00.823514] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:19:00.823547] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:19:00.823594] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:19:00.823656] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:19:00.882114] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:19:00.883011] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:19:00.883097] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:19:00.883129] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:19:01.023658] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:19:01.023845] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:19:01.023897] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:19:01.023932] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:19:01.028485] [DEBUG] [FORECASTER] CIM: Forecast T+1@11:T+2@11: DOWN (p=49.48%)
[2025-12-22T20:19:01.028895] [INFO ] [FORECASTER] Completed predict_future for CIM
[2025-12-22T20:19:01.029081] [INFO ] [sig       ] CIM: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:19:01.170284] [INFO ] [LOCAL     ] Saved forecast: CIM	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/CIM.txt
[2025-12-22T20:19:01.170450] [INFO ] [sig       ] [695/3560] Completed CIM in 0.4s | 2.93 sym/s | Total: 4.0m | ETA: 16.3m
[2025-12-22T20:19:01.170490] [INFO ] [sig       ] [696/3560] Forecasting CINF...
[2025-12-22T20:19:01.170520] [INFO ] [sig       ] Generating forecast for: CINF
[2025-12-22T20:19:01.170552] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CINF' from 'https://tdm.silogroup.org/data/derivative_storage/CINF.csv'.
[2025-12-22T20:19:01.181891] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CINF'.
[2025-12-22T20:19:01.182268] [INFO ] [FORECASTER] Starting predict_future for CINF
[2025-12-22T20:19:01.183070] [DEBUG] [LOCAL     ] No optimal features file found for CINF: ./output/feature-sets/CINF.txt
[2025-12-22T20:19:01.183123] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:19:01.183154] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:19:01.183180] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:19:01.183236] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:19:01.243110] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:19:01.244006] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:19:01.244094] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:19:01.244127] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:19:01.368688] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:19:01.368888] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:19:01.369996] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:19:01.370034] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:19:01.373510] [DEBUG] [FORECASTER] CINF: Forecast T+1@11:T+2@11: DOWN (p=44.33%)
[2025-12-22T20:19:01.373819] [INFO ] [FORECASTER] Completed predict_future for CINF
[2025-12-22T20:19:01.373947] [INFO ] [sig       ] CINF: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:19:01.528821] [INFO ] [LOCAL     ] Saved forecast: CINF	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/CINF.txt
[2025-12-22T20:19:01.528973] [INFO ] [sig       ] [696/3560] Completed CINF in 0.4s | 2.93 sym/s | Total: 4.0m | ETA: 16.3m
[2025-12-22T20:19:01.529011] [INFO ] [sig       ] [697/3560] Forecasting CING...
[2025-12-22T20:19:01.529071] [INFO ] [sig       ] Generating forecast for: CING
[2025-12-22T20:19:01.529131] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CING' from 'https://tdm.silogroup.org/data/derivative_storage/CING.csv'.
[2025-12-22T20:19:01.539512] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CING'.
[2025-12-22T20:19:01.539964] [INFO ] [FORECASTER] Starting predict_future for CING
[2025-12-22T20:19:01.540780] [DEBUG] [LOCAL     ] No optimal features file found for CING: ./output/feature-sets/CING.txt
[2025-12-22T20:19:01.540833] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:19:01.540867] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:19:01.540895] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:19:01.540951] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:19:01.616305] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:19:01.617361] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:19:01.617477] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:19:01.617527] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:19:01.780362] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:19:01.780548] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:19:01.780605] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:19:01.780635] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:19:01.784694] [DEBUG] [FORECASTER] CING: Forecast T+1@11:T+2@11: UP (p=58.80%)
[2025-12-22T20:19:01.784994] [INFO ] [FORECASTER] Completed predict_future for CING
[2025-12-22T20:19:01.785276] [INFO ] [sig       ] CING: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:19:01.925062] [INFO ] [LOCAL     ] Saved forecast: CING	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/CING.txt
[2025-12-22T20:19:01.925226] [INFO ] [sig       ] [697/3560] Completed CING in 0.4s | 2.93 sym/s | Total: 4.0m | ETA: 16.3m
[2025-12-22T20:19:01.925266] [INFO ] [sig       ] [698/3560] Forecasting CIO...
[2025-12-22T20:19:01.925295] [INFO ] [sig       ] Generating forecast for: CIO
[2025-12-22T20:19:01.925327] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIO' from 'https://tdm.silogroup.org/data/derivative_storage/CIO.csv'.
[2025-12-22T20:19:01.938193] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIO'.
[2025-12-22T20:19:01.938613] [INFO ] [FORECASTER] Starting predict_future for CIO
[2025-12-22T20:19:01.939461] [DEBUG] [LOCAL     ] No optimal features file found for CIO: ./output/feature-sets/CIO.txt
[2025-12-22T20:19:01.939516] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:19:01.939550] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:19:01.939598] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:19:01.939658] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:19:01.999104] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:19:02.000006] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:19:02.000090] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:19:02.000122] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:19:02.118323] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:19:02.118477] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:19:02.118520] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:19:02.118549] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:19:02.121953] [DEBUG] [FORECASTER] CIO: Forecast T+1@11:T+2@11: UP (p=71.63%)
[2025-12-22T20:19:02.122241] [INFO ] [FORECASTER] Completed predict_future for CIO
[2025-12-22T20:19:02.122367] [INFO ] [sig       ] CIO: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:19:02.264894] [INFO ] [LOCAL     ] Saved forecast: CIO	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/CIO.txt
[2025-12-22T20:19:02.265056] [INFO ] [sig       ] [698/3560] Completed CIO in 0.3s | 2.93 sym/s | Total: 4.0m | ETA: 16.3m
[2025-12-22T20:19:02.265097] [INFO ] [sig       ] [699/3560] Forecasting CION...
[2025-12-22T20:19:02.265130] [INFO ] [sig       ] Generating forecast for: CION
[2025-12-22T20:19:02.265160] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CION' from 'https://tdm.silogroup.org/data/derivative_storage/CION.csv'.
[2025-12-22T20:19:02.278686] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CION'.
[2025-12-22T20:19:02.279114] [INFO ] [FORECASTER] Starting predict_future for CION
[2025-12-22T20:19:02.279941] [DEBUG] [LOCAL     ] No optimal features file found for CION: ./output/feature-sets/CION.txt
[2025-12-22T20:19:02.279994] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:19:02.280027] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:19:02.280054] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:19:02.280111] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:19:02.337644] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:19:02.338526] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:19:02.338629] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:19:02.338665] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:19:02.466672] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:19:02.466831] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:19:02.466870] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:19:02.466898] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:19:02.470468] [DEBUG] [FORECASTER] CION: Forecast T+1@11:T+2@11: DOWN (p=24.62%)
[2025-12-22T20:19:02.470833] [INFO ] [FORECASTER] Completed predict_future for CION
[2025-12-22T20:19:02.470997] [INFO ] [sig       ] CION: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:19:02.618233] [INFO ] [LOCAL     ] Saved forecast: CION	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/CION.txt
[2025-12-22T20:19:02.618416] [INFO ] [sig       ] [699/3560] Completed CION in 0.4s | 2.93 sym/s | Total: 4.0m | ETA: 16.3m
[2025-12-22T20:19:02.618457] [INFO ] [sig       ] [700/3560] Forecasting CIVB...
[2025-12-22T20:19:02.618488] [INFO ] [sig       ] Generating forecast for: CIVB
[2025-12-22T20:19:02.618518] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIVB' from 'https://tdm.silogroup.org/data/derivative_storage/CIVB.csv'.
[2025-12-22T20:19:02.629784] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIVB'.
[2025-12-22T20:19:02.630163] [INFO ] [FORECASTER] Starting predict_future for CIVB
[2025-12-22T20:19:02.630974] [DEBUG] [LOCAL     ] No optimal features file found for CIVB: ./output/feature-sets/CIVB.txt
[2025-12-22T20:19:02.631026] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:19:02.631059] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:19:02.631085] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:19:02.631140] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:19:02.691109] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:19:02.691971] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:19:02.692053] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:19:02.692086] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:19:02.818249] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:19:02.818407] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:19:02.818451] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:19:02.818483] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:19:02.822046] [DEBUG] [FORECASTER] CIVB: Forecast T+1@11:T+2@11: DOWN (p=24.50%)
[2025-12-22T20:19:02.822344] [INFO ] [FORECASTER] Completed predict_future for CIVB
[2025-12-22T20:19:02.822471] [INFO ] [sig       ] CIVB: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:19:02.961922] [INFO ] [LOCAL     ] Saved forecast: CIVB	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/CIVB.txt
[2025-12-22T20:19:02.962061] [INFO ] [sig       ] [700/3560] Completed CIVB in 0.3s | 2.93 sym/s | Total: 4.0m | ETA: 16.3m
[2025-12-22T20:19:02.962101] [INFO ] [sig       ] [701/3560] Forecasting CIVI...
[2025-12-22T20:19:02.962130] [INFO ] [sig       ] Generating forecast for: CIVI
[2025-12-22T20:19:02.962160] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIVI' from 'https://tdm.silogroup.org/data/derivative_storage/CIVI.csv'.
[2025-12-22T20:19:02.972926] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIVI'.
[2025-12-22T20:19:02.973313] [INFO ] [FORECASTER] Starting predict_future for CIVI
[2025-12-22T20:19:02.974157] [DEBUG] [LOCAL     ] No optimal features file found for CIVI: ./output/feature-sets/CIVI.txt
[2025-12-22T20:19:02.974212] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:19:02.974245] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:19:02.974274] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:19:02.974332] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:19:03.031669] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:19:03.032488] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:19:03.032566] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:19:03.032618] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:19:03.149907] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:19:03.150071] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:19:03.150110] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:19:03.150138] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:19:03.153661] [DEBUG] [FORECASTER] CIVI: Forecast T+1@11:T+2@11: UP (p=76.93%)
[2025-12-22T20:19:03.154031] [INFO ] [FORECASTER] Completed predict_future for CIVI
[2025-12-22T20:19:03.154176] [INFO ] [sig       ] CIVI: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:19:03.293803] [INFO ] [LOCAL     ] Saved forecast: CIVI	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/CIVI.txt
[2025-12-22T20:19:03.293967] [INFO ] [sig       ] [701/3560] Completed CIVI in 0.3s | 2.93 sym/s | Total: 4.0m | ETA: 16.3m
[2025-12-22T20:19:03.294007] [INFO ] [sig       ] [702/3560] Forecasting CLB...
[2025-12-22T20:19:03.294038] [INFO ] [sig       ] Generating forecast for: CLB
[2025-12-22T20:19:03.294069] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLB' from 'https://tdm.silogroup.org/data/derivative_storage/CLB.csv'.
[2025-12-22T20:19:03.306062] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLB'.
[2025-12-22T20:19:03.306444] [INFO ] [FORECASTER] Starting predict_future for CLB
[2025-12-22T20:19:03.307282] [DEBUG] [LOCAL     ] No optimal features file found for CLB: ./output/feature-sets/CLB.txt
[2025-12-22T20:19:03.307351] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:19:03.307386] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:19:03.307414] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:19:03.307473] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:19:03.367053] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:19:03.367922] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:19:03.368005] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:19:03.368037] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:19:03.500474] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:19:03.500660] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:19:03.500707] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:19:03.500738] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:19:03.504392] [DEBUG] [FORECASTER] CLB: Forecast T+1@11:T+2@11: UP (p=95.62%)
[2025-12-22T20:19:03.504702] [INFO ] [FORECASTER] Completed predict_future for CLB
[2025-12-22T20:19:03.504831] [INFO ] [sig       ] CLB: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:19:03.651586] [INFO ] [LOCAL     ] Saved forecast: CLB	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/CLB.txt
[2025-12-22T20:19:03.651744] [INFO ] [sig       ] [702/3560] Completed CLB in 0.4s | 2.93 sym/s | Total: 4.0m | ETA: 16.3m
[2025-12-22T20:19:03.651784] [INFO ] [sig       ] [703/3560] Forecasting CLBK...
[2025-12-22T20:19:03.651815] [INFO ] [sig       ] Generating forecast for: CLBK
[2025-12-22T20:19:03.651849] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLBK' from 'https://tdm.silogroup.org/data/derivative_storage/CLBK.csv'.
[2025-12-22T20:19:03.663129] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLBK'.
[2025-12-22T20:19:03.663517] [INFO ] [FORECASTER] Starting predict_future for CLBK
[2025-12-22T20:19:03.664334] [DEBUG] [LOCAL     ] No optimal features file found for CLBK: ./output/feature-sets/CLBK.txt
[2025-12-22T20:19:03.664387] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:19:03.664418] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:19:03.664443] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:19:03.664498] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:19:03.720962] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:19:03.721716] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:19:03.721793] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:19:03.721824] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:19:03.833840] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:19:03.833982] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:19:03.834020] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:19:03.834049] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:19:03.837313] [DEBUG] [FORECASTER] CLBK: Forecast T+1@11:T+2@11: DOWN (p=10.73%)
[2025-12-22T20:19:03.837593] [INFO ] [FORECASTER] Completed predict_future for CLBK
[2025-12-22T20:19:03.837748] [INFO ] [sig       ] CLBK: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:19:03.972071] [INFO ] [LOCAL     ] Saved forecast: CLBK	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/CLBK.txt
[2025-12-22T20:19:03.972211] [INFO ] [sig       ] [703/3560] Completed CLBK in 0.3s | 2.93 sym/s | Total: 4.0m | ETA: 16.3m
[2025-12-22T20:19:03.972251] [INFO ] [sig       ] [704/3560] Forecasting CLCO...
[2025-12-22T20:19:03.972284] [INFO ] [sig       ] Generating forecast for: CLCO
[2025-12-22T20:19:03.972315] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLCO' from 'https://tdm.silogroup.org/data/derivative_storage/CLCO.csv'.
[2025-12-22T20:19:03.982680] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLCO'.
[2025-12-22T20:19:03.983019] [INFO ] [FORECASTER] Starting predict_future for CLCO
[2025-12-22T20:19:03.983882] [DEBUG] [LOCAL     ] No optimal features file found for CLCO: ./output/feature-sets/CLCO.txt
[2025-12-22T20:19:03.983936] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:19:03.983968] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:19:03.983995] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:19:03.984053] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:19:04.041303] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:19:04.042089] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:19:04.042168] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:19:04.042201] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:19:04.174703] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:19:04.174877] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:19:04.174933] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:19:04.174971] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:19:04.178566] [DEBUG] [FORECASTER] CLCO: Forecast T+1@11:T+2@11: UP (p=92.97%)
[2025-12-22T20:19:04.178868] [INFO ] [FORECASTER] Completed predict_future for CLCO
[2025-12-22T20:19:04.178998] [INFO ] [sig       ] CLCO: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:19:04.328602] [INFO ] [LOCAL     ] Saved forecast: CLCO	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/CLCO.txt
[2025-12-22T20:19:04.328778] [INFO ] [sig       ] [704/3560] Completed CLCO in 0.4s | 2.93 sym/s | Total: 4.0m | ETA: 16.2m
[2025-12-22T20:19:04.328820] [INFO ] [sig       ] [705/3560] Forecasting CLDX...
[2025-12-22T20:19:04.328850] [INFO ] [sig       ] Generating forecast for: CLDX
[2025-12-22T20:19:04.328879] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLDX' from 'https://tdm.silogroup.org/data/derivative_storage/CLDX.csv'.
[2025-12-22T20:19:04.341433] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLDX'.
[2025-12-22T20:19:04.341838] [INFO ] [FORECASTER] Starting predict_future for CLDX
[2025-12-22T20:19:04.342882] [DEBUG] [LOCAL     ] No optimal features file found for CLDX: ./output/feature-sets/CLDX.txt
[2025-12-22T20:19:04.342946] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:19:04.342985] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:19:04.343012] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:19:04.343067] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:19:04.402159] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:19:04.403075] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:19:04.403160] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:19:04.403194] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:19:04.538850] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:19:04.539002] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:19:04.539064] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:19:04.539094] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:19:04.542590] [DEBUG] [FORECASTER] CLDX: Forecast T+1@11:T+2@11: DOWN (p=2.63%)
[2025-12-22T20:19:04.542867] [INFO ] [FORECASTER] Completed predict_future for CLDX
[2025-12-22T20:19:04.542994] [INFO ] [sig       ] CLDX: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:19:04.677055] [INFO ] [LOCAL     ] Saved forecast: CLDX	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/CLDX.txt
[2025-12-22T20:19:04.677183] [INFO ] [sig       ] [705/3560] Completed CLDX in 0.3s | 2.93 sym/s | Total: 4.0m | ETA: 16.2m
[2025-12-22T20:19:04.677227] [INFO ] [sig       ] [706/3560] Forecasting CLF...
[2025-12-22T20:19:04.677259] [INFO ] [sig       ] Generating forecast for: CLF
[2025-12-22T20:19:04.677289] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLF' from 'https://tdm.silogroup.org/data/derivative_storage/CLF.csv'.
[2025-12-22T20:19:04.687151] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLF'.
[2025-12-22T20:19:04.687445] [INFO ] [FORECASTER] Starting predict_future for CLF
[2025-12-22T20:19:04.688225] [DEBUG] [LOCAL     ] No optimal features file found for CLF: ./output/feature-sets/CLF.txt
[2025-12-22T20:19:04.688278] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:19:04.688310] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:19:04.688336] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:19:04.688392] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:19:04.743958] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:19:04.744562] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:19:04.744659] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:19:04.744693] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:19:04.873522] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:19:04.873709] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:19:04.873751] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:19:04.873780] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:19:04.877298] [DEBUG] [FORECASTER] CLF: Forecast T+1@11:T+2@11: DOWN (p=23.00%)
[2025-12-22T20:19:04.877664] [INFO ] [FORECASTER] Completed predict_future for CLF
[2025-12-22T20:19:04.877810] [INFO ] [sig       ] CLF: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:19:05.016050] [INFO ] [LOCAL     ] Saved forecast: CLF	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/CLF.txt
[2025-12-22T20:19:05.016186] [INFO ] [sig       ] [706/3560] Completed CLF in 0.3s | 2.93 sym/s | Total: 4.0m | ETA: 16.2m
[2025-12-22T20:19:05.016224] [INFO ] [sig       ] [707/3560] Forecasting CLFD...
[2025-12-22T20:19:05.016253] [INFO ] [sig       ] Generating forecast for: CLFD
[2025-12-22T20:19:05.016283] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLFD' from 'https://tdm.silogroup.org/data/derivative_storage/CLFD.csv'.
[2025-12-22T20:19:05.027144] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLFD'.
[2025-12-22T20:19:05.027484] [INFO ] [FORECASTER] Starting predict_future for CLFD
[2025-12-22T20:19:05.028419] [DEBUG] [LOCAL     ] No optimal features file found for CLFD: ./output/feature-sets/CLFD.txt
[2025-12-22T20:19:05.028474] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:19:05.028509] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:19:05.028538] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:19:05.028620] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:19:05.086372] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:19:05.087112] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:19:05.087191] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:19:05.087225] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:19:05.213653] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:19:05.213832] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:19:05.213873] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:19:05.213902] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:19:05.217304] [DEBUG] [FORECASTER] CLFD: Forecast T+1@11:T+2@11: DOWN (p=46.65%)
[2025-12-22T20:19:05.217610] [INFO ] [FORECASTER] Completed predict_future for CLFD
[2025-12-22T20:19:05.217733] [INFO ] [sig       ] CLFD: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:19:05.353184] [INFO ] [LOCAL     ] Saved forecast: CLFD	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/CLFD.txt
[2025-12-22T20:19:05.353345] [INFO ] [sig       ] [707/3560] Completed CLFD in 0.3s | 2.93 sym/s | Total: 4.0m | ETA: 16.2m
[2025-12-22T20:19:05.353388] [INFO ] [sig       ] [708/3560] Forecasting CLH...
[2025-12-22T20:19:05.353418] [INFO ] [sig       ] Generating forecast for: CLH
[2025-12-22T20:19:05.353447] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLH' from 'https://tdm.silogroup.org/data/derivative_storage/CLH.csv'.
[2025-12-22T20:19:05.364992] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLH'.
[2025-12-22T20:19:05.365426] [INFO ] [FORECASTER] Starting predict_future for CLH
[2025-12-22T20:19:05.366365] [DEBUG] [LOCAL     ] No optimal features file found for CLH: ./output/feature-sets/CLH.txt
[2025-12-22T20:19:05.366418] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:19:05.366452] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:19:05.366491] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:19:05.366566] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:19:05.428249] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:19:05.429176] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:19:05.429266] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:19:05.429299] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:19:05.570301] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:19:05.570498] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:19:05.570564] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:19:05.570643] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:19:05.576150] [DEBUG] [FORECASTER] CLH: Forecast T+1@11:T+2@11: DOWN (p=11.24%)
[2025-12-22T20:19:05.576700] [INFO ] [FORECASTER] Completed predict_future for CLH
[2025-12-22T20:19:05.576913] [INFO ] [sig       ] CLH: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:19:05.761605] [INFO ] [LOCAL     ] Saved forecast: CLH	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/CLH.txt
[2025-12-22T20:19:05.761824] [INFO ] [sig       ] [708/3560] Completed CLH in 0.4s | 2.93 sym/s | Total: 4.0m | ETA: 16.2m
[2025-12-22T20:19:05.761872] [INFO ] [sig       ] [709/3560] Forecasting CLLS...
[2025-12-22T20:19:05.761913] [INFO ] [sig       ] Generating forecast for: CLLS
[2025-12-22T20:19:05.761955] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLLS' from 'https://tdm.silogroup.org/data/derivative_storage/CLLS.csv'.
[2025-12-22T20:19:05.777016] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLLS'.
[2025-12-22T20:19:05.777537] [INFO ] [FORECASTER] Starting predict_future for CLLS
[2025-12-22T20:19:05.778615] [DEBUG] [LOCAL     ] No optimal features file found for CLLS: ./output/feature-sets/CLLS.txt
[2025-12-22T20:19:05.778680] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:19:05.778722] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:19:05.778757] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:19:05.778839] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:19:05.859965] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:19:05.861125] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:19:05.861232] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:19:05.861274] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:19:06.030062] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:19:06.030259] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:19:06.030320] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:19:06.030351] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:19:06.035180] [DEBUG] [FORECASTER] CLLS: Forecast T+1@11:T+2@11: UP (p=59.65%)
[2025-12-22T20:19:06.035740] [INFO ] [FORECASTER] Completed predict_future for CLLS
[2025-12-22T20:19:06.035968] [INFO ] [sig       ] CLLS: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:19:06.240301] [INFO ] [LOCAL     ] Saved forecast: CLLS	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/CLLS.txt
[2025-12-22T20:19:06.240500] [INFO ] [sig       ] [709/3560] Completed CLLS in 0.5s | 2.93 sym/s | Total: 4.0m | ETA: 16.2m
[2025-12-22T20:19:06.240562] [INFO ] [sig       ] [710/3560] Forecasting CLMB...
[2025-12-22T20:19:06.240633] [INFO ] [sig       ] Generating forecast for: CLMB
[2025-12-22T20:19:06.240679] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLMB' from 'https://tdm.silogroup.org/data/derivative_storage/CLMB.csv'.
[2025-12-22T20:19:06.255976] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLMB'.
[2025-12-22T20:19:06.256467] [INFO ] [FORECASTER] Starting predict_future for CLMB
[2025-12-22T20:19:06.257540] [DEBUG] [LOCAL     ] No optimal features file found for CLMB: ./output/feature-sets/CLMB.txt
[2025-12-22T20:19:06.257621] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:19:06.257659] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:19:06.257686] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:19:06.257744] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:19:06.322960] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:19:06.323965] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:19:06.324063] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:19:06.324097] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:19:06.460818] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:19:06.461037] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:19:06.461083] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:19:06.461117] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:19:06.465452] [DEBUG] [FORECASTER] CLMB: Forecast T+1@11:T+2@11: DOWN (p=4.22%)
[2025-12-22T20:19:06.465856] [INFO ] [FORECASTER] Completed predict_future for CLMB
[2025-12-22T20:19:06.466017] [INFO ] [sig       ] CLMB: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:19:06.624539] [INFO ] [LOCAL     ] Saved forecast: CLMB	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/CLMB.txt
[2025-12-22T20:19:06.624735] [INFO ] [sig       ] [710/3560] Completed CLMB in 0.4s | 2.93 sym/s | Total: 4.0m | ETA: 16.2m
[2025-12-22T20:19:06.624777] [INFO ] [sig       ] [711/3560] Forecasting CLNE...
[2025-12-22T20:19:06.624807] [INFO ] [sig       ] Generating forecast for: CLNE
[2025-12-22T20:19:06.624840] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLNE' from 'https://tdm.silogroup.org/data/derivative_storage/CLNE.csv'.
[2025-12-22T20:19:06.637812] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLNE'.
[2025-12-22T20:19:06.638257] [INFO ] [FORECASTER] Starting predict_future for CLNE
[2025-12-22T20:19:06.639237] [DEBUG] [LOCAL     ] No optimal features file found for CLNE: ./output/feature-sets/CLNE.txt
[2025-12-22T20:19:06.639303] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:19:06.639351] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:19:06.639393] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:19:06.639477] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:19:06.697019] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:19:06.697946] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:19:06.698033] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:19:06.698070] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:19:06.814902] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:19:06.815060] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:19:06.815101] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:19:06.815132] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:19:06.818873] [DEBUG] [FORECASTER] CLNE: Forecast T+1@11:T+2@11: DOWN (p=46.53%)
[2025-12-22T20:19:06.819223] [INFO ] [FORECASTER] Completed predict_future for CLNE
[2025-12-22T20:19:06.819362] [INFO ] [sig       ] CLNE: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:19:06.958359] [INFO ] [LOCAL     ] Saved forecast: CLNE	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/CLNE.txt
[2025-12-22T20:19:06.958510] [INFO ] [sig       ] [711/3560] Completed CLNE in 0.3s | 2.93 sym/s | Total: 4.0m | ETA: 16.2m
[2025-12-22T20:19:06.958550] [INFO ] [sig       ] [712/3560] Forecasting CLNN...
[2025-12-22T20:19:06.958608] [INFO ] [sig       ] Generating forecast for: CLNN
[2025-12-22T20:19:06.958640] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLNN' from 'https://tdm.silogroup.org/data/derivative_storage/CLNN.csv'.
[2025-12-22T20:19:06.974901] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLNN'.
[2025-12-22T20:19:06.975244] [INFO ] [FORECASTER] Starting predict_future for CLNN
[2025-12-22T20:19:06.976042] [DEBUG] [LOCAL     ] No optimal features file found for CLNN: ./output/feature-sets/CLNN.txt
[2025-12-22T20:19:06.976095] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:19:06.976129] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:19:06.976158] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:19:06.976216] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:19:07.033810] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:19:07.034647] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:19:07.034726] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:19:07.034758] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:19:07.151874] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:19:07.152027] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:19:07.152066] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:19:07.152095] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:19:07.155409] [DEBUG] [FORECASTER] CLNN: Forecast T+1@11:T+2@11: DOWN (p=7.85%)
[2025-12-22T20:19:07.155707] [INFO ] [FORECASTER] Completed predict_future for CLNN
[2025-12-22T20:19:07.155831] [INFO ] [sig       ] CLNN: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:19:07.293522] [INFO ] [LOCAL     ] Saved forecast: CLNN	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/CLNN.txt
[2025-12-22T20:19:07.293687] [INFO ] [sig       ] [712/3560] Completed CLNN in 0.3s | 2.93 sym/s | Total: 4.1m | ETA: 16.2m
[2025-12-22T20:19:07.293730] [INFO ] [sig       ] [713/3560] Forecasting CLOA...
[2025-12-22T20:19:07.293761] [INFO ] [sig       ] Generating forecast for: CLOA
[2025-12-22T20:19:07.293792] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLOA' from 'https://tdm.silogroup.org/data/derivative_storage/CLOA.csv'.
[2025-12-22T20:19:07.305166] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLOA'.
[2025-12-22T20:19:07.305472] [INFO ] [FORECASTER] Starting predict_future for CLOA
[2025-12-22T20:19:07.306344] [DEBUG] [LOCAL     ] No optimal features file found for CLOA: ./output/feature-sets/CLOA.txt
[2025-12-22T20:19:07.306405] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:19:07.306453] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:19:07.306482] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:19:07.306540] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:19:07.368348] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:19:07.369264] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:19:07.369349] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:19:07.369383] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:19:07.467537] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:19:07.467708] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:19:07.467757] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:19:07.467788] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:19:07.471331] [DEBUG] [FORECASTER] CLOA: Forecast T+1@11:T+2@11: DOWN (p=32.10%)
[2025-12-22T20:19:07.471624] [INFO ] [FORECASTER] Completed predict_future for CLOA
[2025-12-22T20:19:07.471747] [INFO ] [sig       ] CLOA: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:19:07.611457] [INFO ] [LOCAL     ] Saved forecast: CLOA	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/CLOA.txt
[2025-12-22T20:19:07.611639] [INFO ] [sig       ] [713/3560] Completed CLOA in 0.3s | 2.93 sym/s | Total: 4.1m | ETA: 16.2m
[2025-12-22T20:19:07.611725] [INFO ] [sig       ] [714/3560] Forecasting CLRB...
[2025-12-22T20:19:07.611755] [INFO ] [sig       ] Generating forecast for: CLRB
[2025-12-22T20:19:07.611785] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLRB' from 'https://tdm.silogroup.org/data/derivative_storage/CLRB.csv'.
[2025-12-22T20:19:07.622493] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLRB'.
[2025-12-22T20:19:07.622907] [INFO ] [FORECASTER] Starting predict_future for CLRB
[2025-12-22T20:19:07.623694] [DEBUG] [LOCAL     ] No optimal features file found for CLRB: ./output/feature-sets/CLRB.txt
[2025-12-22T20:19:07.623745] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:19:07.623776] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:19:07.623803] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:19:07.623858] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:19:07.681366] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:19:07.682382] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:19:07.682502] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:19:07.682541] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:19:07.800618] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:19:07.800776] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:19:07.800821] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:19:07.800852] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:19:07.804299] [DEBUG] [FORECASTER] CLRB: Forecast T+1@11:T+2@11: DOWN (p=8.35%)
[2025-12-22T20:19:07.804604] [INFO ] [FORECASTER] Completed predict_future for CLRB
[2025-12-22T20:19:07.804731] [INFO ] [sig       ] CLRB: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:19:07.944034] [INFO ] [LOCAL     ] Saved forecast: CLRB	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/CLRB.txt
[2025-12-22T20:19:07.944195] [INFO ] [sig       ] [714/3560] Completed CLRB in 0.3s | 2.93 sym/s | Total: 4.1m | ETA: 16.2m
[2025-12-22T20:19:07.944234] [INFO ] [sig       ] [715/3560] Forecasting CLRO...
[2025-12-22T20:19:07.944265] [INFO ] [sig       ] Generating forecast for: CLRO
[2025-12-22T20:19:07.944294] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLRO' from 'https://tdm.silogroup.org/data/derivative_storage/CLRO.csv'.
[2025-12-22T20:19:07.955374] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLRO'.
[2025-12-22T20:19:07.955843] [INFO ] [FORECASTER] Starting predict_future for CLRO
[2025-12-22T20:19:07.956625] [DEBUG] [LOCAL     ] No optimal features file found for CLRO: ./output/feature-sets/CLRO.txt
[2025-12-22T20:19:07.956676] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:19:07.956708] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:19:07.956735] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:19:07.956792] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:19:08.013538] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:19:08.014390] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:19:08.014471] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:19:08.014506] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:19:08.131529] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:19:08.131697] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:19:08.131736] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:19:08.131764] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:19:08.135056] [DEBUG] [FORECASTER] CLRO: Forecast T+1@11:T+2@11: DOWN (p=24.23%)
[2025-12-22T20:19:08.135319] [INFO ] [FORECASTER] Completed predict_future for CLRO
[2025-12-22T20:19:08.135436] [INFO ] [sig       ] CLRO: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:19:08.270263] [INFO ] [LOCAL     ] Saved forecast: CLRO	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/CLRO.txt
[2025-12-22T20:19:08.270414] [INFO ] [sig       ] [715/3560] Completed CLRO in 0.3s | 2.93 sym/s | Total: 4.1m | ETA: 16.2m
[2025-12-22T20:19:08.270453] [INFO ] [sig       ] [716/3560] Forecasting CLS...
[2025-12-22T20:19:08.270483] [INFO ] [sig       ] Generating forecast for: CLS
[2025-12-22T20:19:08.270514] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLS' from 'https://tdm.silogroup.org/data/derivative_storage/CLS.csv'.
[2025-12-22T20:19:08.281024] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLS'.
[2025-12-22T20:19:08.281519] [INFO ] [FORECASTER] Starting predict_future for CLS
[2025-12-22T20:19:08.282288] [DEBUG] [LOCAL     ] No optimal features file found for CLS: ./output/feature-sets/CLS.txt
[2025-12-22T20:19:08.282339] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:19:08.282371] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:19:08.282398] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:19:08.282453] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:19:08.340456] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:19:08.341318] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:19:08.341401] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:19:08.341433] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:19:08.470196] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:19:08.470367] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:19:08.470408] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:19:08.470437] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:19:08.474007] [DEBUG] [FORECASTER] CLS: Forecast T+1@11:T+2@11: UP (p=69.72%)
[2025-12-22T20:19:08.474317] [INFO ] [FORECASTER] Completed predict_future for CLS
[2025-12-22T20:19:08.474452] [INFO ] [sig       ] CLS: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:19:08.613780] [INFO ] [LOCAL     ] Saved forecast: CLS	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/CLS.txt
[2025-12-22T20:19:08.613939] [INFO ] [sig       ] [716/3560] Completed CLS in 0.3s | 2.93 sym/s | Total: 4.1m | ETA: 16.2m
[2025-12-22T20:19:08.613995] [INFO ] [sig       ] [717/3560] Forecasting CLX...
[2025-12-22T20:19:08.614063] [INFO ] [sig       ] Generating forecast for: CLX
[2025-12-22T20:19:08.614105] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLX' from 'https://tdm.silogroup.org/data/derivative_storage/CLX.csv'.
[2025-12-22T20:19:08.625357] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLX'.
[2025-12-22T20:19:08.625717] [INFO ] [FORECASTER] Starting predict_future for CLX
[2025-12-22T20:19:08.626489] [DEBUG] [LOCAL     ] No optimal features file found for CLX: ./output/feature-sets/CLX.txt
[2025-12-22T20:19:08.626541] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:19:08.626602] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:19:08.626669] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:19:08.626753] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:19:08.686433] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:19:08.687219] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:19:08.687300] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:19:08.687334] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:19:08.811676] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:19:08.811822] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:19:08.811860] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:19:08.811888] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:19:08.815185] [DEBUG] [FORECASTER] CLX: Forecast T+1@11:T+2@11: DOWN (p=2.54%)
[2025-12-22T20:19:08.815450] [INFO ] [FORECASTER] Completed predict_future for CLX
[2025-12-22T20:19:08.815569] [INFO ] [sig       ] CLX: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:19:08.952449] [INFO ] [LOCAL     ] Saved forecast: CLX	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/CLX.txt
[2025-12-22T20:19:08.952608] [INFO ] [sig       ] [717/3560] Completed CLX in 0.3s | 2.93 sym/s | Total: 4.1m | ETA: 16.2m
[2025-12-22T20:19:08.952650] [INFO ] [sig       ] [718/3560] Forecasting CM...
[2025-12-22T20:19:08.952682] [INFO ] [sig       ] Generating forecast for: CM
[2025-12-22T20:19:08.952713] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CM' from 'https://tdm.silogroup.org/data/derivative_storage/CM.csv'.
[2025-12-22T20:19:08.963613] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CM'.
[2025-12-22T20:19:08.963947] [INFO ] [FORECASTER] Starting predict_future for CM
[2025-12-22T20:19:08.964896] [DEBUG] [LOCAL     ] No optimal features file found for CM: ./output/feature-sets/CM.txt
[2025-12-22T20:19:08.964962] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:19:08.965010] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:19:08.965055] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:19:08.965145] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:19:09.025154] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:19:09.026044] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:19:09.026128] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:19:09.026163] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:19:09.146074] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:19:09.146224] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:19:09.146262] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:19:09.146291] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:19:09.149786] [DEBUG] [FORECASTER] CM: Forecast T+1@11:T+2@11: DOWN (p=47.90%)
[2025-12-22T20:19:09.150059] [INFO ] [FORECASTER] Completed predict_future for CM
[2025-12-22T20:19:09.150331] [INFO ] [sig       ] CM: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:19:09.287383] [INFO ] [LOCAL     ] Saved forecast: CM	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/CM.txt
[2025-12-22T20:19:09.287526] [INFO ] [sig       ] [718/3560] Completed CM in 0.3s | 2.93 sym/s | Total: 4.1m | ETA: 16.2m
[2025-12-22T20:19:09.287565] [INFO ] [sig       ] [719/3560] Forecasting CMA...
[2025-12-22T20:19:09.287615] [INFO ] [sig       ] Generating forecast for: CMA
[2025-12-22T20:19:09.287645] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMA' from 'https://tdm.silogroup.org/data/derivative_storage/CMA.csv'.
[2025-12-22T20:19:09.298152] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMA'.
[2025-12-22T20:19:09.298491] [INFO ] [FORECASTER] Starting predict_future for CMA
[2025-12-22T20:19:09.299311] [DEBUG] [LOCAL     ] No optimal features file found for CMA: ./output/feature-sets/CMA.txt
[2025-12-22T20:19:09.299367] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:19:09.299408] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:19:09.299444] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:19:09.299518] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:19:09.356870] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:19:09.357751] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:19:09.357836] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:19:09.357869] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:19:09.485205] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:19:09.485360] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:19:09.485403] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:19:09.485432] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:19:09.488950] [DEBUG] [FORECASTER] CMA: Forecast T+1@11:T+2@11: UP (p=66.12%)
[2025-12-22T20:19:09.489289] [INFO ] [FORECASTER] Completed predict_future for CMA
[2025-12-22T20:19:09.489422] [INFO ] [sig       ] CMA: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:19:09.630213] [INFO ] [LOCAL     ] Saved forecast: CMA	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/CMA.txt
[2025-12-22T20:19:09.630356] [INFO ] [sig       ] [719/3560] Completed CMA in 0.3s | 2.93 sym/s | Total: 4.1m | ETA: 16.2m
[2025-12-22T20:19:09.630394] [INFO ] [sig       ] [720/3560] Forecasting CMC...
[2025-12-22T20:19:09.630424] [INFO ] [sig       ] Generating forecast for: CMC
[2025-12-22T20:19:09.630454] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMC' from 'https://tdm.silogroup.org/data/derivative_storage/CMC.csv'.
[2025-12-22T20:19:09.641166] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMC'.
[2025-12-22T20:19:09.641494] [INFO ] [FORECASTER] Starting predict_future for CMC
[2025-12-22T20:19:09.642277] [DEBUG] [LOCAL     ] No optimal features file found for CMC: ./output/feature-sets/CMC.txt
[2025-12-22T20:19:09.642329] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:19:09.642360] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:19:09.642386] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:19:09.642442] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:19:09.700773] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:19:09.701619] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:19:09.701701] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:19:09.701736] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:19:09.826087] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:19:09.826404] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:19:09.826446] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:19:09.826492] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:19:09.830113] [DEBUG] [FORECASTER] CMC: Forecast T+1@11:T+2@11: UP (p=99.70%)
[2025-12-22T20:19:09.830469] [INFO ] [FORECASTER] Completed predict_future for CMC
[2025-12-22T20:19:09.830619] [INFO ] [sig       ] CMC: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:19:09.972087] [INFO ] [LOCAL     ] Saved forecast: CMC	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/CMC.txt
[2025-12-22T20:19:09.972244] [INFO ] [sig       ] [720/3560] Completed CMC in 0.3s | 2.93 sym/s | Total: 4.1m | ETA: 16.2m
[2025-12-22T20:19:09.972285] [INFO ] [sig       ] [721/3560] Forecasting CMCM...
[2025-12-22T20:19:09.972316] [INFO ] [sig       ] Generating forecast for: CMCM
[2025-12-22T20:19:09.972348] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMCM' from 'https://tdm.silogroup.org/data/derivative_storage/CMCM.csv'.
[2025-12-22T20:19:09.982546] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMCM'.
[2025-12-22T20:19:09.982970] [INFO ] [FORECASTER] Starting predict_future for CMCM
[2025-12-22T20:19:09.983816] [DEBUG] [LOCAL     ] No optimal features file found for CMCM: ./output/feature-sets/CMCM.txt
[2025-12-22T20:19:09.983878] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:19:09.983933] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:19:09.983973] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:19:09.984037] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:19:10.048692] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:19:10.049814] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:19:10.049908] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:19:10.049943] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:19:10.168716] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:19:10.168874] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:19:10.168920] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:19:10.168950] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:19:10.172339] [DEBUG] [FORECASTER] CMCM: Forecast T+1@11:T+2@11: DOWN (p=18.21%)
[2025-12-22T20:19:10.172632] [INFO ] [FORECASTER] Completed predict_future for CMCM
[2025-12-22T20:19:10.172759] [INFO ] [sig       ] CMCM: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:19:10.313483] [INFO ] [LOCAL     ] Saved forecast: CMCM	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/CMCM.txt
[2025-12-22T20:19:10.313643] [INFO ] [sig       ] [721/3560] Completed CMCM in 0.3s | 2.93 sym/s | Total: 4.1m | ETA: 16.2m
[2025-12-22T20:19:10.313684] [INFO ] [sig       ] [722/3560] Forecasting CMCO...
[2025-12-22T20:19:10.313714] [INFO ] [sig       ] Generating forecast for: CMCO
[2025-12-22T20:19:10.313744] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMCO' from 'https://tdm.silogroup.org/data/derivative_storage/CMCO.csv'.
[2025-12-22T20:19:10.324851] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMCO'.
[2025-12-22T20:19:10.325223] [INFO ] [FORECASTER] Starting predict_future for CMCO
[2025-12-22T20:19:10.326027] [DEBUG] [LOCAL     ] No optimal features file found for CMCO: ./output/feature-sets/CMCO.txt
[2025-12-22T20:19:10.326080] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:19:10.326112] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:19:10.326138] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:19:10.326194] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:19:10.382607] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:19:10.383425] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:19:10.383506] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:19:10.383555] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:19:10.505286] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:19:10.505437] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:19:10.505478] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:19:10.505507] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:19:10.509014] [DEBUG] [FORECASTER] CMCO: Forecast T+1@11:T+2@11: UP (p=60.04%)
[2025-12-22T20:19:10.509315] [INFO ] [FORECASTER] Completed predict_future for CMCO
[2025-12-22T20:19:10.509439] [INFO ] [sig       ] CMCO: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:19:10.648243] [INFO ] [LOCAL     ] Saved forecast: CMCO	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/CMCO.txt
[2025-12-22T20:19:10.648440] [INFO ] [sig       ] [722/3560] Completed CMCO in 0.3s | 2.93 sym/s | Total: 4.1m | ETA: 16.2m
[2025-12-22T20:19:10.648506] [INFO ] [sig       ] [723/3560] Forecasting CMCSA...
[2025-12-22T20:19:10.648561] [INFO ] [sig       ] Generating forecast for: CMCSA
[2025-12-22T20:19:10.648651] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMCSA' from 'https://tdm.silogroup.org/data/derivative_storage/CMCSA.csv'.
[2025-12-22T20:19:10.659367] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMCSA'.
[2025-12-22T20:19:10.659806] [INFO ] [FORECASTER] Starting predict_future for CMCSA
[2025-12-22T20:19:10.660638] [DEBUG] [LOCAL     ] No optimal features file found for CMCSA: ./output/feature-sets/CMCSA.txt
[2025-12-22T20:19:10.660692] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:19:10.660725] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:19:10.660753] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:19:10.660810] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:19:10.719102] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:19:10.719950] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:19:10.720031] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:19:10.720064] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:19:10.845384] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:19:10.845530] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:19:10.845586] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:19:10.845619] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:19:10.848997] [DEBUG] [FORECASTER] CMCSA: Forecast T+1@11:T+2@11: DOWN (p=36.04%)
[2025-12-22T20:19:10.849316] [INFO ] [FORECASTER] Completed predict_future for CMCSA
[2025-12-22T20:19:10.849441] [INFO ] [sig       ] CMCSA: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:19:10.986212] [INFO ] [LOCAL     ] Saved forecast: CMCSA	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/CMCSA.txt
[2025-12-22T20:19:10.986358] [INFO ] [sig       ] [723/3560] Completed CMCSA in 0.3s | 2.93 sym/s | Total: 4.1m | ETA: 16.2m
[2025-12-22T20:19:10.986398] [INFO ] [sig       ] [724/3560] Forecasting CME...
[2025-12-22T20:19:10.986429] [INFO ] [sig       ] Generating forecast for: CME
[2025-12-22T20:19:10.986460] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CME' from 'https://tdm.silogroup.org/data/derivative_storage/CME.csv'.
[2025-12-22T20:19:10.997302] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CME'.
[2025-12-22T20:19:10.997678] [INFO ] [FORECASTER] Starting predict_future for CME
[2025-12-22T20:19:10.998545] [DEBUG] [LOCAL     ] No optimal features file found for CME: ./output/feature-sets/CME.txt
[2025-12-22T20:19:10.998626] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:19:10.998663] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:19:10.998692] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:19:10.998759] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:19:11.058098] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:19:11.058902] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:19:11.058983] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:19:11.059022] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:19:11.190552] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:19:11.190721] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:19:11.190763] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:19:11.190793] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:19:11.194370] [DEBUG] [FORECASTER] CME: Forecast T+1@11:T+2@11: DOWN (p=1.41%)
[2025-12-22T20:19:11.194663] [INFO ] [FORECASTER] Completed predict_future for CME
[2025-12-22T20:19:11.194789] [INFO ] [sig       ] CME: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:19:11.332344] [INFO ] [LOCAL     ] Saved forecast: CME	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/CME.txt
[2025-12-22T20:19:11.332498] [INFO ] [sig       ] [724/3560] Completed CME in 0.3s | 2.93 sym/s | Total: 4.1m | ETA: 16.1m
[2025-12-22T20:19:11.332539] [INFO ] [sig       ] [725/3560] Forecasting CMG...
[2025-12-22T20:19:11.332588] [INFO ] [sig       ] Generating forecast for: CMG
[2025-12-22T20:19:11.332623] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMG' from 'https://tdm.silogroup.org/data/derivative_storage/CMG.csv'.
[2025-12-22T20:19:11.343244] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMG'.
[2025-12-22T20:19:11.343607] [INFO ] [FORECASTER] Starting predict_future for CMG
[2025-12-22T20:19:11.344367] [DEBUG] [LOCAL     ] No optimal features file found for CMG: ./output/feature-sets/CMG.txt
[2025-12-22T20:19:11.344418] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:19:11.344450] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:19:11.344476] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:19:11.344531] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:19:11.401756] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:19:11.402559] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:19:11.402654] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:19:11.402687] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:19:11.521781] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:19:11.521928] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:19:11.521968] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:19:11.522001] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:19:11.525333] [DEBUG] [FORECASTER] CMG: Forecast T+1@11:T+2@11: DOWN (p=9.14%)
[2025-12-22T20:19:11.525618] [INFO ] [FORECASTER] Completed predict_future for CMG
[2025-12-22T20:19:11.525738] [INFO ] [sig       ] CMG: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:19:11.661481] [INFO ] [LOCAL     ] Saved forecast: CMG	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/CMG.txt
[2025-12-22T20:19:11.661622] [INFO ] [sig       ] [725/3560] Completed CMG in 0.3s | 2.93 sym/s | Total: 4.1m | ETA: 16.1m
[2025-12-22T20:19:11.661662] [INFO ] [sig       ] [726/3560] Forecasting CMI...
[2025-12-22T20:19:11.661692] [INFO ] [sig       ] Generating forecast for: CMI
[2025-12-22T20:19:11.661721] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMI' from 'https://tdm.silogroup.org/data/derivative_storage/CMI.csv'.
[2025-12-22T20:19:11.672988] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMI'.
[2025-12-22T20:19:11.673277] [INFO ] [FORECASTER] Starting predict_future for CMI
[2025-12-22T20:19:11.674039] [DEBUG] [LOCAL     ] No optimal features file found for CMI: ./output/feature-sets/CMI.txt
[2025-12-22T20:19:11.674109] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:19:11.674141] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:19:11.674168] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:19:11.674222] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:19:11.730714] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:19:11.731381] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:19:11.731461] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:19:11.731496] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:19:11.852515] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:19:11.852686] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:19:11.852726] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:19:11.852754] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:19:11.856077] [DEBUG] [FORECASTER] CMI: Forecast T+1@11:T+2@11: UP (p=67.95%)
[2025-12-22T20:19:11.856343] [INFO ] [FORECASTER] Completed predict_future for CMI
[2025-12-22T20:19:11.856463] [INFO ] [sig       ] CMI: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:19:11.993250] [INFO ] [LOCAL     ] Saved forecast: CMI	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/CMI.txt
[2025-12-22T20:19:11.993372] [INFO ] [sig       ] [726/3560] Completed CMI in 0.3s | 2.93 sym/s | Total: 4.1m | ETA: 16.1m
[2025-12-22T20:19:11.993409] [INFO ] [sig       ] [727/3560] Forecasting CMMB...
[2025-12-22T20:19:11.993439] [INFO ] [sig       ] Generating forecast for: CMMB
[2025-12-22T20:19:11.993467] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMMB' from 'https://tdm.silogroup.org/data/derivative_storage/CMMB.csv'.
[2025-12-22T20:19:12.004086] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMMB'.
[2025-12-22T20:19:12.004394] [INFO ] [FORECASTER] Starting predict_future for CMMB
[2025-12-22T20:19:12.005151] [DEBUG] [LOCAL     ] No optimal features file found for CMMB: ./output/feature-sets/CMMB.txt
[2025-12-22T20:19:12.005202] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:19:12.005233] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:19:12.005259] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:19:12.005314] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:19:12.061961] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:19:12.062596] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:19:12.062672] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:19:12.062704] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:19:12.178074] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:19:12.178221] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:19:12.178260] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:19:12.178289] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:19:12.181622] [DEBUG] [FORECASTER] CMMB: Forecast T+1@11:T+2@11: DOWN (p=43.13%)
[2025-12-22T20:19:12.181893] [INFO ] [FORECASTER] Completed predict_future for CMMB
[2025-12-22T20:19:12.182010] [INFO ] [sig       ] CMMB: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:19:12.318907] [INFO ] [LOCAL     ] Saved forecast: CMMB	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/CMMB.txt
[2025-12-22T20:19:12.319061] [INFO ] [sig       ] [727/3560] Completed CMMB in 0.3s | 2.93 sym/s | Total: 4.1m | ETA: 16.1m
[2025-12-22T20:19:12.319103] [INFO ] [sig       ] [728/3560] Forecasting CMP...
[2025-12-22T20:19:12.319135] [INFO ] [sig       ] Generating forecast for: CMP
[2025-12-22T20:19:12.319165] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMP' from 'https://tdm.silogroup.org/data/derivative_storage/CMP.csv'.
[2025-12-22T20:19:12.331931] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMP'.
[2025-12-22T20:19:12.332347] [INFO ] [FORECASTER] Starting predict_future for CMP
[2025-12-22T20:19:12.333240] [DEBUG] [LOCAL     ] No optimal features file found for CMP: ./output/feature-sets/CMP.txt
[2025-12-22T20:19:12.333295] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:19:12.333330] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:19:12.333357] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:19:12.333414] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:19:12.390292] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:19:12.391205] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:19:12.391293] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:19:12.391327] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:19:12.513786] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:19:12.513959] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:19:12.514000] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:19:12.514030] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:19:12.517519] [DEBUG] [FORECASTER] CMP: Forecast T+1@11:T+2@11: DOWN (p=6.30%)
[2025-12-22T20:19:12.517836] [INFO ] [FORECASTER] Completed predict_future for CMP
[2025-12-22T20:19:12.517969] [INFO ] [sig       ] CMP: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:19:12.659712] [INFO ] [LOCAL     ] Saved forecast: CMP	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/CMP.txt
[2025-12-22T20:19:12.659871] [INFO ] [sig       ] [728/3560] Completed CMP in 0.3s | 2.93 sym/s | Total: 4.1m | ETA: 16.1m
[2025-12-22T20:19:12.659911] [INFO ] [sig       ] [729/3560] Forecasting CMPO...
[2025-12-22T20:19:12.659942] [INFO ] [sig       ] Generating forecast for: CMPO
[2025-12-22T20:19:12.659973] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMPO' from 'https://tdm.silogroup.org/data/derivative_storage/CMPO.csv'.
[2025-12-22T20:19:12.671937] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMPO'.
[2025-12-22T20:19:12.672345] [INFO ] [FORECASTER] Starting predict_future for CMPO
[2025-12-22T20:19:12.673125] [DEBUG] [LOCAL     ] No optimal features file found for CMPO: ./output/feature-sets/CMPO.txt
[2025-12-22T20:19:12.673177] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:19:12.673208] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:19:12.673235] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:19:12.673317] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:19:12.729074] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:19:12.729969] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:19:12.730051] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:19:12.730084] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:19:12.849470] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:19:12.849646] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:19:12.849686] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:19:12.849714] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:19:12.853104] [DEBUG] [FORECASTER] CMPO: Forecast T+1@11:T+2@11: DOWN (p=23.85%)
[2025-12-22T20:19:12.853415] [INFO ] [FORECASTER] Completed predict_future for CMPO
[2025-12-22T20:19:12.853547] [INFO ] [sig       ] CMPO: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:19:12.988225] [INFO ] [LOCAL     ] Saved forecast: CMPO	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/CMPO.txt
[2025-12-22T20:19:12.988355] [INFO ] [sig       ] [729/3560] Completed CMPO in 0.3s | 2.93 sym/s | Total: 4.1m | ETA: 16.1m
[2025-12-22T20:19:12.988393] [INFO ] [sig       ] [730/3560] Forecasting CMPS...
[2025-12-22T20:19:12.988423] [INFO ] [sig       ] Generating forecast for: CMPS
[2025-12-22T20:19:12.988452] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMPS' from 'https://tdm.silogroup.org/data/derivative_storage/CMPS.csv'.
[2025-12-22T20:19:12.999534] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMPS'.
[2025-12-22T20:19:12.999844] [INFO ] [FORECASTER] Starting predict_future for CMPS
[2025-12-22T20:19:13.000607] [DEBUG] [LOCAL     ] No optimal features file found for CMPS: ./output/feature-sets/CMPS.txt
[2025-12-22T20:19:13.000659] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:19:13.000690] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:19:13.000716] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:19:13.000771] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:19:13.057332] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:19:13.058112] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:19:13.058188] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:19:13.058220] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:19:13.179477] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:19:13.179635] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:19:13.179675] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:19:13.179702] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:19:13.182960] [DEBUG] [FORECASTER] CMPS: Forecast T+1@11:T+2@11: DOWN (p=1.18%)
[2025-12-22T20:19:13.183222] [INFO ] [FORECASTER] Completed predict_future for CMPS
[2025-12-22T20:19:13.183340] [INFO ] [sig       ] CMPS: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:19:13.320079] [INFO ] [LOCAL     ] Saved forecast: CMPS	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/CMPS.txt
[2025-12-22T20:19:13.320204] [INFO ] [sig       ] [730/3560] Completed CMPS in 0.3s | 2.93 sym/s | Total: 4.2m | ETA: 16.1m
[2025-12-22T20:19:13.320269] [INFO ] [sig       ] [731/3560] Forecasting CMPX...
[2025-12-22T20:19:13.320300] [INFO ] [sig       ] Generating forecast for: CMPX
[2025-12-22T20:19:13.320329] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMPX' from 'https://tdm.silogroup.org/data/derivative_storage/CMPX.csv'.
[2025-12-22T20:19:13.332473] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMPX'.
[2025-12-22T20:19:13.332782] [INFO ] [FORECASTER] Starting predict_future for CMPX
[2025-12-22T20:19:13.333728] [DEBUG] [LOCAL     ] No optimal features file found for CMPX: ./output/feature-sets/CMPX.txt
[2025-12-22T20:19:13.333778] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:19:13.333810] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:19:13.333836] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:19:13.333892] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:19:13.390875] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:19:13.391452] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:19:13.391529] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:19:13.391560] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:19:13.508022] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:19:13.508193] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:19:13.508238] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:19:13.508267] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:19:13.511843] [DEBUG] [FORECASTER] CMPX: Forecast T+1@11:T+2@11: UP (p=96.63%)
[2025-12-22T20:19:13.512146] [INFO ] [FORECASTER] Completed predict_future for CMPX
[2025-12-22T20:19:13.512267] [INFO ] [sig       ] CMPX: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:19:13.648032] [INFO ] [LOCAL     ] Saved forecast: CMPX	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/CMPX.txt
[2025-12-22T20:19:13.648158] [INFO ] [sig       ] [731/3560] Completed CMPX in 0.3s | 2.93 sym/s | Total: 4.2m | ETA: 16.1m
[2025-12-22T20:19:13.648197] [INFO ] [sig       ] [732/3560] Forecasting CMRE...
[2025-12-22T20:19:13.648226] [INFO ] [sig       ] Generating forecast for: CMRE
[2025-12-22T20:19:13.648256] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMRE' from 'https://tdm.silogroup.org/data/derivative_storage/CMRE.csv'.
[2025-12-22T20:19:13.659077] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMRE'.
[2025-12-22T20:19:13.659384] [INFO ] [FORECASTER] Starting predict_future for CMRE
[2025-12-22T20:19:13.660153] [DEBUG] [LOCAL     ] No optimal features file found for CMRE: ./output/feature-sets/CMRE.txt
[2025-12-22T20:19:13.660204] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:19:13.660236] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:19:13.660262] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:19:13.660318] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:19:13.716750] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:19:13.717380] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:19:13.717457] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:19:13.717489] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:19:13.837993] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:19:13.838145] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:19:13.838187] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:19:13.838216] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:19:13.841533] [DEBUG] [FORECASTER] CMRE: Forecast T+1@11:T+2@11: UP (p=90.91%)
[2025-12-22T20:19:13.841815] [INFO ] [FORECASTER] Completed predict_future for CMRE
[2025-12-22T20:19:13.841932] [INFO ] [sig       ] CMRE: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:19:13.976886] [INFO ] [LOCAL     ] Saved forecast: CMRE	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/CMRE.txt
[2025-12-22T20:19:13.977016] [INFO ] [sig       ] [732/3560] Completed CMRE in 0.3s | 2.93 sym/s | Total: 4.2m | ETA: 16.1m
[2025-12-22T20:19:13.977055] [INFO ] [sig       ] [733/3560] Forecasting CMS...
[2025-12-22T20:19:13.977084] [INFO ] [sig       ] Generating forecast for: CMS
[2025-12-22T20:19:13.977114] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMS' from 'https://tdm.silogroup.org/data/derivative_storage/CMS.csv'.
[2025-12-22T20:19:13.987729] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMS'.
[2025-12-22T20:19:13.988043] [INFO ] [FORECASTER] Starting predict_future for CMS
[2025-12-22T20:19:13.988808] [DEBUG] [LOCAL     ] No optimal features file found for CMS: ./output/feature-sets/CMS.txt
[2025-12-22T20:19:13.988859] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:19:13.988890] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:19:13.988918] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:19:13.988973] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:19:14.044814] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:19:14.045422] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:19:14.045497] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:19:14.045529] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:19:14.168515] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:19:14.168691] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:19:14.168731] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:19:14.168759] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:19:14.172475] [DEBUG] [FORECASTER] CMS: Forecast T+1@11:T+2@11: UP (p=82.07%)
[2025-12-22T20:19:14.172754] [INFO ] [FORECASTER] Completed predict_future for CMS
[2025-12-22T20:19:14.172873] [INFO ] [sig       ] CMS: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:19:14.311291] [INFO ] [LOCAL     ] Saved forecast: CMS	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/CMS.txt
[2025-12-22T20:19:14.311442] [INFO ] [sig       ] [733/3560] Completed CMS in 0.3s | 2.93 sym/s | Total: 4.2m | ETA: 16.1m
[2025-12-22T20:19:14.311482] [INFO ] [sig       ] [734/3560] Forecasting CMSA...
[2025-12-22T20:19:14.311512] [INFO ] [sig       ] Generating forecast for: CMSA
[2025-12-22T20:19:14.311547] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMSA' from 'https://tdm.silogroup.org/data/derivative_storage/CMSA.csv'.
[2025-12-22T20:19:14.321902] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMSA'.
[2025-12-22T20:19:14.322220] [INFO ] [FORECASTER] Starting predict_future for CMSA
[2025-12-22T20:19:14.323033] [DEBUG] [LOCAL     ] No optimal features file found for CMSA: ./output/feature-sets/CMSA.txt
[2025-12-22T20:19:14.323084] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:19:14.323131] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:19:14.323186] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:19:14.323271] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:19:14.380499] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:19:14.381113] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:19:14.381215] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:19:14.381248] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:19:14.492181] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:19:14.492312] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:19:14.492352] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:19:14.492380] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:19:14.495727] [DEBUG] [FORECASTER] CMSA: Forecast T+1@11:T+2@11: DOWN (p=30.63%)
[2025-12-22T20:19:14.495991] [INFO ] [FORECASTER] Completed predict_future for CMSA
[2025-12-22T20:19:14.496111] [INFO ] [sig       ] CMSA: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:19:14.630859] [INFO ] [LOCAL     ] Saved forecast: CMSA	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/CMSA.txt
[2025-12-22T20:19:14.630999] [INFO ] [sig       ] [734/3560] Completed CMSA in 0.3s | 2.93 sym/s | Total: 4.2m | ETA: 16.1m
[2025-12-22T20:19:14.631037] [INFO ] [sig       ] [735/3560] Forecasting CMSC...
[2025-12-22T20:19:14.631068] [INFO ] [sig       ] Generating forecast for: CMSC
[2025-12-22T20:19:14.631097] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMSC' from 'https://tdm.silogroup.org/data/derivative_storage/CMSC.csv'.
[2025-12-22T20:19:14.641195] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMSC'.
[2025-12-22T20:19:14.641504] [INFO ] [FORECASTER] Starting predict_future for CMSC
[2025-12-22T20:19:14.642289] [DEBUG] [LOCAL     ] No optimal features file found for CMSC: ./output/feature-sets/CMSC.txt
[2025-12-22T20:19:14.642341] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:19:14.642371] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:19:14.642397] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:19:14.642452] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:19:14.698445] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:19:14.699104] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:19:14.699180] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:19:14.699212] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:19:14.812624] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:19:14.812764] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:19:14.812801] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:19:14.812829] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:19:14.816388] [DEBUG] [FORECASTER] CMSC: Forecast T+1@11:T+2@11: DOWN (p=2.14%)
[2025-12-22T20:19:14.816680] [INFO ] [FORECASTER] Completed predict_future for CMSC
[2025-12-22T20:19:14.816802] [INFO ] [sig       ] CMSC: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:19:14.953458] [INFO ] [LOCAL     ] Saved forecast: CMSC	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/CMSC.txt
[2025-12-22T20:19:14.953598] [INFO ] [sig       ] [735/3560] Completed CMSC in 0.3s | 2.93 sym/s | Total: 4.2m | ETA: 16.1m
[2025-12-22T20:19:14.953639] [INFO ] [sig       ] [736/3560] Forecasting CMSD...
[2025-12-22T20:19:14.953669] [INFO ] [sig       ] Generating forecast for: CMSD
[2025-12-22T20:19:14.953698] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMSD' from 'https://tdm.silogroup.org/data/derivative_storage/CMSD.csv'.
[2025-12-22T20:19:14.964315] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMSD'.
[2025-12-22T20:19:14.964677] [INFO ] [FORECASTER] Starting predict_future for CMSD
[2025-12-22T20:19:14.965457] [DEBUG] [LOCAL     ] No optimal features file found for CMSD: ./output/feature-sets/CMSD.txt
[2025-12-22T20:19:14.965511] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:19:14.965544] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:19:14.965598] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:19:14.965665] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:19:15.022409] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:19:15.023054] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:19:15.023132] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:19:15.023165] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:19:15.143430] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:19:15.143588] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:19:15.143629] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:19:15.143657] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:19:15.146932] [DEBUG] [FORECASTER] CMSD: Forecast T+1@11:T+2@11: UP (p=62.58%)
[2025-12-22T20:19:15.147200] [INFO ] [FORECASTER] Completed predict_future for CMSD
[2025-12-22T20:19:15.147319] [INFO ] [sig       ] CMSD: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:19:15.281956] [INFO ] [LOCAL     ] Saved forecast: CMSD	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/CMSD.txt
[2025-12-22T20:19:15.282078] [INFO ] [sig       ] [736/3560] Completed CMSD in 0.3s | 2.93 sym/s | Total: 4.2m | ETA: 16.1m
[2025-12-22T20:19:15.282115] [INFO ] [sig       ] [737/3560] Forecasting CMTG...
[2025-12-22T20:19:15.282144] [INFO ] [sig       ] Generating forecast for: CMTG
[2025-12-22T20:19:15.282172] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMTG' from 'https://tdm.silogroup.org/data/derivative_storage/CMTG.csv'.
[2025-12-22T20:19:15.293044] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMTG'.
[2025-12-22T20:19:15.293357] [INFO ] [FORECASTER] Starting predict_future for CMTG
[2025-12-22T20:19:15.294153] [DEBUG] [LOCAL     ] No optimal features file found for CMTG: ./output/feature-sets/CMTG.txt
[2025-12-22T20:19:15.294206] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:19:15.294253] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:19:15.294283] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:19:15.294340] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:19:15.351187] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:19:15.351841] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:19:15.351917] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:19:15.351950] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:19:15.469583] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:19:15.469728] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:19:15.469767] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:19:15.469795] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:19:15.473283] [DEBUG] [FORECASTER] CMTG: Forecast T+1@11:T+2@11: DOWN (p=1.38%)
[2025-12-22T20:19:15.473552] [INFO ] [FORECASTER] Completed predict_future for CMTG
[2025-12-22T20:19:15.473700] [INFO ] [sig       ] CMTG: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:19:15.609728] [INFO ] [LOCAL     ] Saved forecast: CMTG	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/CMTG.txt
[2025-12-22T20:19:15.609854] [INFO ] [sig       ] [737/3560] Completed CMTG in 0.3s | 2.93 sym/s | Total: 4.2m | ETA: 16.1m
[2025-12-22T20:19:15.609895] [INFO ] [sig       ] [738/3560] Forecasting CMTL...
[2025-12-22T20:19:15.609927] [INFO ] [sig       ] Generating forecast for: CMTL
[2025-12-22T20:19:15.609959] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMTL' from 'https://tdm.silogroup.org/data/derivative_storage/CMTL.csv'.
[2025-12-22T20:19:15.621024] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMTL'.
[2025-12-22T20:19:15.621389] [INFO ] [FORECASTER] Starting predict_future for CMTL
[2025-12-22T20:19:15.622179] [DEBUG] [LOCAL     ] No optimal features file found for CMTL: ./output/feature-sets/CMTL.txt
[2025-12-22T20:19:15.622233] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:19:15.622268] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:19:15.622295] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:19:15.622351] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:19:15.678658] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:19:15.679285] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:19:15.679359] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:19:15.679391] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:19:15.797858] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:19:15.798005] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:19:15.798046] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:19:15.798074] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:19:15.801452] [DEBUG] [FORECASTER] CMTL: Forecast T+1@11:T+2@11: UP (p=71.80%)
[2025-12-22T20:19:15.801751] [INFO ] [FORECASTER] Completed predict_future for CMTL
[2025-12-22T20:19:15.801871] [INFO ] [sig       ] CMTL: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:19:15.940108] [INFO ] [LOCAL     ] Saved forecast: CMTL	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/CMTL.txt
[2025-12-22T20:19:15.940252] [INFO ] [sig       ] [738/3560] Completed CMTL in 0.3s | 2.93 sym/s | Total: 4.2m | ETA: 16.1m
[2025-12-22T20:19:15.940292] [INFO ] [sig       ] [739/3560] Forecasting CNA...
[2025-12-22T20:19:15.940322] [INFO ] [sig       ] Generating forecast for: CNA
[2025-12-22T20:19:15.940549] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNA' from 'https://tdm.silogroup.org/data/derivative_storage/CNA.csv'.
[2025-12-22T20:19:15.951725] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNA'.
[2025-12-22T20:19:15.952058] [INFO ] [FORECASTER] Starting predict_future for CNA
[2025-12-22T20:19:15.952828] [DEBUG] [LOCAL     ] No optimal features file found for CNA: ./output/feature-sets/CNA.txt
[2025-12-22T20:19:15.952880] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:19:15.952912] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:19:15.952939] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:19:15.952994] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:19:16.010129] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:19:16.010744] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:19:16.010832] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:19:16.010867] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:19:16.129532] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:19:16.129692] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:19:16.129731] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:19:16.129761] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:19:16.133068] [DEBUG] [FORECASTER] CNA: Forecast T+1@11:T+2@11: DOWN (p=2.63%)
[2025-12-22T20:19:16.133335] [INFO ] [FORECASTER] Completed predict_future for CNA
[2025-12-22T20:19:16.133454] [INFO ] [sig       ] CNA: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:19:16.268691] [INFO ] [LOCAL     ] Saved forecast: CNA	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/CNA.txt
[2025-12-22T20:19:16.268811] [INFO ] [sig       ] [739/3560] Completed CNA in 0.3s | 2.93 sym/s | Total: 4.2m | ETA: 16.0m
[2025-12-22T20:19:16.268849] [INFO ] [sig       ] [740/3560] Forecasting CNC...
[2025-12-22T20:19:16.268879] [INFO ] [sig       ] Generating forecast for: CNC
[2025-12-22T20:19:16.268909] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNC' from 'https://tdm.silogroup.org/data/derivative_storage/CNC.csv'.
[2025-12-22T20:19:16.279738] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNC'.
[2025-12-22T20:19:16.280020] [INFO ] [FORECASTER] Starting predict_future for CNC
[2025-12-22T20:19:16.280796] [DEBUG] [LOCAL     ] No optimal features file found for CNC: ./output/feature-sets/CNC.txt
[2025-12-22T20:19:16.280847] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:19:16.280878] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:19:16.280904] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:19:16.280959] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:19:16.337336] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:19:16.338130] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:19:16.338209] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:19:16.338242] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:19:16.452451] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:19:16.452619] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:19:16.452660] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:19:16.452687] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:19:16.456021] [DEBUG] [FORECASTER] CNC: Forecast T+1@11:T+2@11: UP (p=81.57%)
[2025-12-22T20:19:16.456301] [INFO ] [FORECASTER] Completed predict_future for CNC
[2025-12-22T20:19:16.456425] [INFO ] [sig       ] CNC: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:19:16.593756] [INFO ] [LOCAL     ] Saved forecast: CNC	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/CNC.txt
[2025-12-22T20:19:16.593889] [INFO ] [sig       ] [740/3560] Completed CNC in 0.3s | 2.93 sym/s | Total: 4.2m | ETA: 16.0m
[2025-12-22T20:19:16.593934] [INFO ] [sig       ] [741/3560] Forecasting CNF...
[2025-12-22T20:19:16.593964] [INFO ] [sig       ] Generating forecast for: CNF
[2025-12-22T20:19:16.593993] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNF' from 'https://tdm.silogroup.org/data/derivative_storage/CNF.csv'.
[2025-12-22T20:19:16.604359] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNF'.
[2025-12-22T20:19:16.604739] [INFO ] [FORECASTER] Starting predict_future for CNF
[2025-12-22T20:19:16.605545] [DEBUG] [LOCAL     ] No optimal features file found for CNF: ./output/feature-sets/CNF.txt
[2025-12-22T20:19:16.605621] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:19:16.605657] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:19:16.605687] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:19:16.605748] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:19:16.662738] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:19:16.663395] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:19:16.663471] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:19:16.663502] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:19:16.766526] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:19:16.766686] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:19:16.766726] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:19:16.766755] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:19:16.770026] [DEBUG] [FORECASTER] CNF: Forecast T+1@11:T+2@11: DOWN (p=18.89%)
[2025-12-22T20:19:16.770285] [INFO ] [FORECASTER] Completed predict_future for CNF
[2025-12-22T20:19:16.770405] [INFO ] [sig       ] CNF: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:19:16.906108] [INFO ] [LOCAL     ] Saved forecast: CNF	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/CNF.txt
[2025-12-22T20:19:16.906235] [INFO ] [sig       ] [741/3560] Completed CNF in 0.3s | 2.93 sym/s | Total: 4.2m | ETA: 16.0m
[2025-12-22T20:19:16.906273] [INFO ] [sig       ] [742/3560] Forecasting CNI...
[2025-12-22T20:19:16.906302] [INFO ] [sig       ] Generating forecast for: CNI
[2025-12-22T20:19:16.906331] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNI' from 'https://tdm.silogroup.org/data/derivative_storage/CNI.csv'.
[2025-12-22T20:19:16.917190] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNI'.
[2025-12-22T20:19:16.917495] [INFO ] [FORECASTER] Starting predict_future for CNI
[2025-12-22T20:19:16.918297] [DEBUG] [LOCAL     ] No optimal features file found for CNI: ./output/feature-sets/CNI.txt
[2025-12-22T20:19:16.918349] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:19:16.918381] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:19:16.918408] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:19:16.918464] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:19:16.976636] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:19:16.977274] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:19:16.977352] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:19:16.977385] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:19:17.094117] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:19:17.094256] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:19:17.094294] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:19:17.094322] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:19:17.097627] [DEBUG] [FORECASTER] CNI: Forecast T+1@11:T+2@11: UP (p=99.12%)
[2025-12-22T20:19:17.097892] [INFO ] [FORECASTER] Completed predict_future for CNI
[2025-12-22T20:19:17.098030] [INFO ] [sig       ] CNI: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:19:17.233296] [INFO ] [LOCAL     ] Saved forecast: CNI	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/CNI.txt
[2025-12-22T20:19:17.233445] [INFO ] [sig       ] [742/3560] Completed CNI in 0.3s | 2.93 sym/s | Total: 4.2m | ETA: 16.0m
[2025-12-22T20:19:17.233482] [INFO ] [sig       ] [743/3560] Forecasting CNK...
[2025-12-22T20:19:17.233511] [INFO ] [sig       ] Generating forecast for: CNK
[2025-12-22T20:19:17.233541] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNK' from 'https://tdm.silogroup.org/data/derivative_storage/CNK.csv'.
[2025-12-22T20:19:17.244478] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNK'.
[2025-12-22T20:19:17.244865] [INFO ] [FORECASTER] Starting predict_future for CNK
[2025-12-22T20:19:17.245666] [DEBUG] [LOCAL     ] No optimal features file found for CNK: ./output/feature-sets/CNK.txt
[2025-12-22T20:19:17.245718] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:19:17.245750] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:19:17.245776] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:19:17.245832] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:19:17.302199] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:19:17.303009] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:19:17.303085] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:19:17.303117] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:19:17.424324] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:19:17.424471] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:19:17.424510] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:19:17.424537] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:19:17.427820] [DEBUG] [FORECASTER] CNK: Forecast T+1@11:T+2@11: DOWN (p=11.44%)
[2025-12-22T20:19:17.428083] [INFO ] [FORECASTER] Completed predict_future for CNK
[2025-12-22T20:19:17.428205] [INFO ] [sig       ] CNK: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:19:17.562676] [INFO ] [LOCAL     ] Saved forecast: CNK	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/CNK.txt
[2025-12-22T20:19:17.562818] [INFO ] [sig       ] [743/3560] Completed CNK in 0.3s | 2.93 sym/s | Total: 4.2m | ETA: 16.0m
[2025-12-22T20:19:17.562857] [INFO ] [sig       ] [744/3560] Forecasting CNM...
[2025-12-22T20:19:17.562887] [INFO ] [sig       ] Generating forecast for: CNM
[2025-12-22T20:19:17.562917] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNM' from 'https://tdm.silogroup.org/data/derivative_storage/CNM.csv'.
[2025-12-22T20:19:17.573884] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNM'.
[2025-12-22T20:19:17.574243] [INFO ] [FORECASTER] Starting predict_future for CNM
[2025-12-22T20:19:17.575053] [DEBUG] [LOCAL     ] No optimal features file found for CNM: ./output/feature-sets/CNM.txt
[2025-12-22T20:19:17.575107] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:19:17.575140] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:19:17.575168] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:19:17.575225] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:19:17.631698] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:19:17.632520] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:19:17.632616] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:19:17.632691] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:19:17.759006] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:19:17.759163] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:19:17.759202] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:19:17.759255] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:19:17.762589] [DEBUG] [FORECASTER] CNM: Forecast T+1@11:T+2@11: DOWN (p=5.38%)
[2025-12-22T20:19:17.762855] [INFO ] [FORECASTER] Completed predict_future for CNM
[2025-12-22T20:19:17.762985] [INFO ] [sig       ] CNM: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:19:17.898226] [INFO ] [LOCAL     ] Saved forecast: CNM	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/CNM.txt
[2025-12-22T20:19:17.898362] [INFO ] [sig       ] [744/3560] Completed CNM in 0.3s | 2.93 sym/s | Total: 4.2m | ETA: 16.0m
[2025-12-22T20:19:17.898400] [INFO ] [sig       ] [745/3560] Forecasting CNMD...
[2025-12-22T20:19:17.898430] [INFO ] [sig       ] Generating forecast for: CNMD
[2025-12-22T20:19:17.898460] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNMD' from 'https://tdm.silogroup.org/data/derivative_storage/CNMD.csv'.
[2025-12-22T20:19:17.909394] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNMD'.
[2025-12-22T20:19:17.909795] [INFO ] [FORECASTER] Starting predict_future for CNMD
[2025-12-22T20:19:17.910599] [DEBUG] [LOCAL     ] No optimal features file found for CNMD: ./output/feature-sets/CNMD.txt
[2025-12-22T20:19:17.910658] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:19:17.910691] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:19:17.910718] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:19:17.910773] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:19:17.966913] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:19:17.967761] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:19:17.967842] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:19:17.967874] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:19:18.087969] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:19:18.088113] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:19:18.088153] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:19:18.088181] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:19:18.091494] [DEBUG] [FORECASTER] CNMD: Forecast T+1@11:T+2@11: DOWN (p=24.75%)
[2025-12-22T20:19:18.091778] [INFO ] [FORECASTER] Completed predict_future for CNMD
[2025-12-22T20:19:18.091900] [INFO ] [sig       ] CNMD: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:19:18.228685] [INFO ] [LOCAL     ] Saved forecast: CNMD	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/CNMD.txt
[2025-12-22T20:19:18.228824] [INFO ] [sig       ] [745/3560] Completed CNMD in 0.3s | 2.93 sym/s | Total: 4.2m | ETA: 16.0m
[2025-12-22T20:19:18.228862] [INFO ] [sig       ] [746/3560] Forecasting CNNE...
[2025-12-22T20:19:18.228892] [INFO ] [sig       ] Generating forecast for: CNNE
[2025-12-22T20:19:18.228922] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNNE' from 'https://tdm.silogroup.org/data/derivative_storage/CNNE.csv'.
[2025-12-22T20:19:18.239947] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNNE'.
[2025-12-22T20:19:18.240318] [INFO ] [FORECASTER] Starting predict_future for CNNE
[2025-12-22T20:19:18.241091] [DEBUG] [LOCAL     ] No optimal features file found for CNNE: ./output/feature-sets/CNNE.txt
[2025-12-22T20:19:18.241142] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:19:18.241173] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:19:18.241200] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:19:18.241255] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:19:18.297078] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:19:18.297782] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:19:18.297874] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:19:18.297907] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:19:18.421446] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:19:18.421626] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:19:18.421671] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:19:18.421701] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:19:18.425110] [DEBUG] [FORECASTER] CNNE: Forecast T+1@11:T+2@11: UP (p=93.65%)
[2025-12-22T20:19:18.425381] [INFO ] [FORECASTER] Completed predict_future for CNNE
[2025-12-22T20:19:18.425508] [INFO ] [sig       ] CNNE: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:19:18.559914] [INFO ] [LOCAL     ] Saved forecast: CNNE	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/CNNE.txt
[2025-12-22T20:19:18.560063] [INFO ] [sig       ] [746/3560] Completed CNNE in 0.3s | 2.93 sym/s | Total: 4.2m | ETA: 16.0m
[2025-12-22T20:19:18.560103] [INFO ] [sig       ] [747/3560] Forecasting CNO...
[2025-12-22T20:19:18.560133] [INFO ] [sig       ] Generating forecast for: CNO
[2025-12-22T20:19:18.560162] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNO' from 'https://tdm.silogroup.org/data/derivative_storage/CNO.csv'.
[2025-12-22T20:19:18.571823] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNO'.
[2025-12-22T20:19:18.572187] [INFO ] [FORECASTER] Starting predict_future for CNO
[2025-12-22T20:19:18.572982] [DEBUG] [LOCAL     ] No optimal features file found for CNO: ./output/feature-sets/CNO.txt
[2025-12-22T20:19:18.573033] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:19:18.573064] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:19:18.573091] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:19:18.573147] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:19:18.633959] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:19:18.634795] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:19:18.634908] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:19:18.634943] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:19:18.756610] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:19:18.756764] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:19:18.756802] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:19:18.756832] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:19:18.760252] [DEBUG] [FORECASTER] CNO: Forecast T+1@11:T+2@11: UP (p=57.35%)
[2025-12-22T20:19:18.760530] [INFO ] [FORECASTER] Completed predict_future for CNO
[2025-12-22T20:19:18.760675] [INFO ] [sig       ] CNO: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:19:18.895559] [INFO ] [LOCAL     ] Saved forecast: CNO	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/CNO.txt
[2025-12-22T20:19:18.895797] [INFO ] [sig       ] [747/3560] Completed CNO in 0.3s | 2.93 sym/s | Total: 4.2m | ETA: 16.0m
[2025-12-22T20:19:18.895854] [INFO ] [sig       ] [748/3560] Forecasting CNOB...
[2025-12-22T20:19:18.895897] [INFO ] [sig       ] Generating forecast for: CNOB
[2025-12-22T20:19:18.895939] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNOB' from 'https://tdm.silogroup.org/data/derivative_storage/CNOB.csv'.
[2025-12-22T20:19:18.906631] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNOB'.
[2025-12-22T20:19:18.906978] [INFO ] [FORECASTER] Starting predict_future for CNOB
[2025-12-22T20:19:18.907780] [DEBUG] [LOCAL     ] No optimal features file found for CNOB: ./output/feature-sets/CNOB.txt
[2025-12-22T20:19:18.907834] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:19:18.907868] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:19:18.907910] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:19:18.907968] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:19:18.965328] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:19:18.966092] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:19:18.966170] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:19:18.966204] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:19:19.088080] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:19:19.088233] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:19:19.088271] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:19:19.088299] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:19:19.092681] [DEBUG] [FORECASTER] CNOB: Forecast T+1@11:T+2@11: DOWN (p=19.32%)
[2025-12-22T20:19:19.092958] [INFO ] [FORECASTER] Completed predict_future for CNOB
[2025-12-22T20:19:19.093119] [INFO ] [sig       ] CNOB: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:19:19.228926] [INFO ] [LOCAL     ] Saved forecast: CNOB	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/CNOB.txt
[2025-12-22T20:19:19.229080] [INFO ] [sig       ] [748/3560] Completed CNOB in 0.3s | 2.93 sym/s | Total: 4.3m | ETA: 16.0m
[2025-12-22T20:19:19.229124] [INFO ] [sig       ] [749/3560] Forecasting CNP...
[2025-12-22T20:19:19.229155] [INFO ] [sig       ] Generating forecast for: CNP
[2025-12-22T20:19:19.229185] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNP' from 'https://tdm.silogroup.org/data/derivative_storage/CNP.csv'.
[2025-12-22T20:19:19.240049] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNP'.
[2025-12-22T20:19:19.240422] [INFO ] [FORECASTER] Starting predict_future for CNP
[2025-12-22T20:19:19.241210] [DEBUG] [LOCAL     ] No optimal features file found for CNP: ./output/feature-sets/CNP.txt
[2025-12-22T20:19:19.241274] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:19:19.241313] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:19:19.241343] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:19:19.241399] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:19:19.298757] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:19:19.299474] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:19:19.299552] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:19:19.299604] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:19:19.420170] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:19:19.420311] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:19:19.420349] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:19:19.420377] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:19:19.423654] [DEBUG] [FORECASTER] CNP: Forecast T+1@11:T+2@11: UP (p=95.63%)
[2025-12-22T20:19:19.423915] [INFO ] [FORECASTER] Completed predict_future for CNP
[2025-12-22T20:19:19.424032] [INFO ] [sig       ] CNP: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:19:19.563747] [INFO ] [LOCAL     ] Saved forecast: CNP	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/CNP.txt
[2025-12-22T20:19:19.563886] [INFO ] [sig       ] [749/3560] Completed CNP in 0.3s | 2.93 sym/s | Total: 4.3m | ETA: 16.0m
[2025-12-22T20:19:19.563925] [INFO ] [sig       ] [750/3560] Forecasting CNQ...
[2025-12-22T20:19:19.563955] [INFO ] [sig       ] Generating forecast for: CNQ
[2025-12-22T20:19:19.563985] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNQ' from 'https://tdm.silogroup.org/data/derivative_storage/CNQ.csv'.
[2025-12-22T20:19:19.574625] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNQ'.
[2025-12-22T20:19:19.574960] [INFO ] [FORECASTER] Starting predict_future for CNQ
[2025-12-22T20:19:19.575758] [DEBUG] [LOCAL     ] No optimal features file found for CNQ: ./output/feature-sets/CNQ.txt
[2025-12-22T20:19:19.575809] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:19:19.575841] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:19:19.575867] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:19:19.575922] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:19:19.631597] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:19:19.632259] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:19:19.632357] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:19:19.632390] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:19:19.757375] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:19:19.757529] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:19:19.757591] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:19:19.757641] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:19:19.761418] [DEBUG] [FORECASTER] CNQ: Forecast T+1@11:T+2@11: UP (p=77.87%)
[2025-12-22T20:19:19.761732] [INFO ] [FORECASTER] Completed predict_future for CNQ
[2025-12-22T20:19:19.761861] [INFO ] [sig       ] CNQ: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:19:19.908616] [INFO ] [LOCAL     ] Saved forecast: CNQ	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/CNQ.txt
[2025-12-22T20:19:19.908759] [INFO ] [sig       ] [750/3560] Completed CNQ in 0.3s | 2.93 sym/s | Total: 4.3m | ETA: 16.0m
[2025-12-22T20:19:19.908800] [INFO ] [sig       ] [751/3560] Forecasting CNS...
[2025-12-22T20:19:19.908831] [INFO ] [sig       ] Generating forecast for: CNS
[2025-12-22T20:19:19.908862] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNS' from 'https://tdm.silogroup.org/data/derivative_storage/CNS.csv'.
[2025-12-22T20:19:19.920281] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNS'.
[2025-12-22T20:19:19.920670] [INFO ] [FORECASTER] Starting predict_future for CNS
[2025-12-22T20:19:19.921518] [DEBUG] [LOCAL     ] No optimal features file found for CNS: ./output/feature-sets/CNS.txt
[2025-12-22T20:19:19.921600] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:19:19.921664] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:19:19.921692] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:19:19.921751] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:19:19.982187] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:19:19.982998] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:19:19.983087] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:19:19.983121] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:19:20.099537] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:19:20.099708] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:19:20.099747] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:19:20.099775] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:19:20.103061] [DEBUG] [FORECASTER] CNS: Forecast T+1@11:T+2@11: UP (p=52.72%)
[2025-12-22T20:19:20.103328] [INFO ] [FORECASTER] Completed predict_future for CNS
[2025-12-22T20:19:20.103448] [INFO ] [sig       ] CNS: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:19:20.237176] [INFO ] [LOCAL     ] Saved forecast: CNS	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/CNS.txt
[2025-12-22T20:19:20.237311] [INFO ] [sig       ] [751/3560] Completed CNS in 0.3s | 2.93 sym/s | Total: 4.3m | ETA: 16.0m
[2025-12-22T20:19:20.237350] [INFO ] [sig       ] [752/3560] Forecasting CNSP...
[2025-12-22T20:19:20.237380] [INFO ] [sig       ] Generating forecast for: CNSP
[2025-12-22T20:19:20.237415] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNSP' from 'https://tdm.silogroup.org/data/derivative_storage/CNSP.csv'.
[2025-12-22T20:19:20.247445] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNSP'.
[2025-12-22T20:19:20.247827] [INFO ] [FORECASTER] Starting predict_future for CNSP
[2025-12-22T20:19:20.248819] [DEBUG] [LOCAL     ] No optimal features file found for CNSP: ./output/feature-sets/CNSP.txt
[2025-12-22T20:19:20.248871] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:19:20.248901] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:19:20.248927] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:19:20.248981] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:19:20.304562] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:19:20.305238] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:19:20.305316] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:19:20.305347] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:19:20.432254] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:19:20.432424] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:19:20.432471] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:19:20.432506] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:19:20.435895] [DEBUG] [FORECASTER] CNSP: Forecast T+1@11:T+2@11: DOWN (p=35.22%)
[2025-12-22T20:19:20.436160] [INFO ] [FORECASTER] Completed predict_future for CNSP
[2025-12-22T20:19:20.436291] [INFO ] [sig       ] CNSP: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:19:20.572089] [INFO ] [LOCAL     ] Saved forecast: CNSP	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/CNSP.txt
[2025-12-22T20:19:20.572231] [INFO ] [sig       ] [752/3560] Completed CNSP in 0.3s | 2.93 sym/s | Total: 4.3m | ETA: 16.0m
[2025-12-22T20:19:20.572269] [INFO ] [sig       ] [753/3560] Forecasting CNTA...
[2025-12-22T20:19:20.572298] [INFO ] [sig       ] Generating forecast for: CNTA
[2025-12-22T20:19:20.572329] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNTA' from 'https://tdm.silogroup.org/data/derivative_storage/CNTA.csv'.
[2025-12-22T20:19:20.583140] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNTA'.
[2025-12-22T20:19:20.583492] [INFO ] [FORECASTER] Starting predict_future for CNTA
[2025-12-22T20:19:20.584301] [DEBUG] [LOCAL     ] No optimal features file found for CNTA: ./output/feature-sets/CNTA.txt
[2025-12-22T20:19:20.584355] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:19:20.584388] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:19:20.584416] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:19:20.584474] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:19:20.641537] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:19:20.642318] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:19:20.642396] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:19:20.642428] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:19:20.760066] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:19:20.760228] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:19:20.760269] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:19:20.760299] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:19:20.764508] [DEBUG] [FORECASTER] CNTA: Forecast T+1@11:T+2@11: DOWN (p=37.69%)
[2025-12-22T20:19:20.764823] [INFO ] [FORECASTER] Completed predict_future for CNTA
[2025-12-22T20:19:20.764952] [INFO ] [sig       ] CNTA: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:19:20.903129] [INFO ] [LOCAL     ] Saved forecast: CNTA	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/CNTA.txt
[2025-12-22T20:19:20.903279] [INFO ] [sig       ] [753/3560] Completed CNTA in 0.3s | 2.93 sym/s | Total: 4.3m | ETA: 16.0m
[2025-12-22T20:19:20.903323] [INFO ] [sig       ] [754/3560] Forecasting CNTY...
[2025-12-22T20:19:20.903352] [INFO ] [sig       ] Generating forecast for: CNTY
[2025-12-22T20:19:20.903388] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNTY' from 'https://tdm.silogroup.org/data/derivative_storage/CNTY.csv'.
[2025-12-22T20:19:20.914890] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNTY'.
[2025-12-22T20:19:20.915277] [INFO ] [FORECASTER] Starting predict_future for CNTY
[2025-12-22T20:19:20.916120] [DEBUG] [LOCAL     ] No optimal features file found for CNTY: ./output/feature-sets/CNTY.txt
[2025-12-22T20:19:20.916176] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:19:20.916208] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:19:20.916236] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:19:20.916294] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:19:20.975876] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:19:20.976657] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:19:20.976738] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:19:20.976773] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:19:21.105932] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:19:21.106092] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:19:21.106146] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:19:21.106221] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:19:21.110004] [DEBUG] [FORECASTER] CNTY: Forecast T+1@11:T+2@11: DOWN (p=0.85%)
[2025-12-22T20:19:21.110329] [INFO ] [FORECASTER] Completed predict_future for CNTY
[2025-12-22T20:19:21.110464] [INFO ] [sig       ] CNTY: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:19:21.256421] [INFO ] [LOCAL     ] Saved forecast: CNTY	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/CNTY.txt
[2025-12-22T20:19:21.256587] [INFO ] [sig       ] [754/3560] Completed CNTY in 0.4s | 2.93 sym/s | Total: 4.3m | ETA: 16.0m
[2025-12-22T20:19:21.256631] [INFO ] [sig       ] [755/3560] Forecasting CNVS...
[2025-12-22T20:19:21.256662] [INFO ] [sig       ] Generating forecast for: CNVS
[2025-12-22T20:19:21.256695] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNVS' from 'https://tdm.silogroup.org/data/derivative_storage/CNVS.csv'.
[2025-12-22T20:19:21.268563] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNVS'.
[2025-12-22T20:19:21.268956] [INFO ] [FORECASTER] Starting predict_future for CNVS
[2025-12-22T20:19:21.269804] [DEBUG] [LOCAL     ] No optimal features file found for CNVS: ./output/feature-sets/CNVS.txt
[2025-12-22T20:19:21.269858] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:19:21.269891] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:19:21.269919] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:19:21.269976] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:19:21.330711] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:19:21.331458] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:19:21.331541] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:19:21.331591] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:19:21.460638] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:19:21.460786] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:19:21.460827] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:19:21.460856] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:19:21.464407] [DEBUG] [FORECASTER] CNVS: Forecast T+1@11:T+2@11: DOWN (p=19.58%)
[2025-12-22T20:19:21.464726] [INFO ] [FORECASTER] Completed predict_future for CNVS
[2025-12-22T20:19:21.464870] [INFO ] [sig       ] CNVS: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:19:21.609641] [INFO ] [LOCAL     ] Saved forecast: CNVS	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/CNVS.txt
[2025-12-22T20:19:21.609785] [INFO ] [sig       ] [755/3560] Completed CNVS in 0.4s | 2.93 sym/s | Total: 4.3m | ETA: 15.9m
[2025-12-22T20:19:21.609826] [INFO ] [sig       ] [756/3560] Forecasting CNX...
[2025-12-22T20:19:21.609858] [INFO ] [sig       ] Generating forecast for: CNX
[2025-12-22T20:19:21.609890] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNX' from 'https://tdm.silogroup.org/data/derivative_storage/CNX.csv'.
[2025-12-22T20:19:21.621406] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNX'.
[2025-12-22T20:19:21.621787] [INFO ] [FORECASTER] Starting predict_future for CNX
[2025-12-22T20:19:21.622606] [DEBUG] [LOCAL     ] No optimal features file found for CNX: ./output/feature-sets/CNX.txt
[2025-12-22T20:19:21.622663] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:19:21.622696] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:19:21.622724] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:19:21.622782] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:19:21.684001] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:19:21.684767] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:19:21.684847] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:19:21.684879] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:19:21.815247] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:19:21.815395] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:19:21.815439] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:19:21.815471] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:19:21.819440] [DEBUG] [FORECASTER] CNX: Forecast T+1@11:T+2@11: DOWN (p=27.94%)
[2025-12-22T20:19:21.819747] [INFO ] [FORECASTER] Completed predict_future for CNX
[2025-12-22T20:19:21.819875] [INFO ] [sig       ] CNX: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:19:21.962116] [INFO ] [LOCAL     ] Saved forecast: CNX	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/CNX.txt
[2025-12-22T20:19:21.962260] [INFO ] [sig       ] [756/3560] Completed CNX in 0.4s | 2.93 sym/s | Total: 4.3m | ETA: 15.9m
[2025-12-22T20:19:21.962299] [INFO ] [sig       ] [757/3560] Forecasting CNXC...
[2025-12-22T20:19:21.962328] [INFO ] [sig       ] Generating forecast for: CNXC
[2025-12-22T20:19:21.962359] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNXC' from 'https://tdm.silogroup.org/data/derivative_storage/CNXC.csv'.
[2025-12-22T20:19:21.972920] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNXC'.
[2025-12-22T20:19:21.973266] [INFO ] [FORECASTER] Starting predict_future for CNXC
[2025-12-22T20:19:21.974046] [DEBUG] [LOCAL     ] No optimal features file found for CNXC: ./output/feature-sets/CNXC.txt
[2025-12-22T20:19:21.974098] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:19:21.974129] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:19:21.974155] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:19:21.974209] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:19:22.029127] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:19:22.029818] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:19:22.029898] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:19:22.029929] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:19:22.147481] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:19:22.147647] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:19:22.147687] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:19:22.147715] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:19:22.151019] [DEBUG] [FORECASTER] CNXC: Forecast T+1@11:T+2@11: DOWN (p=43.02%)
[2025-12-22T20:19:22.151284] [INFO ] [FORECASTER] Completed predict_future for CNXC
[2025-12-22T20:19:22.151408] [INFO ] [sig       ] CNXC: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:19:22.288246] [INFO ] [LOCAL     ] Saved forecast: CNXC	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/CNXC.txt
[2025-12-22T20:19:22.288382] [INFO ] [sig       ] [757/3560] Completed CNXC in 0.3s | 2.93 sym/s | Total: 4.3m | ETA: 15.9m
[2025-12-22T20:19:22.288420] [INFO ] [sig       ] [758/3560] Forecasting CNXN...
[2025-12-22T20:19:22.288449] [INFO ] [sig       ] Generating forecast for: CNXN
[2025-12-22T20:19:22.288480] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNXN' from 'https://tdm.silogroup.org/data/derivative_storage/CNXN.csv'.
[2025-12-22T20:19:22.299134] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNXN'.
[2025-12-22T20:19:22.299498] [INFO ] [FORECASTER] Starting predict_future for CNXN
[2025-12-22T20:19:22.300280] [DEBUG] [LOCAL     ] No optimal features file found for CNXN: ./output/feature-sets/CNXN.txt
[2025-12-22T20:19:22.300336] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:19:22.300368] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:19:22.300393] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:19:22.300449] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:19:22.356248] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:19:22.356952] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:19:22.357050] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:19:22.357085] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:19:22.476487] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:19:22.476655] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:19:22.476695] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:19:22.476724] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:19:22.480057] [DEBUG] [FORECASTER] CNXN: Forecast T+1@11:T+2@11: UP (p=70.11%)
[2025-12-22T20:19:22.480330] [INFO ] [FORECASTER] Completed predict_future for CNXN
[2025-12-22T20:19:22.480451] [INFO ] [sig       ] CNXN: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:19:22.618216] [INFO ] [LOCAL     ] Saved forecast: CNXN	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/CNXN.txt
[2025-12-22T20:19:22.618355] [INFO ] [sig       ] [758/3560] Completed CNXN in 0.3s | 2.93 sym/s | Total: 4.3m | ETA: 15.9m
[2025-12-22T20:19:22.618395] [INFO ] [sig       ] [759/3560] Forecasting COCO...
[2025-12-22T20:19:22.618425] [INFO ] [sig       ] Generating forecast for: COCO
[2025-12-22T20:19:22.618456] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COCO' from 'https://tdm.silogroup.org/data/derivative_storage/COCO.csv'.
[2025-12-22T20:19:22.629263] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COCO'.
[2025-12-22T20:19:22.629607] [INFO ] [FORECASTER] Starting predict_future for COCO
[2025-12-22T20:19:22.630379] [DEBUG] [LOCAL     ] No optimal features file found for COCO: ./output/feature-sets/COCO.txt
[2025-12-22T20:19:22.630431] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:19:22.630466] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:19:22.630493] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:19:22.630548] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:19:22.688160] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:19:22.689014] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:19:22.689122] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:19:22.689156] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:19:22.808692] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:19:22.808842] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:19:22.808882] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:19:22.808912] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:19:22.812462] [DEBUG] [FORECASTER] COCO: Forecast T+1@11:T+2@11: DOWN (p=44.91%)
[2025-12-22T20:19:22.812840] [INFO ] [FORECASTER] Completed predict_future for COCO
[2025-12-22T20:19:22.812981] [INFO ] [sig       ] COCO: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:19:22.948748] [INFO ] [LOCAL     ] Saved forecast: COCO	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/COCO.txt
[2025-12-22T20:19:22.948890] [INFO ] [sig       ] [759/3560] Completed COCO in 0.3s | 2.93 sym/s | Total: 4.3m | ETA: 15.9m
[2025-12-22T20:19:22.948929] [INFO ] [sig       ] [760/3560] Forecasting CODA...
[2025-12-22T20:19:22.948958] [INFO ] [sig       ] Generating forecast for: CODA
[2025-12-22T20:19:22.948988] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CODA' from 'https://tdm.silogroup.org/data/derivative_storage/CODA.csv'.
[2025-12-22T20:19:22.959396] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CODA'.
[2025-12-22T20:19:22.959780] [INFO ] [FORECASTER] Starting predict_future for CODA
[2025-12-22T20:19:22.960565] [DEBUG] [LOCAL     ] No optimal features file found for CODA: ./output/feature-sets/CODA.txt
[2025-12-22T20:19:22.960636] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:19:22.960668] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:19:22.960695] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:19:22.960751] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:19:23.018104] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:19:23.018906] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:19:23.019003] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:19:23.019056] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:19:23.129644] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:19:23.129800] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:19:23.129840] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:19:23.129870] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:19:23.133260] [DEBUG] [FORECASTER] CODA: Forecast T+1@11:T+2@11: DOWN (p=1.86%)
[2025-12-22T20:19:23.133531] [INFO ] [FORECASTER] Completed predict_future for CODA
[2025-12-22T20:19:23.133673] [INFO ] [sig       ] CODA: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:19:23.269411] [INFO ] [LOCAL     ] Saved forecast: CODA	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/CODA.txt
[2025-12-22T20:19:23.269547] [INFO ] [sig       ] [760/3560] Completed CODA in 0.3s | 2.93 sym/s | Total: 4.3m | ETA: 15.9m
[2025-12-22T20:19:23.269603] [INFO ] [sig       ] [761/3560] Forecasting CODI...
[2025-12-22T20:19:23.269636] [INFO ] [sig       ] Generating forecast for: CODI
[2025-12-22T20:19:23.269667] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CODI' from 'https://tdm.silogroup.org/data/derivative_storage/CODI.csv'.
[2025-12-22T20:19:23.280912] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CODI'.
[2025-12-22T20:19:23.281297] [INFO ] [FORECASTER] Starting predict_future for CODI
[2025-12-22T20:19:23.282103] [DEBUG] [LOCAL     ] No optimal features file found for CODI: ./output/feature-sets/CODI.txt
[2025-12-22T20:19:23.282170] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:19:23.282203] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:19:23.282231] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:19:23.282288] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:19:23.340344] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:19:23.341258] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:19:23.341407] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:19:23.341442] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:19:23.459191] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:19:23.459340] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:19:23.459381] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:19:23.459411] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:19:23.462973] [DEBUG] [FORECASTER] CODI: Forecast T+1@11:T+2@11: DOWN (p=0.89%)
[2025-12-22T20:19:23.463248] [INFO ] [FORECASTER] Completed predict_future for CODI
[2025-12-22T20:19:23.463373] [INFO ] [sig       ] CODI: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:19:23.601258] [INFO ] [LOCAL     ] Saved forecast: CODI	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/CODI.txt
[2025-12-22T20:19:23.601415] [INFO ] [sig       ] [761/3560] Completed CODI in 0.3s | 2.93 sym/s | Total: 4.3m | ETA: 15.9m
[2025-12-22T20:19:23.601455] [INFO ] [sig       ] [762/3560] Forecasting COEP...
[2025-12-22T20:19:23.601485] [INFO ] [sig       ] Generating forecast for: COEP
[2025-12-22T20:19:23.601732] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COEP' from 'https://tdm.silogroup.org/data/derivative_storage/COEP.csv'.
[2025-12-22T20:19:23.616040] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COEP'.
[2025-12-22T20:19:23.616671] [INFO ] [FORECASTER] Starting predict_future for COEP
[2025-12-22T20:19:23.617618] [DEBUG] [LOCAL     ] No optimal features file found for COEP: ./output/feature-sets/COEP.txt
[2025-12-22T20:19:23.617674] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:19:23.617710] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:19:23.617738] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:19:23.617798] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:19:23.675668] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:19:23.676793] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:19:23.676895] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:19:23.676928] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:19:23.799815] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:19:23.800054] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:19:23.800098] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:19:23.800128] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:19:23.803957] [DEBUG] [FORECASTER] COEP: Forecast T+1@11:T+2@11: UP (p=74.92%)
[2025-12-22T20:19:23.804254] [INFO ] [FORECASTER] Completed predict_future for COEP
[2025-12-22T20:19:23.804385] [INFO ] [sig       ] COEP: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:19:23.945527] [INFO ] [LOCAL     ] Saved forecast: COEP	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/COEP.txt
[2025-12-22T20:19:23.945692] [INFO ] [sig       ] [762/3560] Completed COEP in 0.3s | 2.93 sym/s | Total: 4.3m | ETA: 15.9m
[2025-12-22T20:19:23.945737] [INFO ] [sig       ] [763/3560] Forecasting COF...
[2025-12-22T20:19:23.945767] [INFO ] [sig       ] Generating forecast for: COF
[2025-12-22T20:19:23.945798] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COF' from 'https://tdm.silogroup.org/data/derivative_storage/COF.csv'.
[2025-12-22T20:19:23.956953] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COF'.
[2025-12-22T20:19:23.957246] [INFO ] [FORECASTER] Starting predict_future for COF
[2025-12-22T20:19:23.958075] [DEBUG] [LOCAL     ] No optimal features file found for COF: ./output/feature-sets/COF.txt
[2025-12-22T20:19:23.958127] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:19:23.958158] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:19:23.958184] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:19:23.958239] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:19:24.016329] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:19:24.016959] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:19:24.017039] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:19:24.017073] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:19:24.139745] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:19:24.139903] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:19:24.139942] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:19:24.139970] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:19:24.143354] [DEBUG] [FORECASTER] COF: Forecast T+1@11:T+2@11: DOWN (p=8.89%)
[2025-12-22T20:19:24.143639] [INFO ] [FORECASTER] Completed predict_future for COF
[2025-12-22T20:19:24.143762] [INFO ] [sig       ] COF: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:19:24.278521] [INFO ] [LOCAL     ] Saved forecast: COF	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/COF.txt
[2025-12-22T20:19:24.278670] [INFO ] [sig       ] [763/3560] Completed COF in 0.3s | 2.93 sym/s | Total: 4.3m | ETA: 15.9m
[2025-12-22T20:19:24.278710] [INFO ] [sig       ] [764/3560] Forecasting COFS...
[2025-12-22T20:19:24.278738] [INFO ] [sig       ] Generating forecast for: COFS
[2025-12-22T20:19:24.278768] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COFS' from 'https://tdm.silogroup.org/data/derivative_storage/COFS.csv'.
[2025-12-22T20:19:24.289891] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COFS'.
[2025-12-22T20:19:24.290205] [INFO ] [FORECASTER] Starting predict_future for COFS
[2025-12-22T20:19:24.291005] [DEBUG] [LOCAL     ] No optimal features file found for COFS: ./output/feature-sets/COFS.txt
[2025-12-22T20:19:24.291057] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:19:24.291089] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:19:24.291115] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:19:24.291170] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:19:24.347909] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:19:24.348529] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:19:24.348623] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:19:24.348656] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:19:24.470432] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:19:24.470629] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:19:24.470682] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:19:24.470717] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:19:24.474995] [DEBUG] [FORECASTER] COFS: Forecast T+1@11:T+2@11: DOWN (p=33.61%)
[2025-12-22T20:19:24.475301] [INFO ] [FORECASTER] Completed predict_future for COFS
[2025-12-22T20:19:24.475639] [INFO ] [sig       ] COFS: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:19:24.645530] [INFO ] [LOCAL     ] Saved forecast: COFS	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/COFS.txt
[2025-12-22T20:19:24.645758] [INFO ] [sig       ] [764/3560] Completed COFS in 0.4s | 2.93 sym/s | Total: 4.3m | ETA: 15.9m
[2025-12-22T20:19:24.645807] [INFO ] [sig       ] [765/3560] Forecasting COIN...
[2025-12-22T20:19:24.645843] [INFO ] [sig       ] Generating forecast for: COIN
[2025-12-22T20:19:24.645882] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COIN' from 'https://tdm.silogroup.org/data/derivative_storage/COIN.csv'.
[2025-12-22T20:19:24.658951] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COIN'.
[2025-12-22T20:19:24.659362] [INFO ] [FORECASTER] Starting predict_future for COIN
[2025-12-22T20:19:24.660315] [DEBUG] [LOCAL     ] No optimal features file found for COIN: ./output/feature-sets/COIN.txt
[2025-12-22T20:19:24.660369] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:19:24.660402] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:19:24.660430] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:19:24.660491] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:19:24.729435] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:19:24.730255] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:19:24.730334] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:19:24.730368] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:19:24.878528] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:19:24.878725] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:19:24.878772] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:19:24.878802] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:19:24.882871] [DEBUG] [FORECASTER] COIN: Forecast T+1@11:T+2@11: UP (p=97.70%)
[2025-12-22T20:19:24.883234] [INFO ] [FORECASTER] Completed predict_future for COIN
[2025-12-22T20:19:24.883382] [INFO ] [sig       ] COIN: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:19:25.044345] [INFO ] [LOCAL     ] Saved forecast: COIN	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/COIN.txt
[2025-12-22T20:19:25.044526] [INFO ] [sig       ] [765/3560] Completed COIN in 0.4s | 2.93 sym/s | Total: 4.4m | ETA: 15.9m
[2025-12-22T20:19:25.044590] [INFO ] [sig       ] [766/3560] Forecasting COKE...
[2025-12-22T20:19:25.044626] [INFO ] [sig       ] Generating forecast for: COKE
[2025-12-22T20:19:25.044660] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COKE' from 'https://tdm.silogroup.org/data/derivative_storage/COKE.csv'.
[2025-12-22T20:19:25.056161] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COKE'.
[2025-12-22T20:19:25.056597] [INFO ] [FORECASTER] Starting predict_future for COKE
[2025-12-22T20:19:25.057452] [DEBUG] [LOCAL     ] No optimal features file found for COKE: ./output/feature-sets/COKE.txt
[2025-12-22T20:19:25.057507] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:19:25.057540] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:19:25.057567] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:19:25.057658] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:19:25.116370] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:19:25.117281] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:19:25.117365] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:19:25.117397] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:19:25.235813] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:19:25.235970] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:19:25.236010] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:19:25.236038] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:19:25.239517] [DEBUG] [FORECASTER] COKE: Forecast T+1@11:T+2@11: UP (p=99.54%)
[2025-12-22T20:19:25.239859] [INFO ] [FORECASTER] Completed predict_future for COKE
[2025-12-22T20:19:25.239991] [INFO ] [sig       ] COKE: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:19:25.379070] [INFO ] [LOCAL     ] Saved forecast: COKE	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/COKE.txt
[2025-12-22T20:19:25.379259] [INFO ] [sig       ] [766/3560] Completed COKE in 0.3s | 2.93 sym/s | Total: 4.4m | ETA: 15.9m
[2025-12-22T20:19:25.379301] [INFO ] [sig       ] [767/3560] Forecasting COLB...
[2025-12-22T20:19:25.379332] [INFO ] [sig       ] Generating forecast for: COLB
[2025-12-22T20:19:25.379365] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COLB' from 'https://tdm.silogroup.org/data/derivative_storage/COLB.csv'.
[2025-12-22T20:19:25.390714] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COLB'.
[2025-12-22T20:19:25.391112] [INFO ] [FORECASTER] Starting predict_future for COLB
[2025-12-22T20:19:25.391937] [DEBUG] [LOCAL     ] No optimal features file found for COLB: ./output/feature-sets/COLB.txt
[2025-12-22T20:19:25.391990] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:19:25.392023] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:19:25.392049] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:19:25.392105] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:19:25.449071] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:19:25.449977] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:19:25.450058] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:19:25.450090] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:19:25.567703] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:19:25.567859] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:19:25.567900] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:19:25.567929] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:19:25.571335] [DEBUG] [FORECASTER] COLB: Forecast T+1@11:T+2@11: UP (p=76.26%)
[2025-12-22T20:19:25.571646] [INFO ] [FORECASTER] Completed predict_future for COLB
[2025-12-22T20:19:25.571772] [INFO ] [sig       ] COLB: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:19:25.708104] [INFO ] [LOCAL     ] Saved forecast: COLB	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/COLB.txt
[2025-12-22T20:19:25.708240] [INFO ] [sig       ] [767/3560] Completed COLB in 0.3s | 2.93 sym/s | Total: 4.4m | ETA: 15.9m
[2025-12-22T20:19:25.708279] [INFO ] [sig       ] [768/3560] Forecasting COLD...
[2025-12-22T20:19:25.708309] [INFO ] [sig       ] Generating forecast for: COLD
[2025-12-22T20:19:25.708339] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COLD' from 'https://tdm.silogroup.org/data/derivative_storage/COLD.csv'.
[2025-12-22T20:19:25.719184] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COLD'.
[2025-12-22T20:19:25.719472] [INFO ] [FORECASTER] Starting predict_future for COLD
[2025-12-22T20:19:25.720236] [DEBUG] [LOCAL     ] No optimal features file found for COLD: ./output/feature-sets/COLD.txt
[2025-12-22T20:19:25.720287] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:19:25.720365] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:19:25.720393] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:19:25.720449] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:19:25.777033] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:19:25.777697] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:19:25.777773] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:19:25.777805] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:19:25.898699] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:19:25.898852] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:19:25.898908] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:19:25.898938] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:19:25.902355] [DEBUG] [FORECASTER] COLD: Forecast T+1@11:T+2@11: UP (p=50.46%)
[2025-12-22T20:19:25.902637] [INFO ] [FORECASTER] Completed predict_future for COLD
[2025-12-22T20:19:25.902756] [INFO ] [sig       ] COLD: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:19:26.038658] [INFO ] [LOCAL     ] Saved forecast: COLD	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/COLD.txt
[2025-12-22T20:19:26.038780] [INFO ] [sig       ] [768/3560] Completed COLD in 0.3s | 2.93 sym/s | Total: 4.4m | ETA: 15.9m
[2025-12-22T20:19:26.038820] [INFO ] [sig       ] [769/3560] Forecasting COLL...
[2025-12-22T20:19:26.038850] [INFO ] [sig       ] Generating forecast for: COLL
[2025-12-22T20:19:26.038881] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COLL' from 'https://tdm.silogroup.org/data/derivative_storage/COLL.csv'.
[2025-12-22T20:19:26.049761] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COLL'.
[2025-12-22T20:19:26.050074] [INFO ] [FORECASTER] Starting predict_future for COLL
[2025-12-22T20:19:26.050841] [DEBUG] [LOCAL     ] No optimal features file found for COLL: ./output/feature-sets/COLL.txt
[2025-12-22T20:19:26.050892] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:19:26.050923] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:19:26.050949] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:19:26.051005] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:19:26.110876] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:19:26.111605] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:19:26.111679] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:19:26.111712] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:19:26.236785] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:19:26.236943] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:19:26.236983] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:19:26.237012] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:19:26.240773] [DEBUG] [FORECASTER] COLL: Forecast T+1@11:T+2@11: UP (p=55.50%)
[2025-12-22T20:19:26.241039] [INFO ] [FORECASTER] Completed predict_future for COLL
[2025-12-22T20:19:26.241163] [INFO ] [sig       ] COLL: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:19:26.376229] [INFO ] [LOCAL     ] Saved forecast: COLL	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/COLL.txt
[2025-12-22T20:19:26.376359] [INFO ] [sig       ] [769/3560] Completed COLL in 0.3s | 2.93 sym/s | Total: 4.4m | ETA: 15.9m
[2025-12-22T20:19:26.376405] [INFO ] [sig       ] [770/3560] Forecasting COLM...
[2025-12-22T20:19:26.376435] [INFO ] [sig       ] Generating forecast for: COLM
[2025-12-22T20:19:26.376465] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COLM' from 'https://tdm.silogroup.org/data/derivative_storage/COLM.csv'.
[2025-12-22T20:19:26.387701] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COLM'.
[2025-12-22T20:19:26.388035] [INFO ] [FORECASTER] Starting predict_future for COLM
[2025-12-22T20:19:26.388804] [DEBUG] [LOCAL     ] No optimal features file found for COLM: ./output/feature-sets/COLM.txt
[2025-12-22T20:19:26.388856] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:19:26.388888] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:19:26.388915] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:19:26.388971] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:19:26.445550] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:19:26.446376] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:19:26.446457] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:19:26.446489] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:19:26.564957] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:19:26.565115] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:19:26.565156] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:19:26.565184] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:19:26.568521] [DEBUG] [FORECASTER] COLM: Forecast T+1@11:T+2@11: UP (p=78.45%)
[2025-12-22T20:19:26.568812] [INFO ] [FORECASTER] Completed predict_future for COLM
[2025-12-22T20:19:26.568933] [INFO ] [sig       ] COLM: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:19:26.710048] [INFO ] [LOCAL     ] Saved forecast: COLM	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/COLM.txt
[2025-12-22T20:19:26.710178] [INFO ] [sig       ] [770/3560] Completed COLM in 0.3s | 2.93 sym/s | Total: 4.4m | ETA: 15.9m
[2025-12-22T20:19:26.710232] [INFO ] [sig       ] [771/3560] Forecasting COMM...
[2025-12-22T20:19:26.710263] [INFO ] [sig       ] Generating forecast for: COMM
[2025-12-22T20:19:26.710294] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COMM' from 'https://tdm.silogroup.org/data/derivative_storage/COMM.csv'.
[2025-12-22T20:19:26.721603] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COMM'.
[2025-12-22T20:19:26.721892] [INFO ] [FORECASTER] Starting predict_future for COMM
[2025-12-22T20:19:26.722692] [DEBUG] [LOCAL     ] No optimal features file found for COMM: ./output/feature-sets/COMM.txt
[2025-12-22T20:19:26.722742] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:19:26.722774] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:19:26.722800] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:19:26.722856] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:19:26.779286] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:19:26.780002] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:19:26.780082] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:19:26.780114] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:19:26.898284] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:19:26.898437] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:19:26.898477] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:19:26.898566] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:19:26.901938] [DEBUG] [FORECASTER] COMM: Forecast T+1@11:T+2@11: UP (p=95.27%)
[2025-12-22T20:19:26.902213] [INFO ] [FORECASTER] Completed predict_future for COMM
[2025-12-22T20:19:26.902336] [INFO ] [sig       ] COMM: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:19:27.037201] [INFO ] [LOCAL     ] Saved forecast: COMM	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/COMM.txt
[2025-12-22T20:19:27.037363] [INFO ] [sig       ] [771/3560] Completed COMM in 0.3s | 2.93 sym/s | Total: 4.4m | ETA: 15.9m
[2025-12-22T20:19:27.037403] [INFO ] [sig       ] [772/3560] Forecasting COMP...
[2025-12-22T20:19:27.037432] [INFO ] [sig       ] Generating forecast for: COMP
[2025-12-22T20:19:27.037464] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COMP' from 'https://tdm.silogroup.org/data/derivative_storage/COMP.csv'.
[2025-12-22T20:19:27.048296] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COMP'.
[2025-12-22T20:19:27.048626] [INFO ] [FORECASTER] Starting predict_future for COMP
[2025-12-22T20:19:27.049412] [DEBUG] [LOCAL     ] No optimal features file found for COMP: ./output/feature-sets/COMP.txt
[2025-12-22T20:19:27.049464] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:19:27.049509] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:19:27.049537] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:19:27.049609] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:19:27.105261] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:19:27.105921] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:19:27.105999] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:19:27.106032] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:19:27.226377] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:19:27.226531] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:19:27.226588] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:19:27.226620] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:19:27.229983] [DEBUG] [FORECASTER] COMP: Forecast T+1@11:T+2@11: UP (p=55.57%)
[2025-12-22T20:19:27.230252] [INFO ] [FORECASTER] Completed predict_future for COMP
[2025-12-22T20:19:27.230377] [INFO ] [sig       ] COMP: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:19:27.366117] [INFO ] [LOCAL     ] Saved forecast: COMP	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/COMP.txt
[2025-12-22T20:19:27.366250] [INFO ] [sig       ] [772/3560] Completed COMP in 0.3s | 2.93 sym/s | Total: 4.4m | ETA: 15.9m
[2025-12-22T20:19:27.366288] [INFO ] [sig       ] [773/3560] Forecasting CONL...
[2025-12-22T20:19:27.366317] [INFO ] [sig       ] Generating forecast for: CONL
[2025-12-22T20:19:27.366348] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CONL' from 'https://tdm.silogroup.org/data/derivative_storage/CONL.csv'.
[2025-12-22T20:19:27.377287] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CONL'.
[2025-12-22T20:19:27.377707] [INFO ] [FORECASTER] Starting predict_future for CONL
[2025-12-22T20:19:27.378528] [DEBUG] [LOCAL     ] No optimal features file found for CONL: ./output/feature-sets/CONL.txt
[2025-12-22T20:19:27.378600] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:19:27.378634] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:19:27.378660] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:19:27.378719] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:19:27.434807] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:19:27.435722] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:19:27.435804] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:19:27.435836] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:19:27.556718] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:19:27.556875] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:19:27.556916] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:19:27.556945] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:19:27.560436] [DEBUG] [FORECASTER] CONL: Forecast T+1@11:T+2@11: UP (p=50.84%)
[2025-12-22T20:19:27.560778] [INFO ] [FORECASTER] Completed predict_future for CONL
[2025-12-22T20:19:27.560919] [INFO ] [sig       ] CONL: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:19:27.698648] [INFO ] [LOCAL     ] Saved forecast: CONL	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/CONL.txt
[2025-12-22T20:19:27.698801] [INFO ] [sig       ] [773/3560] Completed CONL in 0.3s | 2.93 sym/s | Total: 4.4m | ETA: 15.8m
[2025-12-22T20:19:27.698840] [INFO ] [sig       ] [774/3560] Forecasting COO...
[2025-12-22T20:19:27.698870] [INFO ] [sig       ] Generating forecast for: COO
[2025-12-22T20:19:27.698901] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COO' from 'https://tdm.silogroup.org/data/derivative_storage/COO.csv'.
[2025-12-22T20:19:27.710151] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COO'.
[2025-12-22T20:19:27.710542] [INFO ] [FORECASTER] Starting predict_future for COO
[2025-12-22T20:19:27.711310] [DEBUG] [LOCAL     ] No optimal features file found for COO: ./output/feature-sets/COO.txt
[2025-12-22T20:19:27.711361] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:19:27.711393] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:19:27.711424] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:19:27.711480] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:19:27.771766] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:19:27.772871] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:19:27.772962] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:19:27.772995] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:19:27.892388] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:19:27.892544] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:19:27.892600] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:19:27.892631] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:19:27.895952] [DEBUG] [FORECASTER] COO: Forecast T+1@11:T+2@11: DOWN (p=2.89%)
[2025-12-22T20:19:27.896225] [INFO ] [FORECASTER] Completed predict_future for COO
[2025-12-22T20:19:27.896348] [INFO ] [sig       ] COO: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:19:28.032334] [INFO ] [LOCAL     ] Saved forecast: COO	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/COO.txt
[2025-12-22T20:19:28.032480] [INFO ] [sig       ] [774/3560] Completed COO in 0.3s | 2.93 sym/s | Total: 4.4m | ETA: 15.8m
[2025-12-22T20:19:28.032520] [INFO ] [sig       ] [775/3560] Forecasting COP...
[2025-12-22T20:19:28.032548] [INFO ] [sig       ] Generating forecast for: COP
[2025-12-22T20:19:28.032785] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COP' from 'https://tdm.silogroup.org/data/derivative_storage/COP.csv'.
[2025-12-22T20:19:28.044112] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COP'.
[2025-12-22T20:19:28.044480] [INFO ] [FORECASTER] Starting predict_future for COP
[2025-12-22T20:19:28.045270] [DEBUG] [LOCAL     ] No optimal features file found for COP: ./output/feature-sets/COP.txt
[2025-12-22T20:19:28.045321] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:19:28.045353] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:19:28.045379] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:19:28.045434] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:19:28.102007] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:19:28.102833] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:19:28.102914] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:19:28.102946] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:19:28.218361] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:19:28.218518] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:19:28.218557] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:19:28.218606] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:19:28.221959] [DEBUG] [FORECASTER] COP: Forecast T+1@11:T+2@11: UP (p=50.23%)
[2025-12-22T20:19:28.222237] [INFO ] [FORECASTER] Completed predict_future for COP
[2025-12-22T20:19:28.222359] [INFO ] [sig       ] COP: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:19:28.358445] [INFO ] [LOCAL     ] Saved forecast: COP	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/COP.txt
[2025-12-22T20:19:28.358623] [INFO ] [sig       ] [775/3560] Completed COP in 0.3s | 2.93 sym/s | Total: 4.4m | ETA: 15.8m
[2025-12-22T20:19:28.358666] [INFO ] [sig       ] [776/3560] Forecasting COPP...
[2025-12-22T20:19:28.358703] [INFO ] [sig       ] Generating forecast for: COPP
[2025-12-22T20:19:28.358736] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COPP' from 'https://tdm.silogroup.org/data/derivative_storage/COPP.csv'.
[2025-12-22T20:19:28.370091] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COPP'.
[2025-12-22T20:19:28.370454] [INFO ] [FORECASTER] Starting predict_future for COPP
[2025-12-22T20:19:28.371239] [DEBUG] [LOCAL     ] No optimal features file found for COPP: ./output/feature-sets/COPP.txt
[2025-12-22T20:19:28.371292] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:19:28.371322] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:19:28.371348] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:19:28.371403] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:19:28.427142] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:19:28.428008] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:19:28.428091] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:19:28.428123] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:19:28.544063] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:19:28.544234] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:19:28.544274] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:19:28.544303] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:19:28.547661] [DEBUG] [FORECASTER] COPP: Forecast T+1@11:T+2@11: UP (p=83.91%)
[2025-12-22T20:19:28.547931] [INFO ] [FORECASTER] Completed predict_future for COPP
[2025-12-22T20:19:28.548050] [INFO ] [sig       ] COPP: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:19:28.683303] [INFO ] [LOCAL     ] Saved forecast: COPP	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/COPP.txt
[2025-12-22T20:19:28.683454] [INFO ] [sig       ] [776/3560] Completed COPP in 0.3s | 2.93 sym/s | Total: 4.4m | ETA: 15.8m
[2025-12-22T20:19:28.683493] [INFO ] [sig       ] [777/3560] Forecasting CORZ...
[2025-12-22T20:19:28.683523] [INFO ] [sig       ] Generating forecast for: CORZ
[2025-12-22T20:19:28.683552] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CORZ' from 'https://tdm.silogroup.org/data/derivative_storage/CORZ.csv'.
[2025-12-22T20:19:28.695108] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CORZ'.
[2025-12-22T20:19:28.695480] [INFO ] [FORECASTER] Starting predict_future for CORZ
[2025-12-22T20:19:28.696265] [DEBUG] [LOCAL     ] No optimal features file found for CORZ: ./output/feature-sets/CORZ.txt
[2025-12-22T20:19:28.696317] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:19:28.696348] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:19:28.696374] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:19:28.696429] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:19:28.752419] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:19:28.753263] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:19:28.753342] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:19:28.753374] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:19:28.874533] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:19:28.874693] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:19:28.874743] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:19:28.874771] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:19:28.878064] [DEBUG] [FORECASTER] CORZ: Forecast T+1@11:T+2@11: UP (p=87.68%)
[2025-12-22T20:19:28.878326] [INFO ] [FORECASTER] Completed predict_future for CORZ
[2025-12-22T20:19:28.878460] [INFO ] [sig       ] CORZ: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:19:29.014024] [INFO ] [LOCAL     ] Saved forecast: CORZ	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/CORZ.txt
[2025-12-22T20:19:29.014150] [INFO ] [sig       ] [777/3560] Completed CORZ in 0.3s | 2.93 sym/s | Total: 4.4m | ETA: 15.8m
[2025-12-22T20:19:29.014188] [INFO ] [sig       ] [778/3560] Forecasting CORZZ...
[2025-12-22T20:19:29.014218] [INFO ] [sig       ] Generating forecast for: CORZZ
[2025-12-22T20:19:29.014248] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CORZZ' from 'https://tdm.silogroup.org/data/derivative_storage/CORZZ.csv'.
[2025-12-22T20:19:29.024930] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CORZZ'.
[2025-12-22T20:19:29.025228] [INFO ] [FORECASTER] Starting predict_future for CORZZ
[2025-12-22T20:19:29.026005] [DEBUG] [LOCAL     ] No optimal features file found for CORZZ: ./output/feature-sets/CORZZ.txt
[2025-12-22T20:19:29.026056] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:19:29.026087] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:19:29.026114] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:19:29.026169] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:19:29.081993] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:19:29.082626] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:19:29.082733] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:19:29.082767] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:19:29.190988] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:19:29.191132] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:19:29.191170] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:19:29.191198] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:19:29.194493] [DEBUG] [FORECASTER] CORZZ: Forecast T+1@11:T+2@11: UP (p=99.24%)
[2025-12-22T20:19:29.194774] [INFO ] [FORECASTER] Completed predict_future for CORZZ
[2025-12-22T20:19:29.194895] [INFO ] [sig       ] CORZZ: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:19:29.329359] [INFO ] [LOCAL     ] Saved forecast: CORZZ	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/CORZZ.txt
[2025-12-22T20:19:29.329506] [INFO ] [sig       ] [778/3560] Completed CORZZ in 0.3s | 2.93 sym/s | Total: 4.4m | ETA: 15.8m
[2025-12-22T20:19:29.329544] [INFO ] [sig       ] [779/3560] Forecasting COTY...
[2025-12-22T20:19:29.329593] [INFO ] [sig       ] Generating forecast for: COTY
[2025-12-22T20:19:29.329626] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COTY' from 'https://tdm.silogroup.org/data/derivative_storage/COTY.csv'.
[2025-12-22T20:19:29.340399] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COTY'.
[2025-12-22T20:19:29.340818] [INFO ] [FORECASTER] Starting predict_future for COTY
[2025-12-22T20:19:29.341595] [DEBUG] [LOCAL     ] No optimal features file found for COTY: ./output/feature-sets/COTY.txt
[2025-12-22T20:19:29.341648] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:19:29.341679] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:19:29.341706] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:19:29.341762] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:19:29.398215] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:19:29.399020] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:19:29.399118] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:19:29.399150] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:19:29.518711] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:19:29.518866] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:19:29.518906] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:19:29.518950] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:19:29.522302] [DEBUG] [FORECASTER] COTY: Forecast T+1@11:T+2@11: UP (p=83.23%)
[2025-12-22T20:19:29.522586] [INFO ] [FORECASTER] Completed predict_future for COTY
[2025-12-22T20:19:29.522711] [INFO ] [sig       ] COTY: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:19:29.656311] [INFO ] [LOCAL     ] Saved forecast: COTY	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/COTY.txt
[2025-12-22T20:19:29.656446] [INFO ] [sig       ] [779/3560] Completed COTY in 0.3s | 2.93 sym/s | Total: 4.4m | ETA: 15.8m
[2025-12-22T20:19:29.656485] [INFO ] [sig       ] [780/3560] Forecasting COWG...
[2025-12-22T20:19:29.656514] [INFO ] [sig       ] Generating forecast for: COWG
[2025-12-22T20:19:29.656544] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COWG' from 'https://tdm.silogroup.org/data/derivative_storage/COWG.csv'.
[2025-12-22T20:19:29.667248] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COWG'.
[2025-12-22T20:19:29.667620] [INFO ] [FORECASTER] Starting predict_future for COWG
[2025-12-22T20:19:29.668366] [DEBUG] [LOCAL     ] No optimal features file found for COWG: ./output/feature-sets/COWG.txt
[2025-12-22T20:19:29.668418] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:19:29.668452] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:19:29.668480] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:19:29.668535] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:19:29.724099] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:19:29.724924] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:19:29.725004] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:19:29.725036] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:19:29.845998] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:19:29.846149] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:19:29.846191] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:19:29.846220] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:19:29.849665] [DEBUG] [FORECASTER] COWG: Forecast T+1@11:T+2@11: UP (p=83.60%)
[2025-12-22T20:19:29.849943] [INFO ] [FORECASTER] Completed predict_future for COWG
[2025-12-22T20:19:29.850067] [INFO ] [sig       ] COWG: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:19:29.988054] [INFO ] [LOCAL     ] Saved forecast: COWG	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/COWG.txt
[2025-12-22T20:19:29.988206] [INFO ] [sig       ] [780/3560] Completed COWG in 0.3s | 2.93 sym/s | Total: 4.4m | ETA: 15.8m
[2025-12-22T20:19:29.988245] [INFO ] [sig       ] [781/3560] Forecasting COYA...
[2025-12-22T20:19:29.988275] [INFO ] [sig       ] Generating forecast for: COYA
[2025-12-22T20:19:29.988306] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COYA' from 'https://tdm.silogroup.org/data/derivative_storage/COYA.csv'.
[2025-12-22T20:19:29.999090] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COYA'.
[2025-12-22T20:19:29.999438] [INFO ] [FORECASTER] Starting predict_future for COYA
[2025-12-22T20:19:30.000250] [DEBUG] [LOCAL     ] No optimal features file found for COYA: ./output/feature-sets/COYA.txt
[2025-12-22T20:19:30.000303] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:19:30.000337] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:19:30.000364] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:19:30.000421] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:19:30.057336] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:19:30.057986] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:19:30.058080] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:19:30.058114] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:19:30.173074] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:19:30.173223] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:19:30.173263] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:19:30.173292] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:19:30.176711] [DEBUG] [FORECASTER] COYA: Forecast T+1@11:T+2@11: DOWN (p=40.30%)
[2025-12-22T20:19:30.176982] [INFO ] [FORECASTER] Completed predict_future for COYA
[2025-12-22T20:19:30.177105] [INFO ] [sig       ] COYA: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:19:30.329639] [INFO ] [LOCAL     ] Saved forecast: COYA	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/COYA.txt
[2025-12-22T20:19:30.329845] [INFO ] [sig       ] [781/3560] Completed COYA in 0.3s | 2.93 sym/s | Total: 4.4m | ETA: 15.8m
[2025-12-22T20:19:30.329888] [INFO ] [sig       ] [782/3560] Forecasting CP...
[2025-12-22T20:19:30.329920] [INFO ] [sig       ] Generating forecast for: CP
[2025-12-22T20:19:30.329953] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CP' from 'https://tdm.silogroup.org/data/derivative_storage/CP.csv'.
[2025-12-22T20:19:30.342002] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CP'.
[2025-12-22T20:19:30.342413] [INFO ] [FORECASTER] Starting predict_future for CP
[2025-12-22T20:19:30.343210] [DEBUG] [LOCAL     ] No optimal features file found for CP: ./output/feature-sets/CP.txt
[2025-12-22T20:19:30.343264] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:19:30.343296] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:19:30.343322] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:19:30.343378] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:19:30.401891] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:19:30.402762] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:19:30.402852] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:19:30.402892] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:19:30.525433] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:19:30.525594] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:19:30.525823] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:19:30.525851] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:19:30.529165] [DEBUG] [FORECASTER] CP: Forecast T+1@11:T+2@11: UP (p=55.40%)
[2025-12-22T20:19:30.529434] [INFO ] [FORECASTER] Completed predict_future for CP
[2025-12-22T20:19:30.529596] [INFO ] [sig       ] CP: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:19:30.664932] [INFO ] [LOCAL     ] Saved forecast: CP	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/CP.txt
[2025-12-22T20:19:30.665065] [INFO ] [sig       ] [782/3560] Completed CP in 0.3s | 2.93 sym/s | Total: 4.4m | ETA: 15.8m
[2025-12-22T20:19:30.665103] [INFO ] [sig       ] [783/3560] Forecasting CPA...
[2025-12-22T20:19:30.665132] [INFO ] [sig       ] Generating forecast for: CPA
[2025-12-22T20:19:30.665162] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPA' from 'https://tdm.silogroup.org/data/derivative_storage/CPA.csv'.
[2025-12-22T20:19:30.675974] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPA'.
[2025-12-22T20:19:30.676280] [INFO ] [FORECASTER] Starting predict_future for CPA
[2025-12-22T20:19:30.677055] [DEBUG] [LOCAL     ] No optimal features file found for CPA: ./output/feature-sets/CPA.txt
[2025-12-22T20:19:30.677105] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:19:30.677136] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:19:30.677177] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:19:30.677235] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:19:30.733310] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:19:30.733925] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:19:30.733997] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:19:30.734029] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:19:30.854383] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:19:30.854543] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:19:30.854602] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:19:30.854633] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:19:30.858036] [DEBUG] [FORECASTER] CPA: Forecast T+1@11:T+2@11: UP (p=62.05%)
[2025-12-22T20:19:30.858313] [INFO ] [FORECASTER] Completed predict_future for CPA
[2025-12-22T20:19:30.858447] [INFO ] [sig       ] CPA: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:19:30.993003] [INFO ] [LOCAL     ] Saved forecast: CPA	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/CPA.txt
[2025-12-22T20:19:30.993126] [INFO ] [sig       ] [783/3560] Completed CPA in 0.3s | 2.93 sym/s | Total: 4.4m | ETA: 15.8m
[2025-12-22T20:19:30.993164] [INFO ] [sig       ] [784/3560] Forecasting CPB...
[2025-12-22T20:19:30.993194] [INFO ] [sig       ] Generating forecast for: CPB
[2025-12-22T20:19:30.993231] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPB' from 'https://tdm.silogroup.org/data/derivative_storage/CPB.csv'.
[2025-12-22T20:19:31.004271] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPB'.
[2025-12-22T20:19:31.004587] [INFO ] [FORECASTER] Starting predict_future for CPB
[2025-12-22T20:19:31.005331] [DEBUG] [LOCAL     ] No optimal features file found for CPB: ./output/feature-sets/CPB.txt
[2025-12-22T20:19:31.005383] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:19:31.005415] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:19:31.005441] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:19:31.005496] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:19:31.062101] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:19:31.062802] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:19:31.062892] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:19:31.062925] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:19:31.176868] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:19:31.177005] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:19:31.177043] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:19:31.177072] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:19:31.180392] [DEBUG] [FORECASTER] CPB: Forecast T+1@11:T+2@11: UP (p=97.47%)
[2025-12-22T20:19:31.180683] [INFO ] [FORECASTER] Completed predict_future for CPB
[2025-12-22T20:19:31.180807] [INFO ] [sig       ] CPB: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:19:31.316313] [INFO ] [LOCAL     ] Saved forecast: CPB	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/CPB.txt
[2025-12-22T20:19:31.316432] [INFO ] [sig       ] [784/3560] Completed CPB in 0.3s | 2.93 sym/s | Total: 4.5m | ETA: 15.8m
[2025-12-22T20:19:31.316469] [INFO ] [sig       ] [785/3560] Forecasting CPF...
[2025-12-22T20:19:31.316500] [INFO ] [sig       ] Generating forecast for: CPF
[2025-12-22T20:19:31.316532] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPF' from 'https://tdm.silogroup.org/data/derivative_storage/CPF.csv'.
[2025-12-22T20:19:31.326721] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPF'.
[2025-12-22T20:19:31.327025] [INFO ] [FORECASTER] Starting predict_future for CPF
[2025-12-22T20:19:31.327827] [DEBUG] [LOCAL     ] No optimal features file found for CPF: ./output/feature-sets/CPF.txt
[2025-12-22T20:19:31.327878] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:19:31.327953] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:19:31.327981] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:19:31.328037] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:19:31.384753] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:19:31.385448] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:19:31.385528] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:19:31.385560] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:19:31.500215] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:19:31.500340] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:19:31.500379] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:19:31.500407] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:19:31.503689] [DEBUG] [FORECASTER] CPF: Forecast T+1@11:T+2@11: DOWN (p=18.11%)
[2025-12-22T20:19:31.503951] [INFO ] [FORECASTER] Completed predict_future for CPF
[2025-12-22T20:19:31.504068] [INFO ] [sig       ] CPF: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:19:31.697863] [INFO ] [LOCAL     ] Saved forecast: CPF	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/CPF.txt
[2025-12-22T20:19:31.697996] [INFO ] [sig       ] [785/3560] Completed CPF in 0.4s | 2.93 sym/s | Total: 4.5m | ETA: 15.8m
[2025-12-22T20:19:31.698035] [INFO ] [sig       ] [786/3560] Forecasting CPIX...
[2025-12-22T20:19:31.698065] [INFO ] [sig       ] Generating forecast for: CPIX
[2025-12-22T20:19:31.698094] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPIX' from 'https://tdm.silogroup.org/data/derivative_storage/CPIX.csv'.
[2025-12-22T20:19:31.709777] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPIX'.
[2025-12-22T20:19:31.710089] [INFO ] [FORECASTER] Starting predict_future for CPIX
[2025-12-22T20:19:31.710870] [DEBUG] [LOCAL     ] No optimal features file found for CPIX: ./output/feature-sets/CPIX.txt
[2025-12-22T20:19:31.710921] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:19:31.710952] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:19:31.710978] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:19:31.711033] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:19:31.768665] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:19:31.769326] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:19:31.769401] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:19:31.769437] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:19:31.893189] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:19:31.893326] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:19:31.893364] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:19:31.893392] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:19:31.896722] [DEBUG] [FORECASTER] CPIX: Forecast T+1@11:T+2@11: DOWN (p=33.63%)
[2025-12-22T20:19:31.896984] [INFO ] [FORECASTER] Completed predict_future for CPIX
[2025-12-22T20:19:31.897102] [INFO ] [sig       ] CPIX: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:19:32.032915] [INFO ] [LOCAL     ] Saved forecast: CPIX	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/CPIX.txt
[2025-12-22T20:19:32.033046] [INFO ] [sig       ] [786/3560] Completed CPIX in 0.3s | 2.93 sym/s | Total: 4.5m | ETA: 15.8m
[2025-12-22T20:19:32.033086] [INFO ] [sig       ] [787/3560] Forecasting CPK...
[2025-12-22T20:19:32.033117] [INFO ] [sig       ] Generating forecast for: CPK
[2025-12-22T20:19:32.033153] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPK' from 'https://tdm.silogroup.org/data/derivative_storage/CPK.csv'.
[2025-12-22T20:19:32.044335] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPK'.
[2025-12-22T20:19:32.044694] [INFO ] [FORECASTER] Starting predict_future for CPK
[2025-12-22T20:19:32.045471] [DEBUG] [LOCAL     ] No optimal features file found for CPK: ./output/feature-sets/CPK.txt
[2025-12-22T20:19:32.045530] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:19:32.045565] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:19:32.045613] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:19:32.045672] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:19:32.104564] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:19:32.105246] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:19:32.105325] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:19:32.105358] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:19:32.224123] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:19:32.224268] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:19:32.224307] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:19:32.224335] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:19:32.227960] [DEBUG] [FORECASTER] CPK: Forecast T+1@11:T+2@11: UP (p=52.74%)
[2025-12-22T20:19:32.228250] [INFO ] [FORECASTER] Completed predict_future for CPK
[2025-12-22T20:19:32.228379] [INFO ] [sig       ] CPK: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:19:32.368043] [INFO ] [LOCAL     ] Saved forecast: CPK	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/CPK.txt
[2025-12-22T20:19:32.368175] [INFO ] [sig       ] [787/3560] Completed CPK in 0.3s | 2.93 sym/s | Total: 4.5m | ETA: 15.8m
[2025-12-22T20:19:32.368215] [INFO ] [sig       ] [788/3560] Forecasting CPNG...
[2025-12-22T20:19:32.368243] [INFO ] [sig       ] Generating forecast for: CPNG
[2025-12-22T20:19:32.368273] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPNG' from 'https://tdm.silogroup.org/data/derivative_storage/CPNG.csv'.
[2025-12-22T20:19:32.380370] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPNG'.
[2025-12-22T20:19:32.380797] [INFO ] [FORECASTER] Starting predict_future for CPNG
[2025-12-22T20:19:32.381812] [DEBUG] [LOCAL     ] No optimal features file found for CPNG: ./output/feature-sets/CPNG.txt
[2025-12-22T20:19:32.381875] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:19:32.381922] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:19:32.381961] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:19:32.382041] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:19:32.440605] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:19:32.441336] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:19:32.441417] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:19:32.441449] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:19:32.565294] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:19:32.565444] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:19:32.565484] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:19:32.565565] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:19:32.568956] [DEBUG] [FORECASTER] CPNG: Forecast T+1@11:T+2@11: UP (p=52.28%)
[2025-12-22T20:19:32.569278] [INFO ] [FORECASTER] Completed predict_future for CPNG
[2025-12-22T20:19:32.569405] [INFO ] [sig       ] CPNG: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:19:32.708060] [INFO ] [LOCAL     ] Saved forecast: CPNG	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/CPNG.txt
[2025-12-22T20:19:32.708199] [INFO ] [sig       ] [788/3560] Completed CPNG in 0.3s | 2.93 sym/s | Total: 4.5m | ETA: 15.8m
[2025-12-22T20:19:32.708240] [INFO ] [sig       ] [789/3560] Forecasting CPRI...
[2025-12-22T20:19:32.708269] [INFO ] [sig       ] Generating forecast for: CPRI
[2025-12-22T20:19:32.708299] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPRI' from 'https://tdm.silogroup.org/data/derivative_storage/CPRI.csv'.
[2025-12-22T20:19:32.719219] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPRI'.
[2025-12-22T20:19:32.719538] [INFO ] [FORECASTER] Starting predict_future for CPRI
[2025-12-22T20:19:32.720308] [DEBUG] [LOCAL     ] No optimal features file found for CPRI: ./output/feature-sets/CPRI.txt
[2025-12-22T20:19:32.720359] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:19:32.720391] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:19:32.720417] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:19:32.720477] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:19:32.780030] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:19:32.780759] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:19:32.780838] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:19:32.780871] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:19:32.908521] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:19:32.908698] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:19:32.908738] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:19:32.908767] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:19:32.912250] [DEBUG] [FORECASTER] CPRI: Forecast T+1@11:T+2@11: DOWN (p=21.40%)
[2025-12-22T20:19:32.912538] [INFO ] [FORECASTER] Completed predict_future for CPRI
[2025-12-22T20:19:32.912681] [INFO ] [sig       ] CPRI: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:19:33.055469] [INFO ] [LOCAL     ] Saved forecast: CPRI	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/CPRI.txt
[2025-12-22T20:19:33.055633] [INFO ] [sig       ] [789/3560] Completed CPRI in 0.3s | 2.93 sym/s | Total: 4.5m | ETA: 15.7m
[2025-12-22T20:19:33.055675] [INFO ] [sig       ] [790/3560] Forecasting CPRX...
[2025-12-22T20:19:33.055704] [INFO ] [sig       ] Generating forecast for: CPRX
[2025-12-22T20:19:33.055734] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPRX' from 'https://tdm.silogroup.org/data/derivative_storage/CPRX.csv'.
[2025-12-22T20:19:33.066340] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPRX'.
[2025-12-22T20:19:33.066665] [INFO ] [FORECASTER] Starting predict_future for CPRX
[2025-12-22T20:19:33.067409] [DEBUG] [LOCAL     ] No optimal features file found for CPRX: ./output/feature-sets/CPRX.txt
[2025-12-22T20:19:33.067460] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:19:33.067491] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:19:33.067521] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:19:33.067599] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:19:33.124387] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:19:33.125237] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:19:33.125314] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:19:33.125346] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:19:33.252855] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:19:33.253007] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:19:33.253046] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:19:33.253075] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:19:33.256417] [DEBUG] [FORECASTER] CPRX: Forecast T+1@11:T+2@11: UP (p=76.96%)
[2025-12-22T20:19:33.256719] [INFO ] [FORECASTER] Completed predict_future for CPRX
[2025-12-22T20:19:33.256847] [INFO ] [sig       ] CPRX: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:19:33.396323] [INFO ] [LOCAL     ] Saved forecast: CPRX	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/CPRX.txt
[2025-12-22T20:19:33.396475] [INFO ] [sig       ] [790/3560] Completed CPRX in 0.3s | 2.93 sym/s | Total: 4.5m | ETA: 15.7m
[2025-12-22T20:19:33.396514] [INFO ] [sig       ] [791/3560] Forecasting CPS...
[2025-12-22T20:19:33.396542] [INFO ] [sig       ] Generating forecast for: CPS
[2025-12-22T20:19:33.396593] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPS' from 'https://tdm.silogroup.org/data/derivative_storage/CPS.csv'.
[2025-12-22T20:19:33.407640] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPS'.
[2025-12-22T20:19:33.408027] [INFO ] [FORECASTER] Starting predict_future for CPS
[2025-12-22T20:19:33.408872] [DEBUG] [LOCAL     ] No optimal features file found for CPS: ./output/feature-sets/CPS.txt
[2025-12-22T20:19:33.408926] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:19:33.408959] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:19:33.408986] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:19:33.409065] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:19:33.467681] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:19:33.468492] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:19:33.468589] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:19:33.468624] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:19:33.589891] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:19:33.590039] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:19:33.590078] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:19:33.590107] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:19:33.593488] [DEBUG] [FORECASTER] CPS: Forecast T+1@11:T+2@11: UP (p=75.00%)
[2025-12-22T20:19:33.593773] [INFO ] [FORECASTER] Completed predict_future for CPS
[2025-12-22T20:19:33.593891] [INFO ] [sig       ] CPS: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:19:33.738207] [INFO ] [LOCAL     ] Saved forecast: CPS	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/CPS.txt
[2025-12-22T20:19:33.738363] [INFO ] [sig       ] [791/3560] Completed CPS in 0.3s | 2.93 sym/s | Total: 4.5m | ETA: 15.7m
[2025-12-22T20:19:33.738403] [INFO ] [sig       ] [792/3560] Forecasting CPSH...
[2025-12-22T20:19:33.738432] [INFO ] [sig       ] Generating forecast for: CPSH
[2025-12-22T20:19:33.738462] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPSH' from 'https://tdm.silogroup.org/data/derivative_storage/CPSH.csv'.
[2025-12-22T20:19:33.749642] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPSH'.
[2025-12-22T20:19:33.749961] [INFO ] [FORECASTER] Starting predict_future for CPSH
[2025-12-22T20:19:33.750780] [DEBUG] [LOCAL     ] No optimal features file found for CPSH: ./output/feature-sets/CPSH.txt
[2025-12-22T20:19:33.750832] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:19:33.750865] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:19:33.750892] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:19:33.750950] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:19:33.807646] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:19:33.808277] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:19:33.808359] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:19:33.808391] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:19:33.935094] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:19:33.935254] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:19:33.935294] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:19:33.935324] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:19:33.938772] [DEBUG] [FORECASTER] CPSH: Forecast T+1@11:T+2@11: DOWN (p=1.93%)
[2025-12-22T20:19:33.939059] [INFO ] [FORECASTER] Completed predict_future for CPSH
[2025-12-22T20:19:33.939184] [INFO ] [sig       ] CPSH: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:19:34.075096] [INFO ] [LOCAL     ] Saved forecast: CPSH	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/CPSH.txt
[2025-12-22T20:19:34.075212] [INFO ] [sig       ] [792/3560] Completed CPSH in 0.3s | 2.93 sym/s | Total: 4.5m | ETA: 15.7m
[2025-12-22T20:19:34.075250] [INFO ] [sig       ] [793/3560] Forecasting CPSS...
[2025-12-22T20:19:34.075278] [INFO ] [sig       ] Generating forecast for: CPSS
[2025-12-22T20:19:34.075307] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPSS' from 'https://tdm.silogroup.org/data/derivative_storage/CPSS.csv'.
[2025-12-22T20:19:34.086316] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPSS'.
[2025-12-22T20:19:34.086669] [INFO ] [FORECASTER] Starting predict_future for CPSS
[2025-12-22T20:19:34.087481] [DEBUG] [LOCAL     ] No optimal features file found for CPSS: ./output/feature-sets/CPSS.txt
[2025-12-22T20:19:34.087535] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:19:34.087584] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:19:34.087616] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:19:34.087673] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:19:34.145760] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:19:34.146380] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:19:34.146457] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:19:34.146494] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:19:34.253598] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:19:34.253734] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:19:34.253774] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:19:34.253802] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:19:34.257219] [DEBUG] [FORECASTER] CPSS: Forecast T+1@11:T+2@11: UP (p=97.37%)
[2025-12-22T20:19:34.257492] [INFO ] [FORECASTER] Completed predict_future for CPSS
[2025-12-22T20:19:34.257640] [INFO ] [sig       ] CPSS: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:19:34.393261] [INFO ] [LOCAL     ] Saved forecast: CPSS	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/CPSS.txt
[2025-12-22T20:19:34.393387] [INFO ] [sig       ] [793/3560] Completed CPSS in 0.3s | 2.93 sym/s | Total: 4.5m | ETA: 15.7m
[2025-12-22T20:19:34.393425] [INFO ] [sig       ] [794/3560] Forecasting CPZ...
[2025-12-22T20:19:34.393454] [INFO ] [sig       ] Generating forecast for: CPZ
[2025-12-22T20:19:34.393484] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPZ' from 'https://tdm.silogroup.org/data/derivative_storage/CPZ.csv'.
[2025-12-22T20:19:34.404224] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPZ'.
[2025-12-22T20:19:34.404591] [INFO ] [FORECASTER] Starting predict_future for CPZ
[2025-12-22T20:19:34.405347] [DEBUG] [LOCAL     ] No optimal features file found for CPZ: ./output/feature-sets/CPZ.txt
[2025-12-22T20:19:34.405399] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:19:34.405431] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:19:34.405457] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:19:34.405513] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:19:34.461605] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:19:34.462286] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:19:34.462362] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:19:34.462394] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:19:34.576849] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:19:34.577001] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:19:34.577040] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:19:34.577068] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:19:34.580395] [DEBUG] [FORECASTER] CPZ: Forecast T+1@11:T+2@11: UP (p=83.05%)
[2025-12-22T20:19:34.580692] [INFO ] [FORECASTER] Completed predict_future for CPZ
[2025-12-22T20:19:34.580813] [INFO ] [sig       ] CPZ: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:19:34.714275] [INFO ] [LOCAL     ] Saved forecast: CPZ	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/CPZ.txt
[2025-12-22T20:19:34.714417] [INFO ] [sig       ] [794/3560] Completed CPZ in 0.3s | 2.93 sym/s | Total: 4.5m | ETA: 15.7m
[2025-12-22T20:19:34.714456] [INFO ] [sig       ] [795/3560] Forecasting CQP...
[2025-12-22T20:19:34.714485] [INFO ] [sig       ] Generating forecast for: CQP
[2025-12-22T20:19:34.714515] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CQP' from 'https://tdm.silogroup.org/data/derivative_storage/CQP.csv'.
[2025-12-22T20:19:34.725471] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CQP'.
[2025-12-22T20:19:34.725846] [INFO ] [FORECASTER] Starting predict_future for CQP
[2025-12-22T20:19:34.726627] [DEBUG] [LOCAL     ] No optimal features file found for CQP: ./output/feature-sets/CQP.txt
[2025-12-22T20:19:34.726677] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:19:34.726708] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:19:34.726734] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:19:34.726788] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:19:34.781923] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:19:34.782611] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:19:34.782714] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:19:34.782747] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:19:34.899255] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:19:34.899405] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:19:34.899445] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:19:34.899473] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:19:34.902867] [DEBUG] [FORECASTER] CQP: Forecast T+1@11:T+2@11: UP (p=99.37%)
[2025-12-22T20:19:34.903142] [INFO ] [FORECASTER] Completed predict_future for CQP
[2025-12-22T20:19:34.903267] [INFO ] [sig       ] CQP: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:19:35.039192] [INFO ] [LOCAL     ] Saved forecast: CQP	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/CQP.txt
[2025-12-22T20:19:35.039316] [INFO ] [sig       ] [795/3560] Completed CQP in 0.3s | 2.93 sym/s | Total: 4.5m | ETA: 15.7m
[2025-12-22T20:19:35.039355] [INFO ] [sig       ] [796/3560] Forecasting CRAI...
[2025-12-22T20:19:35.039386] [INFO ] [sig       ] Generating forecast for: CRAI
[2025-12-22T20:19:35.039415] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRAI' from 'https://tdm.silogroup.org/data/derivative_storage/CRAI.csv'.
[2025-12-22T20:19:35.050328] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRAI'.
[2025-12-22T20:19:35.050729] [INFO ] [FORECASTER] Starting predict_future for CRAI
[2025-12-22T20:19:35.051493] [DEBUG] [LOCAL     ] No optimal features file found for CRAI: ./output/feature-sets/CRAI.txt
[2025-12-22T20:19:35.051544] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:19:35.051608] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:19:35.051637] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:19:35.051694] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:19:35.107829] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:19:35.108465] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:19:35.108540] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:19:35.108588] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:19:35.225778] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:19:35.225923] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:19:35.225962] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:19:35.225991] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:19:35.229275] [DEBUG] [FORECASTER] CRAI: Forecast T+1@11:T+2@11: UP (p=50.56%)
[2025-12-22T20:19:35.229536] [INFO ] [FORECASTER] Completed predict_future for CRAI
[2025-12-22T20:19:35.229673] [INFO ] [sig       ] CRAI: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:19:35.364257] [INFO ] [LOCAL     ] Saved forecast: CRAI	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/CRAI.txt
[2025-12-22T20:19:35.364377] [INFO ] [sig       ] [796/3560] Completed CRAI in 0.3s | 2.93 sym/s | Total: 4.5m | ETA: 15.7m
[2025-12-22T20:19:35.364419] [INFO ] [sig       ] [797/3560] Forecasting CRBG...
[2025-12-22T20:19:35.364447] [INFO ] [sig       ] Generating forecast for: CRBG
[2025-12-22T20:19:35.364475] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRBG' from 'https://tdm.silogroup.org/data/derivative_storage/CRBG.csv'.
[2025-12-22T20:19:35.375392] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRBG'.
[2025-12-22T20:19:35.375791] [INFO ] [FORECASTER] Starting predict_future for CRBG
[2025-12-22T20:19:35.376593] [DEBUG] [LOCAL     ] No optimal features file found for CRBG: ./output/feature-sets/CRBG.txt
[2025-12-22T20:19:35.376650] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:19:35.376683] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:19:35.376709] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:19:35.376766] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:19:35.432748] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:19:35.433530] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:19:35.433629] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:19:35.433663] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:19:35.553860] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:19:35.554023] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:19:35.554070] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:19:35.554099] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:19:35.557680] [DEBUG] [FORECASTER] CRBG: Forecast T+1@11:T+2@11: UP (p=99.02%)
[2025-12-22T20:19:35.557960] [INFO ] [FORECASTER] Completed predict_future for CRBG
[2025-12-22T20:19:35.558089] [INFO ] [sig       ] CRBG: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:19:35.691694] [INFO ] [LOCAL     ] Saved forecast: CRBG	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/CRBG.txt
[2025-12-22T20:19:35.691826] [INFO ] [sig       ] [797/3560] Completed CRBG in 0.3s | 2.93 sym/s | Total: 4.5m | ETA: 15.7m
[2025-12-22T20:19:35.691872] [INFO ] [sig       ] [798/3560] Forecasting CRBP...
[2025-12-22T20:19:35.691903] [INFO ] [sig       ] Generating forecast for: CRBP
[2025-12-22T20:19:35.691931] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRBP' from 'https://tdm.silogroup.org/data/derivative_storage/CRBP.csv'.
[2025-12-22T20:19:35.705166] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRBP'.
[2025-12-22T20:19:35.705614] [INFO ] [FORECASTER] Starting predict_future for CRBP
[2025-12-22T20:19:35.706701] [DEBUG] [LOCAL     ] No optimal features file found for CRBP: ./output/feature-sets/CRBP.txt
[2025-12-22T20:19:35.706932] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:19:35.706975] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:19:35.707006] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:19:35.707073] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:19:35.781917] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:19:35.782792] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:19:35.782872] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:19:35.782904] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:19:35.906908] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:19:35.907068] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:19:35.907108] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:19:35.907137] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:19:35.910674] [DEBUG] [FORECASTER] CRBP: Forecast T+1@11:T+2@11: UP (p=61.38%)
[2025-12-22T20:19:35.910997] [INFO ] [FORECASTER] Completed predict_future for CRBP
[2025-12-22T20:19:35.911133] [INFO ] [sig       ] CRBP: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:19:36.052513] [INFO ] [LOCAL     ] Saved forecast: CRBP	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/CRBP.txt
[2025-12-22T20:19:36.052734] [INFO ] [sig       ] [798/3560] Completed CRBP in 0.4s | 2.93 sym/s | Total: 4.5m | ETA: 15.7m
[2025-12-22T20:19:36.052777] [INFO ] [sig       ] [799/3560] Forecasting CRC...
[2025-12-22T20:19:36.052809] [INFO ] [sig       ] Generating forecast for: CRC
[2025-12-22T20:19:36.052840] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRC' from 'https://tdm.silogroup.org/data/derivative_storage/CRC.csv'.
[2025-12-22T20:19:36.064498] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRC'.
[2025-12-22T20:19:36.064929] [INFO ] [FORECASTER] Starting predict_future for CRC
[2025-12-22T20:19:36.065803] [DEBUG] [LOCAL     ] No optimal features file found for CRC: ./output/feature-sets/CRC.txt
[2025-12-22T20:19:36.065858] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:19:36.065892] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:19:36.065920] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:19:36.065978] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:19:36.126396] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:19:36.127303] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:19:36.127395] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:19:36.127427] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:19:36.248363] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:19:36.248517] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:19:36.248557] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:19:36.248607] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:19:36.252166] [DEBUG] [FORECASTER] CRC: Forecast T+1@11:T+2@11: DOWN (p=2.23%)
[2025-12-22T20:19:36.252443] [INFO ] [FORECASTER] Completed predict_future for CRC
[2025-12-22T20:19:36.252593] [INFO ] [sig       ] CRC: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:19:36.402936] [INFO ] [LOCAL     ] Saved forecast: CRC	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/CRC.txt
[2025-12-22T20:19:36.403078] [INFO ] [sig       ] [799/3560] Completed CRC in 0.4s | 2.93 sym/s | Total: 4.5m | ETA: 15.7m
[2025-12-22T20:19:36.403123] [INFO ] [sig       ] [800/3560] Forecasting CRDF...
[2025-12-22T20:19:36.403153] [INFO ] [sig       ] Generating forecast for: CRDF
[2025-12-22T20:19:36.403184] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRDF' from 'https://tdm.silogroup.org/data/derivative_storage/CRDF.csv'.
[2025-12-22T20:19:36.414218] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRDF'.
[2025-12-22T20:19:36.414625] [INFO ] [FORECASTER] Starting predict_future for CRDF
[2025-12-22T20:19:36.415427] [DEBUG] [LOCAL     ] No optimal features file found for CRDF: ./output/feature-sets/CRDF.txt
[2025-12-22T20:19:36.415482] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:19:36.415514] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:19:36.415542] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:19:36.415636] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:19:36.472216] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:19:36.472985] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:19:36.473066] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:19:36.473097] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:19:36.588972] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:19:36.589140] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:19:36.589178] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:19:36.589207] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:19:36.592648] [DEBUG] [FORECASTER] CRDF: Forecast T+1@11:T+2@11: DOWN (p=11.52%)
[2025-12-22T20:19:36.592939] [INFO ] [FORECASTER] Completed predict_future for CRDF
[2025-12-22T20:19:36.593069] [INFO ] [sig       ] CRDF: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:19:36.733445] [INFO ] [LOCAL     ] Saved forecast: CRDF	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/CRDF.txt
[2025-12-22T20:19:36.733627] [INFO ] [sig       ] [800/3560] Completed CRDF in 0.3s | 2.93 sym/s | Total: 4.5m | ETA: 15.7m
[2025-12-22T20:19:36.733674] [INFO ] [sig       ] [801/3560] Forecasting CRDO...
[2025-12-22T20:19:36.733706] [INFO ] [sig       ] Generating forecast for: CRDO
[2025-12-22T20:19:36.733739] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRDO' from 'https://tdm.silogroup.org/data/derivative_storage/CRDO.csv'.
[2025-12-22T20:19:36.745354] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRDO'.
[2025-12-22T20:19:36.745708] [INFO ] [FORECASTER] Starting predict_future for CRDO
[2025-12-22T20:19:36.746508] [DEBUG] [LOCAL     ] No optimal features file found for CRDO: ./output/feature-sets/CRDO.txt
[2025-12-22T20:19:36.746561] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:19:36.746635] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:19:36.746667] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:19:36.746725] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:19:36.802492] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:19:36.803145] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:19:36.803220] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:19:36.803252] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:19:36.926761] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:19:36.926916] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:19:36.926954] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:19:36.926983] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:19:36.930746] [DEBUG] [FORECASTER] CRDO: Forecast T+1@11:T+2@11: DOWN (p=32.80%)
[2025-12-22T20:19:36.931066] [INFO ] [FORECASTER] Completed predict_future for CRDO
[2025-12-22T20:19:36.931218] [INFO ] [sig       ] CRDO: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:19:37.069812] [INFO ] [LOCAL     ] Saved forecast: CRDO	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/CRDO.txt
[2025-12-22T20:19:37.070143] [INFO ] [sig       ] [801/3560] Completed CRDO in 0.3s | 2.93 sym/s | Total: 4.6m | ETA: 15.7m
[2025-12-22T20:19:37.070182] [INFO ] [sig       ] [802/3560] Forecasting CRESY...
[2025-12-22T20:19:37.070211] [INFO ] [sig       ] Generating forecast for: CRESY
[2025-12-22T20:19:37.070242] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRESY' from 'https://tdm.silogroup.org/data/derivative_storage/CRESY.csv'.
[2025-12-22T20:19:37.081365] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRESY'.
[2025-12-22T20:19:37.081778] [INFO ] [FORECASTER] Starting predict_future for CRESY
[2025-12-22T20:19:37.082617] [DEBUG] [LOCAL     ] No optimal features file found for CRESY: ./output/feature-sets/CRESY.txt
[2025-12-22T20:19:37.082676] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:19:37.082738] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:19:37.082773] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:19:37.082848] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:19:37.140617] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:19:37.141457] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:19:37.141539] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:19:37.141592] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:19:37.264711] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:19:37.264860] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:19:37.264900] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:19:37.264928] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:19:37.268660] [DEBUG] [FORECASTER] CRESY: Forecast T+1@11:T+2@11: DOWN (p=46.75%)
[2025-12-22T20:19:37.268929] [INFO ] [FORECASTER] Completed predict_future for CRESY
[2025-12-22T20:19:37.269260] [INFO ] [sig       ] CRESY: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:19:37.408038] [INFO ] [LOCAL     ] Saved forecast: CRESY	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/CRESY.txt
[2025-12-22T20:19:37.408188] [INFO ] [sig       ] [802/3560] Completed CRESY in 0.3s | 2.93 sym/s | Total: 4.6m | ETA: 15.7m
[2025-12-22T20:19:37.408232] [INFO ] [sig       ] [803/3560] Forecasting CREX...
[2025-12-22T20:19:37.408262] [INFO ] [sig       ] Generating forecast for: CREX
[2025-12-22T20:19:37.408292] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CREX' from 'https://tdm.silogroup.org/data/derivative_storage/CREX.csv'.
[2025-12-22T20:19:37.419364] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CREX'.
[2025-12-22T20:19:37.419752] [INFO ] [FORECASTER] Starting predict_future for CREX
[2025-12-22T20:19:37.420750] [DEBUG] [LOCAL     ] No optimal features file found for CREX: ./output/feature-sets/CREX.txt
[2025-12-22T20:19:37.420811] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:19:37.420845] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:19:37.420873] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:19:37.420930] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:19:37.479933] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:19:37.480609] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:19:37.480702] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:19:37.480742] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:19:37.605417] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:19:37.605558] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:19:37.605633] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:19:37.605665] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:19:37.609121] [DEBUG] [FORECASTER] CREX: Forecast T+1@11:T+2@11: UP (p=56.30%)
[2025-12-22T20:19:37.609391] [INFO ] [FORECASTER] Completed predict_future for CREX
[2025-12-22T20:19:37.609510] [INFO ] [sig       ] CREX: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:19:37.746429] [INFO ] [LOCAL     ] Saved forecast: CREX	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/CREX.txt
[2025-12-22T20:19:37.746565] [INFO ] [sig       ] [803/3560] Completed CREX in 0.3s | 2.93 sym/s | Total: 4.6m | ETA: 15.7m
[2025-12-22T20:19:37.746631] [INFO ] [sig       ] [804/3560] Forecasting CRGO...
[2025-12-22T20:19:37.746661] [INFO ] [sig       ] Generating forecast for: CRGO
[2025-12-22T20:19:37.746691] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRGO' from 'https://tdm.silogroup.org/data/derivative_storage/CRGO.csv'.
[2025-12-22T20:19:37.758468] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRGO'.
[2025-12-22T20:19:37.758833] [INFO ] [FORECASTER] Starting predict_future for CRGO
[2025-12-22T20:19:37.759655] [DEBUG] [LOCAL     ] No optimal features file found for CRGO: ./output/feature-sets/CRGO.txt
[2025-12-22T20:19:37.759707] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:19:37.759740] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:19:37.759767] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:19:37.759823] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:19:37.819595] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:19:37.820257] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:19:37.820338] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:19:37.820369] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:19:37.940381] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:19:37.940528] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:19:37.940567] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:19:37.940614] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:19:37.943907] [DEBUG] [FORECASTER] CRGO: Forecast T+1@11:T+2@11: UP (p=67.69%)
[2025-12-22T20:19:37.944176] [INFO ] [FORECASTER] Completed predict_future for CRGO
[2025-12-22T20:19:37.944296] [INFO ] [sig       ] CRGO: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:19:38.080404] [INFO ] [LOCAL     ] Saved forecast: CRGO	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/CRGO.txt
[2025-12-22T20:19:38.080539] [INFO ] [sig       ] [804/3560] Completed CRGO in 0.3s | 2.93 sym/s | Total: 4.6m | ETA: 15.7m
[2025-12-22T20:19:38.080595] [INFO ] [sig       ] [805/3560] Forecasting CRGY...
[2025-12-22T20:19:38.080627] [INFO ] [sig       ] Generating forecast for: CRGY
[2025-12-22T20:19:38.080658] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRGY' from 'https://tdm.silogroup.org/data/derivative_storage/CRGY.csv'.
[2025-12-22T20:19:38.091543] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRGY'.
[2025-12-22T20:19:38.091914] [INFO ] [FORECASTER] Starting predict_future for CRGY
[2025-12-22T20:19:38.092688] [DEBUG] [LOCAL     ] No optimal features file found for CRGY: ./output/feature-sets/CRGY.txt
[2025-12-22T20:19:38.092739] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:19:38.092771] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:19:38.092797] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:19:38.092853] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:19:38.152259] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:19:38.153034] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:19:38.153136] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:19:38.153171] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:19:38.273393] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:19:38.273539] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:19:38.273594] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:19:38.273656] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:19:38.277127] [DEBUG] [FORECASTER] CRGY: Forecast T+1@11:T+2@11: DOWN (p=36.02%)
[2025-12-22T20:19:38.277411] [INFO ] [FORECASTER] Completed predict_future for CRGY
[2025-12-22T20:19:38.277537] [INFO ] [sig       ] CRGY: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:19:38.419047] [INFO ] [LOCAL     ] Saved forecast: CRGY	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/CRGY.txt
[2025-12-22T20:19:38.419190] [INFO ] [sig       ] [805/3560] Completed CRGY in 0.3s | 2.93 sym/s | Total: 4.6m | ETA: 15.7m
[2025-12-22T20:19:38.419232] [INFO ] [sig       ] [806/3560] Forecasting CRH...
[2025-12-22T20:19:38.419263] [INFO ] [sig       ] Generating forecast for: CRH
[2025-12-22T20:19:38.419295] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRH' from 'https://tdm.silogroup.org/data/derivative_storage/CRH.csv'.
[2025-12-22T20:19:38.429878] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRH'.
[2025-12-22T20:19:38.430197] [INFO ] [FORECASTER] Starting predict_future for CRH
[2025-12-22T20:19:38.431038] [DEBUG] [LOCAL     ] No optimal features file found for CRH: ./output/feature-sets/CRH.txt
[2025-12-22T20:19:38.431092] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:19:38.431127] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:19:38.431155] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:19:38.431213] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:19:38.489059] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:19:38.489697] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:19:38.489774] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:19:38.489807] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:19:38.611415] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:19:38.611555] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:19:38.611615] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:19:38.611647] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:19:38.615134] [DEBUG] [FORECASTER] CRH: Forecast T+1@11:T+2@11: UP (p=64.16%)
[2025-12-22T20:19:38.615411] [INFO ] [FORECASTER] Completed predict_future for CRH
[2025-12-22T20:19:38.615538] [INFO ] [sig       ] CRH: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:19:38.750693] [INFO ] [LOCAL     ] Saved forecast: CRH	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/CRH.txt
[2025-12-22T20:19:38.750818] [INFO ] [sig       ] [806/3560] Completed CRH in 0.3s | 2.93 sym/s | Total: 4.6m | ETA: 15.6m
[2025-12-22T20:19:38.750857] [INFO ] [sig       ] [807/3560] Forecasting CRI...
[2025-12-22T20:19:38.750886] [INFO ] [sig       ] Generating forecast for: CRI
[2025-12-22T20:19:38.750915] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRI' from 'https://tdm.silogroup.org/data/derivative_storage/CRI.csv'.
[2025-12-22T20:19:38.761324] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRI'.
[2025-12-22T20:19:38.761678] [INFO ] [FORECASTER] Starting predict_future for CRI
[2025-12-22T20:19:38.762424] [DEBUG] [LOCAL     ] No optimal features file found for CRI: ./output/feature-sets/CRI.txt
[2025-12-22T20:19:38.762474] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:19:38.762518] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:19:38.762546] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:19:38.762626] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:19:38.818067] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:19:38.818709] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:19:38.818785] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:19:38.818817] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:19:38.940844] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:19:38.940991] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:19:38.941030] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:19:38.941061] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:19:38.944564] [DEBUG] [FORECASTER] CRI: Forecast T+1@11:T+2@11: UP (p=52.75%)
[2025-12-22T20:19:38.944858] [INFO ] [FORECASTER] Completed predict_future for CRI
[2025-12-22T20:19:38.944980] [INFO ] [sig       ] CRI: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:19:39.082157] [INFO ] [LOCAL     ] Saved forecast: CRI	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/CRI.txt
[2025-12-22T20:19:39.082304] [INFO ] [sig       ] [807/3560] Completed CRI in 0.3s | 2.93 sym/s | Total: 4.6m | ETA: 15.6m
[2025-12-22T20:19:39.082344] [INFO ] [sig       ] [808/3560] Forecasting CRIS...
[2025-12-22T20:19:39.082374] [INFO ] [sig       ] Generating forecast for: CRIS
[2025-12-22T20:19:39.082405] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRIS' from 'https://tdm.silogroup.org/data/derivative_storage/CRIS.csv'.
[2025-12-22T20:19:39.093625] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRIS'.
[2025-12-22T20:19:39.093974] [INFO ] [FORECASTER] Starting predict_future for CRIS
[2025-12-22T20:19:39.094775] [DEBUG] [LOCAL     ] No optimal features file found for CRIS: ./output/feature-sets/CRIS.txt
[2025-12-22T20:19:39.094826] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:19:39.094858] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:19:39.094885] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:19:39.094942] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:19:39.152397] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:19:39.153279] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:19:39.153359] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:19:39.153392] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:19:39.275564] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:19:39.275735] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:19:39.275775] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:19:39.275802] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:19:39.279127] [DEBUG] [FORECASTER] CRIS: Forecast T+1@11:T+2@11: DOWN (p=43.68%)
[2025-12-22T20:19:39.279393] [INFO ] [FORECASTER] Completed predict_future for CRIS
[2025-12-22T20:19:39.279514] [INFO ] [sig       ] CRIS: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:19:39.415092] [INFO ] [LOCAL     ] Saved forecast: CRIS	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/CRIS.txt
[2025-12-22T20:19:39.415223] [INFO ] [sig       ] [808/3560] Completed CRIS in 0.3s | 2.93 sym/s | Total: 4.6m | ETA: 15.6m
[2025-12-22T20:19:39.415262] [INFO ] [sig       ] [809/3560] Forecasting CRK...
[2025-12-22T20:19:39.415293] [INFO ] [sig       ] Generating forecast for: CRK
[2025-12-22T20:19:39.415324] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRK' from 'https://tdm.silogroup.org/data/derivative_storage/CRK.csv'.
[2025-12-22T20:19:39.426223] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRK'.
[2025-12-22T20:19:39.426607] [INFO ] [FORECASTER] Starting predict_future for CRK
[2025-12-22T20:19:39.427364] [DEBUG] [LOCAL     ] No optimal features file found for CRK: ./output/feature-sets/CRK.txt
[2025-12-22T20:19:39.427416] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:19:39.427448] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:19:39.427475] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:19:39.427535] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:19:39.485515] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:19:39.486364] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:19:39.486443] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:19:39.486476] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:19:39.605763] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:19:39.605917] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:19:39.605957] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:19:39.605985] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:19:39.609355] [DEBUG] [FORECASTER] CRK: Forecast T+1@11:T+2@11: DOWN (p=32.69%)
[2025-12-22T20:19:39.609661] [INFO ] [FORECASTER] Completed predict_future for CRK
[2025-12-22T20:19:39.609788] [INFO ] [sig       ] CRK: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:19:39.748305] [INFO ] [LOCAL     ] Saved forecast: CRK	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/CRK.txt
[2025-12-22T20:19:39.748475] [INFO ] [sig       ] [809/3560] Completed CRK in 0.3s | 2.93 sym/s | Total: 4.6m | ETA: 15.6m
[2025-12-22T20:19:39.748540] [INFO ] [sig       ] [810/3560] Forecasting CRL...
[2025-12-22T20:19:39.748601] [INFO ] [sig       ] Generating forecast for: CRL
[2025-12-22T20:19:39.748637] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRL' from 'https://tdm.silogroup.org/data/derivative_storage/CRL.csv'.
[2025-12-22T20:19:39.760324] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRL'.
[2025-12-22T20:19:39.760725] [INFO ] [FORECASTER] Starting predict_future for CRL
[2025-12-22T20:19:39.761510] [DEBUG] [LOCAL     ] No optimal features file found for CRL: ./output/feature-sets/CRL.txt
[2025-12-22T20:19:39.761564] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:19:39.761616] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:19:39.761644] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:19:39.761701] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:19:39.821025] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:19:39.821818] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:19:39.821898] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:19:39.821931] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:19:39.947010] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:19:39.947163] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:19:39.947211] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:19:39.947240] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:19:39.950678] [DEBUG] [FORECASTER] CRL: Forecast T+1@11:T+2@11: UP (p=52.72%)
[2025-12-22T20:19:39.950947] [INFO ] [FORECASTER] Completed predict_future for CRL
[2025-12-22T20:19:39.951073] [INFO ] [sig       ] CRL: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:19:40.086826] [INFO ] [LOCAL     ] Saved forecast: CRL	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/CRL.txt
[2025-12-22T20:19:40.086958] [INFO ] [sig       ] [810/3560] Completed CRL in 0.3s | 2.93 sym/s | Total: 4.6m | ETA: 15.6m
[2025-12-22T20:19:40.086997] [INFO ] [sig       ] [811/3560] Forecasting CRM...
[2025-12-22T20:19:40.087026] [INFO ] [sig       ] Generating forecast for: CRM
[2025-12-22T20:19:40.087077] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRM' from 'https://tdm.silogroup.org/data/derivative_storage/CRM.csv'.
[2025-12-22T20:19:40.098876] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRM'.
[2025-12-22T20:19:40.099265] [INFO ] [FORECASTER] Starting predict_future for CRM
[2025-12-22T20:19:40.100043] [DEBUG] [LOCAL     ] No optimal features file found for CRM: ./output/feature-sets/CRM.txt
[2025-12-22T20:19:40.100098] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:19:40.100129] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:19:40.100155] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:19:40.100210] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:19:40.156276] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:19:40.156998] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:19:40.157077] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:19:40.157110] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:19:40.276797] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:19:40.276963] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:19:40.277004] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:19:40.277032] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:19:40.280712] [DEBUG] [FORECASTER] CRM: Forecast T+1@11:T+2@11: DOWN (p=28.44%)
[2025-12-22T20:19:40.281212] [INFO ] [FORECASTER] Completed predict_future for CRM
[2025-12-22T20:19:40.281347] [INFO ] [sig       ] CRM: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:19:40.422769] [INFO ] [LOCAL     ] Saved forecast: CRM	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/CRM.txt
[2025-12-22T20:19:40.422928] [INFO ] [sig       ] [811/3560] Completed CRM in 0.3s | 2.93 sym/s | Total: 4.6m | ETA: 15.6m
[2025-12-22T20:19:40.422969] [INFO ] [sig       ] [812/3560] Forecasting CRMD...
[2025-12-22T20:19:40.422998] [INFO ] [sig       ] Generating forecast for: CRMD
[2025-12-22T20:19:40.423027] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRMD' from 'https://tdm.silogroup.org/data/derivative_storage/CRMD.csv'.
[2025-12-22T20:19:40.435123] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRMD'.
[2025-12-22T20:19:40.435500] [INFO ] [FORECASTER] Starting predict_future for CRMD
[2025-12-22T20:19:40.436274] [DEBUG] [LOCAL     ] No optimal features file found for CRMD: ./output/feature-sets/CRMD.txt
[2025-12-22T20:19:40.436327] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:19:40.436359] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:19:40.436386] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:19:40.436442] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:19:40.495254] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:19:40.496126] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:19:40.496241] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:19:40.496274] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:19:40.610490] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:19:40.610655] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:19:40.610697] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:19:40.610728] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:19:40.614022] [DEBUG] [FORECASTER] CRMD: Forecast T+1@11:T+2@11: DOWN (p=29.39%)
[2025-12-22T20:19:40.614305] [INFO ] [FORECASTER] Completed predict_future for CRMD
[2025-12-22T20:19:40.614428] [INFO ] [sig       ] CRMD: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:19:40.751433] [INFO ] [LOCAL     ] Saved forecast: CRMD	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/CRMD.txt
[2025-12-22T20:19:40.751566] [INFO ] [sig       ] [812/3560] Completed CRMD in 0.3s | 2.93 sym/s | Total: 4.6m | ETA: 15.6m
[2025-12-22T20:19:40.751625] [INFO ] [sig       ] [813/3560] Forecasting CRML...
[2025-12-22T20:19:40.751655] [INFO ] [sig       ] Generating forecast for: CRML
[2025-12-22T20:19:40.751686] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRML' from 'https://tdm.silogroup.org/data/derivative_storage/CRML.csv'.
[2025-12-22T20:19:40.763241] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRML'.
[2025-12-22T20:19:40.763541] [INFO ] [FORECASTER] Starting predict_future for CRML
[2025-12-22T20:19:40.764637] [DEBUG] [LOCAL     ] No optimal features file found for CRML: ./output/feature-sets/CRML.txt
[2025-12-22T20:19:40.764688] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:19:40.764720] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:19:40.764746] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:19:40.764801] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:19:40.822326] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:19:40.822930] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:19:40.823007] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:19:40.823039] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:19:40.942549] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:19:40.942688] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-22T20:19:40.942726] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:19:40.942753] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:19:40.946409] [DEBUG] [FORECASTER] CRML: Forecast T+1@11:T+2@11: UP (p=97.84%)
[2025-12-22T20:19:40.946696] [INFO ] [FORECASTER] Completed predict_future for CRML
[2025-12-22T20:19:40.946814] [INFO ] [sig       ] CRML: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:19:41.087593] [INFO ] [LOCAL     ] Saved forecast: CRML	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/CRML.txt
[2025-12-22T20:19:41.087755] [INFO ] [sig       ] [813/3560] Completed CRML in 0.3s | 2.93 sym/s | Total: 4.6m | ETA: 15.6m
[2025-12-22T20:19:41.087795] [INFO ] [sig       ] [814/3560] Forecasting CRNC...
[2025-12-22T20:19:41.087828] [INFO ] [sig       ] Generating forecast for: CRNC
[2025-12-22T20:19:41.087859] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRNC' from 'https://tdm.silogroup.org/data/derivative_storage/CRNC.csv'.
[2025-12-22T20:19:41.100278] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRNC'.
[2025-12-22T20:19:41.100660] [INFO ] [FORECASTER] Starting predict_future for CRNC
[2025-12-22T20:19:41.101426] [DEBUG] [LOCAL     ] No optimal features file found for CRNC: ./output/feature-sets/CRNC.txt
[2025-12-22T20:19:41.101479] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:19:41.101513] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:19:41.101541] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:19:41.101622] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:19:41.163445] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:19:41.164282] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:19:41.164366] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:19:41.164399] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:19:41.282996] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:19:41.283119] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:19:41.283157] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:19:41.283200] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:19:41.286420] [DEBUG] [FORECASTER] CRNC: Forecast T+1@11:T+2@11: UP (p=83.34%)
[2025-12-22T20:19:41.286704] [INFO ] [FORECASTER] Completed predict_future for CRNC
[2025-12-22T20:19:41.286828] [INFO ] [sig       ] CRNC: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:19:41.439849] [INFO ] [LOCAL     ] Saved forecast: CRNC	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/CRNC.txt
[2025-12-22T20:19:41.439977] [INFO ] [sig       ] [814/3560] Completed CRNC in 0.4s | 2.93 sym/s | Total: 4.6m | ETA: 15.6m
[2025-12-22T20:19:41.440016] [INFO ] [sig       ] [815/3560] Forecasting CRNX...
[2025-12-22T20:19:41.440045] [INFO ] [sig       ] Generating forecast for: CRNX
[2025-12-22T20:19:41.440074] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRNX' from 'https://tdm.silogroup.org/data/derivative_storage/CRNX.csv'.
[2025-12-22T20:19:41.451088] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRNX'.
[2025-12-22T20:19:41.451370] [INFO ] [FORECASTER] Starting predict_future for CRNX
[2025-12-22T20:19:41.452131] [DEBUG] [LOCAL     ] No optimal features file found for CRNX: ./output/feature-sets/CRNX.txt
[2025-12-22T20:19:41.452183] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:19:41.452215] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:19:41.452242] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:19:41.452299] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:19:41.509454] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:19:41.510058] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:19:41.510134] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:19:41.510167] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:19:41.634665] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:19:41.634813] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:19:41.634854] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:19:41.634884] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:19:41.638349] [DEBUG] [FORECASTER] CRNX: Forecast T+1@11:T+2@11: UP (p=91.34%)
[2025-12-22T20:19:41.638636] [INFO ] [FORECASTER] Completed predict_future for CRNX
[2025-12-22T20:19:41.638756] [INFO ] [sig       ] CRNX: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:19:41.773869] [INFO ] [LOCAL     ] Saved forecast: CRNX	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/CRNX.txt
[2025-12-22T20:19:41.773999] [INFO ] [sig       ] [815/3560] Completed CRNX in 0.3s | 2.93 sym/s | Total: 4.6m | ETA: 15.6m
[2025-12-22T20:19:41.774038] [INFO ] [sig       ] [816/3560] Forecasting CRON...
[2025-12-22T20:19:41.774068] [INFO ] [sig       ] Generating forecast for: CRON
[2025-12-22T20:19:41.774097] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRON' from 'https://tdm.silogroup.org/data/derivative_storage/CRON.csv'.
[2025-12-22T20:19:41.785810] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRON'.
[2025-12-22T20:19:41.786292] [INFO ] [FORECASTER] Starting predict_future for CRON
[2025-12-22T20:19:41.787066] [DEBUG] [LOCAL     ] No optimal features file found for CRON: ./output/feature-sets/CRON.txt
[2025-12-22T20:19:41.787118] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:19:41.787150] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:19:41.787176] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:19:41.787232] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:19:41.845339] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:19:41.845957] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:19:41.846031] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:19:41.846063] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:19:41.967847] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:19:41.967977] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:19:41.968014] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:19:41.968042] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:19:41.971291] [DEBUG] [FORECASTER] CRON: Forecast T+1@11:T+2@11: DOWN (p=33.73%)
[2025-12-22T20:19:41.971557] [INFO ] [FORECASTER] Completed predict_future for CRON
[2025-12-22T20:19:41.971695] [INFO ] [sig       ] CRON: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:19:42.107346] [INFO ] [LOCAL     ] Saved forecast: CRON	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/CRON.txt
[2025-12-22T20:19:42.107453] [INFO ] [sig       ] [816/3560] Completed CRON in 0.3s | 2.93 sym/s | Total: 4.6m | ETA: 15.6m
[2025-12-22T20:19:42.107490] [INFO ] [sig       ] [817/3560] Forecasting CROX...
[2025-12-22T20:19:42.107519] [INFO ] [sig       ] Generating forecast for: CROX
[2025-12-22T20:19:42.107549] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CROX' from 'https://tdm.silogroup.org/data/derivative_storage/CROX.csv'.
[2025-12-22T20:19:42.119333] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CROX'.
[2025-12-22T20:19:42.119727] [INFO ] [FORECASTER] Starting predict_future for CROX
[2025-12-22T20:19:42.120514] [DEBUG] [LOCAL     ] No optimal features file found for CROX: ./output/feature-sets/CROX.txt
[2025-12-22T20:19:42.120566] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:19:42.120623] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:19:42.120653] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:19:42.120708] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:19:42.176210] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:19:42.176891] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:19:42.176969] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:19:42.177001] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:19:42.293478] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:19:42.293647] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:19:42.293687] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:19:42.293715] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:19:42.297052] [DEBUG] [FORECASTER] CROX: Forecast T+1@11:T+2@11: UP (p=86.45%)
[2025-12-22T20:19:42.297314] [INFO ] [FORECASTER] Completed predict_future for CROX
[2025-12-22T20:19:42.297434] [INFO ] [sig       ] CROX: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:19:42.435696] [INFO ] [LOCAL     ] Saved forecast: CROX	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/CROX.txt
[2025-12-22T20:19:42.435850] [INFO ] [sig       ] [817/3560] Completed CROX in 0.3s | 2.93 sym/s | Total: 4.6m | ETA: 15.6m
[2025-12-22T20:19:42.435891] [INFO ] [sig       ] [818/3560] Forecasting CRS...
[2025-12-22T20:19:42.435920] [INFO ] [sig       ] Generating forecast for: CRS
[2025-12-22T20:19:42.435950] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRS' from 'https://tdm.silogroup.org/data/derivative_storage/CRS.csv'.
[2025-12-22T20:19:42.447415] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRS'.
[2025-12-22T20:19:42.447803] [INFO ] [FORECASTER] Starting predict_future for CRS
[2025-12-22T20:19:42.448555] [DEBUG] [LOCAL     ] No optimal features file found for CRS: ./output/feature-sets/CRS.txt
[2025-12-22T20:19:42.448632] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:19:42.448667] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:19:42.448694] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:19:42.448765] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:19:42.506319] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:19:42.507175] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:19:42.507259] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:19:42.507293] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:19:42.627931] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:19:42.628089] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:19:42.628128] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:19:42.628157] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:19:42.631617] [DEBUG] [FORECASTER] CRS: Forecast T+1@11:T+2@11: DOWN (p=42.58%)
[2025-12-22T20:19:42.631909] [INFO ] [FORECASTER] Completed predict_future for CRS
[2025-12-22T20:19:42.632038] [INFO ] [sig       ] CRS: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:19:42.765782] [INFO ] [LOCAL     ] Saved forecast: CRS	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/CRS.txt
[2025-12-22T20:19:42.765943] [INFO ] [sig       ] [818/3560] Completed CRS in 0.3s | 2.93 sym/s | Total: 4.6m | ETA: 15.6m
[2025-12-22T20:19:42.765985] [INFO ] [sig       ] [819/3560] Forecasting CRSP...
[2025-12-22T20:19:42.766017] [INFO ] [sig       ] Generating forecast for: CRSP
[2025-12-22T20:19:42.766049] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRSP' from 'https://tdm.silogroup.org/data/derivative_storage/CRSP.csv'.
[2025-12-22T20:19:42.776520] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRSP'.
[2025-12-22T20:19:42.776870] [INFO ] [FORECASTER] Starting predict_future for CRSP
[2025-12-22T20:19:42.777636] [DEBUG] [LOCAL     ] No optimal features file found for CRSP: ./output/feature-sets/CRSP.txt
[2025-12-22T20:19:42.777687] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:19:42.777744] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:19:42.777773] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:19:42.777828] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:19:42.835050] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:19:42.835894] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:19:42.835975] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:19:42.836008] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:19:42.965744] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:19:42.965918] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:19:42.965966] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:19:42.966003] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:19:42.970357] [DEBUG] [FORECASTER] CRSP: Forecast T+1@11:T+2@11: DOWN (p=44.17%)
[2025-12-22T20:19:42.970713] [INFO ] [FORECASTER] Completed predict_future for CRSP
[2025-12-22T20:19:42.970861] [INFO ] [sig       ] CRSP: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:19:43.132900] [INFO ] [LOCAL     ] Saved forecast: CRSP	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/CRSP.txt
[2025-12-22T20:19:43.133062] [INFO ] [sig       ] [819/3560] Completed CRSP in 0.4s | 2.93 sym/s | Total: 4.7m | ETA: 15.6m
[2025-12-22T20:19:43.133102] [INFO ] [sig       ] [820/3560] Forecasting CRTO...
[2025-12-22T20:19:43.133132] [INFO ] [sig       ] Generating forecast for: CRTO
[2025-12-22T20:19:43.133162] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRTO' from 'https://tdm.silogroup.org/data/derivative_storage/CRTO.csv'.
[2025-12-22T20:19:43.144027] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRTO'.
[2025-12-22T20:19:43.144395] [INFO ] [FORECASTER] Starting predict_future for CRTO
[2025-12-22T20:19:43.145185] [DEBUG] [LOCAL     ] No optimal features file found for CRTO: ./output/feature-sets/CRTO.txt
[2025-12-22T20:19:43.145251] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:19:43.145283] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:19:43.145310] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:19:43.145370] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:19:43.201005] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:19:43.201836] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:19:43.201917] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:19:43.201949] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:19:43.323728] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:19:43.323886] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:19:43.323927] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:19:43.323955] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:19:43.327320] [DEBUG] [FORECASTER] CRTO: Forecast T+1@11:T+2@11: DOWN (p=47.66%)
[2025-12-22T20:19:43.327618] [INFO ] [FORECASTER] Completed predict_future for CRTO
[2025-12-22T20:19:43.327775] [INFO ] [sig       ] CRTO: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:19:43.461316] [INFO ] [LOCAL     ] Saved forecast: CRTO	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/CRTO.txt
[2025-12-22T20:19:43.461466] [INFO ] [sig       ] [820/3560] Completed CRTO in 0.3s | 2.93 sym/s | Total: 4.7m | ETA: 15.6m
[2025-12-22T20:19:43.461504] [INFO ] [sig       ] [821/3560] Forecasting CRUS...
[2025-12-22T20:19:43.461534] [INFO ] [sig       ] Generating forecast for: CRUS
[2025-12-22T20:19:43.461565] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRUS' from 'https://tdm.silogroup.org/data/derivative_storage/CRUS.csv'.
[2025-12-22T20:19:43.472736] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRUS'.
[2025-12-22T20:19:43.473074] [INFO ] [FORECASTER] Starting predict_future for CRUS
[2025-12-22T20:19:43.473874] [DEBUG] [LOCAL     ] No optimal features file found for CRUS: ./output/feature-sets/CRUS.txt
[2025-12-22T20:19:43.473927] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:19:43.473960] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:19:43.473987] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:19:43.474042] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:19:43.530735] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:19:43.531412] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:19:43.531487] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:19:43.531520] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:19:43.653242] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:19:43.653390] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:19:43.653429] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:19:43.653458] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:19:43.656904] [DEBUG] [FORECASTER] CRUS: Forecast T+1@11:T+2@11: UP (p=68.84%)
[2025-12-22T20:19:43.657166] [INFO ] [FORECASTER] Completed predict_future for CRUS
[2025-12-22T20:19:43.657288] [INFO ] [sig       ] CRUS: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:19:43.797593] [INFO ] [LOCAL     ] Saved forecast: CRUS	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/CRUS.txt
[2025-12-22T20:19:43.797721] [INFO ] [sig       ] [821/3560] Completed CRUS in 0.3s | 2.93 sym/s | Total: 4.7m | ETA: 15.6m
[2025-12-22T20:19:43.797760] [INFO ] [sig       ] [822/3560] Forecasting CRVL...
[2025-12-22T20:19:43.797790] [INFO ] [sig       ] Generating forecast for: CRVL
[2025-12-22T20:19:43.797824] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRVL' from 'https://tdm.silogroup.org/data/derivative_storage/CRVL.csv'.
[2025-12-22T20:19:43.808987] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRVL'.
[2025-12-22T20:19:43.809341] [INFO ] [FORECASTER] Starting predict_future for CRVL
[2025-12-22T20:19:43.810109] [DEBUG] [LOCAL     ] No optimal features file found for CRVL: ./output/feature-sets/CRVL.txt
[2025-12-22T20:19:43.810161] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:19:43.810193] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:19:43.810219] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:19:43.810276] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:19:43.867926] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:19:43.868631] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:19:43.868709] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:19:43.868741] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:19:43.986957] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:19:43.987103] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:19:43.987143] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:19:43.987202] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:19:43.990503] [DEBUG] [FORECASTER] CRVL: Forecast T+1@11:T+2@11: DOWN (p=37.08%)
[2025-12-22T20:19:43.990791] [INFO ] [FORECASTER] Completed predict_future for CRVL
[2025-12-22T20:19:43.990913] [INFO ] [sig       ] CRVL: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:19:44.126356] [INFO ] [LOCAL     ] Saved forecast: CRVL	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/CRVL.txt
[2025-12-22T20:19:44.126476] [INFO ] [sig       ] [822/3560] Completed CRVL in 0.3s | 2.93 sym/s | Total: 4.7m | ETA: 15.5m
[2025-12-22T20:19:44.126515] [INFO ] [sig       ] [823/3560] Forecasting CRVO...
[2025-12-22T20:19:44.126544] [INFO ] [sig       ] Generating forecast for: CRVO
[2025-12-22T20:19:44.126590] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRVO' from 'https://tdm.silogroup.org/data/derivative_storage/CRVO.csv'.
[2025-12-22T20:19:44.138282] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRVO'.
[2025-12-22T20:19:44.138708] [INFO ] [FORECASTER] Starting predict_future for CRVO
[2025-12-22T20:19:44.139599] [DEBUG] [LOCAL     ] No optimal features file found for CRVO: ./output/feature-sets/CRVO.txt
[2025-12-22T20:19:44.139656] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:19:44.139690] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:19:44.139718] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:19:44.139774] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:19:44.199396] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:19:44.200382] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:19:44.200468] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:19:44.200501] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:19:44.326717] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:19:44.326865] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:19:44.326904] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:19:44.326933] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:19:44.330434] [DEBUG] [FORECASTER] CRVO: Forecast T+1@11:T+2@11: UP (p=94.50%)
[2025-12-22T20:19:44.330722] [INFO ] [FORECASTER] Completed predict_future for CRVO
[2025-12-22T20:19:44.330858] [INFO ] [sig       ] CRVO: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:19:44.484584] [INFO ] [LOCAL     ] Saved forecast: CRVO	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/CRVO.txt
[2025-12-22T20:19:44.484844] [INFO ] [sig       ] [823/3560] Completed CRVO in 0.4s | 2.93 sym/s | Total: 4.7m | ETA: 15.5m
[2025-12-22T20:19:44.484905] [INFO ] [sig       ] [824/3560] Forecasting CRVS...
[2025-12-22T20:19:44.484936] [INFO ] [sig       ] Generating forecast for: CRVS
[2025-12-22T20:19:44.484967] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRVS' from 'https://tdm.silogroup.org/data/derivative_storage/CRVS.csv'.
[2025-12-22T20:19:44.499510] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRVS'.
[2025-12-22T20:19:44.499887] [INFO ] [FORECASTER] Starting predict_future for CRVS
[2025-12-22T20:19:44.500728] [DEBUG] [LOCAL     ] No optimal features file found for CRVS: ./output/feature-sets/CRVS.txt
[2025-12-22T20:19:44.500779] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:19:44.500815] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:19:44.500844] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:19:44.500900] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:19:44.557490] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:19:44.558187] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:19:44.558283] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:19:44.558316] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:19:44.682853] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:19:44.682996] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:19:44.683035] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:19:44.683063] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:19:44.686522] [DEBUG] [FORECASTER] CRVS: Forecast T+1@11:T+2@11: UP (p=56.36%)
[2025-12-22T20:19:44.686811] [INFO ] [FORECASTER] Completed predict_future for CRVS
[2025-12-22T20:19:44.686938] [INFO ] [sig       ] CRVS: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:19:44.825729] [INFO ] [LOCAL     ] Saved forecast: CRVS	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/CRVS.txt
[2025-12-22T20:19:44.825866] [INFO ] [sig       ] [824/3560] Completed CRVS in 0.3s | 2.93 sym/s | Total: 4.7m | ETA: 15.5m
[2025-12-22T20:19:44.825907] [INFO ] [sig       ] [825/3560] Forecasting CRWD...
[2025-12-22T20:19:44.825936] [INFO ] [sig       ] Generating forecast for: CRWD
[2025-12-22T20:19:44.825966] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRWD' from 'https://tdm.silogroup.org/data/derivative_storage/CRWD.csv'.
[2025-12-22T20:19:44.838006] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRWD'.
[2025-12-22T20:19:44.838402] [INFO ] [FORECASTER] Starting predict_future for CRWD
[2025-12-22T20:19:44.839305] [DEBUG] [LOCAL     ] No optimal features file found for CRWD: ./output/feature-sets/CRWD.txt
[2025-12-22T20:19:44.839360] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:19:44.839401] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:19:44.839432] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:19:44.839489] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:19:44.897094] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:19:44.898128] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:19:44.898232] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:19:44.898275] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:19:45.021262] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:19:45.021417] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:19:45.021455] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:19:45.021482] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:19:45.024883] [DEBUG] [FORECASTER] CRWD: Forecast T+1@11:T+2@11: UP (p=79.53%)
[2025-12-22T20:19:45.025193] [INFO ] [FORECASTER] Completed predict_future for CRWD
[2025-12-22T20:19:45.025317] [INFO ] [sig       ] CRWD: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:19:45.168978] [INFO ] [LOCAL     ] Saved forecast: CRWD	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/CRWD.txt
[2025-12-22T20:19:45.169178] [INFO ] [sig       ] [825/3560] Completed CRWD in 0.3s | 2.93 sym/s | Total: 4.7m | ETA: 15.5m
[2025-12-22T20:19:45.169241] [INFO ] [sig       ] [826/3560] Forecasting CRWS...
[2025-12-22T20:19:45.169286] [INFO ] [sig       ] Generating forecast for: CRWS
[2025-12-22T20:19:45.169321] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRWS' from 'https://tdm.silogroup.org/data/derivative_storage/CRWS.csv'.
[2025-12-22T20:19:45.180621] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRWS'.
[2025-12-22T20:19:45.180968] [INFO ] [FORECASTER] Starting predict_future for CRWS
[2025-12-22T20:19:45.181800] [DEBUG] [LOCAL     ] No optimal features file found for CRWS: ./output/feature-sets/CRWS.txt
[2025-12-22T20:19:45.181871] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:19:45.181919] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:19:45.181962] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:19:45.182029] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:19:45.246322] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:19:45.247353] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:19:45.247458] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:19:45.247499] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:19:45.355931] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:19:45.356095] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:19:45.356150] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:19:45.356184] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:19:45.359994] [DEBUG] [FORECASTER] CRWS: Forecast T+1@11:T+2@11: DOWN (p=22.84%)
[2025-12-22T20:19:45.360329] [INFO ] [FORECASTER] Completed predict_future for CRWS
[2025-12-22T20:19:45.360465] [INFO ] [sig       ] CRWS: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:19:45.498084] [INFO ] [LOCAL     ] Saved forecast: CRWS	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/CRWS.txt
[2025-12-22T20:19:45.498239] [INFO ] [sig       ] [826/3560] Completed CRWS in 0.3s | 2.93 sym/s | Total: 4.7m | ETA: 15.5m
[2025-12-22T20:19:45.498279] [INFO ] [sig       ] [827/3560] Forecasting CSAN...
[2025-12-22T20:19:45.498309] [INFO ] [sig       ] Generating forecast for: CSAN
[2025-12-22T20:19:45.498338] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSAN' from 'https://tdm.silogroup.org/data/derivative_storage/CSAN.csv'.
[2025-12-22T20:19:45.509519] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSAN'.
[2025-12-22T20:19:45.509912] [INFO ] [FORECASTER] Starting predict_future for CSAN
[2025-12-22T20:19:45.510690] [DEBUG] [LOCAL     ] No optimal features file found for CSAN: ./output/feature-sets/CSAN.txt
[2025-12-22T20:19:45.510742] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:19:45.510775] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:19:45.510801] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:19:45.510857] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:19:45.566639] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:19:45.567336] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:19:45.567424] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:19:45.567459] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:19:45.686083] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:19:45.686251] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:19:45.686291] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:19:45.686322] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:19:45.689679] [DEBUG] [FORECASTER] CSAN: Forecast T+1@11:T+2@11: UP (p=76.44%)
[2025-12-22T20:19:45.689952] [INFO ] [FORECASTER] Completed predict_future for CSAN
[2025-12-22T20:19:45.690078] [INFO ] [sig       ] CSAN: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:19:45.824447] [INFO ] [LOCAL     ] Saved forecast: CSAN	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/CSAN.txt
[2025-12-22T20:19:45.824599] [INFO ] [sig       ] [827/3560] Completed CSAN in 0.3s | 2.93 sym/s | Total: 4.7m | ETA: 15.5m
[2025-12-22T20:19:45.824642] [INFO ] [sig       ] [828/3560] Forecasting CSB...
[2025-12-22T20:19:45.824671] [INFO ] [sig       ] Generating forecast for: CSB
[2025-12-22T20:19:45.824702] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSB' from 'https://tdm.silogroup.org/data/derivative_storage/CSB.csv'.
[2025-12-22T20:19:45.835409] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSB'.
[2025-12-22T20:19:45.835764] [INFO ] [FORECASTER] Starting predict_future for CSB
[2025-12-22T20:19:45.836539] [DEBUG] [LOCAL     ] No optimal features file found for CSB: ./output/feature-sets/CSB.txt
[2025-12-22T20:19:45.836617] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:19:45.836651] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:19:45.836678] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:19:45.836734] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:19:45.892346] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:19:45.893078] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:19:45.893155] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:19:45.893186] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:19:46.001755] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:19:46.001912] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:19:46.001951] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:19:46.001979] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:19:46.005281] [DEBUG] [FORECASTER] CSB: Forecast T+1@11:T+2@11: UP (p=66.41%)
[2025-12-22T20:19:46.005546] [INFO ] [FORECASTER] Completed predict_future for CSB
[2025-12-22T20:19:46.005685] [INFO ] [sig       ] CSB: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:19:46.141739] [INFO ] [LOCAL     ] Saved forecast: CSB	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/CSB.txt
[2025-12-22T20:19:46.141895] [INFO ] [sig       ] [828/3560] Completed CSB in 0.3s | 2.93 sym/s | Total: 4.7m | ETA: 15.5m
[2025-12-22T20:19:46.141936] [INFO ] [sig       ] [829/3560] Forecasting CSCO...
[2025-12-22T20:19:46.141966] [INFO ] [sig       ] Generating forecast for: CSCO
[2025-12-22T20:19:46.141996] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSCO' from 'https://tdm.silogroup.org/data/derivative_storage/CSCO.csv'.
[2025-12-22T20:19:46.154081] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSCO'.
[2025-12-22T20:19:46.154501] [INFO ] [FORECASTER] Starting predict_future for CSCO
[2025-12-22T20:19:46.155319] [DEBUG] [LOCAL     ] No optimal features file found for CSCO: ./output/feature-sets/CSCO.txt
[2025-12-22T20:19:46.155374] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:19:46.155408] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:19:46.155436] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:19:46.155494] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:19:46.212816] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:19:46.213716] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:19:46.213860] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:19:46.213896] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:19:46.335786] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:19:46.335940] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:19:46.335981] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:19:46.336010] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:19:46.339361] [DEBUG] [FORECASTER] CSCO: Forecast T+1@11:T+2@11: DOWN (p=29.55%)
[2025-12-22T20:19:46.339650] [INFO ] [FORECASTER] Completed predict_future for CSCO
[2025-12-22T20:19:46.339772] [INFO ] [sig       ] CSCO: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:19:46.474956] [INFO ] [LOCAL     ] Saved forecast: CSCO	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/CSCO.txt
[2025-12-22T20:19:46.475122] [INFO ] [sig       ] [829/3560] Completed CSCO in 0.3s | 2.94 sym/s | Total: 4.7m | ETA: 15.5m
[2025-12-22T20:19:46.475162] [INFO ] [sig       ] [830/3560] Forecasting CSGP...
[2025-12-22T20:19:46.475191] [INFO ] [sig       ] Generating forecast for: CSGP
[2025-12-22T20:19:46.475220] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSGP' from 'https://tdm.silogroup.org/data/derivative_storage/CSGP.csv'.
[2025-12-22T20:19:46.487037] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSGP'.
[2025-12-22T20:19:46.487441] [INFO ] [FORECASTER] Starting predict_future for CSGP
[2025-12-22T20:19:46.488268] [DEBUG] [LOCAL     ] No optimal features file found for CSGP: ./output/feature-sets/CSGP.txt
[2025-12-22T20:19:46.488321] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:19:46.488352] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:19:46.488378] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:19:46.488434] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:19:46.544425] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:19:46.545305] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:19:46.545386] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:19:46.545417] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:19:46.664806] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:19:46.664960] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:19:46.665000] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:19:46.665028] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:19:46.668308] [DEBUG] [FORECASTER] CSGP: Forecast T+1@11:T+2@11: UP (p=76.75%)
[2025-12-22T20:19:46.668588] [INFO ] [FORECASTER] Completed predict_future for CSGP
[2025-12-22T20:19:46.668708] [INFO ] [sig       ] CSGP: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:19:46.804522] [INFO ] [LOCAL     ] Saved forecast: CSGP	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/CSGP.txt
[2025-12-22T20:19:46.804679] [INFO ] [sig       ] [830/3560] Completed CSGP in 0.3s | 2.94 sym/s | Total: 4.7m | ETA: 15.5m
[2025-12-22T20:19:46.804719] [INFO ] [sig       ] [831/3560] Forecasting CSGS...
[2025-12-22T20:19:46.804749] [INFO ] [sig       ] Generating forecast for: CSGS
[2025-12-22T20:19:46.804779] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSGS' from 'https://tdm.silogroup.org/data/derivative_storage/CSGS.csv'.
[2025-12-22T20:19:46.815829] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSGS'.
[2025-12-22T20:19:46.816169] [INFO ] [FORECASTER] Starting predict_future for CSGS
[2025-12-22T20:19:46.817036] [DEBUG] [LOCAL     ] No optimal features file found for CSGS: ./output/feature-sets/CSGS.txt
[2025-12-22T20:19:46.817089] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:19:46.817158] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:19:46.817187] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:19:46.817242] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:19:46.874690] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:19:46.875397] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:19:46.875480] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:19:46.875512] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:19:47.006385] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:19:47.006543] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:19:47.006608] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:19:47.006640] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:19:47.010399] [DEBUG] [FORECASTER] CSGS: Forecast T+1@11:T+2@11: DOWN (p=39.82%)
[2025-12-22T20:19:47.010706] [INFO ] [FORECASTER] Completed predict_future for CSGS
[2025-12-22T20:19:47.010853] [INFO ] [sig       ] CSGS: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:19:47.148781] [INFO ] [LOCAL     ] Saved forecast: CSGS	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/CSGS.txt
[2025-12-22T20:19:47.148948] [INFO ] [sig       ] [831/3560] Completed CSGS in 0.3s | 2.94 sym/s | Total: 4.7m | ETA: 15.5m
[2025-12-22T20:19:47.148992] [INFO ] [sig       ] [832/3560] Forecasting CSIQ...
[2025-12-22T20:19:47.149023] [INFO ] [sig       ] Generating forecast for: CSIQ
[2025-12-22T20:19:47.149078] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSIQ' from 'https://tdm.silogroup.org/data/derivative_storage/CSIQ.csv'.
[2025-12-22T20:19:47.160659] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSIQ'.
[2025-12-22T20:19:47.161067] [INFO ] [FORECASTER] Starting predict_future for CSIQ
[2025-12-22T20:19:47.161854] [DEBUG] [LOCAL     ] No optimal features file found for CSIQ: ./output/feature-sets/CSIQ.txt
[2025-12-22T20:19:47.161910] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:19:47.161942] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:19:47.161969] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:19:47.162024] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:19:47.219638] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:19:47.220542] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:19:47.220650] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:19:47.220684] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:19:47.347892] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:19:47.348057] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:19:47.348099] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:19:47.348129] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:19:47.351809] [DEBUG] [FORECASTER] CSIQ: Forecast T+1@11:T+2@11: UP (p=70.92%)
[2025-12-22T20:19:47.352145] [INFO ] [FORECASTER] Completed predict_future for CSIQ
[2025-12-22T20:19:47.352287] [INFO ] [sig       ] CSIQ: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:19:47.489140] [INFO ] [LOCAL     ] Saved forecast: CSIQ	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/CSIQ.txt
[2025-12-22T20:19:47.489291] [INFO ] [sig       ] [832/3560] Completed CSIQ in 0.3s | 2.94 sym/s | Total: 4.7m | ETA: 15.5m
[2025-12-22T20:19:47.489332] [INFO ] [sig       ] [833/3560] Forecasting CSPI...
[2025-12-22T20:19:47.489362] [INFO ] [sig       ] Generating forecast for: CSPI
[2025-12-22T20:19:47.489391] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSPI' from 'https://tdm.silogroup.org/data/derivative_storage/CSPI.csv'.
[2025-12-22T20:19:47.500159] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSPI'.
[2025-12-22T20:19:47.500535] [INFO ] [FORECASTER] Starting predict_future for CSPI
[2025-12-22T20:19:47.501356] [DEBUG] [LOCAL     ] No optimal features file found for CSPI: ./output/feature-sets/CSPI.txt
[2025-12-22T20:19:47.501408] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:19:47.501440] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:19:47.501467] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:19:47.501528] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:19:47.557846] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:19:47.558632] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:19:47.558709] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:19:47.558741] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:19:47.678446] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:19:47.678621] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:19:47.678662] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:19:47.678690] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:19:47.682076] [DEBUG] [FORECASTER] CSPI: Forecast T+1@11:T+2@11: UP (p=96.97%)
[2025-12-22T20:19:47.682338] [INFO ] [FORECASTER] Completed predict_future for CSPI
[2025-12-22T20:19:47.682456] [INFO ] [sig       ] CSPI: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:19:47.818477] [INFO ] [LOCAL     ] Saved forecast: CSPI	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/CSPI.txt
[2025-12-22T20:19:47.818651] [INFO ] [sig       ] [833/3560] Completed CSPI in 0.3s | 2.94 sym/s | Total: 4.7m | ETA: 15.5m
[2025-12-22T20:19:47.818695] [INFO ] [sig       ] [834/3560] Forecasting CSQ...
[2025-12-22T20:19:47.818725] [INFO ] [sig       ] Generating forecast for: CSQ
[2025-12-22T20:19:47.818755] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSQ' from 'https://tdm.silogroup.org/data/derivative_storage/CSQ.csv'.
[2025-12-22T20:19:47.830084] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSQ'.
[2025-12-22T20:19:47.830415] [INFO ] [FORECASTER] Starting predict_future for CSQ
[2025-12-22T20:19:47.831198] [DEBUG] [LOCAL     ] No optimal features file found for CSQ: ./output/feature-sets/CSQ.txt
[2025-12-22T20:19:47.831252] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:19:47.831284] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:19:47.831311] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:19:47.831366] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:19:47.888859] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:19:47.889636] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:19:47.889716] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:19:47.889748] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:19:48.007218] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:19:48.007368] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:19:48.007408] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:19:48.007437] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:19:48.010844] [DEBUG] [FORECASTER] CSQ: Forecast T+1@11:T+2@11: DOWN (p=1.89%)
[2025-12-22T20:19:48.011115] [INFO ] [FORECASTER] Completed predict_future for CSQ
[2025-12-22T20:19:48.011237] [INFO ] [sig       ] CSQ: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:19:48.159126] [INFO ] [LOCAL     ] Saved forecast: CSQ	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/CSQ.txt
[2025-12-22T20:19:48.159282] [INFO ] [sig       ] [834/3560] Completed CSQ in 0.3s | 2.94 sym/s | Total: 4.7m | ETA: 15.5m
[2025-12-22T20:19:48.159327] [INFO ] [sig       ] [835/3560] Forecasting CSTL...
[2025-12-22T20:19:48.159358] [INFO ] [sig       ] Generating forecast for: CSTL
[2025-12-22T20:19:48.159388] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSTL' from 'https://tdm.silogroup.org/data/derivative_storage/CSTL.csv'.
[2025-12-22T20:19:48.174021] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSTL'.
[2025-12-22T20:19:48.174557] [INFO ] [FORECASTER] Starting predict_future for CSTL
[2025-12-22T20:19:48.175341] [DEBUG] [LOCAL     ] No optimal features file found for CSTL: ./output/feature-sets/CSTL.txt
[2025-12-22T20:19:48.175392] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:19:48.175425] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:19:48.175451] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:19:48.175506] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:19:48.233963] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:19:48.234814] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:19:48.234895] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:19:48.234926] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:19:48.363375] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:19:48.363537] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:19:48.363597] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:19:48.363629] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:19:48.367028] [DEBUG] [FORECASTER] CSTL: Forecast T+1@11:T+2@11: UP (p=58.60%)
[2025-12-22T20:19:48.367303] [INFO ] [FORECASTER] Completed predict_future for CSTL
[2025-12-22T20:19:48.367429] [INFO ] [sig       ] CSTL: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:19:48.505085] [INFO ] [LOCAL     ] Saved forecast: CSTL	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/CSTL.txt
[2025-12-22T20:19:48.505224] [INFO ] [sig       ] [835/3560] Completed CSTL in 0.3s | 2.94 sym/s | Total: 4.7m | ETA: 15.5m
[2025-12-22T20:19:48.505262] [INFO ] [sig       ] [836/3560] Forecasting CSTM...
[2025-12-22T20:19:48.505291] [INFO ] [sig       ] Generating forecast for: CSTM
[2025-12-22T20:19:48.505322] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSTM' from 'https://tdm.silogroup.org/data/derivative_storage/CSTM.csv'.
[2025-12-22T20:19:48.516789] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSTM'.
[2025-12-22T20:19:48.517111] [INFO ] [FORECASTER] Starting predict_future for CSTM
[2025-12-22T20:19:48.517878] [DEBUG] [LOCAL     ] No optimal features file found for CSTM: ./output/feature-sets/CSTM.txt
[2025-12-22T20:19:48.517929] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:19:48.517988] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:19:48.518016] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:19:48.518072] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:19:48.574863] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:19:48.575535] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:19:48.575628] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:19:48.575662] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:19:48.698538] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:19:48.698713] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:19:48.698756] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:19:48.698783] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:19:48.702194] [DEBUG] [FORECASTER] CSTM: Forecast T+1@11:T+2@11: UP (p=69.57%)
[2025-12-22T20:19:48.702514] [INFO ] [FORECASTER] Completed predict_future for CSTM
[2025-12-22T20:19:48.702710] [INFO ] [sig       ] CSTM: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:19:48.838216] [INFO ] [LOCAL     ] Saved forecast: CSTM	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/CSTM.txt
[2025-12-22T20:19:48.838343] [INFO ] [sig       ] [836/3560] Completed CSTM in 0.3s | 2.94 sym/s | Total: 4.7m | ETA: 15.5m
[2025-12-22T20:19:48.838381] [INFO ] [sig       ] [837/3560] Forecasting CSWC...
[2025-12-22T20:19:48.838410] [INFO ] [sig       ] Generating forecast for: CSWC
[2025-12-22T20:19:48.838441] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSWC' from 'https://tdm.silogroup.org/data/derivative_storage/CSWC.csv'.
[2025-12-22T20:19:48.849106] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSWC'.
[2025-12-22T20:19:48.849433] [INFO ] [FORECASTER] Starting predict_future for CSWC
[2025-12-22T20:19:48.850253] [DEBUG] [LOCAL     ] No optimal features file found for CSWC: ./output/feature-sets/CSWC.txt
[2025-12-22T20:19:48.850306] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:19:48.850338] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:19:48.850364] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:19:48.850420] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:19:48.908078] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:19:48.908735] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:19:48.908813] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:19:48.908845] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:19:49.041872] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:19:49.042052] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:19:49.042093] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:19:49.042122] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:19:49.045687] [DEBUG] [FORECASTER] CSWC: Forecast T+1@11:T+2@11: DOWN (p=0.58%)
[2025-12-22T20:19:49.045986] [INFO ] [FORECASTER] Completed predict_future for CSWC
[2025-12-22T20:19:49.046114] [INFO ] [sig       ] CSWC: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:19:49.183129] [INFO ] [LOCAL     ] Saved forecast: CSWC	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/CSWC.txt
[2025-12-22T20:19:49.183255] [INFO ] [sig       ] [837/3560] Completed CSWC in 0.3s | 2.94 sym/s | Total: 4.8m | ETA: 15.5m
[2025-12-22T20:19:49.183294] [INFO ] [sig       ] [838/3560] Forecasting CSX...
[2025-12-22T20:19:49.183324] [INFO ] [sig       ] Generating forecast for: CSX
[2025-12-22T20:19:49.183353] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSX' from 'https://tdm.silogroup.org/data/derivative_storage/CSX.csv'.
[2025-12-22T20:19:49.194318] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSX'.
[2025-12-22T20:19:49.194654] [INFO ] [FORECASTER] Starting predict_future for CSX
[2025-12-22T20:19:49.195424] [DEBUG] [LOCAL     ] No optimal features file found for CSX: ./output/feature-sets/CSX.txt
[2025-12-22T20:19:49.195476] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:19:49.195509] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:19:49.195536] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:19:49.195616] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:19:49.252974] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:19:49.253797] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:19:49.253878] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:19:49.253911] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:19:49.377058] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:19:49.377210] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:19:49.377267] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:19:49.377299] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:19:49.380801] [DEBUG] [FORECASTER] CSX: Forecast T+1@11:T+2@11: DOWN (p=3.61%)
[2025-12-22T20:19:49.381092] [INFO ] [FORECASTER] Completed predict_future for CSX
[2025-12-22T20:19:49.381222] [INFO ] [sig       ] CSX: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:19:49.519354] [INFO ] [LOCAL     ] Saved forecast: CSX	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/CSX.txt
[2025-12-22T20:19:49.519509] [INFO ] [sig       ] [838/3560] Completed CSX in 0.3s | 2.94 sym/s | Total: 4.8m | ETA: 15.5m
[2025-12-22T20:19:49.519550] [INFO ] [sig       ] [839/3560] Forecasting CTAS...
[2025-12-22T20:19:49.519599] [INFO ] [sig       ] Generating forecast for: CTAS
[2025-12-22T20:19:49.519633] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTAS' from 'https://tdm.silogroup.org/data/derivative_storage/CTAS.csv'.
[2025-12-22T20:19:49.530738] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTAS'.
[2025-12-22T20:19:49.531098] [INFO ] [FORECASTER] Starting predict_future for CTAS
[2025-12-22T20:19:49.531914] [DEBUG] [LOCAL     ] No optimal features file found for CTAS: ./output/feature-sets/CTAS.txt
[2025-12-22T20:19:49.531978] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:19:49.532019] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:19:49.532052] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:19:49.532110] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:19:49.589062] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:19:49.589820] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:19:49.589899] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:19:49.589932] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:19:49.706489] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:19:49.706672] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:19:49.706712] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:19:49.706785] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:19:49.710372] [DEBUG] [FORECASTER] CTAS: Forecast T+1@11:T+2@11: DOWN (p=34.19%)
[2025-12-22T20:19:49.710706] [INFO ] [FORECASTER] Completed predict_future for CTAS
[2025-12-22T20:19:49.710844] [INFO ] [sig       ] CTAS: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:19:49.849456] [INFO ] [LOCAL     ] Saved forecast: CTAS	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/CTAS.txt
[2025-12-22T20:19:49.849615] [INFO ] [sig       ] [839/3560] Completed CTAS in 0.3s | 2.94 sym/s | Total: 4.8m | ETA: 15.4m
[2025-12-22T20:19:49.849659] [INFO ] [sig       ] [840/3560] Forecasting CTBB...
[2025-12-22T20:19:49.849690] [INFO ] [sig       ] Generating forecast for: CTBB
[2025-12-22T20:19:49.849722] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTBB' from 'https://tdm.silogroup.org/data/derivative_storage/CTBB.csv'.
[2025-12-22T20:19:49.860604] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTBB'.
[2025-12-22T20:19:49.860917] [INFO ] [FORECASTER] Starting predict_future for CTBB
[2025-12-22T20:19:49.861718] [DEBUG] [LOCAL     ] No optimal features file found for CTBB: ./output/feature-sets/CTBB.txt
[2025-12-22T20:19:49.861772] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:19:49.861805] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:19:49.861833] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:19:49.861891] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:19:49.920989] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:19:49.921771] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:19:49.921888] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:19:49.921924] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:19:50.042217] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:19:50.042406] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:19:50.042462] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:19:50.042502] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:19:50.047219] [DEBUG] [FORECASTER] CTBB: Forecast T+1@11:T+2@11: DOWN (p=31.92%)
[2025-12-22T20:19:50.047634] [INFO ] [FORECASTER] Completed predict_future for CTBB
[2025-12-22T20:19:50.047807] [INFO ] [sig       ] CTBB: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:19:50.201801] [INFO ] [LOCAL     ] Saved forecast: CTBB	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/CTBB.txt
[2025-12-22T20:19:50.201969] [INFO ] [sig       ] [840/3560] Completed CTBB in 0.4s | 2.94 sym/s | Total: 4.8m | ETA: 15.4m
[2025-12-22T20:19:50.202014] [INFO ] [sig       ] [841/3560] Forecasting CTBI...
[2025-12-22T20:19:50.202043] [INFO ] [sig       ] Generating forecast for: CTBI
[2025-12-22T20:19:50.202074] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTBI' from 'https://tdm.silogroup.org/data/derivative_storage/CTBI.csv'.
[2025-12-22T20:19:50.213321] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTBI'.
[2025-12-22T20:19:50.213675] [INFO ] [FORECASTER] Starting predict_future for CTBI
[2025-12-22T20:19:50.214465] [DEBUG] [LOCAL     ] No optimal features file found for CTBI: ./output/feature-sets/CTBI.txt
[2025-12-22T20:19:50.214517] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:19:50.214550] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:19:50.214597] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:19:50.214658] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:19:50.271781] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:19:50.272425] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:19:50.272503] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:19:50.272537] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:19:50.394704] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:19:50.394860] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:19:50.394899] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:19:50.394928] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:19:50.398345] [DEBUG] [FORECASTER] CTBI: Forecast T+1@11:T+2@11: DOWN (p=49.76%)
[2025-12-22T20:19:50.398677] [INFO ] [FORECASTER] Completed predict_future for CTBI
[2025-12-22T20:19:50.398816] [INFO ] [sig       ] CTBI: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:19:50.538837] [INFO ] [LOCAL     ] Saved forecast: CTBI	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/CTBI.txt
[2025-12-22T20:19:50.538991] [INFO ] [sig       ] [841/3560] Completed CTBI in 0.3s | 2.94 sym/s | Total: 4.8m | ETA: 15.4m
[2025-12-22T20:19:50.539055] [INFO ] [sig       ] [842/3560] Forecasting CTDD...
[2025-12-22T20:19:50.539090] [INFO ] [sig       ] Generating forecast for: CTDD
[2025-12-22T20:19:50.539123] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTDD' from 'https://tdm.silogroup.org/data/derivative_storage/CTDD.csv'.
[2025-12-22T20:19:50.550851] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTDD'.
[2025-12-22T20:19:50.551201] [INFO ] [FORECASTER] Starting predict_future for CTDD
[2025-12-22T20:19:50.551979] [DEBUG] [LOCAL     ] No optimal features file found for CTDD: ./output/feature-sets/CTDD.txt
[2025-12-22T20:19:50.552031] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:19:50.552078] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:19:50.552106] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:19:50.552162] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:19:50.610289] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:19:50.611071] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:19:50.611151] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:19:50.611183] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:19:50.723485] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:19:50.723647] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:19:50.723687] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:19:50.723715] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:19:50.727173] [DEBUG] [FORECASTER] CTDD: Forecast T+1@11:T+2@11: UP (p=73.81%)
[2025-12-22T20:19:50.727448] [INFO ] [FORECASTER] Completed predict_future for CTDD
[2025-12-22T20:19:50.727569] [INFO ] [sig       ] CTDD: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:19:50.870357] [INFO ] [LOCAL     ] Saved forecast: CTDD	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/CTDD.txt
[2025-12-22T20:19:50.870510] [INFO ] [sig       ] [842/3560] Completed CTDD in 0.3s | 2.94 sym/s | Total: 4.8m | ETA: 15.4m
[2025-12-22T20:19:50.870556] [INFO ] [sig       ] [843/3560] Forecasting CTKB...
[2025-12-22T20:19:50.870604] [INFO ] [sig       ] Generating forecast for: CTKB
[2025-12-22T20:19:50.870635] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTKB' from 'https://tdm.silogroup.org/data/derivative_storage/CTKB.csv'.
[2025-12-22T20:19:50.881547] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTKB'.
[2025-12-22T20:19:50.881893] [INFO ] [FORECASTER] Starting predict_future for CTKB
[2025-12-22T20:19:50.882672] [DEBUG] [LOCAL     ] No optimal features file found for CTKB: ./output/feature-sets/CTKB.txt
[2025-12-22T20:19:50.882724] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:19:50.882757] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:19:50.882785] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:19:50.882842] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:19:50.940002] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:19:50.940703] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:19:50.940781] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:19:50.940815] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:19:51.059778] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:19:51.059928] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:19:51.059973] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:19:51.060008] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:19:51.063336] [DEBUG] [FORECASTER] CTKB: Forecast T+1@11:T+2@11: DOWN (p=7.28%)
[2025-12-22T20:19:51.063614] [INFO ] [FORECASTER] Completed predict_future for CTKB
[2025-12-22T20:19:51.063736] [INFO ] [sig       ] CTKB: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:19:51.199658] [INFO ] [LOCAL     ] Saved forecast: CTKB	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/CTKB.txt
[2025-12-22T20:19:51.199795] [INFO ] [sig       ] [843/3560] Completed CTKB in 0.3s | 2.94 sym/s | Total: 4.8m | ETA: 15.4m
[2025-12-22T20:19:51.199836] [INFO ] [sig       ] [844/3560] Forecasting CTLP...
[2025-12-22T20:19:51.199866] [INFO ] [sig       ] Generating forecast for: CTLP
[2025-12-22T20:19:51.199896] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTLP' from 'https://tdm.silogroup.org/data/derivative_storage/CTLP.csv'.
[2025-12-22T20:19:51.210869] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTLP'.
[2025-12-22T20:19:51.211232] [INFO ] [FORECASTER] Starting predict_future for CTLP
[2025-12-22T20:19:51.212028] [DEBUG] [LOCAL     ] No optimal features file found for CTLP: ./output/feature-sets/CTLP.txt
[2025-12-22T20:19:51.212081] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:19:51.212115] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:19:51.212143] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:19:51.212201] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:19:51.269563] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:19:51.270304] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:19:51.270384] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:19:51.270419] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:19:51.387395] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:19:51.387547] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:19:51.387605] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:19:51.387635] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:19:51.390929] [DEBUG] [FORECASTER] CTLP: Forecast T+1@11:T+2@11: UP (p=58.65%)
[2025-12-22T20:19:51.391197] [INFO ] [FORECASTER] Completed predict_future for CTLP
[2025-12-22T20:19:51.391315] [INFO ] [sig       ] CTLP: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:19:51.532339] [INFO ] [LOCAL     ] Saved forecast: CTLP	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/CTLP.txt
[2025-12-22T20:19:51.532541] [INFO ] [sig       ] [844/3560] Completed CTLP in 0.3s | 2.94 sym/s | Total: 4.8m | ETA: 15.4m
[2025-12-22T20:19:51.532617] [INFO ] [sig       ] [845/3560] Forecasting CTMX...
[2025-12-22T20:19:51.532664] [INFO ] [sig       ] Generating forecast for: CTMX
[2025-12-22T20:19:51.532708] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTMX' from 'https://tdm.silogroup.org/data/derivative_storage/CTMX.csv'.
[2025-12-22T20:19:51.547348] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTMX'.
[2025-12-22T20:19:51.547763] [INFO ] [FORECASTER] Starting predict_future for CTMX
[2025-12-22T20:19:51.548754] [DEBUG] [LOCAL     ] No optimal features file found for CTMX: ./output/feature-sets/CTMX.txt
[2025-12-22T20:19:51.548817] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:19:51.548858] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:19:51.548895] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:19:51.548975] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:19:51.609341] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:19:51.610184] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:19:51.610263] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:19:51.610296] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:19:51.736223] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:19:51.736424] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:19:51.736474] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:19:51.736505] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:19:51.740011] [DEBUG] [FORECASTER] CTMX: Forecast T+1@11:T+2@11: UP (p=97.76%)
[2025-12-22T20:19:51.740285] [INFO ] [FORECASTER] Completed predict_future for CTMX
[2025-12-22T20:19:51.740416] [INFO ] [sig       ] CTMX: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:19:51.879841] [INFO ] [LOCAL     ] Saved forecast: CTMX	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/CTMX.txt
[2025-12-22T20:19:51.880000] [INFO ] [sig       ] [845/3560] Completed CTMX in 0.3s | 2.94 sym/s | Total: 4.8m | ETA: 15.4m
[2025-12-22T20:19:51.880040] [INFO ] [sig       ] [846/3560] Forecasting CTNM...
[2025-12-22T20:19:51.880083] [INFO ] [sig       ] Generating forecast for: CTNM
[2025-12-22T20:19:51.880115] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTNM' from 'https://tdm.silogroup.org/data/derivative_storage/CTNM.csv'.
[2025-12-22T20:19:51.891513] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTNM'.
[2025-12-22T20:19:51.891899] [INFO ] [FORECASTER] Starting predict_future for CTNM
[2025-12-22T20:19:51.892674] [DEBUG] [LOCAL     ] No optimal features file found for CTNM: ./output/feature-sets/CTNM.txt
[2025-12-22T20:19:51.892726] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:19:51.892758] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:19:51.892786] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:19:51.892842] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:19:51.951404] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:19:51.952213] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:19:51.952324] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:19:51.952358] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:19:52.073824] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:19:52.073973] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:19:52.074014] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:19:52.074044] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:19:52.077424] [DEBUG] [FORECASTER] CTNM: Forecast T+1@11:T+2@11: UP (p=78.86%)
[2025-12-22T20:19:52.077745] [INFO ] [FORECASTER] Completed predict_future for CTNM
[2025-12-22T20:19:52.077878] [INFO ] [sig       ] CTNM: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:19:52.222031] [INFO ] [LOCAL     ] Saved forecast: CTNM	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/CTNM.txt
[2025-12-22T20:19:52.222171] [INFO ] [sig       ] [846/3560] Completed CTNM in 0.3s | 2.94 sym/s | Total: 4.8m | ETA: 15.4m
[2025-12-22T20:19:52.222210] [INFO ] [sig       ] [847/3560] Forecasting CTO...
[2025-12-22T20:19:52.222242] [INFO ] [sig       ] Generating forecast for: CTO
[2025-12-22T20:19:52.222272] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTO' from 'https://tdm.silogroup.org/data/derivative_storage/CTO.csv'.
[2025-12-22T20:19:52.233836] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTO'.
[2025-12-22T20:19:52.234218] [INFO ] [FORECASTER] Starting predict_future for CTO
[2025-12-22T20:19:52.235044] [DEBUG] [LOCAL     ] No optimal features file found for CTO: ./output/feature-sets/CTO.txt
[2025-12-22T20:19:52.235108] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:19:52.235140] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:19:52.235169] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:19:52.235225] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:19:52.293369] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:19:52.294087] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:19:52.294165] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:19:52.294197] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:19:52.415217] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:19:52.415368] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:19:52.415409] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:19:52.415438] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:19:52.419018] [DEBUG] [FORECASTER] CTO: Forecast T+1@11:T+2@11: DOWN (p=10.61%)
[2025-12-22T20:19:52.419331] [INFO ] [FORECASTER] Completed predict_future for CTO
[2025-12-22T20:19:52.419471] [INFO ] [sig       ] CTO: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:19:52.561664] [INFO ] [LOCAL     ] Saved forecast: CTO	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/CTO.txt
[2025-12-22T20:19:52.561824] [INFO ] [sig       ] [847/3560] Completed CTO in 0.3s | 2.94 sym/s | Total: 4.8m | ETA: 15.4m
[2025-12-22T20:19:52.561871] [INFO ] [sig       ] [848/3560] Forecasting CTRA...
[2025-12-22T20:19:52.561902] [INFO ] [sig       ] Generating forecast for: CTRA
[2025-12-22T20:19:52.561935] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTRA' from 'https://tdm.silogroup.org/data/derivative_storage/CTRA.csv'.
[2025-12-22T20:19:52.574190] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTRA'.
[2025-12-22T20:19:52.574622] [INFO ] [FORECASTER] Starting predict_future for CTRA
[2025-12-22T20:19:52.575404] [DEBUG] [LOCAL     ] No optimal features file found for CTRA: ./output/feature-sets/CTRA.txt
[2025-12-22T20:19:52.575456] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:19:52.575488] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:19:52.575514] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:19:52.575593] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:19:52.637354] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:19:52.638229] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:19:52.638310] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:19:52.638341] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:19:52.761230] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:19:52.761599] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:19:52.761642] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:19:52.761671] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:19:52.765739] [DEBUG] [FORECASTER] CTRA: Forecast T+1@11:T+2@11: UP (p=68.50%)
[2025-12-22T20:19:52.766056] [INFO ] [FORECASTER] Completed predict_future for CTRA
[2025-12-22T20:19:52.766194] [INFO ] [sig       ] CTRA: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:19:52.911011] [INFO ] [LOCAL     ] Saved forecast: CTRA	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/CTRA.txt
[2025-12-22T20:19:52.911180] [INFO ] [sig       ] [848/3560] Completed CTRA in 0.3s | 2.94 sym/s | Total: 4.8m | ETA: 15.4m
[2025-12-22T20:19:52.911219] [INFO ] [sig       ] [849/3560] Forecasting CTRE...
[2025-12-22T20:19:52.911249] [INFO ] [sig       ] Generating forecast for: CTRE
[2025-12-22T20:19:52.911279] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTRE' from 'https://tdm.silogroup.org/data/derivative_storage/CTRE.csv'.
[2025-12-22T20:19:52.923246] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTRE'.
[2025-12-22T20:19:52.923704] [INFO ] [FORECASTER] Starting predict_future for CTRE
[2025-12-22T20:19:52.924599] [DEBUG] [LOCAL     ] No optimal features file found for CTRE: ./output/feature-sets/CTRE.txt
[2025-12-22T20:19:52.924660] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:19:52.924702] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:19:52.924759] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:19:52.924821] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:19:52.985340] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:19:52.986245] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:19:52.986330] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:19:52.986362] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:19:53.155065] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:19:53.155231] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:19:53.155273] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:19:53.155341] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:19:53.159412] [DEBUG] [FORECASTER] CTRE: Forecast T+1@11:T+2@11: DOWN (p=7.34%)
[2025-12-22T20:19:53.159852] [INFO ] [FORECASTER] Completed predict_future for CTRE
[2025-12-22T20:19:53.160053] [INFO ] [sig       ] CTRE: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:19:53.337989] [INFO ] [LOCAL     ] Saved forecast: CTRE	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/CTRE.txt
[2025-12-22T20:19:53.338235] [INFO ] [sig       ] [849/3560] Completed CTRE in 0.4s | 2.93 sym/s | Total: 4.8m | ETA: 15.4m
[2025-12-22T20:19:53.338293] [INFO ] [sig       ] [850/3560] Forecasting CTRM...
[2025-12-22T20:19:53.338333] [INFO ] [sig       ] Generating forecast for: CTRM
[2025-12-22T20:19:53.338373] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTRM' from 'https://tdm.silogroup.org/data/derivative_storage/CTRM.csv'.
[2025-12-22T20:19:53.363761] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTRM'.
[2025-12-22T20:19:53.364329] [INFO ] [FORECASTER] Starting predict_future for CTRM
[2025-12-22T20:19:53.365681] [DEBUG] [LOCAL     ] No optimal features file found for CTRM: ./output/feature-sets/CTRM.txt
[2025-12-22T20:19:53.365768] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:19:53.365823] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:19:53.365871] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:19:53.365963] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:19:53.449307] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:19:53.450538] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:19:53.450678] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:19:53.450735] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:19:53.603210] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:19:53.603405] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:19:53.603450] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:19:53.603479] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:19:53.608207] [DEBUG] [FORECASTER] CTRM: Forecast T+1@11:T+2@11: UP (p=76.45%)
[2025-12-22T20:19:53.608648] [INFO ] [FORECASTER] Completed predict_future for CTRM
[2025-12-22T20:19:53.608810] [INFO ] [sig       ] CTRM: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:19:53.805361] [INFO ] [LOCAL     ] Saved forecast: CTRM	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/CTRM.txt
[2025-12-22T20:19:53.805630] [INFO ] [sig       ] [850/3560] Completed CTRM in 0.5s | 2.93 sym/s | Total: 4.8m | ETA: 15.4m
[2025-12-22T20:19:53.805697] [INFO ] [sig       ] [851/3560] Forecasting CTRN...
[2025-12-22T20:19:53.805738] [INFO ] [sig       ] Generating forecast for: CTRN
[2025-12-22T20:19:53.805781] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTRN' from 'https://tdm.silogroup.org/data/derivative_storage/CTRN.csv'.
[2025-12-22T20:19:53.822471] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTRN'.
[2025-12-22T20:19:53.823037] [INFO ] [FORECASTER] Starting predict_future for CTRN
[2025-12-22T20:19:53.824222] [DEBUG] [LOCAL     ] No optimal features file found for CTRN: ./output/feature-sets/CTRN.txt
[2025-12-22T20:19:53.824290] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:19:53.824343] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:19:53.824390] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:19:53.824481] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:19:53.895907] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:19:53.896988] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:19:53.897116] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:19:53.897188] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:19:54.025496] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:19:54.025675] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:19:54.025718] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:19:54.025748] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:19:54.029228] [DEBUG] [FORECASTER] CTRN: Forecast T+1@11:T+2@11: UP (p=84.27%)
[2025-12-22T20:19:54.029508] [INFO ] [FORECASTER] Completed predict_future for CTRN
[2025-12-22T20:19:54.029652] [INFO ] [sig       ] CTRN: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:19:54.170902] [INFO ] [LOCAL     ] Saved forecast: CTRN	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/CTRN.txt
[2025-12-22T20:19:54.171062] [INFO ] [sig       ] [851/3560] Completed CTRN in 0.4s | 2.93 sym/s | Total: 4.8m | ETA: 15.4m
[2025-12-22T20:19:54.171104] [INFO ] [sig       ] [852/3560] Forecasting CTS...
[2025-12-22T20:19:54.171135] [INFO ] [sig       ] Generating forecast for: CTS
[2025-12-22T20:19:54.171166] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTS' from 'https://tdm.silogroup.org/data/derivative_storage/CTS.csv'.
[2025-12-22T20:19:54.184276] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTS'.
[2025-12-22T20:19:54.184742] [INFO ] [FORECASTER] Starting predict_future for CTS
[2025-12-22T20:19:54.185603] [DEBUG] [LOCAL     ] No optimal features file found for CTS: ./output/feature-sets/CTS.txt
[2025-12-22T20:19:54.185656] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:19:54.185691] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:19:54.185717] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:19:54.185774] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:19:54.242034] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:19:54.242928] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:19:54.243012] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:19:54.243048] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:19:54.361890] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:19:54.362043] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:19:54.362091] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:19:54.362127] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:19:54.365481] [DEBUG] [FORECASTER] CTS: Forecast T+1@11:T+2@11: UP (p=61.84%)
[2025-12-22T20:19:54.365766] [INFO ] [FORECASTER] Completed predict_future for CTS
[2025-12-22T20:19:54.365889] [INFO ] [sig       ] CTS: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:19:54.501106] [INFO ] [LOCAL     ] Saved forecast: CTS	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/CTS.txt
[2025-12-22T20:19:54.501248] [INFO ] [sig       ] [852/3560] Completed CTS in 0.3s | 2.93 sym/s | Total: 4.8m | ETA: 15.4m
[2025-12-22T20:19:54.501462] [INFO ] [sig       ] [853/3560] Forecasting CTSH...
[2025-12-22T20:19:54.501493] [INFO ] [sig       ] Generating forecast for: CTSH
[2025-12-22T20:19:54.501522] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTSH' from 'https://tdm.silogroup.org/data/derivative_storage/CTSH.csv'.
[2025-12-22T20:19:54.513599] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTSH'.
[2025-12-22T20:19:54.513924] [INFO ] [FORECASTER] Starting predict_future for CTSH
[2025-12-22T20:19:54.514745] [DEBUG] [LOCAL     ] No optimal features file found for CTSH: ./output/feature-sets/CTSH.txt
[2025-12-22T20:19:54.514796] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:19:54.514862] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:19:54.514891] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:19:54.514968] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:19:54.572780] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:19:54.573426] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:19:54.573503] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:19:54.573535] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:19:54.692301] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:19:54.692433] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:19:54.692472] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:19:54.692499] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:19:54.695811] [DEBUG] [FORECASTER] CTSH: Forecast T+1@11:T+2@11: DOWN (p=1.00%)
[2025-12-22T20:19:54.696083] [INFO ] [FORECASTER] Completed predict_future for CTSH
[2025-12-22T20:19:54.696203] [INFO ] [sig       ] CTSH: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:19:54.834794] [INFO ] [LOCAL     ] Saved forecast: CTSH	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/CTSH.txt
[2025-12-22T20:19:54.834925] [INFO ] [sig       ] [853/3560] Completed CTSH in 0.3s | 2.93 sym/s | Total: 4.8m | ETA: 15.4m
[2025-12-22T20:19:54.834965] [INFO ] [sig       ] [854/3560] Forecasting CTVA...
[2025-12-22T20:19:54.834994] [INFO ] [sig       ] Generating forecast for: CTVA
[2025-12-22T20:19:54.835023] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTVA' from 'https://tdm.silogroup.org/data/derivative_storage/CTVA.csv'.
[2025-12-22T20:19:54.845481] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTVA'.
[2025-12-22T20:19:54.845788] [INFO ] [FORECASTER] Starting predict_future for CTVA
[2025-12-22T20:19:54.846543] [DEBUG] [LOCAL     ] No optimal features file found for CTVA: ./output/feature-sets/CTVA.txt
[2025-12-22T20:19:54.846616] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:19:54.846649] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:19:54.846676] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:19:54.846732] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:19:54.905406] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:19:54.906026] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:19:54.906101] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:19:54.906133] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:19:55.031282] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:19:55.031437] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:19:55.031479] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:19:55.031507] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:19:55.034858] [DEBUG] [FORECASTER] CTVA: Forecast T+1@11:T+2@11: DOWN (p=19.77%)
[2025-12-22T20:19:55.035142] [INFO ] [FORECASTER] Completed predict_future for CTVA
[2025-12-22T20:19:55.035267] [INFO ] [sig       ] CTVA: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:19:55.172748] [INFO ] [LOCAL     ] Saved forecast: CTVA	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/CTVA.txt
[2025-12-22T20:19:55.172883] [INFO ] [sig       ] [854/3560] Completed CTVA in 0.3s | 2.93 sym/s | Total: 4.9m | ETA: 15.4m
[2025-12-22T20:19:55.172922] [INFO ] [sig       ] [855/3560] Forecasting CUBE...
[2025-12-22T20:19:55.172952] [INFO ] [sig       ] Generating forecast for: CUBE
[2025-12-22T20:19:55.172981] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CUBE' from 'https://tdm.silogroup.org/data/derivative_storage/CUBE.csv'.
[2025-12-22T20:19:55.183728] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CUBE'.
[2025-12-22T20:19:55.184042] [INFO ] [FORECASTER] Starting predict_future for CUBE
[2025-12-22T20:19:55.184845] [DEBUG] [LOCAL     ] No optimal features file found for CUBE: ./output/feature-sets/CUBE.txt
[2025-12-22T20:19:55.184896] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:19:55.184928] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:19:55.184954] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:19:55.185010] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:19:55.240854] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:19:55.241494] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:19:55.241570] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:19:55.241621] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:19:55.359699] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:19:55.359842] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:19:55.359880] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:19:55.359908] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:19:55.363174] [DEBUG] [FORECASTER] CUBE: Forecast T+1@11:T+2@11: UP (p=54.28%)
[2025-12-22T20:19:55.363439] [INFO ] [FORECASTER] Completed predict_future for CUBE
[2025-12-22T20:19:55.363560] [INFO ] [sig       ] CUBE: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:19:55.497976] [INFO ] [LOCAL     ] Saved forecast: CUBE	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/CUBE.txt
[2025-12-22T20:19:55.498111] [INFO ] [sig       ] [855/3560] Completed CUBE in 0.3s | 2.93 sym/s | Total: 4.9m | ETA: 15.4m
[2025-12-22T20:19:55.498151] [INFO ] [sig       ] [856/3560] Forecasting CUBI...
[2025-12-22T20:19:55.498180] [INFO ] [sig       ] Generating forecast for: CUBI
[2025-12-22T20:19:55.498210] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CUBI' from 'https://tdm.silogroup.org/data/derivative_storage/CUBI.csv'.
[2025-12-22T20:19:55.509392] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CUBI'.
[2025-12-22T20:19:55.509738] [INFO ] [FORECASTER] Starting predict_future for CUBI
[2025-12-22T20:19:55.510488] [DEBUG] [LOCAL     ] No optimal features file found for CUBI: ./output/feature-sets/CUBI.txt
[2025-12-22T20:19:55.510539] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:19:55.510597] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:19:55.510628] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:19:55.510684] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:19:55.566529] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:19:55.567134] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:19:55.567208] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:19:55.567240] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:19:55.688397] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:19:55.688561] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:19:55.688618] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:19:55.688678] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:19:55.692084] [DEBUG] [FORECASTER] CUBI: Forecast T+1@11:T+2@11: DOWN (p=7.55%)
[2025-12-22T20:19:55.692348] [INFO ] [FORECASTER] Completed predict_future for CUBI
[2025-12-22T20:19:55.692470] [INFO ] [sig       ] CUBI: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:19:55.826838] [INFO ] [LOCAL     ] Saved forecast: CUBI	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/CUBI.txt
[2025-12-22T20:19:55.826964] [INFO ] [sig       ] [856/3560] Completed CUBI in 0.3s | 2.93 sym/s | Total: 4.9m | ETA: 15.4m
[2025-12-22T20:19:55.827004] [INFO ] [sig       ] [857/3560] Forecasting CUK...
[2025-12-22T20:19:55.827040] [INFO ] [sig       ] Generating forecast for: CUK
[2025-12-22T20:19:55.827092] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CUK' from 'https://tdm.silogroup.org/data/derivative_storage/CUK.csv'.
[2025-12-22T20:19:55.837764] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CUK'.
[2025-12-22T20:19:55.838074] [INFO ] [FORECASTER] Starting predict_future for CUK
[2025-12-22T20:19:55.838849] [DEBUG] [LOCAL     ] No optimal features file found for CUK: ./output/feature-sets/CUK.txt
[2025-12-22T20:19:55.838901] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:19:55.838933] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:19:55.838960] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:19:55.839015] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:19:55.895466] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:19:55.896106] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:19:55.896197] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:19:55.896229] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:19:56.019541] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:19:56.019701] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:19:56.019741] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:19:56.019769] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:19:56.023051] [DEBUG] [FORECASTER] CUK: Forecast T+1@11:T+2@11: DOWN (p=19.36%)
[2025-12-22T20:19:56.023315] [INFO ] [FORECASTER] Completed predict_future for CUK
[2025-12-22T20:19:56.023435] [INFO ] [sig       ] CUK: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:19:56.158241] [INFO ] [LOCAL     ] Saved forecast: CUK	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/CUK.txt
[2025-12-22T20:19:56.158362] [INFO ] [sig       ] [857/3560] Completed CUK in 0.3s | 2.93 sym/s | Total: 4.9m | ETA: 15.4m
[2025-12-22T20:19:56.158400] [INFO ] [sig       ] [858/3560] Forecasting CULP...
[2025-12-22T20:19:56.158430] [INFO ] [sig       ] Generating forecast for: CULP
[2025-12-22T20:19:56.158460] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CULP' from 'https://tdm.silogroup.org/data/derivative_storage/CULP.csv'.
[2025-12-22T20:19:56.168625] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CULP'.
[2025-12-22T20:19:56.168926] [INFO ] [FORECASTER] Starting predict_future for CULP
[2025-12-22T20:19:56.169728] [DEBUG] [LOCAL     ] No optimal features file found for CULP: ./output/feature-sets/CULP.txt
[2025-12-22T20:19:56.169779] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:19:56.169811] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:19:56.169837] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:19:56.169894] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:19:56.226229] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:19:56.226850] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:19:56.226924] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:19:56.226956] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:19:56.333381] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:19:56.333506] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:19:56.333543] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:19:56.333586] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:19:56.336827] [DEBUG] [FORECASTER] CULP: Forecast T+1@11:T+2@11: UP (p=93.75%)
[2025-12-22T20:19:56.337089] [INFO ] [FORECASTER] Completed predict_future for CULP
[2025-12-22T20:19:56.337208] [INFO ] [sig       ] CULP: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:19:56.472737] [INFO ] [LOCAL     ] Saved forecast: CULP	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/CULP.txt
[2025-12-22T20:19:56.472889] [INFO ] [sig       ] [858/3560] Completed CULP in 0.3s | 2.93 sym/s | Total: 4.9m | ETA: 15.3m
[2025-12-22T20:19:56.472929] [INFO ] [sig       ] [859/3560] Forecasting CURI...
[2025-12-22T20:19:56.472959] [INFO ] [sig       ] Generating forecast for: CURI
[2025-12-22T20:19:56.472989] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CURI' from 'https://tdm.silogroup.org/data/derivative_storage/CURI.csv'.
[2025-12-22T20:19:56.483845] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CURI'.
[2025-12-22T20:19:56.484162] [INFO ] [FORECASTER] Starting predict_future for CURI
[2025-12-22T20:19:56.484932] [DEBUG] [LOCAL     ] No optimal features file found for CURI: ./output/feature-sets/CURI.txt
[2025-12-22T20:19:56.484983] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:19:56.485015] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:19:56.485046] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:19:56.485115] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:19:56.541895] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:19:56.542675] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:19:56.542753] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:19:56.542785] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:19:56.660115] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:19:56.660249] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:19:56.660289] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:19:56.660317] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:19:56.663592] [DEBUG] [FORECASTER] CURI: Forecast T+1@11:T+2@11: UP (p=87.67%)
[2025-12-22T20:19:56.663869] [INFO ] [FORECASTER] Completed predict_future for CURI
[2025-12-22T20:19:56.663995] [INFO ] [sig       ] CURI: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:19:56.799369] [INFO ] [LOCAL     ] Saved forecast: CURI	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/CURI.txt
[2025-12-22T20:19:56.799489] [INFO ] [sig       ] [859/3560] Completed CURI in 0.3s | 2.93 sym/s | Total: 4.9m | ETA: 15.3m
[2025-12-22T20:19:56.799528] [INFO ] [sig       ] [860/3560] Forecasting CUZ...
[2025-12-22T20:19:56.799557] [INFO ] [sig       ] Generating forecast for: CUZ
[2025-12-22T20:19:56.799604] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CUZ' from 'https://tdm.silogroup.org/data/derivative_storage/CUZ.csv'.
[2025-12-22T20:19:56.810276] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CUZ'.
[2025-12-22T20:19:56.810602] [INFO ] [FORECASTER] Starting predict_future for CUZ
[2025-12-22T20:19:56.811357] [DEBUG] [LOCAL     ] No optimal features file found for CUZ: ./output/feature-sets/CUZ.txt
[2025-12-22T20:19:56.811408] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:19:56.811440] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:19:56.811466] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:19:56.811522] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:19:56.867621] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:19:56.868231] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:19:56.868307] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:19:56.868341] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:19:56.986108] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:19:56.986269] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:19:56.986323] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:19:56.986363] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:19:56.990773] [DEBUG] [FORECASTER] CUZ: Forecast T+1@11:T+2@11: UP (p=98.13%)
[2025-12-22T20:19:56.991125] [INFO ] [FORECASTER] Completed predict_future for CUZ
[2025-12-22T20:19:56.991276] [INFO ] [sig       ] CUZ: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:19:57.136454] [INFO ] [LOCAL     ] Saved forecast: CUZ	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/CUZ.txt
[2025-12-22T20:19:57.136630] [INFO ] [sig       ] [860/3560] Completed CUZ in 0.3s | 2.93 sym/s | Total: 4.9m | ETA: 15.3m
[2025-12-22T20:19:57.136673] [INFO ] [sig       ] [861/3560] Forecasting CVAC...
[2025-12-22T20:19:57.136703] [INFO ] [sig       ] Generating forecast for: CVAC
[2025-12-22T20:19:57.136732] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVAC' from 'https://tdm.silogroup.org/data/derivative_storage/CVAC.csv'.
[2025-12-22T20:19:57.147911] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVAC'.
[2025-12-22T20:19:57.148318] [INFO ] [FORECASTER] Starting predict_future for CVAC
[2025-12-22T20:19:57.149146] [DEBUG] [LOCAL     ] No optimal features file found for CVAC: ./output/feature-sets/CVAC.txt
[2025-12-22T20:19:57.149199] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:19:57.149231] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:19:57.149256] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:19:57.149312] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:19:57.205435] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:19:57.206303] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:19:57.206385] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:19:57.206417] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:19:57.326212] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:19:57.326354] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:19:57.326392] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:19:57.326420] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:19:57.329831] [DEBUG] [FORECASTER] CVAC: Forecast T+1@11:T+2@11: DOWN (p=35.16%)
[2025-12-22T20:19:57.330105] [INFO ] [FORECASTER] Completed predict_future for CVAC
[2025-12-22T20:19:57.330238] [INFO ] [sig       ] CVAC: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:19:57.465971] [INFO ] [LOCAL     ] Saved forecast: CVAC	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/CVAC.txt
[2025-12-22T20:19:57.466083] [INFO ] [sig       ] [861/3560] Completed CVAC in 0.3s | 2.93 sym/s | Total: 4.9m | ETA: 15.3m
[2025-12-22T20:19:57.466123] [INFO ] [sig       ] [862/3560] Forecasting CVBF...
[2025-12-22T20:19:57.466155] [INFO ] [sig       ] Generating forecast for: CVBF
[2025-12-22T20:19:57.466185] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVBF' from 'https://tdm.silogroup.org/data/derivative_storage/CVBF.csv'.
[2025-12-22T20:19:57.476878] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVBF'.
[2025-12-22T20:19:57.477186] [INFO ] [FORECASTER] Starting predict_future for CVBF
[2025-12-22T20:19:57.477983] [DEBUG] [LOCAL     ] No optimal features file found for CVBF: ./output/feature-sets/CVBF.txt
[2025-12-22T20:19:57.478035] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:19:57.478067] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:19:57.478094] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:19:57.478149] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:19:57.534208] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:19:57.534830] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:19:57.534905] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:19:57.534937] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:19:57.650843] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:19:57.650982] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:19:57.651020] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:19:57.651046] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:19:57.654299] [DEBUG] [FORECASTER] CVBF: Forecast T+1@11:T+2@11: UP (p=83.23%)
[2025-12-22T20:19:57.654567] [INFO ] [FORECASTER] Completed predict_future for CVBF
[2025-12-22T20:19:57.654701] [INFO ] [sig       ] CVBF: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:19:57.794645] [INFO ] [LOCAL     ] Saved forecast: CVBF	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/CVBF.txt
[2025-12-22T20:19:57.794789] [INFO ] [sig       ] [862/3560] Completed CVBF in 0.3s | 2.93 sym/s | Total: 4.9m | ETA: 15.3m
[2025-12-22T20:19:57.794829] [INFO ] [sig       ] [863/3560] Forecasting CVCO...
[2025-12-22T20:19:57.794859] [INFO ] [sig       ] Generating forecast for: CVCO
[2025-12-22T20:19:57.794888] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVCO' from 'https://tdm.silogroup.org/data/derivative_storage/CVCO.csv'.
[2025-12-22T20:19:57.805935] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVCO'.
[2025-12-22T20:19:57.806254] [INFO ] [FORECASTER] Starting predict_future for CVCO
[2025-12-22T20:19:57.807033] [DEBUG] [LOCAL     ] No optimal features file found for CVCO: ./output/feature-sets/CVCO.txt
[2025-12-22T20:19:57.807085] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:19:57.807119] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:19:57.807149] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:19:57.807205] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:19:57.863795] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:19:57.864380] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:19:57.864483] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:19:57.864516] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:19:57.982866] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:19:57.983000] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:19:57.983038] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:19:57.983066] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:19:57.986359] [DEBUG] [FORECASTER] CVCO: Forecast T+1@11:T+2@11: DOWN (p=25.63%)
[2025-12-22T20:19:57.986643] [INFO ] [FORECASTER] Completed predict_future for CVCO
[2025-12-22T20:19:57.986764] [INFO ] [sig       ] CVCO: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:19:58.121054] [INFO ] [LOCAL     ] Saved forecast: CVCO	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/CVCO.txt
[2025-12-22T20:19:58.121175] [INFO ] [sig       ] [863/3560] Completed CVCO in 0.3s | 2.93 sym/s | Total: 4.9m | ETA: 15.3m
[2025-12-22T20:19:58.121213] [INFO ] [sig       ] [864/3560] Forecasting CVE...
[2025-12-22T20:19:58.121243] [INFO ] [sig       ] Generating forecast for: CVE
[2025-12-22T20:19:58.121272] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVE' from 'https://tdm.silogroup.org/data/derivative_storage/CVE.csv'.
[2025-12-22T20:19:58.132492] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVE'.
[2025-12-22T20:19:58.132816] [INFO ] [FORECASTER] Starting predict_future for CVE
[2025-12-22T20:19:58.133590] [DEBUG] [LOCAL     ] No optimal features file found for CVE: ./output/feature-sets/CVE.txt
[2025-12-22T20:19:58.133641] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:19:58.133673] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:19:58.133699] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:19:58.133755] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:19:58.189947] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:19:58.190557] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:19:58.190650] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:19:58.190682] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:19:58.315065] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:19:58.315213] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:19:58.315252] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:19:58.315281] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:19:58.318564] [DEBUG] [FORECASTER] CVE: Forecast T+1@11:T+2@11: UP (p=79.13%)
[2025-12-22T20:19:58.318844] [INFO ] [FORECASTER] Completed predict_future for CVE
[2025-12-22T20:19:58.318963] [INFO ] [sig       ] CVE: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:19:58.454584] [INFO ] [LOCAL     ] Saved forecast: CVE	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/CVE.txt
[2025-12-22T20:19:58.454695] [INFO ] [sig       ] [864/3560] Completed CVE in 0.3s | 2.93 sym/s | Total: 4.9m | ETA: 15.3m
[2025-12-22T20:19:58.454733] [INFO ] [sig       ] [865/3560] Forecasting CVEO...
[2025-12-22T20:19:58.454762] [INFO ] [sig       ] Generating forecast for: CVEO
[2025-12-22T20:19:58.454791] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVEO' from 'https://tdm.silogroup.org/data/derivative_storage/CVEO.csv'.
[2025-12-22T20:19:58.465635] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVEO'.
[2025-12-22T20:19:58.465934] [INFO ] [FORECASTER] Starting predict_future for CVEO
[2025-12-22T20:19:58.466709] [DEBUG] [LOCAL     ] No optimal features file found for CVEO: ./output/feature-sets/CVEO.txt
[2025-12-22T20:19:58.466760] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:19:58.466792] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:19:58.466818] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:19:58.466874] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:19:58.522837] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:19:58.523456] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:19:58.523532] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:19:58.523563] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:19:58.641976] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:19:58.642108] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:19:58.642146] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:19:58.642174] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:19:58.645407] [DEBUG] [FORECASTER] CVEO: Forecast T+1@11:T+2@11: DOWN (p=1.91%)
[2025-12-22T20:19:58.645696] [INFO ] [FORECASTER] Completed predict_future for CVEO
[2025-12-22T20:19:58.645817] [INFO ] [sig       ] CVEO: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:19:58.779493] [INFO ] [LOCAL     ] Saved forecast: CVEO	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/CVEO.txt
[2025-12-22T20:19:58.779617] [INFO ] [sig       ] [865/3560] Completed CVEO in 0.3s | 2.93 sym/s | Total: 4.9m | ETA: 15.3m
[2025-12-22T20:19:58.779657] [INFO ] [sig       ] [866/3560] Forecasting CVGI...
[2025-12-22T20:19:58.779686] [INFO ] [sig       ] Generating forecast for: CVGI
[2025-12-22T20:19:58.779715] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVGI' from 'https://tdm.silogroup.org/data/derivative_storage/CVGI.csv'.
[2025-12-22T20:19:58.791764] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVGI'.
[2025-12-22T20:19:58.792136] [INFO ] [FORECASTER] Starting predict_future for CVGI
[2025-12-22T20:19:58.792974] [DEBUG] [LOCAL     ] No optimal features file found for CVGI: ./output/feature-sets/CVGI.txt
[2025-12-22T20:19:58.793052] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:19:58.793085] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:19:58.793111] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:19:58.793166] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:19:58.849604] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:19:58.850327] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:19:58.850405] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:19:58.850437] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:19:58.972400] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:19:58.972555] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:19:58.972614] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:19:58.972644] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:19:58.976009] [DEBUG] [FORECASTER] CVGI: Forecast T+1@11:T+2@11: DOWN (p=19.89%)
[2025-12-22T20:19:58.976290] [INFO ] [FORECASTER] Completed predict_future for CVGI
[2025-12-22T20:19:58.976417] [INFO ] [sig       ] CVGI: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:19:59.113072] [INFO ] [LOCAL     ] Saved forecast: CVGI	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/CVGI.txt
[2025-12-22T20:19:59.113296] [INFO ] [sig       ] [866/3560] Completed CVGI in 0.3s | 2.93 sym/s | Total: 4.9m | ETA: 15.3m
[2025-12-22T20:19:59.113354] [INFO ] [sig       ] [867/3560] Forecasting CVI...
[2025-12-22T20:19:59.113397] [INFO ] [sig       ] Generating forecast for: CVI
[2025-12-22T20:19:59.113439] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVI' from 'https://tdm.silogroup.org/data/derivative_storage/CVI.csv'.
[2025-12-22T20:19:59.124648] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVI'.
[2025-12-22T20:19:59.125054] [INFO ] [FORECASTER] Starting predict_future for CVI
[2025-12-22T20:19:59.125897] [DEBUG] [LOCAL     ] No optimal features file found for CVI: ./output/feature-sets/CVI.txt
[2025-12-22T20:19:59.125952] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:19:59.125986] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:19:59.126015] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:19:59.126073] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:19:59.184292] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:19:59.185181] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:19:59.185264] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:19:59.185296] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:19:59.306133] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:19:59.306278] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:19:59.306317] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:19:59.306346] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:19:59.309705] [DEBUG] [FORECASTER] CVI: Forecast T+1@11:T+2@11: UP (p=69.39%)
[2025-12-22T20:19:59.309975] [INFO ] [FORECASTER] Completed predict_future for CVI
[2025-12-22T20:19:59.310096] [INFO ] [sig       ] CVI: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:19:59.444433] [INFO ] [LOCAL     ] Saved forecast: CVI	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/CVI.txt
[2025-12-22T20:19:59.444542] [INFO ] [sig       ] [867/3560] Completed CVI in 0.3s | 2.93 sym/s | Total: 4.9m | ETA: 15.3m
[2025-12-22T20:19:59.444597] [INFO ] [sig       ] [868/3560] Forecasting CVKD...
[2025-12-22T20:19:59.444629] [INFO ] [sig       ] Generating forecast for: CVKD
[2025-12-22T20:19:59.444659] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVKD' from 'https://tdm.silogroup.org/data/derivative_storage/CVKD.csv'.
[2025-12-22T20:19:59.457132] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVKD'.
[2025-12-22T20:19:59.457706] [INFO ] [FORECASTER] Starting predict_future for CVKD
[2025-12-22T20:19:59.458717] [DEBUG] [LOCAL     ] No optimal features file found for CVKD: ./output/feature-sets/CVKD.txt
[2025-12-22T20:19:59.458769] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:19:59.458800] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:19:59.458827] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:19:59.458882] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:19:59.516667] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:19:59.517627] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:19:59.517711] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:19:59.517742] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:19:59.641862] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:19:59.642023] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:19:59.642064] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:19:59.642091] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:19:59.645606] [DEBUG] [FORECASTER] CVKD: Forecast T+1@11:T+2@11: DOWN (p=0.55%)
[2025-12-22T20:19:59.645880] [INFO ] [FORECASTER] Completed predict_future for CVKD
[2025-12-22T20:19:59.646003] [INFO ] [sig       ] CVKD: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:19:59.779391] [INFO ] [LOCAL     ] Saved forecast: CVKD	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/CVKD.txt
[2025-12-22T20:19:59.779496] [INFO ] [sig       ] [868/3560] Completed CVKD in 0.3s | 2.93 sym/s | Total: 4.9m | ETA: 15.3m
[2025-12-22T20:19:59.779534] [INFO ] [sig       ] [869/3560] Forecasting CVNA...
[2025-12-22T20:19:59.779562] [INFO ] [sig       ] Generating forecast for: CVNA
[2025-12-22T20:19:59.779610] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVNA' from 'https://tdm.silogroup.org/data/derivative_storage/CVNA.csv'.
[2025-12-22T20:19:59.790698] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVNA'.
[2025-12-22T20:19:59.790973] [INFO ] [FORECASTER] Starting predict_future for CVNA
[2025-12-22T20:19:59.791767] [DEBUG] [LOCAL     ] No optimal features file found for CVNA: ./output/feature-sets/CVNA.txt
[2025-12-22T20:19:59.791818] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:19:59.791850] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:19:59.791876] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:19:59.791933] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:19:59.847565] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:19:59.848186] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:19:59.848262] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:19:59.848293] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:19:59.974833] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:19:59.975051] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:19:59.975103] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:19:59.975146] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:19:59.978989] [DEBUG] [FORECASTER] CVNA: Forecast T+1@11:T+2@11: UP (p=85.54%)
[2025-12-22T20:19:59.979289] [INFO ] [FORECASTER] Completed predict_future for CVNA
[2025-12-22T20:19:59.979418] [INFO ] [sig       ] CVNA: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:20:00.114993] [INFO ] [LOCAL     ] Saved forecast: CVNA	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/CVNA.txt
[2025-12-22T20:20:00.115142] [INFO ] [sig       ] [869/3560] Completed CVNA in 0.3s | 2.93 sym/s | Total: 4.9m | ETA: 15.3m
[2025-12-22T20:20:00.115185] [INFO ] [sig       ] [870/3560] Forecasting CVRX...
[2025-12-22T20:20:00.115216] [INFO ] [sig       ] Generating forecast for: CVRX
[2025-12-22T20:20:00.115245] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVRX' from 'https://tdm.silogroup.org/data/derivative_storage/CVRX.csv'.
[2025-12-22T20:20:00.127718] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVRX'.
[2025-12-22T20:20:00.128059] [INFO ] [FORECASTER] Starting predict_future for CVRX
[2025-12-22T20:20:00.128852] [DEBUG] [LOCAL     ] No optimal features file found for CVRX: ./output/feature-sets/CVRX.txt
[2025-12-22T20:20:00.128904] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:20:00.128964] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:20:00.128993] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:20:00.129077] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:20:00.187846] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:20:00.188864] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:20:00.188945] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:20:00.188978] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:20:00.326363] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:20:00.326521] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:20:00.326564] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:20:00.326615] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:20:00.330093] [DEBUG] [FORECASTER] CVRX: Forecast T+1@11:T+2@11: DOWN (p=0.57%)
[2025-12-22T20:20:00.330410] [INFO ] [FORECASTER] Completed predict_future for CVRX
[2025-12-22T20:20:00.330544] [INFO ] [sig       ] CVRX: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:20:00.475450] [INFO ] [LOCAL     ] Saved forecast: CVRX	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/CVRX.txt
[2025-12-22T20:20:00.475627] [INFO ] [sig       ] [870/3560] Completed CVRX in 0.4s | 2.93 sym/s | Total: 4.9m | ETA: 15.3m
[2025-12-22T20:20:00.475670] [INFO ] [sig       ] [871/3560] Forecasting CVS...
[2025-12-22T20:20:00.475700] [INFO ] [sig       ] Generating forecast for: CVS
[2025-12-22T20:20:00.475730] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVS' from 'https://tdm.silogroup.org/data/derivative_storage/CVS.csv'.
[2025-12-22T20:20:00.486896] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVS'.
[2025-12-22T20:20:00.487287] [INFO ] [FORECASTER] Starting predict_future for CVS
[2025-12-22T20:20:00.488066] [DEBUG] [LOCAL     ] No optimal features file found for CVS: ./output/feature-sets/CVS.txt
[2025-12-22T20:20:00.488118] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:20:00.488150] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:20:00.488177] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:20:00.488237] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:20:00.545475] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:20:00.546273] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:20:00.546354] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:20:00.546388] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:20:00.670108] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:20:00.670264] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:20:00.670313] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:20:00.670345] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:20:00.673785] [DEBUG] [FORECASTER] CVS: Forecast T+1@11:T+2@11: DOWN (p=12.40%)
[2025-12-22T20:20:00.674057] [INFO ] [FORECASTER] Completed predict_future for CVS
[2025-12-22T20:20:00.674197] [INFO ] [sig       ] CVS: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:20:00.812528] [INFO ] [LOCAL     ] Saved forecast: CVS	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/CVS.txt
[2025-12-22T20:20:00.812704] [INFO ] [sig       ] [871/3560] Completed CVS in 0.3s | 2.93 sym/s | Total: 4.9m | ETA: 15.3m
[2025-12-22T20:20:00.812745] [INFO ] [sig       ] [872/3560] Forecasting CVX...
[2025-12-22T20:20:00.812773] [INFO ] [sig       ] Generating forecast for: CVX
[2025-12-22T20:20:00.812804] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVX' from 'https://tdm.silogroup.org/data/derivative_storage/CVX.csv'.
[2025-12-22T20:20:00.823927] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVX'.
[2025-12-22T20:20:00.824235] [INFO ] [FORECASTER] Starting predict_future for CVX
[2025-12-22T20:20:00.825025] [DEBUG] [LOCAL     ] No optimal features file found for CVX: ./output/feature-sets/CVX.txt
[2025-12-22T20:20:00.825078] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:20:00.825113] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:20:00.825141] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:20:00.825199] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:20:00.885679] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:20:00.886352] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:20:00.886429] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:20:00.886462] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:20:01.011202] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:20:01.011349] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:20:01.011388] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:20:01.011418] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:20:01.014808] [DEBUG] [FORECASTER] CVX: Forecast T+1@11:T+2@11: DOWN (p=27.92%)
[2025-12-22T20:20:01.015079] [INFO ] [FORECASTER] Completed predict_future for CVX
[2025-12-22T20:20:01.015203] [INFO ] [sig       ] CVX: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:20:01.161485] [INFO ] [LOCAL     ] Saved forecast: CVX	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/CVX.txt
[2025-12-22T20:20:01.161682] [INFO ] [sig       ] [872/3560] Completed CVX in 0.3s | 2.93 sym/s | Total: 5.0m | ETA: 15.3m
[2025-12-22T20:20:01.161727] [INFO ] [sig       ] [873/3560] Forecasting CWAN...
[2025-12-22T20:20:01.161756] [INFO ] [sig       ] Generating forecast for: CWAN
[2025-12-22T20:20:01.161786] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWAN' from 'https://tdm.silogroup.org/data/derivative_storage/CWAN.csv'.
[2025-12-22T20:20:01.173805] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CWAN'.
[2025-12-22T20:20:01.174235] [INFO ] [FORECASTER] Starting predict_future for CWAN
[2025-12-22T20:20:01.175255] [DEBUG] [LOCAL     ] No optimal features file found for CWAN: ./output/feature-sets/CWAN.txt
[2025-12-22T20:20:01.175319] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:20:01.175353] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:20:01.175380] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:20:01.175436] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:20:01.232351] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:20:01.233241] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:20:01.233324] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:20:01.233356] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:20:01.351313] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:20:01.351471] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:20:01.351529] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:20:01.351628] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:20:01.354962] [DEBUG] [FORECASTER] CWAN: Forecast T+1@11:T+2@11: UP (p=51.92%)
[2025-12-22T20:20:01.355228] [INFO ] [FORECASTER] Completed predict_future for CWAN
[2025-12-22T20:20:01.355350] [INFO ] [sig       ] CWAN: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:20:01.493890] [INFO ] [LOCAL     ] Saved forecast: CWAN	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/CWAN.txt
[2025-12-22T20:20:01.494037] [INFO ] [sig       ] [873/3560] Completed CWAN in 0.3s | 2.93 sym/s | Total: 5.0m | ETA: 15.3m
[2025-12-22T20:20:01.494076] [INFO ] [sig       ] [874/3560] Forecasting CWBC...
[2025-12-22T20:20:01.494106] [INFO ] [sig       ] Generating forecast for: CWBC
[2025-12-22T20:20:01.494136] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWBC' from 'https://tdm.silogroup.org/data/derivative_storage/CWBC.csv'.
[2025-12-22T20:20:01.511659] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CWBC'.
[2025-12-22T20:20:01.511979] [INFO ] [FORECASTER] Starting predict_future for CWBC
[2025-12-22T20:20:01.512949] [DEBUG] [LOCAL     ] No optimal features file found for CWBC: ./output/feature-sets/CWBC.txt
[2025-12-22T20:20:01.513001] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:20:01.513032] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:20:01.513057] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:20:01.513112] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:20:01.572000] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:20:01.572886] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:20:01.572965] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:20:01.572997] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:20:01.698266] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:20:01.698419] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:20:01.698459] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:20:01.698489] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:20:01.701912] [DEBUG] [FORECASTER] CWBC: Forecast T+1@11:T+2@11: UP (p=60.93%)
[2025-12-22T20:20:01.702197] [INFO ] [FORECASTER] Completed predict_future for CWBC
[2025-12-22T20:20:01.702324] [INFO ] [sig       ] CWBC: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:20:01.846626] [INFO ] [LOCAL     ] Saved forecast: CWBC	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/CWBC.txt
[2025-12-22T20:20:01.846838] [INFO ] [sig       ] [874/3560] Completed CWBC in 0.4s | 2.93 sym/s | Total: 5.0m | ETA: 15.3m
[2025-12-22T20:20:01.846900] [INFO ] [sig       ] [875/3560] Forecasting CWCO...
[2025-12-22T20:20:01.846946] [INFO ] [sig       ] Generating forecast for: CWCO
[2025-12-22T20:20:01.846990] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWCO' from 'https://tdm.silogroup.org/data/derivative_storage/CWCO.csv'.
[2025-12-22T20:20:01.861516] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CWCO'.
[2025-12-22T20:20:01.862003] [INFO ] [FORECASTER] Starting predict_future for CWCO
[2025-12-22T20:20:01.863001] [DEBUG] [LOCAL     ] No optimal features file found for CWCO: ./output/feature-sets/CWCO.txt
[2025-12-22T20:20:01.863065] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:20:01.863105] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:20:01.863134] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:20:01.863192] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:20:01.931688] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:20:01.932602] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:20:01.932724] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:20:01.932761] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:20:02.065563] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:20:02.065753] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:20:02.065808] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:20:02.065853] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:20:02.070460] [DEBUG] [FORECASTER] CWCO: Forecast T+1@11:T+2@11: DOWN (p=3.67%)
[2025-12-22T20:20:02.070855] [INFO ] [FORECASTER] Completed predict_future for CWCO
[2025-12-22T20:20:02.071015] [INFO ] [sig       ] CWCO: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:20:02.219432] [INFO ] [LOCAL     ] Saved forecast: CWCO	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/CWCO.txt
[2025-12-22T20:20:02.219649] [INFO ] [sig       ] [875/3560] Completed CWCO in 0.4s | 2.93 sym/s | Total: 5.0m | ETA: 15.3m
[2025-12-22T20:20:02.219701] [INFO ] [sig       ] [876/3560] Forecasting CWD...
[2025-12-22T20:20:02.219736] [INFO ] [sig       ] Generating forecast for: CWD
[2025-12-22T20:20:02.219779] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWD' from 'https://tdm.silogroup.org/data/derivative_storage/CWD.csv'.
[2025-12-22T20:20:02.230984] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CWD'.
[2025-12-22T20:20:02.231409] [INFO ] [FORECASTER] Starting predict_future for CWD
[2025-12-22T20:20:02.232422] [DEBUG] [LOCAL     ] No optimal features file found for CWD: ./output/feature-sets/CWD.txt
[2025-12-22T20:20:02.232488] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:20:02.232536] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:20:02.232596] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:20:02.232683] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:20:02.296312] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:20:02.297327] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:20:02.297427] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:20:02.297467] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:20:02.408394] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:20:02.408553] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:20:02.408611] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:20:02.408649] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:20:02.412141] [DEBUG] [FORECASTER] CWD: Forecast T+1@11:T+2@11: UP (p=97.48%)
[2025-12-22T20:20:02.412429] [INFO ] [FORECASTER] Completed predict_future for CWD
[2025-12-22T20:20:02.412559] [INFO ] [sig       ] CWD: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:20:02.553595] [INFO ] [LOCAL     ] Saved forecast: CWD	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/CWD.txt
[2025-12-22T20:20:02.553760] [INFO ] [sig       ] [876/3560] Completed CWD in 0.3s | 2.93 sym/s | Total: 5.0m | ETA: 15.2m
[2025-12-22T20:20:02.553802] [INFO ] [sig       ] [877/3560] Forecasting CWEN...
[2025-12-22T20:20:02.553833] [INFO ] [sig       ] Generating forecast for: CWEN
[2025-12-22T20:20:02.553863] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWEN' from 'https://tdm.silogroup.org/data/derivative_storage/CWEN.csv'.
[2025-12-22T20:20:02.565407] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CWEN'.
[2025-12-22T20:20:02.565854] [INFO ] [FORECASTER] Starting predict_future for CWEN
[2025-12-22T20:20:02.566729] [DEBUG] [LOCAL     ] No optimal features file found for CWEN: ./output/feature-sets/CWEN.txt
[2025-12-22T20:20:02.566786] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:20:02.566837] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:20:02.566867] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:20:02.566924] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:20:02.631703] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:20:02.632627] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:20:02.632716] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:20:02.632751] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:20:02.769784] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:20:02.769956] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:20:02.770006] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:20:02.770040] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:20:02.774120] [DEBUG] [FORECASTER] CWEN: Forecast T+1@11:T+2@11: UP (p=79.35%)
[2025-12-22T20:20:02.774520] [INFO ] [FORECASTER] Completed predict_future for CWEN
[2025-12-22T20:20:02.774698] [INFO ] [sig       ] CWEN: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:20:02.924468] [INFO ] [LOCAL     ] Saved forecast: CWEN	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/CWEN.txt
[2025-12-22T20:20:02.924671] [INFO ] [sig       ] [877/3560] Completed CWEN in 0.4s | 2.93 sym/s | Total: 5.0m | ETA: 15.2m
[2025-12-22T20:20:02.924719] [INFO ] [sig       ] [878/3560] Forecasting CWH...
[2025-12-22T20:20:02.924749] [INFO ] [sig       ] Generating forecast for: CWH
[2025-12-22T20:20:02.924780] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWH' from 'https://tdm.silogroup.org/data/derivative_storage/CWH.csv'.
[2025-12-22T20:20:02.937203] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CWH'.
[2025-12-22T20:20:02.937638] [INFO ] [FORECASTER] Starting predict_future for CWH
[2025-12-22T20:20:02.938441] [DEBUG] [LOCAL     ] No optimal features file found for CWH: ./output/feature-sets/CWH.txt
[2025-12-22T20:20:02.938509] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:20:02.938551] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:20:02.938608] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:20:02.938684] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:20:03.002266] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:20:03.003252] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:20:03.003344] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:20:03.003386] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:20:03.135868] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:20:03.136026] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:20:03.136068] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:20:03.136099] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:20:03.139828] [DEBUG] [FORECASTER] CWH: Forecast T+1@11:T+2@11: UP (p=80.05%)
[2025-12-22T20:20:03.140128] [INFO ] [FORECASTER] Completed predict_future for CWH
[2025-12-22T20:20:03.140262] [INFO ] [sig       ] CWH: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:20:03.295274] [INFO ] [LOCAL     ] Saved forecast: CWH	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/CWH.txt
[2025-12-22T20:20:03.295459] [INFO ] [sig       ] [878/3560] Completed CWH in 0.4s | 2.93 sym/s | Total: 5.0m | ETA: 15.2m
[2025-12-22T20:20:03.295527] [INFO ] [sig       ] [879/3560] Forecasting CWK...
[2025-12-22T20:20:03.295562] [INFO ] [sig       ] Generating forecast for: CWK
[2025-12-22T20:20:03.295617] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWK' from 'https://tdm.silogroup.org/data/derivative_storage/CWK.csv'.
[2025-12-22T20:20:03.371561] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CWK'.
[2025-12-22T20:20:03.371959] [INFO ] [FORECASTER] Starting predict_future for CWK
[2025-12-22T20:20:03.372759] [DEBUG] [LOCAL     ] No optimal features file found for CWK: ./output/feature-sets/CWK.txt
[2025-12-22T20:20:03.372811] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:20:03.372842] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:20:03.372868] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:20:03.372923] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:20:03.431954] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:20:03.432814] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:20:03.432896] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:20:03.432929] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:20:03.555649] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:20:03.555817] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:20:03.555861] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:20:03.555894] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:20:03.559397] [DEBUG] [FORECASTER] CWK: Forecast T+1@11:T+2@11: DOWN (p=46.88%)
[2025-12-22T20:20:03.559737] [INFO ] [FORECASTER] Completed predict_future for CWK
[2025-12-22T20:20:03.559879] [INFO ] [sig       ] CWK: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:20:03.708886] [INFO ] [LOCAL     ] Saved forecast: CWK	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/CWK.txt
[2025-12-22T20:20:03.709071] [INFO ] [sig       ] [879/3560] Completed CWK in 0.4s | 2.93 sym/s | Total: 5.0m | ETA: 15.2m
[2025-12-22T20:20:03.709115] [INFO ] [sig       ] [880/3560] Forecasting CXDO...
[2025-12-22T20:20:03.709153] [INFO ] [sig       ] Generating forecast for: CXDO
[2025-12-22T20:20:03.709206] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CXDO' from 'https://tdm.silogroup.org/data/derivative_storage/CXDO.csv'.
[2025-12-22T20:20:03.722643] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CXDO'.
[2025-12-22T20:20:03.723021] [INFO ] [FORECASTER] Starting predict_future for CXDO
[2025-12-22T20:20:03.723870] [DEBUG] [LOCAL     ] No optimal features file found for CXDO: ./output/feature-sets/CXDO.txt
[2025-12-22T20:20:03.723922] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:20:03.723955] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:20:03.723984] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:20:03.724053] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:20:03.787330] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:20:03.788216] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:20:03.788351] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:20:03.788387] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:20:03.913937] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:20:03.914093] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:20:03.914136] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:20:03.914166] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:20:03.917785] [DEBUG] [FORECASTER] CXDO: Forecast T+1@11:T+2@11: DOWN (p=25.64%)
[2025-12-22T20:20:03.918091] [INFO ] [FORECASTER] Completed predict_future for CXDO
[2025-12-22T20:20:03.918228] [INFO ] [sig       ] CXDO: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:20:04.064588] [INFO ] [LOCAL     ] Saved forecast: CXDO	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/CXDO.txt
[2025-12-22T20:20:04.064771] [INFO ] [sig       ] [880/3560] Completed CXDO in 0.4s | 2.93 sym/s | Total: 5.0m | ETA: 15.2m
[2025-12-22T20:20:04.064817] [INFO ] [sig       ] [881/3560] Forecasting CXE...
[2025-12-22T20:20:04.064849] [INFO ] [sig       ] Generating forecast for: CXE
[2025-12-22T20:20:04.064888] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CXE' from 'https://tdm.silogroup.org/data/derivative_storage/CXE.csv'.
[2025-12-22T20:20:04.077120] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CXE'.
[2025-12-22T20:20:04.077510] [INFO ] [FORECASTER] Starting predict_future for CXE
[2025-12-22T20:20:04.078409] [DEBUG] [LOCAL     ] No optimal features file found for CXE: ./output/feature-sets/CXE.txt
[2025-12-22T20:20:04.078473] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:20:04.078519] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:20:04.078560] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:20:04.078674] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:20:04.141270] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:20:04.142137] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:20:04.142220] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:20:04.142256] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:20:04.265152] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:20:04.265326] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:20:04.265384] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:20:04.265422] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:20:04.269183] [DEBUG] [FORECASTER] CXE: Forecast T+1@11:T+2@11: DOWN (p=7.27%)
[2025-12-22T20:20:04.269471] [INFO ] [FORECASTER] Completed predict_future for CXE
[2025-12-22T20:20:04.269656] [INFO ] [sig       ] CXE: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:20:04.421081] [INFO ] [LOCAL     ] Saved forecast: CXE	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/CXE.txt
[2025-12-22T20:20:04.421238] [INFO ] [sig       ] [881/3560] Completed CXE in 0.4s | 2.93 sym/s | Total: 5.0m | ETA: 15.2m
[2025-12-22T20:20:04.421279] [INFO ] [sig       ] [882/3560] Forecasting CXSE...
[2025-12-22T20:20:04.421309] [INFO ] [sig       ] Generating forecast for: CXSE
[2025-12-22T20:20:04.421340] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CXSE' from 'https://tdm.silogroup.org/data/derivative_storage/CXSE.csv'.
[2025-12-22T20:20:04.432483] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CXSE'.
[2025-12-22T20:20:04.432863] [INFO ] [FORECASTER] Starting predict_future for CXSE
[2025-12-22T20:20:04.433648] [DEBUG] [LOCAL     ] No optimal features file found for CXSE: ./output/feature-sets/CXSE.txt
[2025-12-22T20:20:04.433701] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:20:04.433733] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:20:04.433758] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:20:04.433814] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:20:04.489426] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:20:04.490189] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:20:04.490270] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:20:04.490302] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:20:04.597836] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:20:04.597987] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:20:04.598026] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:20:04.598054] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:20:04.601347] [DEBUG] [FORECASTER] CXSE: Forecast T+1@11:T+2@11: UP (p=96.61%)
[2025-12-22T20:20:04.601634] [INFO ] [FORECASTER] Completed predict_future for CXSE
[2025-12-22T20:20:04.601758] [INFO ] [sig       ] CXSE: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:20:04.735839] [INFO ] [LOCAL     ] Saved forecast: CXSE	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/CXSE.txt
[2025-12-22T20:20:04.735977] [INFO ] [sig       ] [882/3560] Completed CXSE in 0.3s | 2.93 sym/s | Total: 5.0m | ETA: 15.2m
[2025-12-22T20:20:04.736016] [INFO ] [sig       ] [883/3560] Forecasting CYD...
[2025-12-22T20:20:04.736046] [INFO ] [sig       ] Generating forecast for: CYD
[2025-12-22T20:20:04.736076] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CYD' from 'https://tdm.silogroup.org/data/derivative_storage/CYD.csv'.
[2025-12-22T20:20:04.745668] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CYD'.
[2025-12-22T20:20:04.746004] [INFO ] [FORECASTER] Starting predict_future for CYD
[2025-12-22T20:20:04.746788] [DEBUG] [LOCAL     ] No optimal features file found for CYD: ./output/feature-sets/CYD.txt
[2025-12-22T20:20:04.746839] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:20:04.746871] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:20:04.746898] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:20:04.746954] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:20:04.802723] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:20:04.803451] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:20:04.803528] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:20:04.803560] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:20:04.922020] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:20:04.922163] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:20:04.922203] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:20:04.922231] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:20:04.925540] [DEBUG] [FORECASTER] CYD: Forecast T+1@11:T+2@11: DOWN (p=4.67%)
[2025-12-22T20:20:04.925826] [INFO ] [FORECASTER] Completed predict_future for CYD
[2025-12-22T20:20:04.925951] [INFO ] [sig       ] CYD: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:20:05.068853] [INFO ] [LOCAL     ] Saved forecast: CYD	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/CYD.txt
[2025-12-22T20:20:05.069074] [INFO ] [sig       ] [883/3560] Completed CYD in 0.3s | 2.93 sym/s | Total: 5.0m | ETA: 15.2m
[2025-12-22T20:20:05.069133] [INFO ] [sig       ] [884/3560] Forecasting CYH...
[2025-12-22T20:20:05.069179] [INFO ] [sig       ] Generating forecast for: CYH
[2025-12-22T20:20:05.069213] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CYH' from 'https://tdm.silogroup.org/data/derivative_storage/CYH.csv'.
[2025-12-22T20:20:05.081217] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CYH'.
[2025-12-22T20:20:05.081682] [INFO ] [FORECASTER] Starting predict_future for CYH
[2025-12-22T20:20:05.082593] [DEBUG] [LOCAL     ] No optimal features file found for CYH: ./output/feature-sets/CYH.txt
[2025-12-22T20:20:05.082647] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:20:05.082682] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:20:05.082710] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:20:05.082782] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:20:05.144908] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:20:05.145716] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:20:05.145794] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:20:05.145828] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:20:05.276426] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:20:05.276605] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:20:05.276650] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:20:05.276680] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:20:05.280382] [DEBUG] [FORECASTER] CYH: Forecast T+1@11:T+2@11: DOWN (p=0.31%)
[2025-12-22T20:20:05.280741] [INFO ] [FORECASTER] Completed predict_future for CYH
[2025-12-22T20:20:05.280888] [INFO ] [sig       ] CYH: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:20:05.426303] [INFO ] [LOCAL     ] Saved forecast: CYH	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/CYH.txt
[2025-12-22T20:20:05.426451] [INFO ] [sig       ] [884/3560] Completed CYH in 0.4s | 2.93 sym/s | Total: 5.0m | ETA: 15.2m
[2025-12-22T20:20:05.426491] [INFO ] [sig       ] [885/3560] Forecasting CYN...
[2025-12-22T20:20:05.426523] [INFO ] [sig       ] Generating forecast for: CYN
[2025-12-22T20:20:05.426554] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CYN' from 'https://tdm.silogroup.org/data/derivative_storage/CYN.csv'.
[2025-12-22T20:20:05.437836] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CYN'.
[2025-12-22T20:20:05.438204] [INFO ] [FORECASTER] Starting predict_future for CYN
[2025-12-22T20:20:05.439063] [DEBUG] [LOCAL     ] No optimal features file found for CYN: ./output/feature-sets/CYN.txt
[2025-12-22T20:20:05.439119] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:20:05.439152] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:20:05.439180] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:20:05.439241] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:20:05.501128] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:20:05.502252] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:20:05.502338] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:20:05.502375] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:20:05.632524] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:20:05.632700] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:20:05.632742] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:20:05.632772] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:20:05.636431] [DEBUG] [FORECASTER] CYN: Forecast T+1@11:T+2@11: UP (p=65.70%)
[2025-12-22T20:20:05.636740] [INFO ] [FORECASTER] Completed predict_future for CYN
[2025-12-22T20:20:05.636867] [INFO ] [sig       ] CYN: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:20:05.784450] [INFO ] [LOCAL     ] Saved forecast: CYN	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/CYN.txt
[2025-12-22T20:20:05.784608] [INFO ] [sig       ] [885/3560] Completed CYN in 0.4s | 2.93 sym/s | Total: 5.0m | ETA: 15.2m
[2025-12-22T20:20:05.784649] [INFO ] [sig       ] [886/3560] Forecasting CYRX...
[2025-12-22T20:20:05.784679] [INFO ] [sig       ] Generating forecast for: CYRX
[2025-12-22T20:20:05.784709] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CYRX' from 'https://tdm.silogroup.org/data/derivative_storage/CYRX.csv'.
[2025-12-22T20:20:05.795532] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CYRX'.
[2025-12-22T20:20:05.795947] [INFO ] [FORECASTER] Starting predict_future for CYRX
[2025-12-22T20:20:05.796819] [DEBUG] [LOCAL     ] No optimal features file found for CYRX: ./output/feature-sets/CYRX.txt
[2025-12-22T20:20:05.796875] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:20:05.796909] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:20:05.796940] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:20:05.797013] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:20:05.852753] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:20:05.853490] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:20:05.853589] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:20:05.853624] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:20:05.978990] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:20:05.979171] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:20:05.979219] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:20:05.979259] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:20:05.983057] [DEBUG] [FORECASTER] CYRX: Forecast T+1@11:T+2@11: DOWN (p=6.91%)
[2025-12-22T20:20:05.983409] [INFO ] [FORECASTER] Completed predict_future for CYRX
[2025-12-22T20:20:05.983558] [INFO ] [sig       ] CYRX: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:20:06.133546] [INFO ] [LOCAL     ] Saved forecast: CYRX	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/CYRX.txt
[2025-12-22T20:20:06.133724] [INFO ] [sig       ] [886/3560] Completed CYRX in 0.3s | 2.93 sym/s | Total: 5.0m | ETA: 15.2m
[2025-12-22T20:20:06.133767] [INFO ] [sig       ] [887/3560] Forecasting CYTK...
[2025-12-22T20:20:06.133797] [INFO ] [sig       ] Generating forecast for: CYTK
[2025-12-22T20:20:06.133834] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CYTK' from 'https://tdm.silogroup.org/data/derivative_storage/CYTK.csv'.
[2025-12-22T20:20:06.145476] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CYTK'.
[2025-12-22T20:20:06.145881] [INFO ] [FORECASTER] Starting predict_future for CYTK
[2025-12-22T20:20:06.146726] [DEBUG] [LOCAL     ] No optimal features file found for CYTK: ./output/feature-sets/CYTK.txt
[2025-12-22T20:20:06.146780] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:20:06.146856] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:20:06.146889] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:20:06.146964] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:20:06.208411] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:20:06.209314] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:20:06.209443] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:20:06.209489] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:20:06.341190] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:20:06.341345] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:20:06.341386] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:20:06.341416] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:20:06.345198] [DEBUG] [FORECASTER] CYTK: Forecast T+1@11:T+2@11: DOWN (p=23.90%)
[2025-12-22T20:20:06.345472] [INFO ] [FORECASTER] Completed predict_future for CYTK
[2025-12-22T20:20:06.345633] [INFO ] [sig       ] CYTK: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:20:06.490659] [INFO ] [LOCAL     ] Saved forecast: CYTK	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/CYTK.txt
[2025-12-22T20:20:06.490824] [INFO ] [sig       ] [887/3560] Completed CYTK in 0.4s | 2.93 sym/s | Total: 5.0m | ETA: 15.2m
[2025-12-22T20:20:06.490868] [INFO ] [sig       ] [888/3560] Forecasting CZFS...
[2025-12-22T20:20:06.490901] [INFO ] [sig       ] Generating forecast for: CZFS
[2025-12-22T20:20:06.490932] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CZFS' from 'https://tdm.silogroup.org/data/derivative_storage/CZFS.csv'.
[2025-12-22T20:20:06.502134] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CZFS'.
[2025-12-22T20:20:06.502429] [INFO ] [FORECASTER] Starting predict_future for CZFS
[2025-12-22T20:20:06.503237] [DEBUG] [LOCAL     ] No optimal features file found for CZFS: ./output/feature-sets/CZFS.txt
[2025-12-22T20:20:06.503292] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:20:06.503326] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:20:06.503358] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:20:06.503461] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:20:06.564004] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:20:06.564961] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:20:06.565045] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:20:06.565088] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:20:06.663224] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:20:06.663381] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:20:06.663421] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:20:06.663449] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:20:06.666815] [DEBUG] [FORECASTER] CZFS: Forecast T+1@11:T+2@11: DOWN (p=42.98%)
[2025-12-22T20:20:06.667081] [INFO ] [FORECASTER] Completed predict_future for CZFS
[2025-12-22T20:20:06.667201] [INFO ] [sig       ] CZFS: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:20:06.801170] [INFO ] [LOCAL     ] Saved forecast: CZFS	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/CZFS.txt
[2025-12-22T20:20:06.801292] [INFO ] [sig       ] [888/3560] Completed CZFS in 0.3s | 2.93 sym/s | Total: 5.0m | ETA: 15.2m
[2025-12-22T20:20:06.801329] [INFO ] [sig       ] [889/3560] Forecasting CZNC...
[2025-12-22T20:20:06.801359] [INFO ] [sig       ] Generating forecast for: CZNC
[2025-12-22T20:20:06.801388] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CZNC' from 'https://tdm.silogroup.org/data/derivative_storage/CZNC.csv'.
[2025-12-22T20:20:06.813130] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CZNC'.
[2025-12-22T20:20:06.813432] [INFO ] [FORECASTER] Starting predict_future for CZNC
[2025-12-22T20:20:06.814209] [DEBUG] [LOCAL     ] No optimal features file found for CZNC: ./output/feature-sets/CZNC.txt
[2025-12-22T20:20:06.814262] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:20:06.814303] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:20:06.814331] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:20:06.814386] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:20:06.870691] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:20:06.871314] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:20:06.871389] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:20:06.871421] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:20:06.992237] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:20:06.992398] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:20:06.992437] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:20:06.992465] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:20:06.995835] [DEBUG] [FORECASTER] CZNC: Forecast T+1@11:T+2@11: UP (p=58.41%)
[2025-12-22T20:20:06.996096] [INFO ] [FORECASTER] Completed predict_future for CZNC
[2025-12-22T20:20:06.996215] [INFO ] [sig       ] CZNC: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:20:07.134087] [INFO ] [LOCAL     ] Saved forecast: CZNC	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/CZNC.txt
[2025-12-22T20:20:07.134219] [INFO ] [sig       ] [889/3560] Completed CZNC in 0.3s | 2.93 sym/s | Total: 5.1m | ETA: 15.2m
[2025-12-22T20:20:07.134258] [INFO ] [sig       ] [890/3560] Forecasting CZWI...
[2025-12-22T20:20:07.134288] [INFO ] [sig       ] Generating forecast for: CZWI
[2025-12-22T20:20:07.134319] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CZWI' from 'https://tdm.silogroup.org/data/derivative_storage/CZWI.csv'.
[2025-12-22T20:20:07.147546] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CZWI'.
[2025-12-22T20:20:07.147873] [INFO ] [FORECASTER] Starting predict_future for CZWI
[2025-12-22T20:20:07.148643] [DEBUG] [LOCAL     ] No optimal features file found for CZWI: ./output/feature-sets/CZWI.txt
[2025-12-22T20:20:07.148729] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:20:07.148763] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:20:07.148789] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:20:07.148846] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:20:07.207217] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:20:07.208034] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:20:07.208113] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:20:07.208146] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:20:07.324023] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:20:07.324174] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:20:07.324216] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:20:07.324281] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:20:07.327660] [DEBUG] [FORECASTER] CZWI: Forecast T+1@11:T+2@11: UP (p=98.64%)
[2025-12-22T20:20:07.327944] [INFO ] [FORECASTER] Completed predict_future for CZWI
[2025-12-22T20:20:07.328070] [INFO ] [sig       ] CZWI: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:20:07.466499] [INFO ] [LOCAL     ] Saved forecast: CZWI	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/CZWI.txt
[2025-12-22T20:20:07.466666] [INFO ] [sig       ] [890/3560] Completed CZWI in 0.3s | 2.93 sym/s | Total: 5.1m | ETA: 15.2m
[2025-12-22T20:20:07.466708] [INFO ] [sig       ] [891/3560] Forecasting DAIO...
[2025-12-22T20:20:07.466738] [INFO ] [sig       ] Generating forecast for: DAIO
[2025-12-22T20:20:07.466768] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAIO' from 'https://tdm.silogroup.org/data/derivative_storage/DAIO.csv'.
[2025-12-22T20:20:07.478329] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAIO'.
[2025-12-22T20:20:07.478899] [INFO ] [FORECASTER] Starting predict_future for DAIO
[2025-12-22T20:20:07.479779] [DEBUG] [LOCAL     ] No optimal features file found for DAIO: ./output/feature-sets/DAIO.txt
[2025-12-22T20:20:07.479850] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:20:07.479884] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:20:07.479912] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:20:07.479969] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:20:07.538808] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:20:07.539523] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:20:07.539618] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:20:07.539653] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:20:07.646931] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:20:07.647084] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:20:07.647130] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:20:07.647167] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:20:07.650717] [DEBUG] [FORECASTER] DAIO: Forecast T+1@11:T+2@11: UP (p=81.11%)
[2025-12-22T20:20:07.650999] [INFO ] [FORECASTER] Completed predict_future for DAIO
[2025-12-22T20:20:07.651126] [INFO ] [sig       ] DAIO: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:20:07.791856] [INFO ] [LOCAL     ] Saved forecast: DAIO	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/DAIO.txt
[2025-12-22T20:20:07.792023] [INFO ] [sig       ] [891/3560] Completed DAIO in 0.3s | 2.93 sym/s | Total: 5.1m | ETA: 15.2m
[2025-12-22T20:20:07.792065] [INFO ] [sig       ] [892/3560] Forecasting DAL...
[2025-12-22T20:20:07.792095] [INFO ] [sig       ] Generating forecast for: DAL
[2025-12-22T20:20:07.792126] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAL' from 'https://tdm.silogroup.org/data/derivative_storage/DAL.csv'.
[2025-12-22T20:20:07.804259] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAL'.
[2025-12-22T20:20:07.804674] [INFO ] [FORECASTER] Starting predict_future for DAL
[2025-12-22T20:20:07.805442] [DEBUG] [LOCAL     ] No optimal features file found for DAL: ./output/feature-sets/DAL.txt
[2025-12-22T20:20:07.805494] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:20:07.805526] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:20:07.805554] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:20:07.805646] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:20:07.861733] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:20:07.862609] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:20:07.862712] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:20:07.862746] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:20:07.984122] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:20:07.984279] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:20:07.984318] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:20:07.984349] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:20:07.987726] [DEBUG] [FORECASTER] DAL: Forecast T+1@11:T+2@11: UP (p=85.84%)
[2025-12-22T20:20:07.987997] [INFO ] [FORECASTER] Completed predict_future for DAL
[2025-12-22T20:20:07.988120] [INFO ] [sig       ] DAL: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:20:08.126039] [INFO ] [LOCAL     ] Saved forecast: DAL	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/DAL.txt
[2025-12-22T20:20:08.126198] [INFO ] [sig       ] [892/3560] Completed DAL in 0.3s | 2.93 sym/s | Total: 5.1m | ETA: 15.2m
[2025-12-22T20:20:08.126241] [INFO ] [sig       ] [893/3560] Forecasting DAN...
[2025-12-22T20:20:08.126271] [INFO ] [sig       ] Generating forecast for: DAN
[2025-12-22T20:20:08.126301] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAN' from 'https://tdm.silogroup.org/data/derivative_storage/DAN.csv'.
[2025-12-22T20:20:08.138376] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAN'.
[2025-12-22T20:20:08.138780] [INFO ] [FORECASTER] Starting predict_future for DAN
[2025-12-22T20:20:08.139554] [DEBUG] [LOCAL     ] No optimal features file found for DAN: ./output/feature-sets/DAN.txt
[2025-12-22T20:20:08.139627] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:20:08.139659] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:20:08.139686] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:20:08.139741] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:20:08.196138] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:20:08.197029] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:20:08.197110] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:20:08.197142] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:20:08.319693] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:20:08.319852] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:20:08.319893] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:20:08.319920] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:20:08.323678] [DEBUG] [FORECASTER] DAN: Forecast T+1@11:T+2@11: DOWN (p=10.86%)
[2025-12-22T20:20:08.323948] [INFO ] [FORECASTER] Completed predict_future for DAN
[2025-12-22T20:20:08.324068] [INFO ] [sig       ] DAN: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:20:08.465431] [INFO ] [LOCAL     ] Saved forecast: DAN	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/DAN.txt
[2025-12-22T20:20:08.465590] [INFO ] [sig       ] [893/3560] Completed DAN in 0.3s | 2.93 sym/s | Total: 5.1m | ETA: 15.2m
[2025-12-22T20:20:08.465827] [INFO ] [sig       ] [894/3560] Forecasting DAO...
[2025-12-22T20:20:08.465857] [INFO ] [sig       ] Generating forecast for: DAO
[2025-12-22T20:20:08.465887] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAO' from 'https://tdm.silogroup.org/data/derivative_storage/DAO.csv'.
[2025-12-22T20:20:08.477307] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAO'.
[2025-12-22T20:20:08.477622] [INFO ] [FORECASTER] Starting predict_future for DAO
[2025-12-22T20:20:08.478369] [DEBUG] [LOCAL     ] No optimal features file found for DAO: ./output/feature-sets/DAO.txt
[2025-12-22T20:20:08.478422] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:20:08.478455] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:20:08.478482] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:20:08.478537] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:20:08.537370] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:20:08.538250] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:20:08.538326] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:20:08.538358] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:20:08.664511] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:20:08.664674] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:20:08.664715] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:20:08.664744] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:20:08.668041] [DEBUG] [FORECASTER] DAO: Forecast T+1@11:T+2@11: UP (p=69.63%)
[2025-12-22T20:20:08.668303] [INFO ] [FORECASTER] Completed predict_future for DAO
[2025-12-22T20:20:08.668425] [INFO ] [sig       ] DAO: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:20:08.806128] [INFO ] [LOCAL     ] Saved forecast: DAO	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/DAO.txt
[2025-12-22T20:20:08.806253] [INFO ] [sig       ] [894/3560] Completed DAO in 0.3s | 2.93 sym/s | Total: 5.1m | ETA: 15.1m
[2025-12-22T20:20:08.806290] [INFO ] [sig       ] [895/3560] Forecasting DAPP...
[2025-12-22T20:20:08.806320] [INFO ] [sig       ] Generating forecast for: DAPP
[2025-12-22T20:20:08.806349] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAPP' from 'https://tdm.silogroup.org/data/derivative_storage/DAPP.csv'.
[2025-12-22T20:20:08.819103] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAPP'.
[2025-12-22T20:20:08.819392] [INFO ] [FORECASTER] Starting predict_future for DAPP
[2025-12-22T20:20:08.820148] [DEBUG] [LOCAL     ] No optimal features file found for DAPP: ./output/feature-sets/DAPP.txt
[2025-12-22T20:20:08.820199] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:20:08.820231] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:20:08.820258] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:20:08.820313] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:20:08.878240] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:20:08.879024] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:20:08.879118] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:20:08.879152] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:20:09.005338] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:20:09.005496] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:20:09.005536] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:20:09.005564] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:20:09.009733] [DEBUG] [FORECASTER] DAPP: Forecast T+1@11:T+2@11: UP (p=97.02%)
[2025-12-22T20:20:09.010021] [INFO ] [FORECASTER] Completed predict_future for DAPP
[2025-12-22T20:20:09.010145] [INFO ] [sig       ] DAPP: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:20:09.148517] [INFO ] [LOCAL     ] Saved forecast: DAPP	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/DAPP.txt
[2025-12-22T20:20:09.148662] [INFO ] [sig       ] [895/3560] Completed DAPP in 0.3s | 2.93 sym/s | Total: 5.1m | ETA: 15.1m
[2025-12-22T20:20:09.148702] [INFO ] [sig       ] [896/3560] Forecasting DARE...
[2025-12-22T20:20:09.148731] [INFO ] [sig       ] Generating forecast for: DARE
[2025-12-22T20:20:09.148761] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DARE' from 'https://tdm.silogroup.org/data/derivative_storage/DARE.csv'.
[2025-12-22T20:20:09.160271] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DARE'.
[2025-12-22T20:20:09.160606] [INFO ] [FORECASTER] Starting predict_future for DARE
[2025-12-22T20:20:09.161358] [DEBUG] [LOCAL     ] No optimal features file found for DARE: ./output/feature-sets/DARE.txt
[2025-12-22T20:20:09.161421] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:20:09.161459] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:20:09.161492] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:20:09.161549] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:20:09.219826] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:20:09.220440] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:20:09.220720] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:20:09.220754] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:20:09.334557] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:20:09.334915] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:20:09.334953] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:20:09.334980] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:20:09.338649] [DEBUG] [FORECASTER] DARE: Forecast T+1@11:T+2@11: DOWN (p=14.36%)
[2025-12-22T20:20:09.338918] [INFO ] [FORECASTER] Completed predict_future for DARE
[2025-12-22T20:20:09.339051] [INFO ] [sig       ] DARE: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:20:09.477469] [INFO ] [LOCAL     ] Saved forecast: DARE	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/DARE.txt
[2025-12-22T20:20:09.477611] [INFO ] [sig       ] [896/3560] Completed DARE in 0.3s | 2.93 sym/s | Total: 5.1m | ETA: 15.1m
[2025-12-22T20:20:09.477657] [INFO ] [sig       ] [897/3560] Forecasting DASH...
[2025-12-22T20:20:09.477689] [INFO ] [sig       ] Generating forecast for: DASH
[2025-12-22T20:20:09.477718] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DASH' from 'https://tdm.silogroup.org/data/derivative_storage/DASH.csv'.
[2025-12-22T20:20:09.488608] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DASH'.
[2025-12-22T20:20:09.488921] [INFO ] [FORECASTER] Starting predict_future for DASH
[2025-12-22T20:20:09.489718] [DEBUG] [LOCAL     ] No optimal features file found for DASH: ./output/feature-sets/DASH.txt
[2025-12-22T20:20:09.489769] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:20:09.489800] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:20:09.489827] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:20:09.489883] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:20:09.545474] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:20:09.546094] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:20:09.546219] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:20:09.546252] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:20:09.666888] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:20:09.667017] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:20:09.667094] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:20:09.667125] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:20:09.670359] [DEBUG] [FORECASTER] DASH: Forecast T+1@11:T+2@11: UP (p=84.00%)
[2025-12-22T20:20:09.670641] [INFO ] [FORECASTER] Completed predict_future for DASH
[2025-12-22T20:20:09.670760] [INFO ] [sig       ] DASH: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:20:09.804450] [INFO ] [LOCAL     ] Saved forecast: DASH	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/DASH.txt
[2025-12-22T20:20:09.804553] [INFO ] [sig       ] [897/3560] Completed DASH in 0.3s | 2.93 sym/s | Total: 5.1m | ETA: 15.1m
[2025-12-22T20:20:09.804608] [INFO ] [sig       ] [898/3560] Forecasting DAVA...
[2025-12-22T20:20:09.804639] [INFO ] [sig       ] Generating forecast for: DAVA
[2025-12-22T20:20:09.804669] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAVA' from 'https://tdm.silogroup.org/data/derivative_storage/DAVA.csv'.
[2025-12-22T20:20:09.815767] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAVA'.
[2025-12-22T20:20:09.816048] [INFO ] [FORECASTER] Starting predict_future for DAVA
[2025-12-22T20:20:09.816814] [DEBUG] [LOCAL     ] No optimal features file found for DAVA: ./output/feature-sets/DAVA.txt
[2025-12-22T20:20:09.816864] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:20:09.816896] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:20:09.816923] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:20:09.816983] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:20:09.874057] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:20:09.874650] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:20:09.874727] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:20:09.874758] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:20:09.990641] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:20:09.990802] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:20:09.990843] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:20:09.990872] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:20:09.994333] [DEBUG] [FORECASTER] DAVA: Forecast T+1@11:T+2@11: DOWN (p=49.10%)
[2025-12-22T20:20:09.994638] [INFO ] [FORECASTER] Completed predict_future for DAVA
[2025-12-22T20:20:09.994763] [INFO ] [sig       ] DAVA: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:20:10.129914] [INFO ] [LOCAL     ] Saved forecast: DAVA	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/DAVA.txt
[2025-12-22T20:20:10.130034] [INFO ] [sig       ] [898/3560] Completed DAVA in 0.3s | 2.93 sym/s | Total: 5.1m | ETA: 15.1m
[2025-12-22T20:20:10.130074] [INFO ] [sig       ] [899/3560] Forecasting DAVE...
[2025-12-22T20:20:10.130103] [INFO ] [sig       ] Generating forecast for: DAVE
[2025-12-22T20:20:10.130132] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAVE' from 'https://tdm.silogroup.org/data/derivative_storage/DAVE.csv'.
[2025-12-22T20:20:10.141091] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAVE'.
[2025-12-22T20:20:10.141392] [INFO ] [FORECASTER] Starting predict_future for DAVE
[2025-12-22T20:20:10.142150] [DEBUG] [LOCAL     ] No optimal features file found for DAVE: ./output/feature-sets/DAVE.txt
[2025-12-22T20:20:10.142202] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:20:10.142235] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:20:10.142262] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:20:10.142319] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:20:10.198161] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:20:10.198772] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:20:10.198846] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:20:10.198877] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:20:10.315745] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:20:10.315896] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:20:10.315934] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:20:10.315962] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:20:10.319346] [DEBUG] [FORECASTER] DAVE: Forecast T+1@11:T+2@11: UP (p=62.42%)
[2025-12-22T20:20:10.319662] [INFO ] [FORECASTER] Completed predict_future for DAVE
[2025-12-22T20:20:10.319794] [INFO ] [sig       ] DAVE: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:20:10.460626] [INFO ] [LOCAL     ] Saved forecast: DAVE	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/DAVE.txt
[2025-12-22T20:20:10.460777] [INFO ] [sig       ] [899/3560] Completed DAVE in 0.3s | 2.93 sym/s | Total: 5.1m | ETA: 15.1m
[2025-12-22T20:20:10.460817] [INFO ] [sig       ] [900/3560] Forecasting DAWN...
[2025-12-22T20:20:10.460845] [INFO ] [sig       ] Generating forecast for: DAWN
[2025-12-22T20:20:10.460873] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAWN' from 'https://tdm.silogroup.org/data/derivative_storage/DAWN.csv'.
[2025-12-22T20:20:10.472732] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAWN'.
[2025-12-22T20:20:10.473078] [INFO ] [FORECASTER] Starting predict_future for DAWN
[2025-12-22T20:20:10.473840] [DEBUG] [LOCAL     ] No optimal features file found for DAWN: ./output/feature-sets/DAWN.txt
[2025-12-22T20:20:10.473890] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:20:10.473924] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:20:10.473951] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:20:10.474008] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:20:10.533638] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:20:10.534459] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:20:10.534537] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:20:10.534569] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:20:10.658675] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:20:10.658837] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:20:10.658878] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:20:10.658907] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:20:10.663113] [DEBUG] [FORECASTER] DAWN: Forecast T+1@11:T+2@11: DOWN (p=18.71%)
[2025-12-22T20:20:10.663417] [INFO ] [FORECASTER] Completed predict_future for DAWN
[2025-12-22T20:20:10.663547] [INFO ] [sig       ] DAWN: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:20:10.808357] [INFO ] [LOCAL     ] Saved forecast: DAWN	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/DAWN.txt
[2025-12-22T20:20:10.808520] [INFO ] [sig       ] [900/3560] Completed DAWN in 0.3s | 2.93 sym/s | Total: 5.1m | ETA: 15.1m
[2025-12-22T20:20:10.808592] [INFO ] [sig       ] [901/3560] Forecasting DB...
[2025-12-22T20:20:10.808628] [INFO ] [sig       ] Generating forecast for: DB
[2025-12-22T20:20:10.808659] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DB' from 'https://tdm.silogroup.org/data/derivative_storage/DB.csv'.
[2025-12-22T20:20:10.820625] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DB'.
[2025-12-22T20:20:10.820941] [INFO ] [FORECASTER] Starting predict_future for DB
[2025-12-22T20:20:10.821721] [DEBUG] [LOCAL     ] No optimal features file found for DB: ./output/feature-sets/DB.txt
[2025-12-22T20:20:10.821772] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:20:10.821818] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:20:10.821846] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:20:10.821915] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:20:10.882243] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:20:10.883202] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:20:10.883281] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:20:10.883314] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:20:11.012370] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:20:11.012522] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:20:11.012562] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:20:11.012612] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:20:11.016011] [DEBUG] [FORECASTER] DB: Forecast T+1@11:T+2@11: UP (p=57.13%)
[2025-12-22T20:20:11.016279] [INFO ] [FORECASTER] Completed predict_future for DB
[2025-12-22T20:20:11.016401] [INFO ] [sig       ] DB: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:20:11.154817] [INFO ] [LOCAL     ] Saved forecast: DB	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/DB.txt
[2025-12-22T20:20:11.154991] [INFO ] [sig       ] [901/3560] Completed DB in 0.3s | 2.93 sym/s | Total: 5.1m | ETA: 15.1m
[2025-12-22T20:20:11.155041] [INFO ] [sig       ] [902/3560] Forecasting DBI...
[2025-12-22T20:20:11.155083] [INFO ] [sig       ] Generating forecast for: DBI
[2025-12-22T20:20:11.155127] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DBI' from 'https://tdm.silogroup.org/data/derivative_storage/DBI.csv'.
[2025-12-22T20:20:11.166096] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DBI'.
[2025-12-22T20:20:11.166446] [INFO ] [FORECASTER] Starting predict_future for DBI
[2025-12-22T20:20:11.167207] [DEBUG] [LOCAL     ] No optimal features file found for DBI: ./output/feature-sets/DBI.txt
[2025-12-22T20:20:11.167258] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:20:11.167289] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:20:11.167315] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:20:11.167371] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:20:11.225009] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:20:11.225903] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:20:11.226010] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:20:11.226044] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:20:11.355831] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:20:11.355983] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:20:11.356022] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:20:11.356051] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:20:11.359601] [DEBUG] [FORECASTER] DBI: Forecast T+1@11:T+2@11: DOWN (p=0.50%)
[2025-12-22T20:20:11.359876] [INFO ] [FORECASTER] Completed predict_future for DBI
[2025-12-22T20:20:11.360004] [INFO ] [sig       ] DBI: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:20:11.496514] [INFO ] [LOCAL     ] Saved forecast: DBI	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/DBI.txt
[2025-12-22T20:20:11.496686] [INFO ] [sig       ] [902/3560] Completed DBI in 0.3s | 2.93 sym/s | Total: 5.1m | ETA: 15.1m
[2025-12-22T20:20:11.496726] [INFO ] [sig       ] [903/3560] Forecasting DBL...
[2025-12-22T20:20:11.496755] [INFO ] [sig       ] Generating forecast for: DBL
[2025-12-22T20:20:11.496786] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DBL' from 'https://tdm.silogroup.org/data/derivative_storage/DBL.csv'.
[2025-12-22T20:20:11.509015] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DBL'.
[2025-12-22T20:20:11.509419] [INFO ] [FORECASTER] Starting predict_future for DBL
[2025-12-22T20:20:11.510189] [DEBUG] [LOCAL     ] No optimal features file found for DBL: ./output/feature-sets/DBL.txt
[2025-12-22T20:20:11.510240] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:20:11.510272] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:20:11.510298] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:20:11.510353] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:20:11.567465] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:20:11.568603] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:20:11.568683] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:20:11.568715] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:20:11.689496] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:20:11.689665] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:20:11.689706] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:20:11.689735] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:20:11.693032] [DEBUG] [FORECASTER] DBL: Forecast T+1@11:T+2@11: DOWN (p=38.23%)
[2025-12-22T20:20:11.693297] [INFO ] [FORECASTER] Completed predict_future for DBL
[2025-12-22T20:20:11.693421] [INFO ] [sig       ] DBL: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:20:11.828996] [INFO ] [LOCAL     ] Saved forecast: DBL	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/DBL.txt
[2025-12-22T20:20:11.829176] [INFO ] [sig       ] [903/3560] Completed DBL in 0.3s | 2.93 sym/s | Total: 5.1m | ETA: 15.1m
[2025-12-22T20:20:11.829216] [INFO ] [sig       ] [904/3560] Forecasting DBRG...
[2025-12-22T20:20:11.829246] [INFO ] [sig       ] Generating forecast for: DBRG
[2025-12-22T20:20:11.829275] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DBRG' from 'https://tdm.silogroup.org/data/derivative_storage/DBRG.csv'.
[2025-12-22T20:20:11.840159] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DBRG'.
[2025-12-22T20:20:11.840499] [INFO ] [FORECASTER] Starting predict_future for DBRG
[2025-12-22T20:20:11.841273] [DEBUG] [LOCAL     ] No optimal features file found for DBRG: ./output/feature-sets/DBRG.txt
[2025-12-22T20:20:11.841323] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:20:11.841394] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:20:11.841423] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:20:11.841480] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:20:11.897610] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:20:11.898431] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:20:11.898509] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:20:11.898541] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:20:12.013889] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:20:12.014039] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:20:12.014078] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:20:12.014107] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:20:12.017436] [DEBUG] [FORECASTER] DBRG: Forecast T+1@11:T+2@11: UP (p=86.96%)
[2025-12-22T20:20:12.017720] [INFO ] [FORECASTER] Completed predict_future for DBRG
[2025-12-22T20:20:12.017841] [INFO ] [sig       ] DBRG: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:20:12.154080] [INFO ] [LOCAL     ] Saved forecast: DBRG	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/DBRG.txt
[2025-12-22T20:20:12.154237] [INFO ] [sig       ] [904/3560] Completed DBRG in 0.3s | 2.93 sym/s | Total: 5.1m | ETA: 15.1m
[2025-12-22T20:20:12.154277] [INFO ] [sig       ] [905/3560] Forecasting DBX...
[2025-12-22T20:20:12.154312] [INFO ] [sig       ] Generating forecast for: DBX
[2025-12-22T20:20:12.154344] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DBX' from 'https://tdm.silogroup.org/data/derivative_storage/DBX.csv'.
[2025-12-22T20:20:12.165699] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DBX'.
[2025-12-22T20:20:12.166051] [INFO ] [FORECASTER] Starting predict_future for DBX
[2025-12-22T20:20:12.166890] [DEBUG] [LOCAL     ] No optimal features file found for DBX: ./output/feature-sets/DBX.txt
[2025-12-22T20:20:12.166944] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:20:12.166976] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:20:12.167003] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:20:12.167059] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:20:12.224251] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:20:12.225128] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:20:12.225207] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:20:12.225241] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:20:12.348994] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:20:12.349163] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:20:12.349202] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:20:12.349232] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:20:12.352531] [DEBUG] [FORECASTER] DBX: Forecast T+1@11:T+2@11: DOWN (p=14.73%)
[2025-12-22T20:20:12.352811] [INFO ] [FORECASTER] Completed predict_future for DBX
[2025-12-22T20:20:12.352931] [INFO ] [sig       ] DBX: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:20:12.488130] [INFO ] [LOCAL     ] Saved forecast: DBX	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/DBX.txt
[2025-12-22T20:20:12.488282] [INFO ] [sig       ] [905/3560] Completed DBX in 0.3s | 2.93 sym/s | Total: 5.1m | ETA: 15.1m
[2025-12-22T20:20:12.488321] [INFO ] [sig       ] [906/3560] Forecasting DCBO...
[2025-12-22T20:20:12.488352] [INFO ] [sig       ] Generating forecast for: DCBO
[2025-12-22T20:20:12.488382] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DCBO' from 'https://tdm.silogroup.org/data/derivative_storage/DCBO.csv'.
[2025-12-22T20:20:12.499837] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DCBO'.
[2025-12-22T20:20:12.500204] [INFO ] [FORECASTER] Starting predict_future for DCBO
[2025-12-22T20:20:12.501171] [DEBUG] [LOCAL     ] No optimal features file found for DCBO: ./output/feature-sets/DCBO.txt
[2025-12-22T20:20:12.501221] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:20:12.501252] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:20:12.501279] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:20:12.501334] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:20:12.561517] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:20:12.562633] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:20:12.562711] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:20:12.562743] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:20:12.688633] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:20:12.688786] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:20:12.688826] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:20:12.688855] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:20:12.692694] [DEBUG] [FORECASTER] DCBO: Forecast T+1@11:T+2@11: DOWN (p=45.02%)
[2025-12-22T20:20:12.692967] [INFO ] [FORECASTER] Completed predict_future for DCBO
[2025-12-22T20:20:12.693092] [INFO ] [sig       ] DCBO: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:20:12.832768] [INFO ] [LOCAL     ] Saved forecast: DCBO	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/DCBO.txt
[2025-12-22T20:20:12.832931] [INFO ] [sig       ] [906/3560] Completed DCBO in 0.3s | 2.93 sym/s | Total: 5.1m | ETA: 15.1m
[2025-12-22T20:20:12.832973] [INFO ] [sig       ] [907/3560] Forecasting DCI...
[2025-12-22T20:20:12.833003] [INFO ] [sig       ] Generating forecast for: DCI
[2025-12-22T20:20:12.833035] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DCI' from 'https://tdm.silogroup.org/data/derivative_storage/DCI.csv'.
[2025-12-22T20:20:12.844430] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DCI'.
[2025-12-22T20:20:12.844983] [INFO ] [FORECASTER] Starting predict_future for DCI
[2025-12-22T20:20:12.845955] [DEBUG] [LOCAL     ] No optimal features file found for DCI: ./output/feature-sets/DCI.txt
[2025-12-22T20:20:12.846005] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:20:12.846036] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:20:12.846062] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:20:12.846118] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:20:12.905358] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:20:12.906233] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:20:12.906332] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:20:12.906366] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:20:13.028788] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:20:13.028943] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:20:13.028982] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:20:13.029066] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:20:13.032374] [DEBUG] [FORECASTER] DCI: Forecast T+1@11:T+2@11: UP (p=95.61%)
[2025-12-22T20:20:13.032664] [INFO ] [FORECASTER] Completed predict_future for DCI
[2025-12-22T20:20:13.032788] [INFO ] [sig       ] DCI: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:20:13.168329] [INFO ] [LOCAL     ] Saved forecast: DCI	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/DCI.txt
[2025-12-22T20:20:13.168491] [INFO ] [sig       ] [907/3560] Completed DCI in 0.3s | 2.93 sym/s | Total: 5.2m | ETA: 15.1m
[2025-12-22T20:20:13.168531] [INFO ] [sig       ] [908/3560] Forecasting DCO...
[2025-12-22T20:20:13.168561] [INFO ] [sig       ] Generating forecast for: DCO
[2025-12-22T20:20:13.168614] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DCO' from 'https://tdm.silogroup.org/data/derivative_storage/DCO.csv'.
[2025-12-22T20:20:13.179283] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DCO'.
[2025-12-22T20:20:13.179674] [INFO ] [FORECASTER] Starting predict_future for DCO
[2025-12-22T20:20:13.180435] [DEBUG] [LOCAL     ] No optimal features file found for DCO: ./output/feature-sets/DCO.txt
[2025-12-22T20:20:13.180491] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:20:13.180523] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:20:13.180549] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:20:13.180621] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:20:13.238850] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:20:13.239931] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:20:13.240011] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:20:13.240044] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:20:13.359763] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:20:13.359929] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:20:13.359967] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:20:13.360012] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:20:13.363319] [DEBUG] [FORECASTER] DCO: Forecast T+1@11:T+2@11: UP (p=92.82%)
[2025-12-22T20:20:13.363600] [INFO ] [FORECASTER] Completed predict_future for DCO
[2025-12-22T20:20:13.363721] [INFO ] [sig       ] DCO: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:20:13.501522] [INFO ] [LOCAL     ] Saved forecast: DCO	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/DCO.txt
[2025-12-22T20:20:13.501700] [INFO ] [sig       ] [908/3560] Completed DCO in 0.3s | 2.93 sym/s | Total: 5.2m | ETA: 15.1m
[2025-12-22T20:20:13.501744] [INFO ] [sig       ] [909/3560] Forecasting DCOM...
[2025-12-22T20:20:13.501773] [INFO ] [sig       ] Generating forecast for: DCOM
[2025-12-22T20:20:13.501803] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DCOM' from 'https://tdm.silogroup.org/data/derivative_storage/DCOM.csv'.
[2025-12-22T20:20:13.513229] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DCOM'.
[2025-12-22T20:20:13.513623] [INFO ] [FORECASTER] Starting predict_future for DCOM
[2025-12-22T20:20:13.514394] [DEBUG] [LOCAL     ] No optimal features file found for DCOM: ./output/feature-sets/DCOM.txt
[2025-12-22T20:20:13.514445] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:20:13.514479] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:20:13.514505] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:20:13.514561] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:20:13.571416] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:20:13.572217] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:20:13.572300] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:20:13.572333] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:20:13.699793] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:20:13.699950] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:20:13.699992] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:20:13.700020] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:20:13.703482] [DEBUG] [FORECASTER] DCOM: Forecast T+1@11:T+2@11: DOWN (p=17.12%)
[2025-12-22T20:20:13.703965] [INFO ] [FORECASTER] Completed predict_future for DCOM
[2025-12-22T20:20:13.704105] [INFO ] [sig       ] DCOM: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:20:13.849931] [INFO ] [LOCAL     ] Saved forecast: DCOM	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/DCOM.txt
[2025-12-22T20:20:13.850079] [INFO ] [sig       ] [909/3560] Completed DCOM in 0.3s | 2.93 sym/s | Total: 5.2m | ETA: 15.1m
[2025-12-22T20:20:13.850119] [INFO ] [sig       ] [910/3560] Forecasting DCTH...
[2025-12-22T20:20:13.850150] [INFO ] [sig       ] Generating forecast for: DCTH
[2025-12-22T20:20:13.850180] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DCTH' from 'https://tdm.silogroup.org/data/derivative_storage/DCTH.csv'.
[2025-12-22T20:20:13.864097] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DCTH'.
[2025-12-22T20:20:13.864544] [INFO ] [FORECASTER] Starting predict_future for DCTH
[2025-12-22T20:20:13.865880] [DEBUG] [LOCAL     ] No optimal features file found for DCTH: ./output/feature-sets/DCTH.txt
[2025-12-22T20:20:13.865936] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:20:13.865968] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:20:13.865996] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:20:13.866053] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:20:13.934626] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:20:13.935964] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:20:13.936047] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:20:13.936104] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:20:14.057747] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:20:14.057907] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:20:14.057949] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:20:14.057979] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:20:14.061843] [DEBUG] [FORECASTER] DCTH: Forecast T+1@11:T+2@11: UP (p=93.81%)
[2025-12-22T20:20:14.062115] [INFO ] [FORECASTER] Completed predict_future for DCTH
[2025-12-22T20:20:14.062240] [INFO ] [sig       ] DCTH: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:20:14.204526] [INFO ] [LOCAL     ] Saved forecast: DCTH	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/DCTH.txt
[2025-12-22T20:20:14.204706] [INFO ] [sig       ] [910/3560] Completed DCTH in 0.4s | 2.93 sym/s | Total: 5.2m | ETA: 15.1m
[2025-12-22T20:20:14.204747] [INFO ] [sig       ] [911/3560] Forecasting DD...
[2025-12-22T20:20:14.204779] [INFO ] [sig       ] Generating forecast for: DD
[2025-12-22T20:20:14.204811] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DD' from 'https://tdm.silogroup.org/data/derivative_storage/DD.csv'.
[2025-12-22T20:20:14.216700] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DD'.
[2025-12-22T20:20:14.217246] [INFO ] [FORECASTER] Starting predict_future for DD
[2025-12-22T20:20:14.218060] [DEBUG] [LOCAL     ] No optimal features file found for DD: ./output/feature-sets/DD.txt
[2025-12-22T20:20:14.218122] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:20:14.218158] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:20:14.218186] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:20:14.218245] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:20:14.279050] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:20:14.279898] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:20:14.279991] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:20:14.280040] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:20:14.409216] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:20:14.409367] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:20:14.409407] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:20:14.409438] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:20:14.413043] [DEBUG] [FORECASTER] DD: Forecast T+1@11:T+2@11: DOWN (p=43.54%)
[2025-12-22T20:20:14.413377] [INFO ] [FORECASTER] Completed predict_future for DD
[2025-12-22T20:20:14.413521] [INFO ] [sig       ] DD: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:20:14.563937] [INFO ] [LOCAL     ] Saved forecast: DD	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/DD.txt
[2025-12-22T20:20:14.564112] [INFO ] [sig       ] [911/3560] Completed DD in 0.4s | 2.93 sym/s | Total: 5.2m | ETA: 15.0m
[2025-12-22T20:20:14.564156] [INFO ] [sig       ] [912/3560] Forecasting DDD...
[2025-12-22T20:20:14.564188] [INFO ] [sig       ] Generating forecast for: DDD
[2025-12-22T20:20:14.564219] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DDD' from 'https://tdm.silogroup.org/data/derivative_storage/DDD.csv'.
[2025-12-22T20:20:14.576947] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DDD'.
[2025-12-22T20:20:14.577337] [INFO ] [FORECASTER] Starting predict_future for DDD
[2025-12-22T20:20:14.578269] [DEBUG] [LOCAL     ] No optimal features file found for DDD: ./output/feature-sets/DDD.txt
[2025-12-22T20:20:14.578335] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:20:14.578382] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:20:14.578424] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:20:14.578521] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:20:14.640108] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:20:14.640956] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:20:14.641036] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:20:14.641070] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:20:14.771747] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:20:14.771918] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:20:14.771961] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:20:14.771991] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:20:14.775614] [DEBUG] [FORECASTER] DDD: Forecast T+1@11:T+2@11: DOWN (p=6.83%)
[2025-12-22T20:20:14.775892] [INFO ] [FORECASTER] Completed predict_future for DDD
[2025-12-22T20:20:14.776020] [INFO ] [sig       ] DDD: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:20:14.912760] [INFO ] [LOCAL     ] Saved forecast: DDD	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/DDD.txt
[2025-12-22T20:20:14.912896] [INFO ] [sig       ] [912/3560] Completed DDD in 0.3s | 2.93 sym/s | Total: 5.2m | ETA: 15.0m
[2025-12-22T20:20:14.912944] [INFO ] [sig       ] [913/3560] Forecasting DDI...
[2025-12-22T20:20:14.912976] [INFO ] [sig       ] Generating forecast for: DDI
[2025-12-22T20:20:14.913006] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DDI' from 'https://tdm.silogroup.org/data/derivative_storage/DDI.csv'.
[2025-12-22T20:20:14.923886] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DDI'.
[2025-12-22T20:20:14.924227] [INFO ] [FORECASTER] Starting predict_future for DDI
[2025-12-22T20:20:14.925008] [DEBUG] [LOCAL     ] No optimal features file found for DDI: ./output/feature-sets/DDI.txt
[2025-12-22T20:20:14.925060] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:20:14.925091] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:20:14.925117] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:20:14.925171] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:20:14.981380] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:20:14.982208] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:20:14.982288] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:20:14.982319] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:20:15.101552] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:20:15.101721] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:20:15.101760] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:20:15.101788] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:20:15.105479] [DEBUG] [FORECASTER] DDI: Forecast T+1@11:T+2@11: DOWN (p=2.13%)
[2025-12-22T20:20:15.105768] [INFO ] [FORECASTER] Completed predict_future for DDI
[2025-12-22T20:20:15.105893] [INFO ] [sig       ] DDI: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:20:15.246730] [INFO ] [LOCAL     ] Saved forecast: DDI	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/DDI.txt
[2025-12-22T20:20:15.246886] [INFO ] [sig       ] [913/3560] Completed DDI in 0.3s | 2.93 sym/s | Total: 5.2m | ETA: 15.0m
[2025-12-22T20:20:15.246927] [INFO ] [sig       ] [914/3560] Forecasting DDL...
[2025-12-22T20:20:15.246958] [INFO ] [sig       ] Generating forecast for: DDL
[2025-12-22T20:20:15.246989] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DDL' from 'https://tdm.silogroup.org/data/derivative_storage/DDL.csv'.
[2025-12-22T20:20:15.259492] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DDL'.
[2025-12-22T20:20:15.259873] [INFO ] [FORECASTER] Starting predict_future for DDL
[2025-12-22T20:20:15.260658] [DEBUG] [LOCAL     ] No optimal features file found for DDL: ./output/feature-sets/DDL.txt
[2025-12-22T20:20:15.260726] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:20:15.260758] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:20:15.260785] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:20:15.260840] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:20:15.318270] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:20:15.319060] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:20:15.319157] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:20:15.319218] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:20:15.437914] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:20:15.438064] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:20:15.438103] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:20:15.438133] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:20:15.441598] [DEBUG] [FORECASTER] DDL: Forecast T+1@11:T+2@11: DOWN (p=28.14%)
[2025-12-22T20:20:15.441894] [INFO ] [FORECASTER] Completed predict_future for DDL
[2025-12-22T20:20:15.442019] [INFO ] [sig       ] DDL: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:20:15.582123] [INFO ] [LOCAL     ] Saved forecast: DDL	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/DDL.txt
[2025-12-22T20:20:15.582266] [INFO ] [sig       ] [914/3560] Completed DDL in 0.3s | 2.93 sym/s | Total: 5.2m | ETA: 15.0m
[2025-12-22T20:20:15.582305] [INFO ] [sig       ] [915/3560] Forecasting DDOG...
[2025-12-22T20:20:15.582334] [INFO ] [sig       ] Generating forecast for: DDOG
[2025-12-22T20:20:15.582365] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DDOG' from 'https://tdm.silogroup.org/data/derivative_storage/DDOG.csv'.
[2025-12-22T20:20:15.593925] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DDOG'.
[2025-12-22T20:20:15.594291] [INFO ] [FORECASTER] Starting predict_future for DDOG
[2025-12-22T20:20:15.595082] [DEBUG] [LOCAL     ] No optimal features file found for DDOG: ./output/feature-sets/DDOG.txt
[2025-12-22T20:20:15.595134] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:20:15.595165] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:20:15.595191] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:20:15.595247] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:20:15.652696] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:20:15.653473] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:20:15.653552] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:20:15.653603] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:20:15.773875] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:20:15.774032] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:20:15.774072] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:20:15.774100] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:20:15.777434] [DEBUG] [FORECASTER] DDOG: Forecast T+1@11:T+2@11: UP (p=98.52%)
[2025-12-22T20:20:15.777727] [INFO ] [FORECASTER] Completed predict_future for DDOG
[2025-12-22T20:20:15.777851] [INFO ] [sig       ] DDOG: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:20:15.913518] [INFO ] [LOCAL     ] Saved forecast: DDOG	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/DDOG.txt
[2025-12-22T20:20:15.913685] [INFO ] [sig       ] [915/3560] Completed DDOG in 0.3s | 2.93 sym/s | Total: 5.2m | ETA: 15.0m
[2025-12-22T20:20:15.913726] [INFO ] [sig       ] [916/3560] Forecasting DDS...
[2025-12-22T20:20:15.913754] [INFO ] [sig       ] Generating forecast for: DDS
[2025-12-22T20:20:15.913784] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DDS' from 'https://tdm.silogroup.org/data/derivative_storage/DDS.csv'.
[2025-12-22T20:20:15.924891] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DDS'.
[2025-12-22T20:20:15.925242] [INFO ] [FORECASTER] Starting predict_future for DDS
[2025-12-22T20:20:15.926017] [DEBUG] [LOCAL     ] No optimal features file found for DDS: ./output/feature-sets/DDS.txt
[2025-12-22T20:20:15.926068] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:20:15.926101] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:20:15.926127] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:20:15.926183] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:20:15.985742] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:20:15.986683] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:20:15.986783] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:20:15.986823] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:20:16.115787] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:20:16.115937] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:20:16.115977] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:20:16.116007] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:20:16.119681] [DEBUG] [FORECASTER] DDS: Forecast T+1@11:T+2@11: DOWN (p=9.22%)
[2025-12-22T20:20:16.119962] [INFO ] [FORECASTER] Completed predict_future for DDS
[2025-12-22T20:20:16.120118] [INFO ] [sig       ] DDS: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:20:16.327221] [INFO ] [LOCAL     ] Saved forecast: DDS	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/DDS.txt
[2025-12-22T20:20:16.327363] [INFO ] [sig       ] [916/3560] Completed DDS in 0.4s | 2.93 sym/s | Total: 5.2m | ETA: 15.0m
[2025-12-22T20:20:16.327402] [INFO ] [sig       ] [917/3560] Forecasting DE...
[2025-12-22T20:20:16.327431] [INFO ] [sig       ] Generating forecast for: DE
[2025-12-22T20:20:16.327462] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DE' from 'https://tdm.silogroup.org/data/derivative_storage/DE.csv'.
[2025-12-22T20:20:16.338678] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DE'.
[2025-12-22T20:20:16.339050] [INFO ] [FORECASTER] Starting predict_future for DE
[2025-12-22T20:20:16.339928] [DEBUG] [LOCAL     ] No optimal features file found for DE: ./output/feature-sets/DE.txt
[2025-12-22T20:20:16.339984] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:20:16.340017] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:20:16.340047] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:20:16.340105] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:20:16.403182] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:20:16.404015] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:20:16.404096] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:20:16.404130] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:20:16.534890] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:20:16.535043] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:20:16.535085] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:20:16.535115] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:20:16.538825] [DEBUG] [FORECASTER] DE: Forecast T+1@11:T+2@11: UP (p=91.96%)
[2025-12-22T20:20:16.539154] [INFO ] [FORECASTER] Completed predict_future for DE
[2025-12-22T20:20:16.539290] [INFO ] [sig       ] DE: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:20:16.683842] [INFO ] [LOCAL     ] Saved forecast: DE	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/DE.txt
[2025-12-22T20:20:16.684045] [INFO ] [sig       ] [917/3560] Completed DE in 0.4s | 2.93 sym/s | Total: 5.2m | ETA: 15.0m
[2025-12-22T20:20:16.684115] [INFO ] [sig       ] [918/3560] Forecasting DEA...
[2025-12-22T20:20:16.684149] [INFO ] [sig       ] Generating forecast for: DEA
[2025-12-22T20:20:16.684181] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DEA' from 'https://tdm.silogroup.org/data/derivative_storage/DEA.csv'.
[2025-12-22T20:20:16.695192] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DEA'.
[2025-12-22T20:20:16.695631] [INFO ] [FORECASTER] Starting predict_future for DEA
[2025-12-22T20:20:16.696467] [DEBUG] [LOCAL     ] No optimal features file found for DEA: ./output/feature-sets/DEA.txt
[2025-12-22T20:20:16.696520] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:20:16.696554] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:20:16.696607] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:20:16.696667] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:20:16.759541] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:20:16.760363] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:20:16.760442] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:20:16.760474] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:20:16.881460] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:20:16.881635] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:20:16.881677] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:20:16.881705] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:20:16.885003] [DEBUG] [FORECASTER] DEA: Forecast T+1@11:T+2@11: UP (p=89.79%)
[2025-12-22T20:20:16.885274] [INFO ] [FORECASTER] Completed predict_future for DEA
[2025-12-22T20:20:16.885395] [INFO ] [sig       ] DEA: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:20:17.020287] [INFO ] [LOCAL     ] Saved forecast: DEA	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/DEA.txt
[2025-12-22T20:20:17.020429] [INFO ] [sig       ] [918/3560] Completed DEA in 0.3s | 2.93 sym/s | Total: 5.2m | ETA: 15.0m
[2025-12-22T20:20:17.020470] [INFO ] [sig       ] [919/3560] Forecasting DECK...
[2025-12-22T20:20:17.020500] [INFO ] [sig       ] Generating forecast for: DECK
[2025-12-22T20:20:17.020530] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DECK' from 'https://tdm.silogroup.org/data/derivative_storage/DECK.csv'.
[2025-12-22T20:20:17.031494] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DECK'.
[2025-12-22T20:20:17.031844] [INFO ] [FORECASTER] Starting predict_future for DECK
[2025-12-22T20:20:17.032621] [DEBUG] [LOCAL     ] No optimal features file found for DECK: ./output/feature-sets/DECK.txt
[2025-12-22T20:20:17.032672] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:20:17.032704] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:20:17.032731] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:20:17.032786] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:20:17.088472] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:20:17.089234] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:20:17.089312] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:20:17.089344] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:20:17.208809] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:20:17.208958] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:20:17.208997] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:20:17.209038] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:20:17.212315] [DEBUG] [FORECASTER] DECK: Forecast T+1@11:T+2@11: UP (p=98.71%)
[2025-12-22T20:20:17.212597] [INFO ] [FORECASTER] Completed predict_future for DECK
[2025-12-22T20:20:17.212758] [INFO ] [sig       ] DECK: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:20:17.346098] [INFO ] [LOCAL     ] Saved forecast: DECK	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/DECK.txt
[2025-12-22T20:20:17.346240] [INFO ] [sig       ] [919/3560] Completed DECK in 0.3s | 2.93 sym/s | Total: 5.2m | ETA: 15.0m
[2025-12-22T20:20:17.346280] [INFO ] [sig       ] [920/3560] Forecasting DEI...
[2025-12-22T20:20:17.346309] [INFO ] [sig       ] Generating forecast for: DEI
[2025-12-22T20:20:17.346339] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DEI' from 'https://tdm.silogroup.org/data/derivative_storage/DEI.csv'.
[2025-12-22T20:20:17.357019] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DEI'.
[2025-12-22T20:20:17.357334] [INFO ] [FORECASTER] Starting predict_future for DEI
[2025-12-22T20:20:17.358109] [DEBUG] [LOCAL     ] No optimal features file found for DEI: ./output/feature-sets/DEI.txt
[2025-12-22T20:20:17.358160] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:20:17.358192] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:20:17.358219] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:20:17.358273] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:20:17.413767] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:20:17.414424] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:20:17.414499] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:20:17.414531] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:20:17.535073] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:20:17.535202] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:20:17.535242] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:20:17.535271] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:20:17.538555] [DEBUG] [FORECASTER] DEI: Forecast T+1@11:T+2@11: DOWN (p=11.90%)
[2025-12-22T20:20:17.538833] [INFO ] [FORECASTER] Completed predict_future for DEI
[2025-12-22T20:20:17.538953] [INFO ] [sig       ] DEI: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:20:17.673480] [INFO ] [LOCAL     ] Saved forecast: DEI	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/DEI.txt
[2025-12-22T20:20:17.673663] [INFO ] [sig       ] [920/3560] Completed DEI in 0.3s | 2.93 sym/s | Total: 5.2m | ETA: 15.0m
[2025-12-22T20:20:17.673707] [INFO ] [sig       ] [921/3560] Forecasting DELL...
[2025-12-22T20:20:17.673736] [INFO ] [sig       ] Generating forecast for: DELL
[2025-12-22T20:20:17.673766] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DELL' from 'https://tdm.silogroup.org/data/derivative_storage/DELL.csv'.
[2025-12-22T20:20:17.685192] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DELL'.
[2025-12-22T20:20:17.685501] [INFO ] [FORECASTER] Starting predict_future for DELL
[2025-12-22T20:20:17.686350] [DEBUG] [LOCAL     ] No optimal features file found for DELL: ./output/feature-sets/DELL.txt
[2025-12-22T20:20:17.686404] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:20:17.686469] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:20:17.686498] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:20:17.686557] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:20:17.745050] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:20:17.745904] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:20:17.745985] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:20:17.746018] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:20:17.865253] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:20:17.865403] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:20:17.865460] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:20:17.865491] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:20:17.868828] [DEBUG] [FORECASTER] DELL: Forecast T+1@11:T+2@11: UP (p=98.85%)
[2025-12-22T20:20:17.869131] [INFO ] [FORECASTER] Completed predict_future for DELL
[2025-12-22T20:20:17.869260] [INFO ] [sig       ] DELL: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:20:18.008737] [INFO ] [LOCAL     ] Saved forecast: DELL	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/DELL.txt
[2025-12-22T20:20:18.008890] [INFO ] [sig       ] [921/3560] Completed DELL in 0.3s | 2.93 sym/s | Total: 5.2m | ETA: 15.0m
[2025-12-22T20:20:18.008930] [INFO ] [sig       ] [922/3560] Forecasting DENN...
[2025-12-22T20:20:18.008960] [INFO ] [sig       ] Generating forecast for: DENN
[2025-12-22T20:20:18.008990] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DENN' from 'https://tdm.silogroup.org/data/derivative_storage/DENN.csv'.
[2025-12-22T20:20:18.021137] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DENN'.
[2025-12-22T20:20:18.021510] [INFO ] [FORECASTER] Starting predict_future for DENN
[2025-12-22T20:20:18.022292] [DEBUG] [LOCAL     ] No optimal features file found for DENN: ./output/feature-sets/DENN.txt
[2025-12-22T20:20:18.022345] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:20:18.022378] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:20:18.022405] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:20:18.022461] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:20:18.082992] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:20:18.083838] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:20:18.083919] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:20:18.083951] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:20:18.201454] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:20:18.201619] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:20:18.201661] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:20:18.201690] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:20:18.204985] [DEBUG] [FORECASTER] DENN: Forecast T+1@11:T+2@11: UP (p=74.78%)
[2025-12-22T20:20:18.205249] [INFO ] [FORECASTER] Completed predict_future for DENN
[2025-12-22T20:20:18.205369] [INFO ] [sig       ] DENN: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:20:18.343154] [INFO ] [LOCAL     ] Saved forecast: DENN	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/DENN.txt
[2025-12-22T20:20:18.343297] [INFO ] [sig       ] [922/3560] Completed DENN in 0.3s | 2.93 sym/s | Total: 5.2m | ETA: 15.0m
[2025-12-22T20:20:18.343336] [INFO ] [sig       ] [923/3560] Forecasting DEO...
[2025-12-22T20:20:18.343366] [INFO ] [sig       ] Generating forecast for: DEO
[2025-12-22T20:20:18.343396] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DEO' from 'https://tdm.silogroup.org/data/derivative_storage/DEO.csv'.
[2025-12-22T20:20:18.354415] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DEO'.
[2025-12-22T20:20:18.354788] [INFO ] [FORECASTER] Starting predict_future for DEO
[2025-12-22T20:20:18.355603] [DEBUG] [LOCAL     ] No optimal features file found for DEO: ./output/feature-sets/DEO.txt
[2025-12-22T20:20:18.355655] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:20:18.355689] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:20:18.355716] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:20:18.355773] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:20:18.413183] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:20:18.414059] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:20:18.414158] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:20:18.414190] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:20:18.535691] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:20:18.535841] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:20:18.535880] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:20:18.535909] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:20:18.539350] [DEBUG] [FORECASTER] DEO: Forecast T+1@11:T+2@11: DOWN (p=2.97%)
[2025-12-22T20:20:18.539660] [INFO ] [FORECASTER] Completed predict_future for DEO
[2025-12-22T20:20:18.539787] [INFO ] [sig       ] DEO: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:20:18.676513] [INFO ] [LOCAL     ] Saved forecast: DEO	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/DEO.txt
[2025-12-22T20:20:18.676675] [INFO ] [sig       ] [923/3560] Completed DEO in 0.3s | 2.93 sym/s | Total: 5.2m | ETA: 15.0m
[2025-12-22T20:20:18.676716] [INFO ] [sig       ] [924/3560] Forecasting DERM...
[2025-12-22T20:20:18.676746] [INFO ] [sig       ] Generating forecast for: DERM
[2025-12-22T20:20:18.676776] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DERM' from 'https://tdm.silogroup.org/data/derivative_storage/DERM.csv'.
[2025-12-22T20:20:18.687660] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DERM'.
[2025-12-22T20:20:18.688011] [INFO ] [FORECASTER] Starting predict_future for DERM
[2025-12-22T20:20:18.688776] [DEBUG] [LOCAL     ] No optimal features file found for DERM: ./output/feature-sets/DERM.txt
[2025-12-22T20:20:18.688829] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:20:18.688860] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:20:18.688886] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:20:18.688941] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:20:18.750328] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:20:18.751318] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:20:18.751416] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:20:18.751462] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:20:18.880852] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:20:18.881005] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:20:18.881045] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:20:18.881140] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:20:18.884590] [DEBUG] [FORECASTER] DERM: Forecast T+1@11:T+2@11: DOWN (p=49.19%)
[2025-12-22T20:20:18.884862] [INFO ] [FORECASTER] Completed predict_future for DERM
[2025-12-22T20:20:18.884986] [INFO ] [sig       ] DERM: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:20:19.021409] [INFO ] [LOCAL     ] Saved forecast: DERM	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/DERM.txt
[2025-12-22T20:20:19.021565] [INFO ] [sig       ] [924/3560] Completed DERM in 0.3s | 2.93 sym/s | Total: 5.2m | ETA: 15.0m
[2025-12-22T20:20:19.021634] [INFO ] [sig       ] [925/3560] Forecasting DFGP...
[2025-12-22T20:20:19.021664] [INFO ] [sig       ] Generating forecast for: DFGP
[2025-12-22T20:20:19.021695] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DFGP' from 'https://tdm.silogroup.org/data/derivative_storage/DFGP.csv'.
[2025-12-22T20:20:19.032948] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DFGP'.
[2025-12-22T20:20:19.033348] [INFO ] [FORECASTER] Starting predict_future for DFGP
[2025-12-22T20:20:19.034142] [DEBUG] [LOCAL     ] No optimal features file found for DFGP: ./output/feature-sets/DFGP.txt
[2025-12-22T20:20:19.034195] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:20:19.034268] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:20:19.034297] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:20:19.034353] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:20:19.090943] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:20:19.091889] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:20:19.091971] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:20:19.092005] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:20:19.212096] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:20:19.212242] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:20:19.212283] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:20:19.212311] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:20:19.215711] [DEBUG] [FORECASTER] DFGP: Forecast T+1@11:T+2@11: UP (p=78.55%)
[2025-12-22T20:20:19.215988] [INFO ] [FORECASTER] Completed predict_future for DFGP
[2025-12-22T20:20:19.216112] [INFO ] [sig       ] DFGP: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:20:19.352377] [INFO ] [LOCAL     ] Saved forecast: DFGP	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/DFGP.txt
[2025-12-22T20:20:19.352509] [INFO ] [sig       ] [925/3560] Completed DFGP in 0.3s | 2.93 sym/s | Total: 5.3m | ETA: 15.0m
[2025-12-22T20:20:19.352549] [INFO ] [sig       ] [926/3560] Forecasting DFGX...
[2025-12-22T20:20:19.352595] [INFO ] [sig       ] Generating forecast for: DFGX
[2025-12-22T20:20:19.352628] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DFGX' from 'https://tdm.silogroup.org/data/derivative_storage/DFGX.csv'.
[2025-12-22T20:20:19.363675] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DFGX'.
[2025-12-22T20:20:19.363986] [INFO ] [FORECASTER] Starting predict_future for DFGX
[2025-12-22T20:20:19.364799] [DEBUG] [LOCAL     ] No optimal features file found for DFGX: ./output/feature-sets/DFGX.txt
[2025-12-22T20:20:19.364850] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:20:19.364885] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:20:19.364911] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:20:19.364968] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:20:19.422785] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:20:19.423533] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:20:19.423628] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:20:19.423663] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:20:19.543891] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:20:19.544043] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:20:19.544083] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:20:19.544113] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:20:19.547538] [DEBUG] [FORECASTER] DFGX: Forecast T+1@11:T+2@11: DOWN (p=0.65%)
[2025-12-22T20:20:19.547833] [INFO ] [FORECASTER] Completed predict_future for DFGX
[2025-12-22T20:20:19.547958] [INFO ] [sig       ] DFGX: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:20:19.684979] [INFO ] [LOCAL     ] Saved forecast: DFGX	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/DFGX.txt
[2025-12-22T20:20:19.685127] [INFO ] [sig       ] [926/3560] Completed DFGX in 0.3s | 2.93 sym/s | Total: 5.3m | ETA: 15.0m
[2025-12-22T20:20:19.685165] [INFO ] [sig       ] [927/3560] Forecasting DFH...
[2025-12-22T20:20:19.685195] [INFO ] [sig       ] Generating forecast for: DFH
[2025-12-22T20:20:19.685225] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DFH' from 'https://tdm.silogroup.org/data/derivative_storage/DFH.csv'.
[2025-12-22T20:20:19.695979] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DFH'.
[2025-12-22T20:20:19.696348] [INFO ] [FORECASTER] Starting predict_future for DFH
[2025-12-22T20:20:19.697288] [DEBUG] [LOCAL     ] No optimal features file found for DFH: ./output/feature-sets/DFH.txt
[2025-12-22T20:20:19.697342] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:20:19.697375] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:20:19.697401] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:20:19.697457] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:20:19.755285] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:20:19.756277] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:20:19.756364] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:20:19.756397] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:20:19.886099] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:20:19.886252] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:20:19.886292] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:20:19.886322] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:20:19.890129] [DEBUG] [FORECASTER] DFH: Forecast T+1@11:T+2@11: DOWN (p=27.27%)
[2025-12-22T20:20:19.890444] [INFO ] [FORECASTER] Completed predict_future for DFH
[2025-12-22T20:20:19.890602] [INFO ] [sig       ] DFH: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:20:20.038490] [INFO ] [LOCAL     ] Saved forecast: DFH	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/DFH.txt
[2025-12-22T20:20:20.038672] [INFO ] [sig       ] [927/3560] Completed DFH in 0.4s | 2.93 sym/s | Total: 5.3m | ETA: 15.0m
[2025-12-22T20:20:20.038723] [INFO ] [sig       ] [928/3560] Forecasting DFIN...
[2025-12-22T20:20:20.038756] [INFO ] [sig       ] Generating forecast for: DFIN
[2025-12-22T20:20:20.038787] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DFIN' from 'https://tdm.silogroup.org/data/derivative_storage/DFIN.csv'.
[2025-12-22T20:20:20.050311] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DFIN'.
[2025-12-22T20:20:20.050711] [INFO ] [FORECASTER] Starting predict_future for DFIN
[2025-12-22T20:20:20.051512] [DEBUG] [LOCAL     ] No optimal features file found for DFIN: ./output/feature-sets/DFIN.txt
[2025-12-22T20:20:20.051566] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:20:20.051622] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:20:20.051650] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:20:20.051707] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:20:20.112793] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:20:20.113661] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:20:20.113759] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:20:20.113807] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:20:20.234888] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:20:20.235038] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:20:20.235079] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:20:20.235108] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:20:20.238599] [DEBUG] [FORECASTER] DFIN: Forecast T+1@11:T+2@11: DOWN (p=3.17%)
[2025-12-22T20:20:20.238882] [INFO ] [FORECASTER] Completed predict_future for DFIN
[2025-12-22T20:20:20.239053] [INFO ] [sig       ] DFIN: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:20:20.384066] [INFO ] [LOCAL     ] Saved forecast: DFIN	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/DFIN.txt
[2025-12-22T20:20:20.384217] [INFO ] [sig       ] [928/3560] Completed DFIN in 0.3s | 2.93 sym/s | Total: 5.3m | ETA: 15.0m
[2025-12-22T20:20:20.384259] [INFO ] [sig       ] [929/3560] Forecasting DFP...
[2025-12-22T20:20:20.384295] [INFO ] [sig       ] Generating forecast for: DFP
[2025-12-22T20:20:20.384327] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DFP' from 'https://tdm.silogroup.org/data/derivative_storage/DFP.csv'.
[2025-12-22T20:20:20.396354] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DFP'.
[2025-12-22T20:20:20.396796] [INFO ] [FORECASTER] Starting predict_future for DFP
[2025-12-22T20:20:20.397695] [DEBUG] [LOCAL     ] No optimal features file found for DFP: ./output/feature-sets/DFP.txt
[2025-12-22T20:20:20.397749] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:20:20.397783] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:20:20.397811] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:20:20.397869] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:20:20.458672] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:20:20.459527] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:20:20.459630] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:20:20.459667] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:20:20.580028] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:20:20.580180] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:20:20.580222] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:20:20.580251] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:20:20.583755] [DEBUG] [FORECASTER] DFP: Forecast T+1@11:T+2@11: UP (p=85.30%)
[2025-12-22T20:20:20.584037] [INFO ] [FORECASTER] Completed predict_future for DFP
[2025-12-22T20:20:20.584163] [INFO ] [sig       ] DFP: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:20:20.718758] [INFO ] [LOCAL     ] Saved forecast: DFP	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/DFP.txt
[2025-12-22T20:20:20.718900] [INFO ] [sig       ] [929/3560] Completed DFP in 0.3s | 2.93 sym/s | Total: 5.3m | ETA: 14.9m
[2025-12-22T20:20:20.718940] [INFO ] [sig       ] [930/3560] Forecasting DG...
[2025-12-22T20:20:20.718970] [INFO ] [sig       ] Generating forecast for: DG
[2025-12-22T20:20:20.718999] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DG' from 'https://tdm.silogroup.org/data/derivative_storage/DG.csv'.
[2025-12-22T20:20:20.730604] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DG'.
[2025-12-22T20:20:20.730986] [INFO ] [FORECASTER] Starting predict_future for DG
[2025-12-22T20:20:20.731781] [DEBUG] [LOCAL     ] No optimal features file found for DG: ./output/feature-sets/DG.txt
[2025-12-22T20:20:20.731833] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:20:20.731865] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:20:20.731891] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:20:20.731947] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:20:20.788381] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:20:20.789276] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:20:20.789359] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:20:20.789392] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:20:20.909720] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:20:20.909874] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:20:20.909915] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:20:20.909945] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:20:20.913455] [DEBUG] [FORECASTER] DG: Forecast T+1@11:T+2@11: DOWN (p=3.68%)
[2025-12-22T20:20:20.913800] [INFO ] [FORECASTER] Completed predict_future for DG
[2025-12-22T20:20:20.913952] [INFO ] [sig       ] DG: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:20:21.067234] [INFO ] [LOCAL     ] Saved forecast: DG	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/DG.txt
[2025-12-22T20:20:21.067397] [INFO ] [sig       ] [930/3560] Completed DG in 0.3s | 2.93 sym/s | Total: 5.3m | ETA: 14.9m
[2025-12-22T20:20:21.067439] [INFO ] [sig       ] [931/3560] Forecasting DGCB...
[2025-12-22T20:20:21.067470] [INFO ] [sig       ] Generating forecast for: DGCB
[2025-12-22T20:20:21.067500] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DGCB' from 'https://tdm.silogroup.org/data/derivative_storage/DGCB.csv'.
[2025-12-22T20:20:21.079007] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DGCB'.
[2025-12-22T20:20:21.079417] [INFO ] [FORECASTER] Starting predict_future for DGCB
[2025-12-22T20:20:21.080254] [DEBUG] [LOCAL     ] No optimal features file found for DGCB: ./output/feature-sets/DGCB.txt
[2025-12-22T20:20:21.080311] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:20:21.080344] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:20:21.080373] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:20:21.080430] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:20:21.139662] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:20:21.140506] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:20:21.140639] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:20:21.140677] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:20:21.263970] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:20:21.264131] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:20:21.264170] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:20:21.264200] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:20:21.267721] [DEBUG] [FORECASTER] DGCB: Forecast T+1@11:T+2@11: DOWN (p=20.16%)
[2025-12-22T20:20:21.268056] [INFO ] [FORECASTER] Completed predict_future for DGCB
[2025-12-22T20:20:21.268191] [INFO ] [sig       ] DGCB: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:20:21.412462] [INFO ] [LOCAL     ] Saved forecast: DGCB	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/DGCB.txt
[2025-12-22T20:20:21.412619] [INFO ] [sig       ] [931/3560] Completed DGCB in 0.3s | 2.93 sym/s | Total: 5.3m | ETA: 14.9m
[2025-12-22T20:20:21.412663] [INFO ] [sig       ] [932/3560] Forecasting DGICA...
[2025-12-22T20:20:21.412698] [INFO ] [sig       ] Generating forecast for: DGICA
[2025-12-22T20:20:21.412728] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DGICA' from 'https://tdm.silogroup.org/data/derivative_storage/DGICA.csv'.
[2025-12-22T20:20:21.424636] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DGICA'.
[2025-12-22T20:20:21.424960] [INFO ] [FORECASTER] Starting predict_future for DGICA
[2025-12-22T20:20:21.425784] [DEBUG] [LOCAL     ] No optimal features file found for DGICA: ./output/feature-sets/DGICA.txt
[2025-12-22T20:20:21.425838] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:20:21.425871] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:20:21.425898] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:20:21.425955] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:20:21.485072] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:20:21.485994] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:20:21.486080] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:20:21.486114] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:20:21.605785] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:20:21.605939] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:20:21.605979] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:20:21.606026] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:20:21.609492] [DEBUG] [FORECASTER] DGICA: Forecast T+1@11:T+2@11: DOWN (p=9.13%)
[2025-12-22T20:20:21.609785] [INFO ] [FORECASTER] Completed predict_future for DGICA
[2025-12-22T20:20:21.609910] [INFO ] [sig       ] DGICA: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:20:21.746760] [INFO ] [LOCAL     ] Saved forecast: DGICA	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/DGICA.txt
[2025-12-22T20:20:21.746887] [INFO ] [sig       ] [932/3560] Completed DGICA in 0.3s | 2.93 sym/s | Total: 5.3m | ETA: 14.9m
[2025-12-22T20:20:21.746926] [INFO ] [sig       ] [933/3560] Forecasting DGII...
[2025-12-22T20:20:21.746956] [INFO ] [sig       ] Generating forecast for: DGII
[2025-12-22T20:20:21.746986] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DGII' from 'https://tdm.silogroup.org/data/derivative_storage/DGII.csv'.
[2025-12-22T20:20:21.758708] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DGII'.
[2025-12-22T20:20:21.759017] [INFO ] [FORECASTER] Starting predict_future for DGII
[2025-12-22T20:20:21.759860] [DEBUG] [LOCAL     ] No optimal features file found for DGII: ./output/feature-sets/DGII.txt
[2025-12-22T20:20:21.759912] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:20:21.759944] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:20:21.759971] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:20:21.760197] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:20:21.816953] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:20:21.817660] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:20:21.817736] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:20:21.817769] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:20:21.942360] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:20:21.942512] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:20:21.942551] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:20:21.942598] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:20:21.946034] [DEBUG] [FORECASTER] DGII: Forecast T+1@11:T+2@11: DOWN (p=17.46%)
[2025-12-22T20:20:21.946322] [INFO ] [FORECASTER] Completed predict_future for DGII
[2025-12-22T20:20:21.946448] [INFO ] [sig       ] DGII: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:20:22.084481] [INFO ] [LOCAL     ] Saved forecast: DGII	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/DGII.txt
[2025-12-22T20:20:22.084626] [INFO ] [sig       ] [933/3560] Completed DGII in 0.3s | 2.93 sym/s | Total: 5.3m | ETA: 14.9m
[2025-12-22T20:20:22.084669] [INFO ] [sig       ] [934/3560] Forecasting DGRE...
[2025-12-22T20:20:22.084701] [INFO ] [sig       ] Generating forecast for: DGRE
[2025-12-22T20:20:22.084736] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DGRE' from 'https://tdm.silogroup.org/data/derivative_storage/DGRE.csv'.
[2025-12-22T20:20:22.095556] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DGRE'.
[2025-12-22T20:20:22.095898] [INFO ] [FORECASTER] Starting predict_future for DGRE
[2025-12-22T20:20:22.096708] [DEBUG] [LOCAL     ] No optimal features file found for DGRE: ./output/feature-sets/DGRE.txt
[2025-12-22T20:20:22.096761] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:20:22.096794] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:20:22.096823] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:20:22.096880] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:20:22.155392] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:20:22.156110] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:20:22.156189] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:20:22.156240] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:20:22.270639] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:20:22.270790] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:20:22.270829] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:20:22.270859] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:20:22.274278] [DEBUG] [FORECASTER] DGRE: Forecast T+1@11:T+2@11: DOWN (p=1.05%)
[2025-12-22T20:20:22.274557] [INFO ] [FORECASTER] Completed predict_future for DGRE
[2025-12-22T20:20:22.274704] [INFO ] [sig       ] DGRE: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:20:22.414124] [INFO ] [LOCAL     ] Saved forecast: DGRE	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/DGRE.txt
[2025-12-22T20:20:22.414265] [INFO ] [sig       ] [934/3560] Completed DGRE in 0.3s | 2.93 sym/s | Total: 5.3m | ETA: 14.9m
[2025-12-22T20:20:22.414305] [INFO ] [sig       ] [935/3560] Forecasting DGRS...
[2025-12-22T20:20:22.414336] [INFO ] [sig       ] Generating forecast for: DGRS
[2025-12-22T20:20:22.414367] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DGRS' from 'https://tdm.silogroup.org/data/derivative_storage/DGRS.csv'.
[2025-12-22T20:20:22.424747] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DGRS'.
[2025-12-22T20:20:22.425079] [INFO ] [FORECASTER] Starting predict_future for DGRS
[2025-12-22T20:20:22.425891] [DEBUG] [LOCAL     ] No optimal features file found for DGRS: ./output/feature-sets/DGRS.txt
[2025-12-22T20:20:22.425944] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:20:22.425976] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:20:22.426003] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:20:22.426062] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:20:22.484483] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:20:22.485133] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:20:22.485210] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:20:22.485245] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:20:22.603911] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:20:22.604073] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:20:22.604112] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:20:22.604140] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:20:22.607480] [DEBUG] [FORECASTER] DGRS: Forecast T+1@11:T+2@11: DOWN (p=0.89%)
[2025-12-22T20:20:22.607775] [INFO ] [FORECASTER] Completed predict_future for DGRS
[2025-12-22T20:20:22.607900] [INFO ] [sig       ] DGRS: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:20:22.744094] [INFO ] [LOCAL     ] Saved forecast: DGRS	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/DGRS.txt
[2025-12-22T20:20:22.744233] [INFO ] [sig       ] [935/3560] Completed DGRS in 0.3s | 2.93 sym/s | Total: 5.3m | ETA: 14.9m
[2025-12-22T20:20:22.744273] [INFO ] [sig       ] [936/3560] Forecasting DGX...
[2025-12-22T20:20:22.744304] [INFO ] [sig       ] Generating forecast for: DGX
[2025-12-22T20:20:22.744335] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DGX' from 'https://tdm.silogroup.org/data/derivative_storage/DGX.csv'.
[2025-12-22T20:20:22.755957] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DGX'.
[2025-12-22T20:20:22.756298] [INFO ] [FORECASTER] Starting predict_future for DGX
[2025-12-22T20:20:22.757097] [DEBUG] [LOCAL     ] No optimal features file found for DGX: ./output/feature-sets/DGX.txt
[2025-12-22T20:20:22.757155] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:20:22.757199] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:20:22.757228] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:20:22.757321] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:20:22.815317] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:20:22.815978] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:20:22.816057] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:20:22.816090] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:20:22.937959] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:20:22.938111] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:20:22.938157] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:20:22.938186] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:20:22.941673] [DEBUG] [FORECASTER] DGX: Forecast T+1@11:T+2@11: DOWN (p=37.04%)
[2025-12-22T20:20:22.941949] [INFO ] [FORECASTER] Completed predict_future for DGX
[2025-12-22T20:20:22.942075] [INFO ] [sig       ] DGX: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:20:23.084041] [INFO ] [LOCAL     ] Saved forecast: DGX	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/DGX.txt
[2025-12-22T20:20:23.084175] [INFO ] [sig       ] [936/3560] Completed DGX in 0.3s | 2.93 sym/s | Total: 5.3m | ETA: 14.9m
[2025-12-22T20:20:23.084216] [INFO ] [sig       ] [937/3560] Forecasting DH...
[2025-12-22T20:20:23.084246] [INFO ] [sig       ] Generating forecast for: DH
[2025-12-22T20:20:23.084285] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DH' from 'https://tdm.silogroup.org/data/derivative_storage/DH.csv'.
[2025-12-22T20:20:23.096371] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DH'.
[2025-12-22T20:20:23.096750] [INFO ] [FORECASTER] Starting predict_future for DH
[2025-12-22T20:20:23.097659] [DEBUG] [LOCAL     ] No optimal features file found for DH: ./output/feature-sets/DH.txt
[2025-12-22T20:20:23.097716] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:20:23.097748] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:20:23.097775] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:20:23.097832] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:20:23.156301] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:20:23.157028] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:20:23.157113] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:20:23.157147] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:20:23.281310] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:20:23.281452] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:20:23.281491] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:20:23.281521] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:20:23.284965] [DEBUG] [FORECASTER] DH: Forecast T+1@11:T+2@11: UP (p=88.65%)
[2025-12-22T20:20:23.285236] [INFO ] [FORECASTER] Completed predict_future for DH
[2025-12-22T20:20:23.285359] [INFO ] [sig       ] DH: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:20:23.425398] [INFO ] [LOCAL     ] Saved forecast: DH	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/DH.txt
[2025-12-22T20:20:23.425551] [INFO ] [sig       ] [937/3560] Completed DH in 0.3s | 2.93 sym/s | Total: 5.3m | ETA: 14.9m
[2025-12-22T20:20:23.425609] [INFO ] [sig       ] [938/3560] Forecasting DHC...
[2025-12-22T20:20:23.425641] [INFO ] [sig       ] Generating forecast for: DHC
[2025-12-22T20:20:23.425671] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DHC' from 'https://tdm.silogroup.org/data/derivative_storage/DHC.csv'.
[2025-12-22T20:20:23.437224] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DHC'.
[2025-12-22T20:20:23.437648] [INFO ] [FORECASTER] Starting predict_future for DHC
[2025-12-22T20:20:23.438479] [DEBUG] [LOCAL     ] No optimal features file found for DHC: ./output/feature-sets/DHC.txt
[2025-12-22T20:20:23.438614] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:20:23.438666] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:20:23.438704] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:20:23.438789] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:20:23.495744] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:20:23.496602] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:20:23.496685] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:20:23.496717] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:20:23.616851] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:20:23.617002] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:20:23.617041] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:20:23.617070] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:20:23.620451] [DEBUG] [FORECASTER] DHC: Forecast T+1@11:T+2@11: UP (p=82.89%)
[2025-12-22T20:20:23.620752] [INFO ] [FORECASTER] Completed predict_future for DHC
[2025-12-22T20:20:23.620882] [INFO ] [sig       ] DHC: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:20:23.762344] [INFO ] [LOCAL     ] Saved forecast: DHC	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/DHC.txt
[2025-12-22T20:20:23.762499] [INFO ] [sig       ] [938/3560] Completed DHC in 0.3s | 2.93 sym/s | Total: 5.3m | ETA: 14.9m
[2025-12-22T20:20:23.762540] [INFO ] [sig       ] [939/3560] Forecasting DHF...
[2025-12-22T20:20:23.762589] [INFO ] [sig       ] Generating forecast for: DHF
[2025-12-22T20:20:23.762626] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DHF' from 'https://tdm.silogroup.org/data/derivative_storage/DHF.csv'.
[2025-12-22T20:20:23.774079] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DHF'.
[2025-12-22T20:20:23.774429] [INFO ] [FORECASTER] Starting predict_future for DHF
[2025-12-22T20:20:23.775212] [DEBUG] [LOCAL     ] No optimal features file found for DHF: ./output/feature-sets/DHF.txt
[2025-12-22T20:20:23.775264] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:20:23.775295] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:20:23.775322] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:20:23.775377] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:20:23.834098] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:20:23.834862] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:20:23.834948] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:20:23.834993] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:20:23.951613] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:20:23.951768] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:20:23.951808] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:20:23.951837] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:20:23.955252] [DEBUG] [FORECASTER] DHF: Forecast T+1@11:T+2@11: UP (p=95.95%)
[2025-12-22T20:20:23.955524] [INFO ] [FORECASTER] Completed predict_future for DHF
[2025-12-22T20:20:23.955665] [INFO ] [sig       ] DHF: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:20:24.096419] [INFO ] [LOCAL     ] Saved forecast: DHF	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/DHF.txt
[2025-12-22T20:20:24.096544] [INFO ] [sig       ] [939/3560] Completed DHF in 0.3s | 2.93 sym/s | Total: 5.3m | ETA: 14.9m
[2025-12-22T20:20:24.096603] [INFO ] [sig       ] [940/3560] Forecasting DHI...
[2025-12-22T20:20:24.096636] [INFO ] [sig       ] Generating forecast for: DHI
[2025-12-22T20:20:24.096669] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DHI' from 'https://tdm.silogroup.org/data/derivative_storage/DHI.csv'.
[2025-12-22T20:20:24.107863] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DHI'.
[2025-12-22T20:20:24.108165] [INFO ] [FORECASTER] Starting predict_future for DHI
[2025-12-22T20:20:24.108929] [DEBUG] [LOCAL     ] No optimal features file found for DHI: ./output/feature-sets/DHI.txt
[2025-12-22T20:20:24.108981] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:20:24.109012] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:20:24.109066] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:20:24.109128] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:20:24.167166] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:20:24.167848] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:20:24.167925] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:20:24.167959] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:20:24.296646] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:20:24.296814] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:20:24.296861] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:20:24.296895] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:20:24.300682] [DEBUG] [FORECASTER] DHI: Forecast T+1@11:T+2@11: UP (p=59.45%)
[2025-12-22T20:20:24.300961] [INFO ] [FORECASTER] Completed predict_future for DHI
[2025-12-22T20:20:24.301094] [INFO ] [sig       ] DHI: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:20:24.444981] [INFO ] [LOCAL     ] Saved forecast: DHI	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/DHI.txt
[2025-12-22T20:20:24.445141] [INFO ] [sig       ] [940/3560] Completed DHI in 0.3s | 2.93 sym/s | Total: 5.3m | ETA: 14.9m
[2025-12-22T20:20:24.445182] [INFO ] [sig       ] [941/3560] Forecasting DHIL...
[2025-12-22T20:20:24.445214] [INFO ] [sig       ] Generating forecast for: DHIL
[2025-12-22T20:20:24.445244] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DHIL' from 'https://tdm.silogroup.org/data/derivative_storage/DHIL.csv'.
[2025-12-22T20:20:24.456377] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DHIL'.
[2025-12-22T20:20:24.456767] [INFO ] [FORECASTER] Starting predict_future for DHIL
[2025-12-22T20:20:24.457604] [DEBUG] [LOCAL     ] No optimal features file found for DHIL: ./output/feature-sets/DHIL.txt
[2025-12-22T20:20:24.457659] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:20:24.457692] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:20:24.457720] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:20:24.457779] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:20:24.515431] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:20:24.516348] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:20:24.516430] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:20:24.516461] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:20:24.630729] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:20:24.630880] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:20:24.630944] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:20:24.630973] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:20:24.634260] [DEBUG] [FORECASTER] DHIL: Forecast T+1@11:T+2@11: DOWN (p=14.19%)
[2025-12-22T20:20:24.634522] [INFO ] [FORECASTER] Completed predict_future for DHIL
[2025-12-22T20:20:24.634657] [INFO ] [sig       ] DHIL: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:20:24.773105] [INFO ] [LOCAL     ] Saved forecast: DHIL	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/DHIL.txt
[2025-12-22T20:20:24.773251] [INFO ] [sig       ] [941/3560] Completed DHIL in 0.3s | 2.93 sym/s | Total: 5.3m | ETA: 14.9m
[2025-12-22T20:20:24.773297] [INFO ] [sig       ] [942/3560] Forecasting DHX...
[2025-12-22T20:20:24.773328] [INFO ] [sig       ] Generating forecast for: DHX
[2025-12-22T20:20:24.773363] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DHX' from 'https://tdm.silogroup.org/data/derivative_storage/DHX.csv'.
[2025-12-22T20:20:24.785126] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DHX'.
[2025-12-22T20:20:24.785432] [INFO ] [FORECASTER] Starting predict_future for DHX
[2025-12-22T20:20:24.786220] [DEBUG] [LOCAL     ] No optimal features file found for DHX: ./output/feature-sets/DHX.txt
[2025-12-22T20:20:24.786271] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:20:24.786304] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:20:24.786331] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:20:24.786387] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:20:24.842395] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:20:24.843053] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:20:24.843147] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:20:24.843182] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:20:24.958803] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:20:24.958948] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:20:24.958986] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:20:24.959014] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:20:24.962323] [DEBUG] [FORECASTER] DHX: Forecast T+1@11:T+2@11: UP (p=63.02%)
[2025-12-22T20:20:24.962603] [INFO ] [FORECASTER] Completed predict_future for DHX
[2025-12-22T20:20:24.962721] [INFO ] [sig       ] DHX: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:20:25.097779] [INFO ] [LOCAL     ] Saved forecast: DHX	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/DHX.txt
[2025-12-22T20:20:25.097902] [INFO ] [sig       ] [942/3560] Completed DHX in 0.3s | 2.93 sym/s | Total: 5.4m | ETA: 14.9m
[2025-12-22T20:20:25.097940] [INFO ] [sig       ] [943/3560] Forecasting DIBS...
[2025-12-22T20:20:25.097969] [INFO ] [sig       ] Generating forecast for: DIBS
[2025-12-22T20:20:25.097998] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DIBS' from 'https://tdm.silogroup.org/data/derivative_storage/DIBS.csv'.
[2025-12-22T20:20:25.108550] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DIBS'.
[2025-12-22T20:20:25.108872] [INFO ] [FORECASTER] Starting predict_future for DIBS
[2025-12-22T20:20:25.109663] [DEBUG] [LOCAL     ] No optimal features file found for DIBS: ./output/feature-sets/DIBS.txt
[2025-12-22T20:20:25.109714] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:20:25.109745] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:20:25.109773] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:20:25.109833] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:20:25.166113] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:20:25.166701] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:20:25.166774] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:20:25.166806] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:20:25.283300] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:20:25.283443] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:20:25.283483] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:20:25.283510] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:20:25.286784] [DEBUG] [FORECASTER] DIBS: Forecast T+1@11:T+2@11: DOWN (p=0.39%)
[2025-12-22T20:20:25.287074] [INFO ] [FORECASTER] Completed predict_future for DIBS
[2025-12-22T20:20:25.287193] [INFO ] [sig       ] DIBS: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:20:25.422270] [INFO ] [LOCAL     ] Saved forecast: DIBS	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/DIBS.txt
[2025-12-22T20:20:25.422390] [INFO ] [sig       ] [943/3560] Completed DIBS in 0.3s | 2.93 sym/s | Total: 5.4m | ETA: 14.9m
[2025-12-22T20:20:25.422428] [INFO ] [sig       ] [944/3560] Forecasting DIN...
[2025-12-22T20:20:25.422458] [INFO ] [sig       ] Generating forecast for: DIN
[2025-12-22T20:20:25.422488] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DIN' from 'https://tdm.silogroup.org/data/derivative_storage/DIN.csv'.
[2025-12-22T20:20:25.433323] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DIN'.
[2025-12-22T20:20:25.433644] [INFO ] [FORECASTER] Starting predict_future for DIN
[2025-12-22T20:20:25.434385] [DEBUG] [LOCAL     ] No optimal features file found for DIN: ./output/feature-sets/DIN.txt
[2025-12-22T20:20:25.434436] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:20:25.434467] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:20:25.434494] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:20:25.434549] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:20:25.490601] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:20:25.491182] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:20:25.491256] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:20:25.491288] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:20:25.623694] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:20:25.623847] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:20:25.623888] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:20:25.623916] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:20:25.627220] [DEBUG] [FORECASTER] DIN: Forecast T+1@11:T+2@11: DOWN (p=11.22%)
[2025-12-22T20:20:25.627510] [INFO ] [FORECASTER] Completed predict_future for DIN
[2025-12-22T20:20:25.627659] [INFO ] [sig       ] DIN: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:20:25.761973] [INFO ] [LOCAL     ] Saved forecast: DIN	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/DIN.txt
[2025-12-22T20:20:25.762104] [INFO ] [sig       ] [944/3560] Completed DIN in 0.3s | 2.93 sym/s | Total: 5.4m | ETA: 14.9m
[2025-12-22T20:20:25.762143] [INFO ] [sig       ] [945/3560] Forecasting DINO...
[2025-12-22T20:20:25.762173] [INFO ] [sig       ] Generating forecast for: DINO
[2025-12-22T20:20:25.762226] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DINO' from 'https://tdm.silogroup.org/data/derivative_storage/DINO.csv'.
[2025-12-22T20:20:25.773290] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DINO'.
[2025-12-22T20:20:25.773635] [INFO ] [FORECASTER] Starting predict_future for DINO
[2025-12-22T20:20:25.774381] [DEBUG] [LOCAL     ] No optimal features file found for DINO: ./output/feature-sets/DINO.txt
[2025-12-22T20:20:25.774433] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:20:25.774465] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:20:25.774491] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:20:25.774547] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:20:25.830400] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:20:25.831128] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:20:25.831204] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:20:25.831236] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:20:25.952684] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:20:25.952835] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:20:25.952907] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:20:25.952938] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:20:25.956220] [DEBUG] [FORECASTER] DINO: Forecast T+1@11:T+2@11: UP (p=87.32%)
[2025-12-22T20:20:25.956483] [INFO ] [FORECASTER] Completed predict_future for DINO
[2025-12-22T20:20:25.956621] [INFO ] [sig       ] DINO: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:20:26.091246] [INFO ] [LOCAL     ] Saved forecast: DINO	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/DINO.txt
[2025-12-22T20:20:26.091392] [INFO ] [sig       ] [945/3560] Completed DINO in 0.3s | 2.93 sym/s | Total: 5.4m | ETA: 14.9m
[2025-12-22T20:20:26.091431] [INFO ] [sig       ] [946/3560] Forecasting DIOD...
[2025-12-22T20:20:26.091461] [INFO ] [sig       ] Generating forecast for: DIOD
[2025-12-22T20:20:26.091490] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DIOD' from 'https://tdm.silogroup.org/data/derivative_storage/DIOD.csv'.
[2025-12-22T20:20:26.102427] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DIOD'.
[2025-12-22T20:20:26.102770] [INFO ] [FORECASTER] Starting predict_future for DIOD
[2025-12-22T20:20:26.103517] [DEBUG] [LOCAL     ] No optimal features file found for DIOD: ./output/feature-sets/DIOD.txt
[2025-12-22T20:20:26.103585] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:20:26.103620] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:20:26.103646] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:20:26.103701] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:20:26.159377] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:20:26.160073] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:20:26.160174] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:20:26.160206] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:20:26.279733] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:20:26.279885] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:20:26.279925] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:20:26.279954] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:20:26.283239] [DEBUG] [FORECASTER] DIOD: Forecast T+1@11:T+2@11: UP (p=75.90%)
[2025-12-22T20:20:26.283510] [INFO ] [FORECASTER] Completed predict_future for DIOD
[2025-12-22T20:20:26.283655] [INFO ] [sig       ] DIOD: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:20:26.418242] [INFO ] [LOCAL     ] Saved forecast: DIOD	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/DIOD.txt
[2025-12-22T20:20:26.418398] [INFO ] [sig       ] [946/3560] Completed DIOD in 0.3s | 2.93 sym/s | Total: 5.4m | ETA: 14.8m
[2025-12-22T20:20:26.418436] [INFO ] [sig       ] [947/3560] Forecasting DIS...
[2025-12-22T20:20:26.418465] [INFO ] [sig       ] Generating forecast for: DIS
[2025-12-22T20:20:26.418497] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DIS' from 'https://tdm.silogroup.org/data/derivative_storage/DIS.csv'.
[2025-12-22T20:20:26.429167] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DIS'.
[2025-12-22T20:20:26.429475] [INFO ] [FORECASTER] Starting predict_future for DIS
[2025-12-22T20:20:26.430247] [DEBUG] [LOCAL     ] No optimal features file found for DIS: ./output/feature-sets/DIS.txt
[2025-12-22T20:20:26.430298] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:20:26.430330] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:20:26.430357] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:20:26.430412] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:20:26.489998] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:20:26.490799] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:20:26.490887] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:20:26.490925] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:20:26.610213] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:20:26.610370] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:20:26.610410] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:20:26.610438] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:20:26.613848] [DEBUG] [FORECASTER] DIS: Forecast T+1@11:T+2@11: DOWN (p=30.66%)
[2025-12-22T20:20:26.614131] [INFO ] [FORECASTER] Completed predict_future for DIS
[2025-12-22T20:20:26.614256] [INFO ] [sig       ] DIS: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:20:26.756221] [INFO ] [LOCAL     ] Saved forecast: DIS	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/DIS.txt
[2025-12-22T20:20:26.756365] [INFO ] [sig       ] [947/3560] Completed DIS in 0.3s | 2.93 sym/s | Total: 5.4m | ETA: 14.8m
[2025-12-22T20:20:26.756405] [INFO ] [sig       ] [948/3560] Forecasting DJCO...
[2025-12-22T20:20:26.756436] [INFO ] [sig       ] Generating forecast for: DJCO
[2025-12-22T20:20:26.756466] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DJCO' from 'https://tdm.silogroup.org/data/derivative_storage/DJCO.csv'.
[2025-12-22T20:20:26.767875] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DJCO'.
[2025-12-22T20:20:26.768217] [INFO ] [FORECASTER] Starting predict_future for DJCO
[2025-12-22T20:20:26.769055] [DEBUG] [LOCAL     ] No optimal features file found for DJCO: ./output/feature-sets/DJCO.txt
[2025-12-22T20:20:26.769109] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:20:26.769142] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:20:26.769167] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:20:26.769224] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:20:26.830737] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:20:26.831647] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:20:26.831738] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:20:26.831774] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:20:26.952904] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:20:26.953072] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:20:26.953120] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:20:26.953153] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:20:26.956808] [DEBUG] [FORECASTER] DJCO: Forecast T+1@11:T+2@11: DOWN (p=2.68%)
[2025-12-22T20:20:26.957087] [INFO ] [FORECASTER] Completed predict_future for DJCO
[2025-12-22T20:20:26.957211] [INFO ] [sig       ] DJCO: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:20:27.100077] [INFO ] [LOCAL     ] Saved forecast: DJCO	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/DJCO.txt
[2025-12-22T20:20:27.100247] [INFO ] [sig       ] [948/3560] Completed DJCO in 0.3s | 2.93 sym/s | Total: 5.4m | ETA: 14.8m
[2025-12-22T20:20:27.100298] [INFO ] [sig       ] [949/3560] Forecasting DK...
[2025-12-22T20:20:27.100331] [INFO ] [sig       ] Generating forecast for: DK
[2025-12-22T20:20:27.100362] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DK' from 'https://tdm.silogroup.org/data/derivative_storage/DK.csv'.
[2025-12-22T20:20:27.112007] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DK'.
[2025-12-22T20:20:27.112347] [INFO ] [FORECASTER] Starting predict_future for DK
[2025-12-22T20:20:27.113216] [DEBUG] [LOCAL     ] No optimal features file found for DK: ./output/feature-sets/DK.txt
[2025-12-22T20:20:27.113270] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:20:27.113341] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:20:27.113371] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:20:27.113428] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:20:27.172345] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:20:27.173028] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:20:27.173106] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:20:27.173139] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:20:27.301391] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:20:27.301547] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:20:27.301608] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:20:27.301640] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:20:27.305490] [DEBUG] [FORECASTER] DK: Forecast T+1@11:T+2@11: DOWN (p=1.35%)
[2025-12-22T20:20:27.305802] [INFO ] [FORECASTER] Completed predict_future for DK
[2025-12-22T20:20:27.305935] [INFO ] [sig       ] DK: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:20:27.451965] [INFO ] [LOCAL     ] Saved forecast: DK	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/DK.txt
[2025-12-22T20:20:27.452124] [INFO ] [sig       ] [949/3560] Completed DK in 0.4s | 2.93 sym/s | Total: 5.4m | ETA: 14.8m
[2025-12-22T20:20:27.452164] [INFO ] [sig       ] [950/3560] Forecasting DKL...
[2025-12-22T20:20:27.452194] [INFO ] [sig       ] Generating forecast for: DKL
[2025-12-22T20:20:27.452225] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DKL' from 'https://tdm.silogroup.org/data/derivative_storage/DKL.csv'.
[2025-12-22T20:20:27.463811] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DKL'.
[2025-12-22T20:20:27.464145] [INFO ] [FORECASTER] Starting predict_future for DKL
[2025-12-22T20:20:27.464933] [DEBUG] [LOCAL     ] No optimal features file found for DKL: ./output/feature-sets/DKL.txt
[2025-12-22T20:20:27.464986] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:20:27.465019] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:20:27.465046] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:20:27.465103] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:20:27.526811] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:20:27.527636] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:20:27.527717] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:20:27.527749] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:20:27.649438] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:20:27.649607] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:20:27.649662] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:20:27.649706] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:20:27.653287] [DEBUG] [FORECASTER] DKL: Forecast T+1@11:T+2@11: UP (p=97.16%)
[2025-12-22T20:20:27.653590] [INFO ] [FORECASTER] Completed predict_future for DKL
[2025-12-22T20:20:27.653722] [INFO ] [sig       ] DKL: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:20:27.800938] [INFO ] [LOCAL     ] Saved forecast: DKL	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/DKL.txt
[2025-12-22T20:20:27.801121] [INFO ] [sig       ] [950/3560] Completed DKL in 0.3s | 2.93 sym/s | Total: 5.4m | ETA: 14.8m
[2025-12-22T20:20:27.801173] [INFO ] [sig       ] [951/3560] Forecasting DKNG...
[2025-12-22T20:20:27.801206] [INFO ] [sig       ] Generating forecast for: DKNG
[2025-12-22T20:20:27.801237] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DKNG' from 'https://tdm.silogroup.org/data/derivative_storage/DKNG.csv'.
[2025-12-22T20:20:27.813543] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DKNG'.
[2025-12-22T20:20:27.813990] [INFO ] [FORECASTER] Starting predict_future for DKNG
[2025-12-22T20:20:27.814809] [DEBUG] [LOCAL     ] No optimal features file found for DKNG: ./output/feature-sets/DKNG.txt
[2025-12-22T20:20:27.814866] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:20:27.814899] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:20:27.814927] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:20:27.814982] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:20:27.877111] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:20:27.878003] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:20:27.878086] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:20:27.878118] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:20:27.993077] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:20:27.993233] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:20:27.993271] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:20:27.993299] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:20:27.996594] [DEBUG] [FORECASTER] DKNG: Forecast T+1@11:T+2@11: DOWN (p=4.51%)
[2025-12-22T20:20:27.996859] [INFO ] [FORECASTER] Completed predict_future for DKNG
[2025-12-22T20:20:27.997010] [INFO ] [sig       ] DKNG: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:20:28.133009] [INFO ] [LOCAL     ] Saved forecast: DKNG	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/DKNG.txt
[2025-12-22T20:20:28.133167] [INFO ] [sig       ] [951/3560] Completed DKNG in 0.3s | 2.93 sym/s | Total: 5.4m | ETA: 14.8m
[2025-12-22T20:20:28.133208] [INFO ] [sig       ] [952/3560] Forecasting DKS...
[2025-12-22T20:20:28.133237] [INFO ] [sig       ] Generating forecast for: DKS
[2025-12-22T20:20:28.133266] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DKS' from 'https://tdm.silogroup.org/data/derivative_storage/DKS.csv'.
[2025-12-22T20:20:28.144560] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DKS'.
[2025-12-22T20:20:28.144904] [INFO ] [FORECASTER] Starting predict_future for DKS
[2025-12-22T20:20:28.145679] [DEBUG] [LOCAL     ] No optimal features file found for DKS: ./output/feature-sets/DKS.txt
[2025-12-22T20:20:28.145731] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:20:28.145763] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:20:28.145790] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:20:28.145850] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:20:28.205447] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:20:28.206418] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:20:28.206499] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:20:28.206533] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:20:28.322459] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:20:28.322629] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:20:28.322670] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:20:28.322699] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:20:28.326017] [DEBUG] [FORECASTER] DKS: Forecast T+1@11:T+2@11: UP (p=98.63%)
[2025-12-22T20:20:28.326298] [INFO ] [FORECASTER] Completed predict_future for DKS
[2025-12-22T20:20:28.326419] [INFO ] [sig       ] DKS: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:20:28.461205] [INFO ] [LOCAL     ] Saved forecast: DKS	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/DKS.txt
[2025-12-22T20:20:28.461364] [INFO ] [sig       ] [952/3560] Completed DKS in 0.3s | 2.93 sym/s | Total: 5.4m | ETA: 14.8m
[2025-12-22T20:20:28.461403] [INFO ] [sig       ] [953/3560] Forecasting DLB...
[2025-12-22T20:20:28.461439] [INFO ] [sig       ] Generating forecast for: DLB
[2025-12-22T20:20:28.461470] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLB' from 'https://tdm.silogroup.org/data/derivative_storage/DLB.csv'.
[2025-12-22T20:20:28.472404] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLB'.
[2025-12-22T20:20:28.472779] [INFO ] [FORECASTER] Starting predict_future for DLB
[2025-12-22T20:20:28.473535] [DEBUG] [LOCAL     ] No optimal features file found for DLB: ./output/feature-sets/DLB.txt
[2025-12-22T20:20:28.473604] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:20:28.473636] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:20:28.473662] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:20:28.473717] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:20:28.530040] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:20:28.530942] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:20:28.531024] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:20:28.531058] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:20:28.656737] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:20:28.656884] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:20:28.656924] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:20:28.656953] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:20:28.660289] [DEBUG] [FORECASTER] DLB: Forecast T+1@11:T+2@11: DOWN (p=39.63%)
[2025-12-22T20:20:28.660552] [INFO ] [FORECASTER] Completed predict_future for DLB
[2025-12-22T20:20:28.660690] [INFO ] [sig       ] DLB: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:20:28.794665] [INFO ] [LOCAL     ] Saved forecast: DLB	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/DLB.txt
[2025-12-22T20:20:28.794816] [INFO ] [sig       ] [953/3560] Completed DLB in 0.3s | 2.93 sym/s | Total: 5.4m | ETA: 14.8m
[2025-12-22T20:20:28.794856] [INFO ] [sig       ] [954/3560] Forecasting DLHC...
[2025-12-22T20:20:28.794886] [INFO ] [sig       ] Generating forecast for: DLHC
[2025-12-22T20:20:28.794916] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLHC' from 'https://tdm.silogroup.org/data/derivative_storage/DLHC.csv'.
[2025-12-22T20:20:28.805646] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLHC'.
[2025-12-22T20:20:28.806033] [INFO ] [FORECASTER] Starting predict_future for DLHC
[2025-12-22T20:20:28.806879] [DEBUG] [LOCAL     ] No optimal features file found for DLHC: ./output/feature-sets/DLHC.txt
[2025-12-22T20:20:28.806933] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:20:28.806966] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:20:28.806994] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:20:28.807051] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:20:28.863568] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:20:28.864449] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:20:28.864531] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:20:28.864563] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:20:28.983319] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:20:28.983468] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:20:28.983507] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:20:28.983534] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:20:28.986876] [DEBUG] [FORECASTER] DLHC: Forecast T+1@11:T+2@11: UP (p=93.98%)
[2025-12-22T20:20:28.987148] [INFO ] [FORECASTER] Completed predict_future for DLHC
[2025-12-22T20:20:28.987272] [INFO ] [sig       ] DLHC: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:20:29.123234] [INFO ] [LOCAL     ] Saved forecast: DLHC	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/DLHC.txt
[2025-12-22T20:20:29.123388] [INFO ] [sig       ] [954/3560] Completed DLHC in 0.3s | 2.93 sym/s | Total: 5.4m | ETA: 14.8m
[2025-12-22T20:20:29.123428] [INFO ] [sig       ] [955/3560] Forecasting DLNG...
[2025-12-22T20:20:29.123457] [INFO ] [sig       ] Generating forecast for: DLNG
[2025-12-22T20:20:29.123487] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLNG' from 'https://tdm.silogroup.org/data/derivative_storage/DLNG.csv'.
[2025-12-22T20:20:29.135837] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLNG'.
[2025-12-22T20:20:29.136224] [INFO ] [FORECASTER] Starting predict_future for DLNG
[2025-12-22T20:20:29.137144] [DEBUG] [LOCAL     ] No optimal features file found for DLNG: ./output/feature-sets/DLNG.txt
[2025-12-22T20:20:29.137200] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:20:29.137234] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:20:29.137262] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:20:29.137320] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:20:29.193887] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:20:29.194799] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:20:29.194889] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:20:29.194921] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:20:29.309940] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:20:29.310092] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:20:29.310133] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:20:29.310162] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:20:29.313526] [DEBUG] [FORECASTER] DLNG: Forecast T+1@11:T+2@11: DOWN (p=31.80%)
[2025-12-22T20:20:29.313833] [INFO ] [FORECASTER] Completed predict_future for DLNG
[2025-12-22T20:20:29.313960] [INFO ] [sig       ] DLNG: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:20:29.451304] [INFO ] [LOCAL     ] Saved forecast: DLNG	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/DLNG.txt
[2025-12-22T20:20:29.451476] [INFO ] [sig       ] [955/3560] Completed DLNG in 0.3s | 2.93 sym/s | Total: 5.4m | ETA: 14.8m
[2025-12-22T20:20:29.451517] [INFO ] [sig       ] [956/3560] Forecasting DLO...
[2025-12-22T20:20:29.451546] [INFO ] [sig       ] Generating forecast for: DLO
[2025-12-22T20:20:29.451594] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLO' from 'https://tdm.silogroup.org/data/derivative_storage/DLO.csv'.
[2025-12-22T20:20:29.463386] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLO'.
[2025-12-22T20:20:29.463821] [INFO ] [FORECASTER] Starting predict_future for DLO
[2025-12-22T20:20:29.464681] [DEBUG] [LOCAL     ] No optimal features file found for DLO: ./output/feature-sets/DLO.txt
[2025-12-22T20:20:29.464735] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:20:29.464769] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:20:29.464797] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:20:29.464857] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:20:29.521823] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:20:29.522707] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:20:29.522788] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:20:29.522820] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:20:29.639190] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:20:29.639346] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:20:29.639387] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:20:29.639433] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:20:29.642865] [DEBUG] [FORECASTER] DLO: Forecast T+1@11:T+2@11: DOWN (p=16.80%)
[2025-12-22T20:20:29.643192] [INFO ] [FORECASTER] Completed predict_future for DLO
[2025-12-22T20:20:29.643328] [INFO ] [sig       ] DLO: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:20:29.790439] [INFO ] [LOCAL     ] Saved forecast: DLO	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/DLO.txt
[2025-12-22T20:20:29.790668] [INFO ] [sig       ] [956/3560] Completed DLO in 0.3s | 2.93 sym/s | Total: 5.4m | ETA: 14.8m
[2025-12-22T20:20:29.790712] [INFO ] [sig       ] [957/3560] Forecasting DLPN...
[2025-12-22T20:20:29.790741] [INFO ] [sig       ] Generating forecast for: DLPN
[2025-12-22T20:20:29.790772] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLPN' from 'https://tdm.silogroup.org/data/derivative_storage/DLPN.csv'.
[2025-12-22T20:20:29.801755] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLPN'.
[2025-12-22T20:20:29.802113] [INFO ] [FORECASTER] Starting predict_future for DLPN
[2025-12-22T20:20:29.802903] [DEBUG] [LOCAL     ] No optimal features file found for DLPN: ./output/feature-sets/DLPN.txt
[2025-12-22T20:20:29.802956] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:20:29.802988] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:20:29.803014] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:20:29.803069] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:20:29.863387] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:20:29.864193] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:20:29.864272] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:20:29.864305] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:20:29.972824] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:20:29.972985] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:20:29.973028] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:20:29.973057] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:20:29.976412] [DEBUG] [FORECASTER] DLPN: Forecast T+1@11:T+2@11: DOWN (p=18.72%)
[2025-12-22T20:20:29.976699] [INFO ] [FORECASTER] Completed predict_future for DLPN
[2025-12-22T20:20:29.976833] [INFO ] [sig       ] DLPN: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:20:30.112343] [INFO ] [LOCAL     ] Saved forecast: DLPN	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/DLPN.txt
[2025-12-22T20:20:30.112473] [INFO ] [sig       ] [957/3560] Completed DLPN in 0.3s | 2.93 sym/s | Total: 5.4m | ETA: 14.8m
[2025-12-22T20:20:30.112512] [INFO ] [sig       ] [958/3560] Forecasting DLTH...
[2025-12-22T20:20:30.112541] [INFO ] [sig       ] Generating forecast for: DLTH
[2025-12-22T20:20:30.112588] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLTH' from 'https://tdm.silogroup.org/data/derivative_storage/DLTH.csv'.
[2025-12-22T20:20:30.123565] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLTH'.
[2025-12-22T20:20:30.123909] [INFO ] [FORECASTER] Starting predict_future for DLTH
[2025-12-22T20:20:30.124687] [DEBUG] [LOCAL     ] No optimal features file found for DLTH: ./output/feature-sets/DLTH.txt
[2025-12-22T20:20:30.124740] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:20:30.124772] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:20:30.124799] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:20:30.124854] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:20:30.180885] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:20:30.181536] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:20:30.181630] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:20:30.181691] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:20:30.300191] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:20:30.300388] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:20:30.300429] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:20:30.300456] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:20:30.303819] [DEBUG] [FORECASTER] DLTH: Forecast T+1@11:T+2@11: DOWN (p=45.75%)
[2025-12-22T20:20:30.304092] [INFO ] [FORECASTER] Completed predict_future for DLTH
[2025-12-22T20:20:30.304218] [INFO ] [sig       ] DLTH: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:20:30.439015] [INFO ] [LOCAL     ] Saved forecast: DLTH	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/DLTH.txt
[2025-12-22T20:20:30.439193] [INFO ] [sig       ] [958/3560] Completed DLTH in 0.3s | 2.93 sym/s | Total: 5.4m | ETA: 14.8m
[2025-12-22T20:20:30.439233] [INFO ] [sig       ] [959/3560] Forecasting DLX...
[2025-12-22T20:20:30.439263] [INFO ] [sig       ] Generating forecast for: DLX
[2025-12-22T20:20:30.439293] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLX' from 'https://tdm.silogroup.org/data/derivative_storage/DLX.csv'.
[2025-12-22T20:20:30.451448] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLX'.
[2025-12-22T20:20:30.451881] [INFO ] [FORECASTER] Starting predict_future for DLX
[2025-12-22T20:20:30.452665] [DEBUG] [LOCAL     ] No optimal features file found for DLX: ./output/feature-sets/DLX.txt
[2025-12-22T20:20:30.452718] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:20:30.452750] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:20:30.452777] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:20:30.452844] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:20:30.508768] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:20:30.509696] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:20:30.509788] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:20:30.509821] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:20:30.629532] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:20:30.629708] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:20:30.629748] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:20:30.629776] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:20:30.633177] [DEBUG] [FORECASTER] DLX: Forecast T+1@11:T+2@11: UP (p=53.05%)
[2025-12-22T20:20:30.633466] [INFO ] [FORECASTER] Completed predict_future for DLX
[2025-12-22T20:20:30.633613] [INFO ] [sig       ] DLX: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:20:30.770733] [INFO ] [LOCAL     ] Saved forecast: DLX	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/DLX.txt
[2025-12-22T20:20:30.770897] [INFO ] [sig       ] [959/3560] Completed DLX in 0.3s | 2.94 sym/s | Total: 5.4m | ETA: 14.8m
[2025-12-22T20:20:30.770937] [INFO ] [sig       ] [960/3560] Forecasting DLY...
[2025-12-22T20:20:30.770968] [INFO ] [sig       ] Generating forecast for: DLY
[2025-12-22T20:20:30.770999] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLY' from 'https://tdm.silogroup.org/data/derivative_storage/DLY.csv'.
[2025-12-22T20:20:30.782354] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLY'.
[2025-12-22T20:20:30.782651] [INFO ] [FORECASTER] Starting predict_future for DLY
[2025-12-22T20:20:30.783412] [DEBUG] [LOCAL     ] No optimal features file found for DLY: ./output/feature-sets/DLY.txt
[2025-12-22T20:20:30.783463] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:20:30.783496] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:20:30.783522] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:20:30.783633] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:20:30.840028] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:20:30.840909] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:20:30.840990] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:20:30.841022] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:20:30.957545] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:20:30.957723] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:20:30.957763] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:20:30.957791] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:20:30.961142] [DEBUG] [FORECASTER] DLY: Forecast T+1@11:T+2@11: DOWN (p=21.06%)
[2025-12-22T20:20:30.961407] [INFO ] [FORECASTER] Completed predict_future for DLY
[2025-12-22T20:20:30.961526] [INFO ] [sig       ] DLY: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:20:31.097860] [INFO ] [LOCAL     ] Saved forecast: DLY	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/DLY.txt
[2025-12-22T20:20:31.098020] [INFO ] [sig       ] [960/3560] Completed DLY in 0.3s | 2.94 sym/s | Total: 5.5m | ETA: 14.8m
[2025-12-22T20:20:31.098061] [INFO ] [sig       ] [961/3560] Forecasting DMAC...
[2025-12-22T20:20:31.098091] [INFO ] [sig       ] Generating forecast for: DMAC
[2025-12-22T20:20:31.098121] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DMAC' from 'https://tdm.silogroup.org/data/derivative_storage/DMAC.csv'.
[2025-12-22T20:20:31.109248] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DMAC'.
[2025-12-22T20:20:31.109649] [INFO ] [FORECASTER] Starting predict_future for DMAC
[2025-12-22T20:20:31.110402] [DEBUG] [LOCAL     ] No optimal features file found for DMAC: ./output/feature-sets/DMAC.txt
[2025-12-22T20:20:31.110453] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:20:31.110485] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:20:31.110511] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:20:31.110589] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:20:31.167064] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:20:31.167910] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:20:31.167988] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:20:31.168020] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:20:31.290812] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:20:31.290976] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:20:31.291022] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:20:31.291052] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:20:31.294362] [DEBUG] [FORECASTER] DMAC: Forecast T+1@11:T+2@11: DOWN (p=4.51%)
[2025-12-22T20:20:31.294653] [INFO ] [FORECASTER] Completed predict_future for DMAC
[2025-12-22T20:20:31.294778] [INFO ] [sig       ] DMAC: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:20:31.431968] [INFO ] [LOCAL     ] Saved forecast: DMAC	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/DMAC.txt
[2025-12-22T20:20:31.432120] [INFO ] [sig       ] [961/3560] Completed DMAC in 0.3s | 2.94 sym/s | Total: 5.5m | ETA: 14.8m
[2025-12-22T20:20:31.432184] [INFO ] [sig       ] [962/3560] Forecasting DMB...
[2025-12-22T20:20:31.432214] [INFO ] [sig       ] Generating forecast for: DMB
[2025-12-22T20:20:31.432244] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DMB' from 'https://tdm.silogroup.org/data/derivative_storage/DMB.csv'.
[2025-12-22T20:20:31.442928] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DMB'.
[2025-12-22T20:20:31.443234] [INFO ] [FORECASTER] Starting predict_future for DMB
[2025-12-22T20:20:31.444016] [DEBUG] [LOCAL     ] No optimal features file found for DMB: ./output/feature-sets/DMB.txt
[2025-12-22T20:20:31.444082] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:20:31.444115] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:20:31.444142] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:20:31.444196] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:20:31.500658] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:20:31.501508] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:20:31.501606] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:20:31.501641] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:20:31.622491] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:20:31.622671] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:20:31.622722] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:20:31.622753] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:20:31.626253] [DEBUG] [FORECASTER] DMB: Forecast T+1@11:T+2@11: UP (p=92.74%)
[2025-12-22T20:20:31.626529] [INFO ] [FORECASTER] Completed predict_future for DMB
[2025-12-22T20:20:31.626676] [INFO ] [sig       ] DMB: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:20:31.763223] [INFO ] [LOCAL     ] Saved forecast: DMB	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/DMB.txt
[2025-12-22T20:20:31.763399] [INFO ] [sig       ] [962/3560] Completed DMB in 0.3s | 2.94 sym/s | Total: 5.5m | ETA: 14.8m
[2025-12-22T20:20:31.763442] [INFO ] [sig       ] [963/3560] Forecasting DMLP...
[2025-12-22T20:20:31.763471] [INFO ] [sig       ] Generating forecast for: DMLP
[2025-12-22T20:20:31.763501] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DMLP' from 'https://tdm.silogroup.org/data/derivative_storage/DMLP.csv'.
[2025-12-22T20:20:31.774771] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DMLP'.
[2025-12-22T20:20:31.775128] [INFO ] [FORECASTER] Starting predict_future for DMLP
[2025-12-22T20:20:31.775949] [DEBUG] [LOCAL     ] No optimal features file found for DMLP: ./output/feature-sets/DMLP.txt
[2025-12-22T20:20:31.776001] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:20:31.776033] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:20:31.776059] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:20:31.776114] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:20:31.833024] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:20:31.833912] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:20:31.833991] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:20:31.834023] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:20:31.951778] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:20:31.951932] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:20:31.951973] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:20:31.952000] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:20:31.955342] [DEBUG] [FORECASTER] DMLP: Forecast T+1@11:T+2@11: UP (p=97.97%)
[2025-12-22T20:20:31.955641] [INFO ] [FORECASTER] Completed predict_future for DMLP
[2025-12-22T20:20:31.955769] [INFO ] [sig       ] DMLP: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:20:32.092007] [INFO ] [LOCAL     ] Saved forecast: DMLP	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/DMLP.txt
[2025-12-22T20:20:32.092138] [INFO ] [sig       ] [963/3560] Completed DMLP in 0.3s | 2.94 sym/s | Total: 5.5m | ETA: 14.7m
[2025-12-22T20:20:32.092178] [INFO ] [sig       ] [964/3560] Forecasting DMO...
[2025-12-22T20:20:32.092206] [INFO ] [sig       ] Generating forecast for: DMO
[2025-12-22T20:20:32.092236] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DMO' from 'https://tdm.silogroup.org/data/derivative_storage/DMO.csv'.
[2025-12-22T20:20:32.103028] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DMO'.
[2025-12-22T20:20:32.103417] [INFO ] [FORECASTER] Starting predict_future for DMO
[2025-12-22T20:20:32.104196] [DEBUG] [LOCAL     ] No optimal features file found for DMO: ./output/feature-sets/DMO.txt
[2025-12-22T20:20:32.104248] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:20:32.104279] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:20:32.104306] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:20:32.104361] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:20:32.160633] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:20:32.161452] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:20:32.161532] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:20:32.161564] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:20:32.277970] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:20:32.278123] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:20:32.278162] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:20:32.278190] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:20:32.281530] [DEBUG] [FORECASTER] DMO: Forecast T+1@11:T+2@11: DOWN (p=43.20%)
[2025-12-22T20:20:32.281829] [INFO ] [FORECASTER] Completed predict_future for DMO
[2025-12-22T20:20:32.281954] [INFO ] [sig       ] DMO: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:20:32.418037] [INFO ] [LOCAL     ] Saved forecast: DMO	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/DMO.txt
[2025-12-22T20:20:32.418193] [INFO ] [sig       ] [964/3560] Completed DMO in 0.3s | 2.94 sym/s | Total: 5.5m | ETA: 14.7m
[2025-12-22T20:20:32.418232] [INFO ] [sig       ] [965/3560] Forecasting DMRC...
[2025-12-22T20:20:32.418262] [INFO ] [sig       ] Generating forecast for: DMRC
[2025-12-22T20:20:32.418292] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DMRC' from 'https://tdm.silogroup.org/data/derivative_storage/DMRC.csv'.
[2025-12-22T20:20:32.428965] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DMRC'.
[2025-12-22T20:20:32.429280] [INFO ] [FORECASTER] Starting predict_future for DMRC
[2025-12-22T20:20:32.430042] [DEBUG] [LOCAL     ] No optimal features file found for DMRC: ./output/feature-sets/DMRC.txt
[2025-12-22T20:20:32.430092] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:20:32.430123] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:20:32.430198] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:20:32.430260] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:20:32.486638] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:20:32.487465] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:20:32.487545] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:20:32.487603] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:20:32.603436] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:20:32.603604] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:20:32.603648] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:20:32.603676] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:20:32.606948] [DEBUG] [FORECASTER] DMRC: Forecast T+1@11:T+2@11: UP (p=79.07%)
[2025-12-22T20:20:32.607210] [INFO ] [FORECASTER] Completed predict_future for DMRC
[2025-12-22T20:20:32.607330] [INFO ] [sig       ] DMRC: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:20:32.741396] [INFO ] [LOCAL     ] Saved forecast: DMRC	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/DMRC.txt
[2025-12-22T20:20:32.741540] [INFO ] [sig       ] [965/3560] Completed DMRC in 0.3s | 2.94 sym/s | Total: 5.5m | ETA: 14.7m
[2025-12-22T20:20:32.741597] [INFO ] [sig       ] [966/3560] Forecasting DMXF...
[2025-12-22T20:20:32.741629] [INFO ] [sig       ] Generating forecast for: DMXF
[2025-12-22T20:20:32.741660] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DMXF' from 'https://tdm.silogroup.org/data/derivative_storage/DMXF.csv'.
[2025-12-22T20:20:32.752477] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DMXF'.
[2025-12-22T20:20:32.752803] [INFO ] [FORECASTER] Starting predict_future for DMXF
[2025-12-22T20:20:32.753561] [DEBUG] [LOCAL     ] No optimal features file found for DMXF: ./output/feature-sets/DMXF.txt
[2025-12-22T20:20:32.753632] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:20:32.753663] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:20:32.753689] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:20:32.753745] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:20:32.810151] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:20:32.810766] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:20:32.810842] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:20:32.810873] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:20:32.926608] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:20:32.926758] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:20:32.926798] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:20:32.926826] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:20:32.930118] [DEBUG] [FORECASTER] DMXF: Forecast T+1@11:T+2@11: UP (p=89.32%)
[2025-12-22T20:20:32.930381] [INFO ] [FORECASTER] Completed predict_future for DMXF
[2025-12-22T20:20:32.930501] [INFO ] [sig       ] DMXF: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:20:33.063513] [INFO ] [LOCAL     ] Saved forecast: DMXF	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/DMXF.txt
[2025-12-22T20:20:33.063652] [INFO ] [sig       ] [966/3560] Completed DMXF in 0.3s | 2.94 sym/s | Total: 5.5m | ETA: 14.7m
[2025-12-22T20:20:33.063692] [INFO ] [sig       ] [967/3560] Forecasting DNA...
[2025-12-22T20:20:33.063722] [INFO ] [sig       ] Generating forecast for: DNA
[2025-12-22T20:20:33.063751] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DNA' from 'https://tdm.silogroup.org/data/derivative_storage/DNA.csv'.
[2025-12-22T20:20:33.074388] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DNA'.
[2025-12-22T20:20:33.074713] [INFO ] [FORECASTER] Starting predict_future for DNA
[2025-12-22T20:20:33.075457] [DEBUG] [LOCAL     ] No optimal features file found for DNA: ./output/feature-sets/DNA.txt
[2025-12-22T20:20:33.075509] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:20:33.075540] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:20:33.075584] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:20:33.075644] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:20:33.131140] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:20:33.131755] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:20:33.131829] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:20:33.131861] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:20:33.250885] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:20:33.251049] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:20:33.251093] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:20:33.251121] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:20:33.254845] [DEBUG] [FORECASTER] DNA: Forecast T+1@11:T+2@11: DOWN (p=3.82%)
[2025-12-22T20:20:33.255350] [INFO ] [FORECASTER] Completed predict_future for DNA
[2025-12-22T20:20:33.255494] [INFO ] [sig       ] DNA: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:20:33.398085] [INFO ] [LOCAL     ] Saved forecast: DNA	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/DNA.txt
[2025-12-22T20:20:33.398228] [INFO ] [sig       ] [967/3560] Completed DNA in 0.3s | 2.94 sym/s | Total: 5.5m | ETA: 14.7m
[2025-12-22T20:20:33.398268] [INFO ] [sig       ] [968/3560] Forecasting DNLI...
[2025-12-22T20:20:33.398297] [INFO ] [sig       ] Generating forecast for: DNLI
[2025-12-22T20:20:33.398326] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DNLI' from 'https://tdm.silogroup.org/data/derivative_storage/DNLI.csv'.
[2025-12-22T20:20:33.409121] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DNLI'.
[2025-12-22T20:20:33.409427] [INFO ] [FORECASTER] Starting predict_future for DNLI
[2025-12-22T20:20:33.410211] [DEBUG] [LOCAL     ] No optimal features file found for DNLI: ./output/feature-sets/DNLI.txt
[2025-12-22T20:20:33.410262] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:20:33.410293] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:20:33.410319] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:20:33.410374] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:20:33.465799] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:20:33.466458] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:20:33.466537] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:20:33.466569] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:20:33.586616] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:20:33.586768] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:20:33.586806] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:20:33.586834] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:20:33.590207] [DEBUG] [FORECASTER] DNLI: Forecast T+1@11:T+2@11: DOWN (p=27.51%)
[2025-12-22T20:20:33.590471] [INFO ] [FORECASTER] Completed predict_future for DNLI
[2025-12-22T20:20:33.590609] [INFO ] [sig       ] DNLI: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:20:33.723921] [INFO ] [LOCAL     ] Saved forecast: DNLI	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/DNLI.txt
[2025-12-22T20:20:33.724077] [INFO ] [sig       ] [968/3560] Completed DNLI in 0.3s | 2.94 sym/s | Total: 5.5m | ETA: 14.7m
[2025-12-22T20:20:33.724116] [INFO ] [sig       ] [969/3560] Forecasting DNP...
[2025-12-22T20:20:33.724145] [INFO ] [sig       ] Generating forecast for: DNP
[2025-12-22T20:20:33.724174] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DNP' from 'https://tdm.silogroup.org/data/derivative_storage/DNP.csv'.
[2025-12-22T20:20:33.735332] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DNP'.
[2025-12-22T20:20:33.735694] [INFO ] [FORECASTER] Starting predict_future for DNP
[2025-12-22T20:20:33.736446] [DEBUG] [LOCAL     ] No optimal features file found for DNP: ./output/feature-sets/DNP.txt
[2025-12-22T20:20:33.736497] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:20:33.736530] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:20:33.736556] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:20:33.736636] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:20:33.793257] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:20:33.794095] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:20:33.794172] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:20:33.794203] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:20:33.914865] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:20:33.915016] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:20:33.915071] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:20:33.915101] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:20:33.918414] [DEBUG] [FORECASTER] DNP: Forecast T+1@11:T+2@11: DOWN (p=46.49%)
[2025-12-22T20:20:33.918699] [INFO ] [FORECASTER] Completed predict_future for DNP
[2025-12-22T20:20:33.918820] [INFO ] [sig       ] DNP: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:20:34.054735] [INFO ] [LOCAL     ] Saved forecast: DNP	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/DNP.txt
[2025-12-22T20:20:34.054873] [INFO ] [sig       ] [969/3560] Completed DNP in 0.3s | 2.94 sym/s | Total: 5.5m | ETA: 14.7m
[2025-12-22T20:20:34.054911] [INFO ] [sig       ] [970/3560] Forecasting DNTH...
[2025-12-22T20:20:34.054942] [INFO ] [sig       ] Generating forecast for: DNTH
[2025-12-22T20:20:34.054973] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DNTH' from 'https://tdm.silogroup.org/data/derivative_storage/DNTH.csv'.
[2025-12-22T20:20:34.066131] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DNTH'.
[2025-12-22T20:20:34.066537] [INFO ] [FORECASTER] Starting predict_future for DNTH
[2025-12-22T20:20:34.067349] [DEBUG] [LOCAL     ] No optimal features file found for DNTH: ./output/feature-sets/DNTH.txt
[2025-12-22T20:20:34.067402] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:20:34.067433] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:20:34.067460] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:20:34.067516] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:20:34.123429] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:20:34.124259] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:20:34.124338] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:20:34.124369] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:20:34.242590] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:20:34.242740] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:20:34.242779] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:20:34.242807] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:20:34.246112] [DEBUG] [FORECASTER] DNTH: Forecast T+1@11:T+2@11: UP (p=78.93%)
[2025-12-22T20:20:34.246377] [INFO ] [FORECASTER] Completed predict_future for DNTH
[2025-12-22T20:20:34.246501] [INFO ] [sig       ] DNTH: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:20:34.387810] [INFO ] [LOCAL     ] Saved forecast: DNTH	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/DNTH.txt
[2025-12-22T20:20:34.387944] [INFO ] [sig       ] [970/3560] Completed DNTH in 0.3s | 2.94 sym/s | Total: 5.5m | ETA: 14.7m
[2025-12-22T20:20:34.387981] [INFO ] [sig       ] [971/3560] Forecasting DOCN...
[2025-12-22T20:20:34.388010] [INFO ] [sig       ] Generating forecast for: DOCN
[2025-12-22T20:20:34.388039] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOCN' from 'https://tdm.silogroup.org/data/derivative_storage/DOCN.csv'.
[2025-12-22T20:20:34.399693] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DOCN'.
[2025-12-22T20:20:34.399998] [INFO ] [FORECASTER] Starting predict_future for DOCN
[2025-12-22T20:20:34.400766] [DEBUG] [LOCAL     ] No optimal features file found for DOCN: ./output/feature-sets/DOCN.txt
[2025-12-22T20:20:34.400817] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:20:34.400848] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:20:34.400874] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:20:34.400929] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:20:34.457531] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:20:34.458277] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:20:34.458353] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:20:34.458386] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:20:34.576620] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:20:34.576774] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:20:34.576814] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:20:34.576842] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:20:34.580160] [DEBUG] [FORECASTER] DOCN: Forecast T+1@11:T+2@11: UP (p=97.66%)
[2025-12-22T20:20:34.580420] [INFO ] [FORECASTER] Completed predict_future for DOCN
[2025-12-22T20:20:34.580543] [INFO ] [sig       ] DOCN: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:20:34.715206] [INFO ] [LOCAL     ] Saved forecast: DOCN	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/DOCN.txt
[2025-12-22T20:20:34.715348] [INFO ] [sig       ] [971/3560] Completed DOCN in 0.3s | 2.94 sym/s | Total: 5.5m | ETA: 14.7m
[2025-12-22T20:20:34.715389] [INFO ] [sig       ] [972/3560] Forecasting DOCS...
[2025-12-22T20:20:34.715419] [INFO ] [sig       ] Generating forecast for: DOCS
[2025-12-22T20:20:34.715448] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOCS' from 'https://tdm.silogroup.org/data/derivative_storage/DOCS.csv'.
[2025-12-22T20:20:34.726118] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DOCS'.
[2025-12-22T20:20:34.726426] [INFO ] [FORECASTER] Starting predict_future for DOCS
[2025-12-22T20:20:34.727218] [DEBUG] [LOCAL     ] No optimal features file found for DOCS: ./output/feature-sets/DOCS.txt
[2025-12-22T20:20:34.727269] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:20:34.727301] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:20:34.727327] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:20:34.727382] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:20:34.782860] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:20:34.783627] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:20:34.783706] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:20:34.783738] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:20:34.905549] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:20:34.905712] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:20:34.905752] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:20:34.905782] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:20:34.909111] [DEBUG] [FORECASTER] DOCS: Forecast T+1@11:T+2@11: DOWN (p=29.84%)
[2025-12-22T20:20:34.909373] [INFO ] [FORECASTER] Completed predict_future for DOCS
[2025-12-22T20:20:34.909495] [INFO ] [sig       ] DOCS: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:20:35.051835] [INFO ] [LOCAL     ] Saved forecast: DOCS	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/DOCS.txt
[2025-12-22T20:20:35.052008] [INFO ] [sig       ] [972/3560] Completed DOCS in 0.3s | 2.94 sym/s | Total: 5.5m | ETA: 14.7m
[2025-12-22T20:20:35.052050] [INFO ] [sig       ] [973/3560] Forecasting DOGZ...
[2025-12-22T20:20:35.052079] [INFO ] [sig       ] Generating forecast for: DOGZ
[2025-12-22T20:20:35.052109] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOGZ' from 'https://tdm.silogroup.org/data/derivative_storage/DOGZ.csv'.
[2025-12-22T20:20:35.063062] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DOGZ'.
[2025-12-22T20:20:35.063404] [INFO ] [FORECASTER] Starting predict_future for DOGZ
[2025-12-22T20:20:35.064199] [DEBUG] [LOCAL     ] No optimal features file found for DOGZ: ./output/feature-sets/DOGZ.txt
[2025-12-22T20:20:35.064252] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:20:35.064311] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:20:35.064341] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:20:35.064397] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:20:35.120521] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:20:35.121227] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:20:35.121304] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:20:35.121335] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:20:35.243096] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:20:35.243249] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:20:35.243289] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:20:35.243318] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:20:35.246641] [DEBUG] [FORECASTER] DOGZ: Forecast T+1@11:T+2@11: UP (p=61.35%)
[2025-12-22T20:20:35.246913] [INFO ] [FORECASTER] Completed predict_future for DOGZ
[2025-12-22T20:20:35.247041] [INFO ] [sig       ] DOGZ: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:20:35.384052] [INFO ] [LOCAL     ] Saved forecast: DOGZ	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/DOGZ.txt
[2025-12-22T20:20:35.384216] [INFO ] [sig       ] [973/3560] Completed DOGZ in 0.3s | 2.94 sym/s | Total: 5.5m | ETA: 14.7m
[2025-12-22T20:20:35.384256] [INFO ] [sig       ] [974/3560] Forecasting DOLE...
[2025-12-22T20:20:35.384284] [INFO ] [sig       ] Generating forecast for: DOLE
[2025-12-22T20:20:35.384314] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOLE' from 'https://tdm.silogroup.org/data/derivative_storage/DOLE.csv'.
[2025-12-22T20:20:35.395977] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DOLE'.
[2025-12-22T20:20:35.396333] [INFO ] [FORECASTER] Starting predict_future for DOLE
[2025-12-22T20:20:35.397145] [DEBUG] [LOCAL     ] No optimal features file found for DOLE: ./output/feature-sets/DOLE.txt
[2025-12-22T20:20:35.397199] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:20:35.397230] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:20:35.397257] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:20:35.397313] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:20:35.454123] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:20:35.454789] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:20:35.454865] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:20:35.454896] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:20:35.575405] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:20:35.575554] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:20:35.575622] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:20:35.575652] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:20:35.578957] [DEBUG] [FORECASTER] DOLE: Forecast T+1@11:T+2@11: DOWN (p=5.18%)
[2025-12-22T20:20:35.579246] [INFO ] [FORECASTER] Completed predict_future for DOLE
[2025-12-22T20:20:35.579374] [INFO ] [sig       ] DOLE: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:20:35.714417] [INFO ] [LOCAL     ] Saved forecast: DOLE	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/DOLE.txt
[2025-12-22T20:20:35.714549] [INFO ] [sig       ] [974/3560] Completed DOLE in 0.3s | 2.94 sym/s | Total: 5.5m | ETA: 14.7m
[2025-12-22T20:20:35.714605] [INFO ] [sig       ] [975/3560] Forecasting DOMO...
[2025-12-22T20:20:35.714637] [INFO ] [sig       ] Generating forecast for: DOMO
[2025-12-22T20:20:35.714666] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOMO' from 'https://tdm.silogroup.org/data/derivative_storage/DOMO.csv'.
[2025-12-22T20:20:35.725379] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DOMO'.
[2025-12-22T20:20:35.725742] [INFO ] [FORECASTER] Starting predict_future for DOMO
[2025-12-22T20:20:35.726491] [DEBUG] [LOCAL     ] No optimal features file found for DOMO: ./output/feature-sets/DOMO.txt
[2025-12-22T20:20:35.726542] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:20:35.726597] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:20:35.726629] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:20:35.726686] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:20:35.782654] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:20:35.783324] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:20:35.783429] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:20:35.783463] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:20:35.901656] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:20:35.901802] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:20:35.901840] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:20:35.901868] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:20:35.905870] [DEBUG] [FORECASTER] DOMO: Forecast T+1@11:T+2@11: DOWN (p=22.15%)
[2025-12-22T20:20:35.906136] [INFO ] [FORECASTER] Completed predict_future for DOMO
[2025-12-22T20:20:35.906257] [INFO ] [sig       ] DOMO: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:20:36.041318] [INFO ] [LOCAL     ] Saved forecast: DOMO	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/DOMO.txt
[2025-12-22T20:20:36.041449] [INFO ] [sig       ] [975/3560] Completed DOMO in 0.3s | 2.94 sym/s | Total: 5.5m | ETA: 14.7m
[2025-12-22T20:20:36.041487] [INFO ] [sig       ] [976/3560] Forecasting DORM...
[2025-12-22T20:20:36.041517] [INFO ] [sig       ] Generating forecast for: DORM
[2025-12-22T20:20:36.041546] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DORM' from 'https://tdm.silogroup.org/data/derivative_storage/DORM.csv'.
[2025-12-22T20:20:36.052533] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DORM'.
[2025-12-22T20:20:36.052865] [INFO ] [FORECASTER] Starting predict_future for DORM
[2025-12-22T20:20:36.053630] [DEBUG] [LOCAL     ] No optimal features file found for DORM: ./output/feature-sets/DORM.txt
[2025-12-22T20:20:36.053682] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:20:36.053713] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:20:36.053740] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:20:36.053795] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:20:36.108866] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:20:36.109507] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:20:36.109600] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:20:36.109635] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:20:36.228743] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:20:36.228902] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:20:36.228942] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:20:36.228971] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:20:36.232286] [DEBUG] [FORECASTER] DORM: Forecast T+1@11:T+2@11: UP (p=60.80%)
[2025-12-22T20:20:36.232549] [INFO ] [FORECASTER] Completed predict_future for DORM
[2025-12-22T20:20:36.232687] [INFO ] [sig       ] DORM: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:20:36.373807] [INFO ] [LOCAL     ] Saved forecast: DORM	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/DORM.txt
[2025-12-22T20:20:36.373941] [INFO ] [sig       ] [976/3560] Completed DORM in 0.3s | 2.94 sym/s | Total: 5.5m | ETA: 14.7m
[2025-12-22T20:20:36.373991] [INFO ] [sig       ] [977/3560] Forecasting DOUG...
[2025-12-22T20:20:36.374022] [INFO ] [sig       ] Generating forecast for: DOUG
[2025-12-22T20:20:36.374053] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOUG' from 'https://tdm.silogroup.org/data/derivative_storage/DOUG.csv'.
[2025-12-22T20:20:36.385830] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DOUG'.
[2025-12-22T20:20:36.386145] [INFO ] [FORECASTER] Starting predict_future for DOUG
[2025-12-22T20:20:36.386919] [DEBUG] [LOCAL     ] No optimal features file found for DOUG: ./output/feature-sets/DOUG.txt
[2025-12-22T20:20:36.386971] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:20:36.387003] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:20:36.387030] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:20:36.387086] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:20:36.443034] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:20:36.443690] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:20:36.443767] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:20:36.443799] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:20:36.563300] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:20:36.563450] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:20:36.563490] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:20:36.563520] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:20:36.566917] [DEBUG] [FORECASTER] DOUG: Forecast T+1@11:T+2@11: UP (p=78.38%)
[2025-12-22T20:20:36.567186] [INFO ] [FORECASTER] Completed predict_future for DOUG
[2025-12-22T20:20:36.567311] [INFO ] [sig       ] DOUG: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:20:36.707059] [INFO ] [LOCAL     ] Saved forecast: DOUG	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/DOUG.txt
[2025-12-22T20:20:36.707204] [INFO ] [sig       ] [977/3560] Completed DOUG in 0.3s | 2.94 sym/s | Total: 5.5m | ETA: 14.7m
[2025-12-22T20:20:36.707244] [INFO ] [sig       ] [978/3560] Forecasting DOX...
[2025-12-22T20:20:36.707272] [INFO ] [sig       ] Generating forecast for: DOX
[2025-12-22T20:20:36.707303] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOX' from 'https://tdm.silogroup.org/data/derivative_storage/DOX.csv'.
[2025-12-22T20:20:36.725633] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DOX'.
[2025-12-22T20:20:36.725975] [INFO ] [FORECASTER] Starting predict_future for DOX
[2025-12-22T20:20:36.726769] [DEBUG] [LOCAL     ] No optimal features file found for DOX: ./output/feature-sets/DOX.txt
[2025-12-22T20:20:36.726821] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:20:36.726853] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:20:36.726880] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:20:36.726937] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:20:36.784074] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:20:36.784833] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:20:36.784911] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:20:36.784943] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:20:36.924887] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:20:36.925045] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:20:36.925086] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:20:36.925116] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:20:36.928697] [DEBUG] [FORECASTER] DOX: Forecast T+1@11:T+2@11: UP (p=94.61%)
[2025-12-22T20:20:36.928982] [INFO ] [FORECASTER] Completed predict_future for DOX
[2025-12-22T20:20:36.929154] [INFO ] [sig       ] DOX: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:20:37.064127] [INFO ] [LOCAL     ] Saved forecast: DOX	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/DOX.txt
[2025-12-22T20:20:37.064279] [INFO ] [sig       ] [978/3560] Completed DOX in 0.4s | 2.94 sym/s | Total: 5.6m | ETA: 14.7m
[2025-12-22T20:20:37.064318] [INFO ] [sig       ] [979/3560] Forecasting DPG...
[2025-12-22T20:20:37.064348] [INFO ] [sig       ] Generating forecast for: DPG
[2025-12-22T20:20:37.064379] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DPG' from 'https://tdm.silogroup.org/data/derivative_storage/DPG.csv'.
[2025-12-22T20:20:37.160247] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DPG'.
[2025-12-22T20:20:37.160599] [INFO ] [FORECASTER] Starting predict_future for DPG
[2025-12-22T20:20:37.161390] [DEBUG] [LOCAL     ] No optimal features file found for DPG: ./output/feature-sets/DPG.txt
[2025-12-22T20:20:37.161441] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:20:37.161472] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:20:37.161499] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:20:37.161553] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:20:37.218758] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:20:37.219428] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:20:37.219505] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:20:37.219538] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:20:37.340955] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:20:37.341114] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:20:37.341155] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:20:37.341185] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:20:37.344640] [DEBUG] [FORECASTER] DPG: Forecast T+1@11:T+2@11: UP (p=96.09%)
[2025-12-22T20:20:37.344916] [INFO ] [FORECASTER] Completed predict_future for DPG
[2025-12-22T20:20:37.345045] [INFO ] [sig       ] DPG: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:20:37.483506] [INFO ] [LOCAL     ] Saved forecast: DPG	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/DPG.txt
[2025-12-22T20:20:37.483678] [INFO ] [sig       ] [979/3560] Completed DPG in 0.4s | 2.94 sym/s | Total: 5.6m | ETA: 14.7m
[2025-12-22T20:20:37.483718] [INFO ] [sig       ] [980/3560] Forecasting DPRO...
[2025-12-22T20:20:37.483748] [INFO ] [sig       ] Generating forecast for: DPRO
[2025-12-22T20:20:37.483780] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DPRO' from 'https://tdm.silogroup.org/data/derivative_storage/DPRO.csv'.
[2025-12-22T20:20:37.494956] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DPRO'.
[2025-12-22T20:20:37.495326] [INFO ] [FORECASTER] Starting predict_future for DPRO
[2025-12-22T20:20:37.496125] [DEBUG] [LOCAL     ] No optimal features file found for DPRO: ./output/feature-sets/DPRO.txt
[2025-12-22T20:20:37.496178] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:20:37.496210] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:20:37.496237] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:20:37.496293] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:20:37.552214] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:20:37.553047] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:20:37.553124] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:20:37.553156] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:20:37.670848] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:20:37.671028] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:20:37.671088] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:20:37.671177] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:20:37.676005] [DEBUG] [FORECASTER] DPRO: Forecast T+1@11:T+2@11: DOWN (p=5.58%)
[2025-12-22T20:20:37.676389] [INFO ] [FORECASTER] Completed predict_future for DPRO
[2025-12-22T20:20:37.676564] [INFO ] [sig       ] DPRO: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:20:37.815949] [INFO ] [LOCAL     ] Saved forecast: DPRO	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/DPRO.txt
[2025-12-22T20:20:37.816111] [INFO ] [sig       ] [980/3560] Completed DPRO in 0.3s | 2.94 sym/s | Total: 5.6m | ETA: 14.6m
[2025-12-22T20:20:37.816150] [INFO ] [sig       ] [981/3560] Forecasting DPZ...
[2025-12-22T20:20:37.816181] [INFO ] [sig       ] Generating forecast for: DPZ
[2025-12-22T20:20:37.816212] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DPZ' from 'https://tdm.silogroup.org/data/derivative_storage/DPZ.csv'.
[2025-12-22T20:20:37.827841] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DPZ'.
[2025-12-22T20:20:37.828186] [INFO ] [FORECASTER] Starting predict_future for DPZ
[2025-12-22T20:20:37.828988] [DEBUG] [LOCAL     ] No optimal features file found for DPZ: ./output/feature-sets/DPZ.txt
[2025-12-22T20:20:37.829063] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:20:37.829102] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:20:37.829129] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:20:37.829186] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:20:37.886529] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:20:37.887404] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:20:37.887484] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:20:37.887517] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:20:38.006069] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:20:38.006220] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:20:38.006259] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:20:38.006287] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:20:38.009567] [DEBUG] [FORECASTER] DPZ: Forecast T+1@11:T+2@11: UP (p=88.39%)
[2025-12-22T20:20:38.009845] [INFO ] [FORECASTER] Completed predict_future for DPZ
[2025-12-22T20:20:38.009966] [INFO ] [sig       ] DPZ: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:20:38.144006] [INFO ] [LOCAL     ] Saved forecast: DPZ	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/DPZ.txt
[2025-12-22T20:20:38.144129] [INFO ] [sig       ] [981/3560] Completed DPZ in 0.3s | 2.94 sym/s | Total: 5.6m | ETA: 14.6m
[2025-12-22T20:20:38.144167] [INFO ] [sig       ] [982/3560] Forecasting DQ...
[2025-12-22T20:20:38.144196] [INFO ] [sig       ] Generating forecast for: DQ
[2025-12-22T20:20:38.144225] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DQ' from 'https://tdm.silogroup.org/data/derivative_storage/DQ.csv'.
[2025-12-22T20:20:38.155557] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DQ'.
[2025-12-22T20:20:38.155954] [INFO ] [FORECASTER] Starting predict_future for DQ
[2025-12-22T20:20:38.156742] [DEBUG] [LOCAL     ] No optimal features file found for DQ: ./output/feature-sets/DQ.txt
[2025-12-22T20:20:38.156796] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:20:38.156855] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:20:38.156884] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:20:38.156940] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:20:38.213287] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:20:38.214145] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:20:38.214229] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:20:38.214303] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:20:38.337617] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:20:38.337767] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:20:38.337806] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:20:38.337834] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:20:38.341212] [DEBUG] [FORECASTER] DQ: Forecast T+1@11:T+2@11: UP (p=92.95%)
[2025-12-22T20:20:38.341482] [INFO ] [FORECASTER] Completed predict_future for DQ
[2025-12-22T20:20:38.341620] [INFO ] [sig       ] DQ: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:20:38.477737] [INFO ] [LOCAL     ] Saved forecast: DQ	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/DQ.txt
[2025-12-22T20:20:38.477872] [INFO ] [sig       ] [982/3560] Completed DQ in 0.3s | 2.94 sym/s | Total: 5.6m | ETA: 14.6m
[2025-12-22T20:20:38.477910] [INFO ] [sig       ] [983/3560] Forecasting DRD...
[2025-12-22T20:20:38.477940] [INFO ] [sig       ] Generating forecast for: DRD
[2025-12-22T20:20:38.477969] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRD' from 'https://tdm.silogroup.org/data/derivative_storage/DRD.csv'.
[2025-12-22T20:20:38.488967] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRD'.
[2025-12-22T20:20:38.492315] [INFO ] [FORECASTER] Starting predict_future for DRD
[2025-12-22T20:20:38.493202] [DEBUG] [LOCAL     ] No optimal features file found for DRD: ./output/feature-sets/DRD.txt
[2025-12-22T20:20:38.493254] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:20:38.493285] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:20:38.493312] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:20:38.493367] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:20:38.549562] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:20:38.550225] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:20:38.550302] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:20:38.550334] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:20:38.669977] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:20:38.670126] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:20:38.670165] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:20:38.670194] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:20:38.673548] [DEBUG] [FORECASTER] DRD: Forecast T+1@11:T+2@11: UP (p=76.77%)
[2025-12-22T20:20:38.673836] [INFO ] [FORECASTER] Completed predict_future for DRD
[2025-12-22T20:20:38.673958] [INFO ] [sig       ] DRD: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:20:38.809710] [INFO ] [LOCAL     ] Saved forecast: DRD	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/DRD.txt
[2025-12-22T20:20:38.809829] [INFO ] [sig       ] [983/3560] Completed DRD in 0.3s | 2.94 sym/s | Total: 5.6m | ETA: 14.6m
[2025-12-22T20:20:38.809867] [INFO ] [sig       ] [984/3560] Forecasting DRH...
[2025-12-22T20:20:38.809896] [INFO ] [sig       ] Generating forecast for: DRH
[2025-12-22T20:20:38.809925] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRH' from 'https://tdm.silogroup.org/data/derivative_storage/DRH.csv'.
[2025-12-22T20:20:38.820943] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRH'.
[2025-12-22T20:20:38.821253] [INFO ] [FORECASTER] Starting predict_future for DRH
[2025-12-22T20:20:38.822024] [DEBUG] [LOCAL     ] No optimal features file found for DRH: ./output/feature-sets/DRH.txt
[2025-12-22T20:20:38.822076] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:20:38.822108] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:20:38.822135] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:20:38.822217] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:20:38.878911] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:20:38.879613] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:20:38.879699] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:20:38.879731] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:20:38.997935] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:20:38.998089] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:20:38.998129] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:20:38.998158] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:20:39.001444] [DEBUG] [FORECASTER] DRH: Forecast T+1@11:T+2@11: DOWN (p=13.88%)
[2025-12-22T20:20:39.001724] [INFO ] [FORECASTER] Completed predict_future for DRH
[2025-12-22T20:20:39.001844] [INFO ] [sig       ] DRH: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:20:39.136407] [INFO ] [LOCAL     ] Saved forecast: DRH	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/DRH.txt
[2025-12-22T20:20:39.136528] [INFO ] [sig       ] [984/3560] Completed DRH in 0.3s | 2.94 sym/s | Total: 5.6m | ETA: 14.6m
[2025-12-22T20:20:39.136565] [INFO ] [sig       ] [985/3560] Forecasting DRI...
[2025-12-22T20:20:39.136614] [INFO ] [sig       ] Generating forecast for: DRI
[2025-12-22T20:20:39.136645] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRI' from 'https://tdm.silogroup.org/data/derivative_storage/DRI.csv'.
[2025-12-22T20:20:39.147662] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRI'.
[2025-12-22T20:20:39.147962] [INFO ] [FORECASTER] Starting predict_future for DRI
[2025-12-22T20:20:39.148729] [DEBUG] [LOCAL     ] No optimal features file found for DRI: ./output/feature-sets/DRI.txt
[2025-12-22T20:20:39.148780] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:20:39.148812] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:20:39.148838] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:20:39.148893] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:20:39.205469] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:20:39.206134] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:20:39.206208] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:20:39.206240] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:20:39.331258] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:20:39.331409] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:20:39.331449] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:20:39.331478] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:20:39.334914] [DEBUG] [FORECASTER] DRI: Forecast T+1@11:T+2@11: UP (p=98.34%)
[2025-12-22T20:20:39.335193] [INFO ] [FORECASTER] Completed predict_future for DRI
[2025-12-22T20:20:39.335313] [INFO ] [sig       ] DRI: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:20:39.474676] [INFO ] [LOCAL     ] Saved forecast: DRI	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/DRI.txt
[2025-12-22T20:20:39.474805] [INFO ] [sig       ] [985/3560] Completed DRI in 0.3s | 2.94 sym/s | Total: 5.6m | ETA: 14.6m
[2025-12-22T20:20:39.474842] [INFO ] [sig       ] [986/3560] Forecasting DRIO...
[2025-12-22T20:20:39.474871] [INFO ] [sig       ] Generating forecast for: DRIO
[2025-12-22T20:20:39.474902] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRIO' from 'https://tdm.silogroup.org/data/derivative_storage/DRIO.csv'.
[2025-12-22T20:20:39.485444] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRIO'.
[2025-12-22T20:20:39.485755] [INFO ] [FORECASTER] Starting predict_future for DRIO
[2025-12-22T20:20:39.486498] [DEBUG] [LOCAL     ] No optimal features file found for DRIO: ./output/feature-sets/DRIO.txt
[2025-12-22T20:20:39.486603] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:20:39.486639] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:20:39.486667] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:20:39.486728] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:20:39.544175] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:20:39.544821] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:20:39.544897] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:20:39.544928] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:20:39.660870] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:20:39.661013] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:20:39.661052] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:20:39.661081] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:20:39.664399] [DEBUG] [FORECASTER] DRIO: Forecast T+1@11:T+2@11: DOWN (p=25.27%)
[2025-12-22T20:20:39.664680] [INFO ] [FORECASTER] Completed predict_future for DRIO
[2025-12-22T20:20:39.664802] [INFO ] [sig       ] DRIO: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:20:39.800561] [INFO ] [LOCAL     ] Saved forecast: DRIO	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/DRIO.txt
[2025-12-22T20:20:39.800698] [INFO ] [sig       ] [986/3560] Completed DRIO in 0.3s | 2.94 sym/s | Total: 5.6m | ETA: 14.6m
[2025-12-22T20:20:39.800736] [INFO ] [sig       ] [987/3560] Forecasting DRLL...
[2025-12-22T20:20:39.800764] [INFO ] [sig       ] Generating forecast for: DRLL
[2025-12-22T20:20:39.800794] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRLL' from 'https://tdm.silogroup.org/data/derivative_storage/DRLL.csv'.
[2025-12-22T20:20:39.811382] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRLL'.
[2025-12-22T20:20:39.811718] [INFO ] [FORECASTER] Starting predict_future for DRLL
[2025-12-22T20:20:39.812457] [DEBUG] [LOCAL     ] No optimal features file found for DRLL: ./output/feature-sets/DRLL.txt
[2025-12-22T20:20:39.812508] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:20:39.812539] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:20:39.812565] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:20:39.812654] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:20:39.868907] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:20:39.869536] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:20:39.869629] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:20:39.869662] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:20:39.986665] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:20:39.986812] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:20:39.986851] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:20:39.986877] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:20:39.990211] [DEBUG] [FORECASTER] DRLL: Forecast T+1@11:T+2@11: UP (p=99.52%)
[2025-12-22T20:20:39.990483] [INFO ] [FORECASTER] Completed predict_future for DRLL
[2025-12-22T20:20:39.990625] [INFO ] [sig       ] DRLL: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:20:40.125276] [INFO ] [LOCAL     ] Saved forecast: DRLL	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/DRLL.txt
[2025-12-22T20:20:40.125407] [INFO ] [sig       ] [987/3560] Completed DRLL in 0.3s | 2.94 sym/s | Total: 5.6m | ETA: 14.6m
[2025-12-22T20:20:40.125445] [INFO ] [sig       ] [988/3560] Forecasting DRMA...
[2025-12-22T20:20:40.125474] [INFO ] [sig       ] Generating forecast for: DRMA
[2025-12-22T20:20:40.125504] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRMA' from 'https://tdm.silogroup.org/data/derivative_storage/DRMA.csv'.
[2025-12-22T20:20:40.135820] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRMA'.
[2025-12-22T20:20:40.136159] [INFO ] [FORECASTER] Starting predict_future for DRMA
[2025-12-22T20:20:40.136951] [DEBUG] [LOCAL     ] No optimal features file found for DRMA: ./output/feature-sets/DRMA.txt
[2025-12-22T20:20:40.137002] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:20:40.137036] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:20:40.137062] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:20:40.137119] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:20:40.196564] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:20:40.197329] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:20:40.197407] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:20:40.197441] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:20:40.311279] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:20:40.311415] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:20:40.311454] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:20:40.311481] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:20:40.314775] [DEBUG] [FORECASTER] DRMA: Forecast T+1@11:T+2@11: UP (p=91.49%)
[2025-12-22T20:20:40.315037] [INFO ] [FORECASTER] Completed predict_future for DRMA
[2025-12-22T20:20:40.315156] [INFO ] [sig       ] DRMA: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:20:40.449805] [INFO ] [LOCAL     ] Saved forecast: DRMA	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/DRMA.txt
[2025-12-22T20:20:40.449967] [INFO ] [sig       ] [988/3560] Completed DRMA in 0.3s | 2.94 sym/s | Total: 5.6m | ETA: 14.6m
[2025-12-22T20:20:40.450007] [INFO ] [sig       ] [989/3560] Forecasting DRS...
[2025-12-22T20:20:40.450036] [INFO ] [sig       ] Generating forecast for: DRS
[2025-12-22T20:20:40.450066] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRS' from 'https://tdm.silogroup.org/data/derivative_storage/DRS.csv'.
[2025-12-22T20:20:40.461058] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRS'.
[2025-12-22T20:20:40.461432] [INFO ] [FORECASTER] Starting predict_future for DRS
[2025-12-22T20:20:40.462194] [DEBUG] [LOCAL     ] No optimal features file found for DRS: ./output/feature-sets/DRS.txt
[2025-12-22T20:20:40.462245] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:20:40.462277] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:20:40.462304] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:20:40.462361] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:20:40.518625] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:20:40.519320] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:20:40.519395] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:20:40.519427] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:20:40.634323] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:20:40.634469] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:20:40.634509] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:20:40.634537] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:20:40.637825] [DEBUG] [FORECASTER] DRS: Forecast T+1@11:T+2@11: DOWN (p=11.12%)
[2025-12-22T20:20:40.638087] [INFO ] [FORECASTER] Completed predict_future for DRS
[2025-12-22T20:20:40.638208] [INFO ] [sig       ] DRS: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:20:40.771892] [INFO ] [LOCAL     ] Saved forecast: DRS	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/DRS.txt
[2025-12-22T20:20:40.772025] [INFO ] [sig       ] [989/3560] Completed DRS in 0.3s | 2.94 sym/s | Total: 5.6m | ETA: 14.6m
[2025-12-22T20:20:40.772063] [INFO ] [sig       ] [990/3560] Forecasting DRTS...
[2025-12-22T20:20:40.772092] [INFO ] [sig       ] Generating forecast for: DRTS
[2025-12-22T20:20:40.772122] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRTS' from 'https://tdm.silogroup.org/data/derivative_storage/DRTS.csv'.
[2025-12-22T20:20:40.782796] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRTS'.
[2025-12-22T20:20:40.783168] [INFO ] [FORECASTER] Starting predict_future for DRTS
[2025-12-22T20:20:40.783941] [DEBUG] [LOCAL     ] No optimal features file found for DRTS: ./output/feature-sets/DRTS.txt
[2025-12-22T20:20:40.783993] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:20:40.784024] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:20:40.784050] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:20:40.784109] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:20:40.840107] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:20:40.840881] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:20:40.840957] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:20:40.840989] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:20:40.953765] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:20:40.953905] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:20:40.953946] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:20:40.953975] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:20:40.957217] [DEBUG] [FORECASTER] DRTS: Forecast T+1@11:T+2@11: DOWN (p=4.73%)
[2025-12-22T20:20:40.957482] [INFO ] [FORECASTER] Completed predict_future for DRTS
[2025-12-22T20:20:40.957620] [INFO ] [sig       ] DRTS: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:20:41.092362] [INFO ] [LOCAL     ] Saved forecast: DRTS	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/DRTS.txt
[2025-12-22T20:20:41.092476] [INFO ] [sig       ] [990/3560] Completed DRTS in 0.3s | 2.94 sym/s | Total: 5.6m | ETA: 14.6m
[2025-12-22T20:20:41.092512] [INFO ] [sig       ] [991/3560] Forecasting DRUG...
[2025-12-22T20:20:41.092540] [INFO ] [sig       ] Generating forecast for: DRUG
[2025-12-22T20:20:41.092585] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRUG' from 'https://tdm.silogroup.org/data/derivative_storage/DRUG.csv'.
[2025-12-22T20:20:41.103081] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRUG'.
[2025-12-22T20:20:41.103377] [INFO ] [FORECASTER] Starting predict_future for DRUG
[2025-12-22T20:20:41.104146] [DEBUG] [LOCAL     ] No optimal features file found for DRUG: ./output/feature-sets/DRUG.txt
[2025-12-22T20:20:41.104198] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:20:41.104229] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:20:41.104255] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:20:41.104310] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:20:41.160240] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:20:41.160868] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:20:41.160943] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:20:41.160975] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:20:41.279860] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:20:41.280009] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:20:41.280048] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:20:41.280076] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:20:41.283365] [DEBUG] [FORECASTER] DRUG: Forecast T+1@11:T+2@11: UP (p=76.24%)
[2025-12-22T20:20:41.283697] [INFO ] [FORECASTER] Completed predict_future for DRUG
[2025-12-22T20:20:41.283820] [INFO ] [sig       ] DRUG: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:20:41.419061] [INFO ] [LOCAL     ] Saved forecast: DRUG	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/DRUG.txt
[2025-12-22T20:20:41.419209] [INFO ] [sig       ] [991/3560] Completed DRUG in 0.3s | 2.94 sym/s | Total: 5.6m | ETA: 14.6m
[2025-12-22T20:20:41.419247] [INFO ] [sig       ] [992/3560] Forecasting DRVN...
[2025-12-22T20:20:41.419276] [INFO ] [sig       ] Generating forecast for: DRVN
[2025-12-22T20:20:41.419305] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRVN' from 'https://tdm.silogroup.org/data/derivative_storage/DRVN.csv'.
[2025-12-22T20:20:41.430491] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRVN'.
[2025-12-22T20:20:41.430834] [INFO ] [FORECASTER] Starting predict_future for DRVN
[2025-12-22T20:20:41.431592] [DEBUG] [LOCAL     ] No optimal features file found for DRVN: ./output/feature-sets/DRVN.txt
[2025-12-22T20:20:41.431643] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:20:41.431675] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:20:41.431703] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:20:41.431759] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:20:41.487884] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:20:41.488588] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:20:41.488713] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:20:41.488747] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:20:41.605729] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:20:41.605883] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:20:41.605922] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:20:41.605952] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:20:41.609240] [DEBUG] [FORECASTER] DRVN: Forecast T+1@11:T+2@11: UP (p=79.18%)
[2025-12-22T20:20:41.609507] [INFO ] [FORECASTER] Completed predict_future for DRVN
[2025-12-22T20:20:41.609645] [INFO ] [sig       ] DRVN: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:20:41.744806] [INFO ] [LOCAL     ] Saved forecast: DRVN	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/DRVN.txt
[2025-12-22T20:20:41.744938] [INFO ] [sig       ] [992/3560] Completed DRVN in 0.3s | 2.94 sym/s | Total: 5.6m | ETA: 14.6m
[2025-12-22T20:20:41.744977] [INFO ] [sig       ] [993/3560] Forecasting DSGN...
[2025-12-22T20:20:41.745007] [INFO ] [sig       ] Generating forecast for: DSGN
[2025-12-22T20:20:41.745036] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DSGN' from 'https://tdm.silogroup.org/data/derivative_storage/DSGN.csv'.
[2025-12-22T20:20:41.755893] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DSGN'.
[2025-12-22T20:20:41.756224] [INFO ] [FORECASTER] Starting predict_future for DSGN
[2025-12-22T20:20:41.756999] [DEBUG] [LOCAL     ] No optimal features file found for DSGN: ./output/feature-sets/DSGN.txt
[2025-12-22T20:20:41.757050] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:20:41.757083] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:20:41.757109] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:20:41.757170] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:20:41.815082] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:20:41.815711] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:20:41.815787] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:20:41.815819] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:20:41.937307] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:20:41.937510] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:20:41.937555] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:20:41.937602] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:20:41.941016] [DEBUG] [FORECASTER] DSGN: Forecast T+1@11:T+2@11: DOWN (p=32.55%)
[2025-12-22T20:20:41.941294] [INFO ] [FORECASTER] Completed predict_future for DSGN
[2025-12-22T20:20:41.941425] [INFO ] [sig       ] DSGN: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:20:42.081060] [INFO ] [LOCAL     ] Saved forecast: DSGN	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/DSGN.txt
[2025-12-22T20:20:42.081246] [INFO ] [sig       ] [993/3560] Completed DSGN in 0.3s | 2.94 sym/s | Total: 5.6m | ETA: 14.6m
[2025-12-22T20:20:42.081289] [INFO ] [sig       ] [994/3560] Forecasting DSGX...
[2025-12-22T20:20:42.081319] [INFO ] [sig       ] Generating forecast for: DSGX
[2025-12-22T20:20:42.081350] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DSGX' from 'https://tdm.silogroup.org/data/derivative_storage/DSGX.csv'.
[2025-12-22T20:20:42.093112] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DSGX'.
[2025-12-22T20:20:42.093532] [INFO ] [FORECASTER] Starting predict_future for DSGX
[2025-12-22T20:20:42.094367] [DEBUG] [LOCAL     ] No optimal features file found for DSGX: ./output/feature-sets/DSGX.txt
[2025-12-22T20:20:42.094423] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:20:42.094455] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:20:42.094481] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:20:42.094538] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:20:42.154663] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:20:42.155545] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:20:42.155645] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:20:42.155680] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:20:42.273397] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:20:42.273553] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:20:42.273611] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:20:42.273640] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:20:42.277003] [DEBUG] [FORECASTER] DSGX: Forecast T+1@11:T+2@11: DOWN (p=0.56%)
[2025-12-22T20:20:42.277314] [INFO ] [FORECASTER] Completed predict_future for DSGX
[2025-12-22T20:20:42.277448] [INFO ] [sig       ] DSGX: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:20:42.413318] [INFO ] [LOCAL     ] Saved forecast: DSGX	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/DSGX.txt
[2025-12-22T20:20:42.413449] [INFO ] [sig       ] [994/3560] Completed DSGX in 0.3s | 2.94 sym/s | Total: 5.6m | ETA: 14.6m
[2025-12-22T20:20:42.413487] [INFO ] [sig       ] [995/3560] Forecasting DSL...
[2025-12-22T20:20:42.413516] [INFO ] [sig       ] Generating forecast for: DSL
[2025-12-22T20:20:42.413546] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DSL' from 'https://tdm.silogroup.org/data/derivative_storage/DSL.csv'.
[2025-12-22T20:20:42.424412] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DSL'.
[2025-12-22T20:20:42.424725] [INFO ] [FORECASTER] Starting predict_future for DSL
[2025-12-22T20:20:42.425467] [DEBUG] [LOCAL     ] No optimal features file found for DSL: ./output/feature-sets/DSL.txt
[2025-12-22T20:20:42.425518] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:20:42.425551] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:20:42.425611] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:20:42.425670] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:20:42.482396] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:20:42.483263] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:20:42.483347] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:20:42.483379] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:20:42.602253] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:20:42.602406] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:20:42.602444] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:20:42.602473] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:20:42.605784] [DEBUG] [FORECASTER] DSL: Forecast T+1@11:T+2@11: DOWN (p=41.06%)
[2025-12-22T20:20:42.606064] [INFO ] [FORECASTER] Completed predict_future for DSL
[2025-12-22T20:20:42.606188] [INFO ] [sig       ] DSL: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:20:42.741919] [INFO ] [LOCAL     ] Saved forecast: DSL	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/DSL.txt
[2025-12-22T20:20:42.742543] [INFO ] [sig       ] [995/3560] Completed DSL in 0.3s | 2.94 sym/s | Total: 5.6m | ETA: 14.6m
[2025-12-22T20:20:42.742604] [INFO ] [sig       ] [996/3560] Forecasting DSM...
[2025-12-22T20:20:42.742639] [INFO ] [sig       ] Generating forecast for: DSM
[2025-12-22T20:20:42.742672] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DSM' from 'https://tdm.silogroup.org/data/derivative_storage/DSM.csv'.
[2025-12-22T20:20:42.753688] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DSM'.
[2025-12-22T20:20:42.754084] [INFO ] [FORECASTER] Starting predict_future for DSM
[2025-12-22T20:20:42.754918] [DEBUG] [LOCAL     ] No optimal features file found for DSM: ./output/feature-sets/DSM.txt
[2025-12-22T20:20:42.754981] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:20:42.755023] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:20:42.755060] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:20:42.755119] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:20:42.811488] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:20:42.812370] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:20:42.812449] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:20:42.812482] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:20:42.932242] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:20:42.932394] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:20:42.932436] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:20:42.932467] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:20:42.935875] [DEBUG] [FORECASTER] DSM: Forecast T+1@11:T+2@11: DOWN (p=2.81%)
[2025-12-22T20:20:42.936153] [INFO ] [FORECASTER] Completed predict_future for DSM
[2025-12-22T20:20:42.936280] [INFO ] [sig       ] DSM: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:20:43.075056] [INFO ] [LOCAL     ] Saved forecast: DSM	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/DSM.txt
[2025-12-22T20:20:43.075212] [INFO ] [sig       ] [996/3560] Completed DSM in 0.3s | 2.94 sym/s | Total: 5.7m | ETA: 14.5m
[2025-12-22T20:20:43.075253] [INFO ] [sig       ] [997/3560] Forecasting DSP...
[2025-12-22T20:20:43.075282] [INFO ] [sig       ] Generating forecast for: DSP
[2025-12-22T20:20:43.075313] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DSP' from 'https://tdm.silogroup.org/data/derivative_storage/DSP.csv'.
[2025-12-22T20:20:43.087060] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DSP'.
[2025-12-22T20:20:43.087477] [INFO ] [FORECASTER] Starting predict_future for DSP
[2025-12-22T20:20:43.088301] [DEBUG] [LOCAL     ] No optimal features file found for DSP: ./output/feature-sets/DSP.txt
[2025-12-22T20:20:43.088369] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:20:43.088436] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:20:43.088475] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:20:43.088536] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:20:43.147349] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:20:43.148206] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:20:43.148287] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:20:43.148321] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:20:43.277711] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:20:43.277857] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:20:43.277898] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:20:43.277927] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:20:43.281345] [DEBUG] [FORECASTER] DSP: Forecast T+1@11:T+2@11: UP (p=95.40%)
[2025-12-22T20:20:43.281639] [INFO ] [FORECASTER] Completed predict_future for DSP
[2025-12-22T20:20:43.281762] [INFO ] [sig       ] DSP: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:20:43.417209] [INFO ] [LOCAL     ] Saved forecast: DSP	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/DSP.txt
[2025-12-22T20:20:43.417332] [INFO ] [sig       ] [997/3560] Completed DSP in 0.3s | 2.94 sym/s | Total: 5.7m | ETA: 14.5m
[2025-12-22T20:20:43.417371] [INFO ] [sig       ] [998/3560] Forecasting DSX...
[2025-12-22T20:20:43.417400] [INFO ] [sig       ] Generating forecast for: DSX
[2025-12-22T20:20:43.417429] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DSX' from 'https://tdm.silogroup.org/data/derivative_storage/DSX.csv'.
[2025-12-22T20:20:43.428904] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DSX'.
[2025-12-22T20:20:43.429264] [INFO ] [FORECASTER] Starting predict_future for DSX
[2025-12-22T20:20:43.430043] [DEBUG] [LOCAL     ] No optimal features file found for DSX: ./output/feature-sets/DSX.txt
[2025-12-22T20:20:43.430095] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:20:43.430129] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:20:43.430162] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:20:43.430235] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:20:43.486351] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:20:43.487051] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:20:43.487126] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:20:43.487165] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:20:43.605984] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:20:43.606159] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:20:43.606200] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:20:43.606233] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:20:43.609768] [DEBUG] [FORECASTER] DSX: Forecast T+1@11:T+2@11: DOWN (p=11.60%)
[2025-12-22T20:20:43.610063] [INFO ] [FORECASTER] Completed predict_future for DSX
[2025-12-22T20:20:43.610190] [INFO ] [sig       ] DSX: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:20:43.746188] [INFO ] [LOCAL     ] Saved forecast: DSX	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/DSX.txt
[2025-12-22T20:20:43.746341] [INFO ] [sig       ] [998/3560] Completed DSX in 0.3s | 2.94 sym/s | Total: 5.7m | ETA: 14.5m
[2025-12-22T20:20:43.746380] [INFO ] [sig       ] [999/3560] Forecasting DTB...
[2025-12-22T20:20:43.746411] [INFO ] [sig       ] Generating forecast for: DTB
[2025-12-22T20:20:43.746441] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DTB' from 'https://tdm.silogroup.org/data/derivative_storage/DTB.csv'.
[2025-12-22T20:20:43.757446] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DTB'.
[2025-12-22T20:20:43.757886] [INFO ] [FORECASTER] Starting predict_future for DTB
[2025-12-22T20:20:43.758703] [DEBUG] [LOCAL     ] No optimal features file found for DTB: ./output/feature-sets/DTB.txt
[2025-12-22T20:20:43.758754] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:20:43.758814] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:20:43.758842] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:20:43.758899] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:20:43.814481] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:20:43.815372] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:20:43.815453] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:20:43.815486] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:20:43.937916] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:20:43.938096] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:20:43.938151] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:20:43.938191] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:20:43.941738] [DEBUG] [FORECASTER] DTB: Forecast T+1@11:T+2@11: DOWN (p=44.15%)
[2025-12-22T20:20:43.942007] [INFO ] [FORECASTER] Completed predict_future for DTB
[2025-12-22T20:20:43.942133] [INFO ] [sig       ] DTB: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:20:44.077106] [INFO ] [LOCAL     ] Saved forecast: DTB	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/DTB.txt
[2025-12-22T20:20:44.077262] [INFO ] [sig       ] [999/3560] Completed DTB in 0.3s | 2.94 sym/s | Total: 5.7m | ETA: 14.5m
[2025-12-22T20:20:44.077301] [INFO ] [sig       ] [1000/3560] Forecasting DTE...
[2025-12-22T20:20:44.077331] [INFO ] [sig       ] Generating forecast for: DTE
[2025-12-22T20:20:44.077361] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DTE' from 'https://tdm.silogroup.org/data/derivative_storage/DTE.csv'.
[2025-12-22T20:20:44.088356] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DTE'.
[2025-12-22T20:20:44.088735] [INFO ] [FORECASTER] Starting predict_future for DTE
[2025-12-22T20:20:44.089510] [DEBUG] [LOCAL     ] No optimal features file found for DTE: ./output/feature-sets/DTE.txt
[2025-12-22T20:20:44.089561] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:20:44.089614] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:20:44.089642] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:20:44.089698] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:20:44.145807] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:20:44.146679] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:20:44.146758] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:20:44.146790] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:20:44.264505] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:20:44.264676] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:20:44.264718] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:20:44.264747] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:20:44.268037] [DEBUG] [FORECASTER] DTE: Forecast T+1@11:T+2@11: DOWN (p=7.20%)
[2025-12-22T20:20:44.268307] [INFO ] [FORECASTER] Completed predict_future for DTE
[2025-12-22T20:20:44.268429] [INFO ] [sig       ] DTE: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:20:44.404309] [INFO ] [LOCAL     ] Saved forecast: DTE	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/DTE.txt
[2025-12-22T20:20:44.404450] [INFO ] [sig       ] [1000/3560] Completed DTE in 0.3s | 2.94 sym/s | Total: 5.7m | ETA: 14.5m
[2025-12-22T20:20:44.404496] [INFO ] [sig       ] [1001/3560] Forecasting DTG...
[2025-12-22T20:20:44.404526] [INFO ] [sig       ] Generating forecast for: DTG
[2025-12-22T20:20:44.404556] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DTG' from 'https://tdm.silogroup.org/data/derivative_storage/DTG.csv'.
[2025-12-22T20:20:44.416284] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DTG'.
[2025-12-22T20:20:44.416680] [INFO ] [FORECASTER] Starting predict_future for DTG
[2025-12-22T20:20:44.417486] [DEBUG] [LOCAL     ] No optimal features file found for DTG: ./output/feature-sets/DTG.txt
[2025-12-22T20:20:44.417541] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:20:44.417603] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:20:44.417640] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:20:44.417699] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:20:44.474679] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:20:44.475509] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:20:44.475609] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:20:44.475645] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:20:44.592167] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:20:44.592324] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:20:44.592364] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:20:44.592392] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:20:44.595723] [DEBUG] [FORECASTER] DTG: Forecast T+1@11:T+2@11: UP (p=95.56%)
[2025-12-22T20:20:44.595988] [INFO ] [FORECASTER] Completed predict_future for DTG
[2025-12-22T20:20:44.596110] [INFO ] [sig       ] DTG: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:20:44.731003] [INFO ] [LOCAL     ] Saved forecast: DTG	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/DTG.txt
[2025-12-22T20:20:44.731134] [INFO ] [sig       ] [1001/3560] Completed DTG in 0.3s | 2.94 sym/s | Total: 5.7m | ETA: 14.5m
[2025-12-22T20:20:44.731175] [INFO ] [sig       ] [1002/3560] Forecasting DTIL...
[2025-12-22T20:20:44.731211] [INFO ] [sig       ] Generating forecast for: DTIL
[2025-12-22T20:20:44.731248] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DTIL' from 'https://tdm.silogroup.org/data/derivative_storage/DTIL.csv'.
[2025-12-22T20:20:44.742138] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DTIL'.
[2025-12-22T20:20:44.742517] [INFO ] [FORECASTER] Starting predict_future for DTIL
[2025-12-22T20:20:44.743347] [DEBUG] [LOCAL     ] No optimal features file found for DTIL: ./output/feature-sets/DTIL.txt
[2025-12-22T20:20:44.743402] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:20:44.743435] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:20:44.743462] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:20:44.743519] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:20:44.799922] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:20:44.800671] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:20:44.800750] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:20:44.800781] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:20:44.914589] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:20:44.914739] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:20:44.914777] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:20:44.914864] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:20:44.918394] [DEBUG] [FORECASTER] DTIL: Forecast T+1@11:T+2@11: UP (p=97.52%)
[2025-12-22T20:20:44.918690] [INFO ] [FORECASTER] Completed predict_future for DTIL
[2025-12-22T20:20:44.918829] [INFO ] [sig       ] DTIL: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:20:45.067349] [INFO ] [LOCAL     ] Saved forecast: DTIL	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/DTIL.txt
[2025-12-22T20:20:45.067490] [INFO ] [sig       ] [1002/3560] Completed DTIL in 0.3s | 2.94 sym/s | Total: 5.7m | ETA: 14.5m
[2025-12-22T20:20:45.067529] [INFO ] [sig       ] [1003/3560] Forecasting DTM...
[2025-12-22T20:20:45.067559] [INFO ] [sig       ] Generating forecast for: DTM
[2025-12-22T20:20:45.067609] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DTM' from 'https://tdm.silogroup.org/data/derivative_storage/DTM.csv'.
[2025-12-22T20:20:45.078804] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DTM'.
[2025-12-22T20:20:45.079144] [INFO ] [FORECASTER] Starting predict_future for DTM
[2025-12-22T20:20:45.079924] [DEBUG] [LOCAL     ] No optimal features file found for DTM: ./output/feature-sets/DTM.txt
[2025-12-22T20:20:45.079976] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:20:45.080008] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:20:45.080034] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:20:45.080088] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:20:45.136624] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:20:45.137262] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:20:45.137337] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:20:45.137368] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:20:45.258552] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:20:45.258723] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:20:45.258763] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:20:45.258792] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:20:45.262169] [DEBUG] [FORECASTER] DTM: Forecast T+1@11:T+2@11: UP (p=95.92%)
[2025-12-22T20:20:45.262436] [INFO ] [FORECASTER] Completed predict_future for DTM
[2025-12-22T20:20:45.262556] [INFO ] [sig       ] DTM: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:20:45.400880] [INFO ] [LOCAL     ] Saved forecast: DTM	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/DTM.txt
[2025-12-22T20:20:45.401018] [INFO ] [sig       ] [1003/3560] Completed DTM in 0.3s | 2.94 sym/s | Total: 5.7m | ETA: 14.5m
[2025-12-22T20:20:45.401057] [INFO ] [sig       ] [1004/3560] Forecasting DUK...
[2025-12-22T20:20:45.401085] [INFO ] [sig       ] Generating forecast for: DUK
[2025-12-22T20:20:45.401115] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DUK' from 'https://tdm.silogroup.org/data/derivative_storage/DUK.csv'.
[2025-12-22T20:20:45.412340] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DUK'.
[2025-12-22T20:20:45.412745] [INFO ] [FORECASTER] Starting predict_future for DUK
[2025-12-22T20:20:45.413560] [DEBUG] [LOCAL     ] No optimal features file found for DUK: ./output/feature-sets/DUK.txt
[2025-12-22T20:20:45.413640] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:20:45.413674] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:20:45.413700] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:20:45.413756] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:20:45.470352] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:20:45.471227] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:20:45.471316] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:20:45.471349] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:20:45.586164] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:20:45.586322] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:20:45.586361] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:20:45.586431] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:20:45.589815] [DEBUG] [FORECASTER] DUK: Forecast T+1@11:T+2@11: UP (p=85.18%)
[2025-12-22T20:20:45.590117] [INFO ] [FORECASTER] Completed predict_future for DUK
[2025-12-22T20:20:45.590250] [INFO ] [sig       ] DUK: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:20:45.724750] [INFO ] [LOCAL     ] Saved forecast: DUK	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/DUK.txt
[2025-12-22T20:20:45.724910] [INFO ] [sig       ] [1004/3560] Completed DUK in 0.3s | 2.94 sym/s | Total: 5.7m | ETA: 14.5m
[2025-12-22T20:20:45.724950] [INFO ] [sig       ] [1005/3560] Forecasting DUKB...
[2025-12-22T20:20:45.724980] [INFO ] [sig       ] Generating forecast for: DUKB
[2025-12-22T20:20:45.725010] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DUKB' from 'https://tdm.silogroup.org/data/derivative_storage/DUKB.csv'.
[2025-12-22T20:20:45.735945] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DUKB'.
[2025-12-22T20:20:45.736319] [INFO ] [FORECASTER] Starting predict_future for DUKB
[2025-12-22T20:20:45.737089] [DEBUG] [LOCAL     ] No optimal features file found for DUKB: ./output/feature-sets/DUKB.txt
[2025-12-22T20:20:45.737142] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:20:45.737174] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:20:45.737200] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:20:45.737256] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:20:45.792964] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:20:45.793828] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:20:45.793911] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:20:45.793943] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:20:45.912191] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:20:45.912343] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:20:45.912383] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:20:45.912410] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:20:45.915758] [DEBUG] [FORECASTER] DUKB: Forecast T+1@11:T+2@11: DOWN (p=7.36%)
[2025-12-22T20:20:45.916022] [INFO ] [FORECASTER] Completed predict_future for DUKB
[2025-12-22T20:20:45.916142] [INFO ] [sig       ] DUKB: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:20:46.051641] [INFO ] [LOCAL     ] Saved forecast: DUKB	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/DUKB.txt
[2025-12-22T20:20:46.051769] [INFO ] [sig       ] [1005/3560] Completed DUKB in 0.3s | 2.94 sym/s | Total: 5.7m | ETA: 14.5m
[2025-12-22T20:20:46.051806] [INFO ] [sig       ] [1006/3560] Forecasting DUOL...
[2025-12-22T20:20:46.051834] [INFO ] [sig       ] Generating forecast for: DUOL
[2025-12-22T20:20:46.051863] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DUOL' from 'https://tdm.silogroup.org/data/derivative_storage/DUOL.csv'.
[2025-12-22T20:20:46.064608] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DUOL'.
[2025-12-22T20:20:46.065044] [INFO ] [FORECASTER] Starting predict_future for DUOL
[2025-12-22T20:20:46.065936] [DEBUG] [LOCAL     ] No optimal features file found for DUOL: ./output/feature-sets/DUOL.txt
[2025-12-22T20:20:46.065992] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:20:46.066025] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:20:46.066052] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:20:46.066108] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:20:46.130161] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:20:46.131169] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:20:46.131300] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:20:46.131357] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:20:46.260604] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:20:46.260763] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:20:46.260821] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:20:46.260859] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:20:46.264968] [DEBUG] [FORECASTER] DUOL: Forecast T+1@11:T+2@11: DOWN (p=11.31%)
[2025-12-22T20:20:46.265329] [INFO ] [FORECASTER] Completed predict_future for DUOL
[2025-12-22T20:20:46.265496] [INFO ] [sig       ] DUOL: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:20:46.413838] [INFO ] [LOCAL     ] Saved forecast: DUOL	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/DUOL.txt
[2025-12-22T20:20:46.413986] [INFO ] [sig       ] [1006/3560] Completed DUOL in 0.4s | 2.94 sym/s | Total: 5.7m | ETA: 14.5m
[2025-12-22T20:20:46.414026] [INFO ] [sig       ] [1007/3560] Forecasting DVA...
[2025-12-22T20:20:46.414058] [INFO ] [sig       ] Generating forecast for: DVA
[2025-12-22T20:20:46.414089] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DVA' from 'https://tdm.silogroup.org/data/derivative_storage/DVA.csv'.
[2025-12-22T20:20:46.425879] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DVA'.
[2025-12-22T20:20:46.426220] [INFO ] [FORECASTER] Starting predict_future for DVA
[2025-12-22T20:20:46.427068] [DEBUG] [LOCAL     ] No optimal features file found for DVA: ./output/feature-sets/DVA.txt
[2025-12-22T20:20:46.427121] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:20:46.427159] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:20:46.427198] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:20:46.427280] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:20:46.489916] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:20:46.490763] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:20:46.490843] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:20:46.490876] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:20:46.616861] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:20:46.617013] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:20:46.617053] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:20:46.617082] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:20:46.620443] [DEBUG] [FORECASTER] DVA: Forecast T+1@11:T+2@11: DOWN (p=39.12%)
[2025-12-22T20:20:46.620733] [INFO ] [FORECASTER] Completed predict_future for DVA
[2025-12-22T20:20:46.620858] [INFO ] [sig       ] DVA: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:20:46.755795] [INFO ] [LOCAL     ] Saved forecast: DVA	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/DVA.txt
[2025-12-22T20:20:46.755932] [INFO ] [sig       ] [1007/3560] Completed DVA in 0.3s | 2.94 sym/s | Total: 5.7m | ETA: 14.5m
[2025-12-22T20:20:46.755970] [INFO ] [sig       ] [1008/3560] Forecasting DVAX...
[2025-12-22T20:20:46.755999] [INFO ] [sig       ] Generating forecast for: DVAX
[2025-12-22T20:20:46.756029] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DVAX' from 'https://tdm.silogroup.org/data/derivative_storage/DVAX.csv'.
[2025-12-22T20:20:46.768401] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DVAX'.
[2025-12-22T20:20:46.768784] [INFO ] [FORECASTER] Starting predict_future for DVAX
[2025-12-22T20:20:46.769625] [DEBUG] [LOCAL     ] No optimal features file found for DVAX: ./output/feature-sets/DVAX.txt
[2025-12-22T20:20:46.769679] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:20:46.769712] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:20:46.769753] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:20:46.769811] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:20:46.827468] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:20:46.828340] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:20:46.828425] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:20:46.828458] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:20:46.957638] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:20:46.957791] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:20:46.957831] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:20:46.957861] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:20:46.961524] [DEBUG] [FORECASTER] DVAX: Forecast T+1@11:T+2@11: DOWN (p=31.08%)
[2025-12-22T20:20:46.961820] [INFO ] [FORECASTER] Completed predict_future for DVAX
[2025-12-22T20:20:46.961951] [INFO ] [sig       ] DVAX: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:20:47.111056] [INFO ] [LOCAL     ] Saved forecast: DVAX	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/DVAX.txt
[2025-12-22T20:20:47.111226] [INFO ] [sig       ] [1008/3560] Completed DVAX in 0.4s | 2.94 sym/s | Total: 5.7m | ETA: 14.5m
[2025-12-22T20:20:47.111268] [INFO ] [sig       ] [1009/3560] Forecasting DVN...
[2025-12-22T20:20:47.111299] [INFO ] [sig       ] Generating forecast for: DVN
[2025-12-22T20:20:47.111331] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DVN' from 'https://tdm.silogroup.org/data/derivative_storage/DVN.csv'.
[2025-12-22T20:20:47.122780] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DVN'.
[2025-12-22T20:20:47.123123] [INFO ] [FORECASTER] Starting predict_future for DVN
[2025-12-22T20:20:47.123989] [DEBUG] [LOCAL     ] No optimal features file found for DVN: ./output/feature-sets/DVN.txt
[2025-12-22T20:20:47.124042] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:20:47.124075] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:20:47.124105] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:20:47.124185] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:20:47.186331] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:20:47.187138] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:20:47.187251] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:20:47.187295] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:20:47.316744] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:20:47.316893] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:20:47.316934] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:20:47.316964] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:20:47.320479] [DEBUG] [FORECASTER] DVN: Forecast T+1@11:T+2@11: UP (p=60.81%)
[2025-12-22T20:20:47.320769] [INFO ] [FORECASTER] Completed predict_future for DVN
[2025-12-22T20:20:47.320902] [INFO ] [sig       ] DVN: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:20:47.464206] [INFO ] [LOCAL     ] Saved forecast: DVN	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/DVN.txt
[2025-12-22T20:20:47.464357] [INFO ] [sig       ] [1009/3560] Completed DVN in 0.4s | 2.94 sym/s | Total: 5.7m | ETA: 14.5m
[2025-12-22T20:20:47.464397] [INFO ] [sig       ] [1010/3560] Forecasting DWAS...
[2025-12-22T20:20:47.464427] [INFO ] [sig       ] Generating forecast for: DWAS
[2025-12-22T20:20:47.464459] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DWAS' from 'https://tdm.silogroup.org/data/derivative_storage/DWAS.csv'.
[2025-12-22T20:20:47.475944] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DWAS'.
[2025-12-22T20:20:47.476317] [INFO ] [FORECASTER] Starting predict_future for DWAS
[2025-12-22T20:20:47.477167] [DEBUG] [LOCAL     ] No optimal features file found for DWAS: ./output/feature-sets/DWAS.txt
[2025-12-22T20:20:47.477221] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:20:47.477254] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:20:47.477282] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:20:47.477340] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:20:47.536736] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:20:47.537556] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:20:47.537654] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:20:47.537687] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:20:47.654689] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:20:47.654845] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:20:47.654883] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:20:47.654912] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:20:47.658273] [DEBUG] [FORECASTER] DWAS: Forecast T+1@11:T+2@11: UP (p=83.85%)
[2025-12-22T20:20:47.658552] [INFO ] [FORECASTER] Completed predict_future for DWAS
[2025-12-22T20:20:47.658695] [INFO ] [sig       ] DWAS: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:20:47.795716] [INFO ] [LOCAL     ] Saved forecast: DWAS	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/DWAS.txt
[2025-12-22T20:20:47.795862] [INFO ] [sig       ] [1010/3560] Completed DWAS in 0.3s | 2.94 sym/s | Total: 5.7m | ETA: 14.5m
[2025-12-22T20:20:47.795904] [INFO ] [sig       ] [1011/3560] Forecasting DWSH...
[2025-12-22T20:20:47.795935] [INFO ] [sig       ] Generating forecast for: DWSH
[2025-12-22T20:20:47.795966] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DWSH' from 'https://tdm.silogroup.org/data/derivative_storage/DWSH.csv'.
[2025-12-22T20:20:47.806921] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DWSH'.
[2025-12-22T20:20:47.807280] [INFO ] [FORECASTER] Starting predict_future for DWSH
[2025-12-22T20:20:47.808096] [DEBUG] [LOCAL     ] No optimal features file found for DWSH: ./output/feature-sets/DWSH.txt
[2025-12-22T20:20:47.808150] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:20:47.808184] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:20:47.808211] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:20:47.808267] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:20:47.866625] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:20:47.867445] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:20:47.867526] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:20:47.867558] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:20:47.980582] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:20:47.980762] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:20:47.980803] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:20:47.980830] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:20:47.984192] [DEBUG] [FORECASTER] DWSH: Forecast T+1@11:T+2@11: DOWN (p=25.13%)
[2025-12-22T20:20:47.984456] [INFO ] [FORECASTER] Completed predict_future for DWSH
[2025-12-22T20:20:47.984592] [INFO ] [sig       ] DWSH: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:20:48.124691] [INFO ] [LOCAL     ] Saved forecast: DWSH	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/DWSH.txt
[2025-12-22T20:20:48.124835] [INFO ] [sig       ] [1011/3560] Completed DWSH in 0.3s | 2.94 sym/s | Total: 5.7m | ETA: 14.5m
[2025-12-22T20:20:48.124877] [INFO ] [sig       ] [1012/3560] Forecasting DX...
[2025-12-22T20:20:48.124918] [INFO ] [sig       ] Generating forecast for: DX
[2025-12-22T20:20:48.124969] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DX' from 'https://tdm.silogroup.org/data/derivative_storage/DX.csv'.
[2025-12-22T20:20:48.136283] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DX'.
[2025-12-22T20:20:48.136645] [INFO ] [FORECASTER] Starting predict_future for DX
[2025-12-22T20:20:48.137513] [DEBUG] [LOCAL     ] No optimal features file found for DX: ./output/feature-sets/DX.txt
[2025-12-22T20:20:48.137566] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:20:48.137622] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:20:48.137651] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:20:48.137707] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:20:48.199964] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:20:48.200797] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:20:48.200892] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:20:48.200931] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:20:48.327682] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:20:48.327836] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:20:48.327877] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:20:48.327907] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:20:48.331464] [DEBUG] [FORECASTER] DX: Forecast T+1@11:T+2@11: UP (p=80.53%)
[2025-12-22T20:20:48.331761] [INFO ] [FORECASTER] Completed predict_future for DX
[2025-12-22T20:20:48.331887] [INFO ] [sig       ] DX: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:20:48.484145] [INFO ] [LOCAL     ] Saved forecast: DX	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/DX.txt
[2025-12-22T20:20:48.484318] [INFO ] [sig       ] [1012/3560] Completed DX in 0.4s | 2.94 sym/s | Total: 5.7m | ETA: 14.5m
[2025-12-22T20:20:48.484359] [INFO ] [sig       ] [1013/3560] Forecasting DXC...
[2025-12-22T20:20:48.484388] [INFO ] [sig       ] Generating forecast for: DXC
[2025-12-22T20:20:48.484418] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DXC' from 'https://tdm.silogroup.org/data/derivative_storage/DXC.csv'.
[2025-12-22T20:20:48.495077] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DXC'.
[2025-12-22T20:20:48.495393] [INFO ] [FORECASTER] Starting predict_future for DXC
[2025-12-22T20:20:48.496216] [DEBUG] [LOCAL     ] No optimal features file found for DXC: ./output/feature-sets/DXC.txt
[2025-12-22T20:20:48.496268] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:20:48.496301] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:20:48.496327] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:20:48.496383] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:20:48.552135] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:20:48.553024] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:20:48.553105] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:20:48.553137] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:20:48.673853] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:20:48.674009] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:20:48.674049] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:20:48.674079] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:20:48.677475] [DEBUG] [FORECASTER] DXC: Forecast T+1@11:T+2@11: DOWN (p=2.70%)
[2025-12-22T20:20:48.677766] [INFO ] [FORECASTER] Completed predict_future for DXC
[2025-12-22T20:20:48.677892] [INFO ] [sig       ] DXC: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:20:48.814354] [INFO ] [LOCAL     ] Saved forecast: DXC	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/DXC.txt
[2025-12-22T20:20:48.814519] [INFO ] [sig       ] [1013/3560] Completed DXC in 0.3s | 2.94 sym/s | Total: 5.7m | ETA: 14.4m
[2025-12-22T20:20:48.814560] [INFO ] [sig       ] [1014/3560] Forecasting DXCM...
[2025-12-22T20:20:48.814609] [INFO ] [sig       ] Generating forecast for: DXCM
[2025-12-22T20:20:48.814640] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DXCM' from 'https://tdm.silogroup.org/data/derivative_storage/DXCM.csv'.
[2025-12-22T20:20:48.826395] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DXCM'.
[2025-12-22T20:20:48.826745] [INFO ] [FORECASTER] Starting predict_future for DXCM
[2025-12-22T20:20:48.827504] [DEBUG] [LOCAL     ] No optimal features file found for DXCM: ./output/feature-sets/DXCM.txt
[2025-12-22T20:20:48.827556] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:20:48.827614] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:20:48.827643] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:20:48.827699] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:20:48.885552] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:20:48.886420] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:20:48.886502] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:20:48.886536] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:20:49.009889] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:20:49.010045] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:20:49.010085] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:20:49.010114] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:20:49.013609] [DEBUG] [FORECASTER] DXCM: Forecast T+1@11:T+2@11: DOWN (p=44.91%)
[2025-12-22T20:20:49.013896] [INFO ] [FORECASTER] Completed predict_future for DXCM
[2025-12-22T20:20:49.014031] [INFO ] [sig       ] DXCM: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:20:49.153140] [INFO ] [LOCAL     ] Saved forecast: DXCM	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/DXCM.txt
[2025-12-22T20:20:49.153302] [INFO ] [sig       ] [1014/3560] Completed DXCM in 0.3s | 2.94 sym/s | Total: 5.8m | ETA: 14.4m
[2025-12-22T20:20:49.153352] [INFO ] [sig       ] [1015/3560] Forecasting DXPE...
[2025-12-22T20:20:49.153383] [INFO ] [sig       ] Generating forecast for: DXPE
[2025-12-22T20:20:49.153412] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DXPE' from 'https://tdm.silogroup.org/data/derivative_storage/DXPE.csv'.
[2025-12-22T20:20:49.164831] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DXPE'.
[2025-12-22T20:20:49.165193] [INFO ] [FORECASTER] Starting predict_future for DXPE
[2025-12-22T20:20:49.165984] [DEBUG] [LOCAL     ] No optimal features file found for DXPE: ./output/feature-sets/DXPE.txt
[2025-12-22T20:20:49.166036] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:20:49.166070] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:20:49.166097] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:20:49.166154] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:20:49.223068] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:20:49.223949] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:20:49.224040] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:20:49.224074] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:20:49.345811] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:20:49.345969] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:20:49.346009] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:20:49.346040] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:20:49.349485] [DEBUG] [FORECASTER] DXPE: Forecast T+1@11:T+2@11: UP (p=96.42%)
[2025-12-22T20:20:49.349773] [INFO ] [FORECASTER] Completed predict_future for DXPE
[2025-12-22T20:20:49.349899] [INFO ] [sig       ] DXPE: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:20:49.487044] [INFO ] [LOCAL     ] Saved forecast: DXPE	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/DXPE.txt
[2025-12-22T20:20:49.487186] [INFO ] [sig       ] [1015/3560] Completed DXPE in 0.3s | 2.94 sym/s | Total: 5.8m | ETA: 14.4m
[2025-12-22T20:20:49.487227] [INFO ] [sig       ] [1016/3560] Forecasting DY...
[2025-12-22T20:20:49.487258] [INFO ] [sig       ] Generating forecast for: DY
[2025-12-22T20:20:49.487288] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DY' from 'https://tdm.silogroup.org/data/derivative_storage/DY.csv'.
[2025-12-22T20:20:49.498424] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DY'.
[2025-12-22T20:20:49.498801] [INFO ] [FORECASTER] Starting predict_future for DY
[2025-12-22T20:20:49.499624] [DEBUG] [LOCAL     ] No optimal features file found for DY: ./output/feature-sets/DY.txt
[2025-12-22T20:20:49.499684] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:20:49.499747] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:20:49.499776] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:20:49.499834] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:20:49.557820] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:20:49.558596] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:20:49.558673] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:20:49.558706] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:20:49.682750] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:20:49.682901] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:20:49.682943] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:20:49.682972] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:20:49.686597] [DEBUG] [FORECASTER] DY: Forecast T+1@11:T+2@11: UP (p=52.15%)
[2025-12-22T20:20:49.686889] [INFO ] [FORECASTER] Completed predict_future for DY
[2025-12-22T20:20:49.687021] [INFO ] [sig       ] DY: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:20:49.825165] [INFO ] [LOCAL     ] Saved forecast: DY	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/DY.txt
[2025-12-22T20:20:49.825324] [INFO ] [sig       ] [1016/3560] Completed DY in 0.3s | 2.94 sym/s | Total: 5.8m | ETA: 14.4m
[2025-12-22T20:20:49.825366] [INFO ] [sig       ] [1017/3560] Forecasting DYN...
[2025-12-22T20:20:49.825398] [INFO ] [sig       ] Generating forecast for: DYN
[2025-12-22T20:20:49.825427] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DYN' from 'https://tdm.silogroup.org/data/derivative_storage/DYN.csv'.
[2025-12-22T20:20:49.836693] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DYN'.
[2025-12-22T20:20:49.837044] [INFO ] [FORECASTER] Starting predict_future for DYN
[2025-12-22T20:20:49.837864] [DEBUG] [LOCAL     ] No optimal features file found for DYN: ./output/feature-sets/DYN.txt
[2025-12-22T20:20:49.837919] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:20:49.837952] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:20:49.837979] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:20:49.838036] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:20:49.896325] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:20:49.897254] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:20:49.897351] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:20:49.897395] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:20:50.024216] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:20:50.024426] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:20:50.024478] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:20:50.024510] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:20:50.028013] [DEBUG] [FORECASTER] DYN: Forecast T+1@11:T+2@11: DOWN (p=31.31%)
[2025-12-22T20:20:50.028285] [INFO ] [FORECASTER] Completed predict_future for DYN
[2025-12-22T20:20:50.028419] [INFO ] [sig       ] DYN: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:20:50.175633] [INFO ] [LOCAL     ] Saved forecast: DYN	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/DYN.txt
[2025-12-22T20:20:50.175781] [INFO ] [sig       ] [1017/3560] Completed DYN in 0.4s | 2.94 sym/s | Total: 5.8m | ETA: 14.4m
[2025-12-22T20:20:50.175821] [INFO ] [sig       ] [1018/3560] Forecasting E...
[2025-12-22T20:20:50.175850] [INFO ] [sig       ] Generating forecast for: E
[2025-12-22T20:20:50.175880] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'E' from 'https://tdm.silogroup.org/data/derivative_storage/E.csv'.
[2025-12-22T20:20:50.187066] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'E'.
[2025-12-22T20:20:50.187411] [INFO ] [FORECASTER] Starting predict_future for E
[2025-12-22T20:20:50.188189] [DEBUG] [LOCAL     ] No optimal features file found for E: ./output/feature-sets/E.txt
[2025-12-22T20:20:50.188241] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:20:50.188274] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:20:50.188300] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:20:50.188356] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:20:50.245567] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:20:50.246215] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:20:50.246290] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:20:50.246328] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:20:50.367593] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:20:50.367762] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:20:50.367801] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:20:50.367828] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:20:50.371252] [DEBUG] [FORECASTER] E: Forecast T+1@11:T+2@11: UP (p=68.01%)
[2025-12-22T20:20:50.371554] [INFO ] [FORECASTER] Completed predict_future for E
[2025-12-22T20:20:50.371694] [INFO ] [sig       ] E: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:20:50.512960] [INFO ] [LOCAL     ] Saved forecast: E	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/E.txt
[2025-12-22T20:20:50.513116] [INFO ] [sig       ] [1018/3560] Completed E in 0.3s | 2.94 sym/s | Total: 5.8m | ETA: 14.4m
[2025-12-22T20:20:50.513157] [INFO ] [sig       ] [1019/3560] Forecasting EA...
[2025-12-22T20:20:50.513187] [INFO ] [sig       ] Generating forecast for: EA
[2025-12-22T20:20:50.513218] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EA' from 'https://tdm.silogroup.org/data/derivative_storage/EA.csv'.
[2025-12-22T20:20:50.525739] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EA'.
[2025-12-22T20:20:50.526015] [INFO ] [FORECASTER] Starting predict_future for EA
[2025-12-22T20:20:50.526781] [DEBUG] [LOCAL     ] No optimal features file found for EA: ./output/feature-sets/EA.txt
[2025-12-22T20:20:50.526832] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:20:50.526864] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:20:50.526891] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:20:50.526947] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:20:50.583315] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:20:50.583955] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:20:50.584032] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:20:50.584063] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:20:50.706838] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:20:50.706978] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:20:50.707016] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:20:50.707044] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:20:50.710358] [DEBUG] [FORECASTER] EA: Forecast T+1@11:T+2@11: DOWN (p=16.27%)
[2025-12-22T20:20:50.710645] [INFO ] [FORECASTER] Completed predict_future for EA
[2025-12-22T20:20:50.710766] [INFO ] [sig       ] EA: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:20:50.851693] [INFO ] [LOCAL     ] Saved forecast: EA	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/EA.txt
[2025-12-22T20:20:50.851824] [INFO ] [sig       ] [1019/3560] Completed EA in 0.3s | 2.94 sym/s | Total: 5.8m | ETA: 14.4m
[2025-12-22T20:20:50.851871] [INFO ] [sig       ] [1020/3560] Forecasting EAF...
[2025-12-22T20:20:50.851900] [INFO ] [sig       ] Generating forecast for: EAF
[2025-12-22T20:20:50.851930] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EAF' from 'https://tdm.silogroup.org/data/derivative_storage/EAF.csv'.
[2025-12-22T20:20:50.864177] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EAF'.
[2025-12-22T20:20:50.864461] [INFO ] [FORECASTER] Starting predict_future for EAF
[2025-12-22T20:20:50.865229] [DEBUG] [LOCAL     ] No optimal features file found for EAF: ./output/feature-sets/EAF.txt
[2025-12-22T20:20:50.865280] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:20:50.865312] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:20:50.865339] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:20:50.865395] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:20:50.923122] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:20:50.923748] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:20:50.923820] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:20:50.923852] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:20:51.042461] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:20:51.042628] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:20:51.042668] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:20:51.042695] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:20:51.045957] [DEBUG] [FORECASTER] EAF: Forecast T+1@11:T+2@11: UP (p=98.12%)
[2025-12-22T20:20:51.046218] [INFO ] [FORECASTER] Completed predict_future for EAF
[2025-12-22T20:20:51.046339] [INFO ] [sig       ] EAF: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:20:51.181959] [INFO ] [LOCAL     ] Saved forecast: EAF	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/EAF.txt
[2025-12-22T20:20:51.182115] [INFO ] [sig       ] [1020/3560] Completed EAF in 0.3s | 2.94 sym/s | Total: 5.8m | ETA: 14.4m
[2025-12-22T20:20:51.182153] [INFO ] [sig       ] [1021/3560] Forecasting EAI...
[2025-12-22T20:20:51.182182] [INFO ] [sig       ] Generating forecast for: EAI
[2025-12-22T20:20:51.182212] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EAI' from 'https://tdm.silogroup.org/data/derivative_storage/EAI.csv'.
[2025-12-22T20:20:51.193373] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EAI'.
[2025-12-22T20:20:51.193730] [INFO ] [FORECASTER] Starting predict_future for EAI
[2025-12-22T20:20:51.194478] [DEBUG] [LOCAL     ] No optimal features file found for EAI: ./output/feature-sets/EAI.txt
[2025-12-22T20:20:51.194529] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:20:51.194618] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:20:51.194649] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:20:51.194705] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:20:51.251063] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:20:51.251853] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:20:51.251930] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:20:51.251962] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:20:51.364599] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:20:51.364736] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:20:51.364775] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:20:51.364802] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:20:51.368032] [DEBUG] [FORECASTER] EAI: Forecast T+1@11:T+2@11: DOWN (p=3.15%)
[2025-12-22T20:20:51.368299] [INFO ] [FORECASTER] Completed predict_future for EAI
[2025-12-22T20:20:51.368422] [INFO ] [sig       ] EAI: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:20:51.506375] [INFO ] [LOCAL     ] Saved forecast: EAI	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/EAI.txt
[2025-12-22T20:20:51.506516] [INFO ] [sig       ] [1021/3560] Completed EAI in 0.3s | 2.94 sym/s | Total: 5.8m | ETA: 14.4m
[2025-12-22T20:20:51.506553] [INFO ] [sig       ] [1022/3560] Forecasting EARN...
[2025-12-22T20:20:51.506603] [INFO ] [sig       ] Generating forecast for: EARN
[2025-12-22T20:20:51.506634] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EARN' from 'https://tdm.silogroup.org/data/derivative_storage/EARN.csv'.
[2025-12-22T20:20:51.517620] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EARN'.
[2025-12-22T20:20:51.517921] [INFO ] [FORECASTER] Starting predict_future for EARN
[2025-12-22T20:20:51.518693] [DEBUG] [LOCAL     ] No optimal features file found for EARN: ./output/feature-sets/EARN.txt
[2025-12-22T20:20:51.518744] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:20:51.518775] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:20:51.518801] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:20:51.518857] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:20:51.574430] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:20:51.575144] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:20:51.575221] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:20:51.575253] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:20:51.698384] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:20:51.698587] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:20:51.698629] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:20:51.698657] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:20:51.702103] [DEBUG] [FORECASTER] EARN: Forecast T+1@11:T+2@11: DOWN (p=23.97%)
[2025-12-22T20:20:51.702372] [INFO ] [FORECASTER] Completed predict_future for EARN
[2025-12-22T20:20:51.702506] [INFO ] [sig       ] EARN: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:20:51.839072] [INFO ] [LOCAL     ] Saved forecast: EARN	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/EARN.txt
[2025-12-22T20:20:51.839195] [INFO ] [sig       ] [1022/3560] Completed EARN in 0.3s | 2.94 sym/s | Total: 5.8m | ETA: 14.4m
[2025-12-22T20:20:51.839233] [INFO ] [sig       ] [1023/3560] Forecasting EB...
[2025-12-22T20:20:51.839262] [INFO ] [sig       ] Generating forecast for: EB
[2025-12-22T20:20:51.839292] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EB' from 'https://tdm.silogroup.org/data/derivative_storage/EB.csv'.
[2025-12-22T20:20:51.851688] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EB'.
[2025-12-22T20:20:51.852028] [INFO ] [FORECASTER] Starting predict_future for EB
[2025-12-22T20:20:51.852813] [DEBUG] [LOCAL     ] No optimal features file found for EB: ./output/feature-sets/EB.txt
[2025-12-22T20:20:51.852864] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:20:51.852896] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:20:51.852923] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:20:51.852979] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:20:51.910198] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:20:51.910835] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:20:51.910910] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:20:51.910941] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:20:52.031229] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:20:52.031370] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:20:52.031417] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:20:52.031452] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:20:52.034758] [DEBUG] [FORECASTER] EB: Forecast T+1@11:T+2@11: DOWN (p=13.05%)
[2025-12-22T20:20:52.035025] [INFO ] [FORECASTER] Completed predict_future for EB
[2025-12-22T20:20:52.035145] [INFO ] [sig       ] EB: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:20:52.170160] [INFO ] [LOCAL     ] Saved forecast: EB	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/EB.txt
[2025-12-22T20:20:52.170286] [INFO ] [sig       ] [1023/3560] Completed EB in 0.3s | 2.94 sym/s | Total: 5.8m | ETA: 14.4m
[2025-12-22T20:20:52.170324] [INFO ] [sig       ] [1024/3560] Forecasting EBAY...
[2025-12-22T20:20:52.170353] [INFO ] [sig       ] Generating forecast for: EBAY
[2025-12-22T20:20:52.170383] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EBAY' from 'https://tdm.silogroup.org/data/derivative_storage/EBAY.csv'.
[2025-12-22T20:20:52.184521] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EBAY'.
[2025-12-22T20:20:52.185145] [INFO ] [FORECASTER] Starting predict_future for EBAY
[2025-12-22T20:20:52.186303] [DEBUG] [LOCAL     ] No optimal features file found for EBAY: ./output/feature-sets/EBAY.txt
[2025-12-22T20:20:52.186363] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:20:52.186401] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:20:52.186429] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:20:52.186494] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:20:52.247661] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:20:52.248850] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:20:52.248950] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:20:52.248984] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:20:52.376325] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:20:52.376554] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:20:52.376627] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:20:52.376660] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:20:52.380718] [DEBUG] [FORECASTER] EBAY: Forecast T+1@11:T+2@11: UP (p=68.42%)
[2025-12-22T20:20:52.381033] [INFO ] [FORECASTER] Completed predict_future for EBAY
[2025-12-22T20:20:52.381176] [INFO ] [sig       ] EBAY: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:20:52.523565] [INFO ] [LOCAL     ] Saved forecast: EBAY	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/EBAY.txt
[2025-12-22T20:20:52.523806] [INFO ] [sig       ] [1024/3560] Completed EBAY in 0.4s | 2.94 sym/s | Total: 5.8m | ETA: 14.4m
[2025-12-22T20:20:52.523853] [INFO ] [sig       ] [1025/3560] Forecasting EBC...
[2025-12-22T20:20:52.523908] [INFO ] [sig       ] Generating forecast for: EBC
[2025-12-22T20:20:52.523950] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EBC' from 'https://tdm.silogroup.org/data/derivative_storage/EBC.csv'.
[2025-12-22T20:20:52.538101] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EBC'.
[2025-12-22T20:20:52.538721] [INFO ] [FORECASTER] Starting predict_future for EBC
[2025-12-22T20:20:52.539774] [DEBUG] [LOCAL     ] No optimal features file found for EBC: ./output/feature-sets/EBC.txt
[2025-12-22T20:20:52.539833] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:20:52.539867] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:20:52.539894] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:20:52.539952] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:20:52.601948] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:20:52.603134] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:20:52.603236] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:20:52.603270] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:20:52.733290] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:20:52.733511] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:20:52.733555] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:20:52.733604] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:20:52.737642] [DEBUG] [FORECASTER] EBC: Forecast T+1@11:T+2@11: DOWN (p=13.97%)
[2025-12-22T20:20:52.737985] [INFO ] [FORECASTER] Completed predict_future for EBC
[2025-12-22T20:20:52.738130] [INFO ] [sig       ] EBC: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:20:52.876111] [INFO ] [LOCAL     ] Saved forecast: EBC	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/EBC.txt
[2025-12-22T20:20:52.876294] [INFO ] [sig       ] [1025/3560] Completed EBC in 0.4s | 2.94 sym/s | Total: 5.8m | ETA: 14.4m
[2025-12-22T20:20:52.876336] [INFO ] [sig       ] [1026/3560] Forecasting EBF...
[2025-12-22T20:20:52.876366] [INFO ] [sig       ] Generating forecast for: EBF
[2025-12-22T20:20:52.876398] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EBF' from 'https://tdm.silogroup.org/data/derivative_storage/EBF.csv'.
[2025-12-22T20:20:52.889637] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EBF'.
[2025-12-22T20:20:52.890204] [INFO ] [FORECASTER] Starting predict_future for EBF
[2025-12-22T20:20:52.891093] [DEBUG] [LOCAL     ] No optimal features file found for EBF: ./output/feature-sets/EBF.txt
[2025-12-22T20:20:52.891147] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:20:52.891179] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:20:52.891207] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:20:52.891263] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:20:52.949886] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:20:52.950901] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:20:52.951037] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:20:52.951072] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:20:53.076661] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:20:53.076941] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:20:53.076994] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:20:53.077026] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:20:53.080960] [DEBUG] [FORECASTER] EBF: Forecast T+1@11:T+2@11: UP (p=90.72%)
[2025-12-22T20:20:53.081265] [INFO ] [FORECASTER] Completed predict_future for EBF
[2025-12-22T20:20:53.081394] [INFO ] [sig       ] EBF: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:20:53.219426] [INFO ] [LOCAL     ] Saved forecast: EBF	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/EBF.txt
[2025-12-22T20:20:53.219642] [INFO ] [sig       ] [1026/3560] Completed EBF in 0.3s | 2.94 sym/s | Total: 5.8m | ETA: 14.4m
[2025-12-22T20:20:53.219687] [INFO ] [sig       ] [1027/3560] Forecasting EBON...
[2025-12-22T20:20:53.219717] [INFO ] [sig       ] Generating forecast for: EBON
[2025-12-22T20:20:53.219751] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EBON' from 'https://tdm.silogroup.org/data/derivative_storage/EBON.csv'.
[2025-12-22T20:20:53.231938] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EBON'.
[2025-12-22T20:20:53.232421] [INFO ] [FORECASTER] Starting predict_future for EBON
[2025-12-22T20:20:53.233309] [DEBUG] [LOCAL     ] No optimal features file found for EBON: ./output/feature-sets/EBON.txt
[2025-12-22T20:20:53.233362] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:20:53.233395] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:20:53.233421] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:20:53.233478] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:20:53.290733] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:20:53.291902] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:20:53.291995] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:20:53.292028] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:20:53.393619] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:20:53.393841] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:20:53.393886] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:20:53.393915] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:20:53.397672] [DEBUG] [FORECASTER] EBON: Forecast T+1@11:T+2@11: UP (p=64.43%)
[2025-12-22T20:20:53.397973] [INFO ] [FORECASTER] Completed predict_future for EBON
[2025-12-22T20:20:53.398105] [INFO ] [sig       ] EBON: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:20:53.537217] [INFO ] [LOCAL     ] Saved forecast: EBON	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/EBON.txt
[2025-12-22T20:20:53.537425] [INFO ] [sig       ] [1027/3560] Completed EBON in 0.3s | 2.94 sym/s | Total: 5.8m | ETA: 14.4m
[2025-12-22T20:20:53.537466] [INFO ] [sig       ] [1028/3560] Forecasting EBS...
[2025-12-22T20:20:53.537498] [INFO ] [sig       ] Generating forecast for: EBS
[2025-12-22T20:20:53.537529] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EBS' from 'https://tdm.silogroup.org/data/derivative_storage/EBS.csv'.
[2025-12-22T20:20:53.550469] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EBS'.
[2025-12-22T20:20:53.551067] [INFO ] [FORECASTER] Starting predict_future for EBS
[2025-12-22T20:20:53.551965] [DEBUG] [LOCAL     ] No optimal features file found for EBS: ./output/feature-sets/EBS.txt
[2025-12-22T20:20:53.552019] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:20:53.552051] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:20:53.552078] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:20:53.552135] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:20:53.611391] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:20:53.612429] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:20:53.612526] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:20:53.612560] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:20:53.735774] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:20:53.735928] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:20:53.735970] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:20:53.736016] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:20:53.739513] [DEBUG] [FORECASTER] EBS: Forecast T+1@11:T+2@11: DOWN (p=5.54%)
[2025-12-22T20:20:53.739813] [INFO ] [FORECASTER] Completed predict_future for EBS
[2025-12-22T20:20:53.739943] [INFO ] [sig       ] EBS: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:20:53.878970] [INFO ] [LOCAL     ] Saved forecast: EBS	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/EBS.txt
[2025-12-22T20:20:53.879161] [INFO ] [sig       ] [1028/3560] Completed EBS in 0.3s | 2.94 sym/s | Total: 5.8m | ETA: 14.4m
[2025-12-22T20:20:53.879203] [INFO ] [sig       ] [1029/3560] Forecasting EC...
[2025-12-22T20:20:53.879233] [INFO ] [sig       ] Generating forecast for: EC
[2025-12-22T20:20:53.879265] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EC' from 'https://tdm.silogroup.org/data/derivative_storage/EC.csv'.
[2025-12-22T20:20:53.890544] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EC'.
[2025-12-22T20:20:53.890919] [INFO ] [FORECASTER] Starting predict_future for EC
[2025-12-22T20:20:53.891767] [DEBUG] [LOCAL     ] No optimal features file found for EC: ./output/feature-sets/EC.txt
[2025-12-22T20:20:53.891820] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:20:53.891853] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:20:53.891881] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:20:53.891939] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:20:53.948591] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:20:53.949455] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:20:53.949536] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:20:53.949569] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:20:54.069430] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:20:54.069615] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:20:54.069658] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:20:54.069688] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:20:54.073072] [DEBUG] [FORECASTER] EC: Forecast T+1@11:T+2@11: UP (p=67.21%)
[2025-12-22T20:20:54.073342] [INFO ] [FORECASTER] Completed predict_future for EC
[2025-12-22T20:20:54.073482] [INFO ] [sig       ] EC: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:20:54.212058] [INFO ] [LOCAL     ] Saved forecast: EC	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/EC.txt
[2025-12-22T20:20:54.212216] [INFO ] [sig       ] [1029/3560] Completed EC in 0.3s | 2.94 sym/s | Total: 5.8m | ETA: 14.4m
[2025-12-22T20:20:54.212257] [INFO ] [sig       ] [1030/3560] Forecasting ECC...
[2025-12-22T20:20:54.212287] [INFO ] [sig       ] Generating forecast for: ECC
[2025-12-22T20:20:54.212317] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ECC' from 'https://tdm.silogroup.org/data/derivative_storage/ECC.csv'.
[2025-12-22T20:20:54.223716] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ECC'.
[2025-12-22T20:20:54.224105] [INFO ] [FORECASTER] Starting predict_future for ECC
[2025-12-22T20:20:54.224938] [DEBUG] [LOCAL     ] No optimal features file found for ECC: ./output/feature-sets/ECC.txt
[2025-12-22T20:20:54.224991] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:20:54.225025] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:20:54.225052] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:20:54.225109] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:20:54.283144] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:20:54.283904] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:20:54.283984] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:20:54.284034] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:20:54.401188] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:20:54.401349] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:20:54.401390] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:20:54.401421] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:20:54.404855] [DEBUG] [FORECASTER] ECC: Forecast T+1@11:T+2@11: DOWN (p=34.45%)
[2025-12-22T20:20:54.405127] [INFO ] [FORECASTER] Completed predict_future for ECC
[2025-12-22T20:20:54.405250] [INFO ] [sig       ] ECC: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:20:54.541563] [INFO ] [LOCAL     ] Saved forecast: ECC	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/ECC.txt
[2025-12-22T20:20:54.541711] [INFO ] [sig       ] [1030/3560] Completed ECC in 0.3s | 2.94 sym/s | Total: 5.8m | ETA: 14.3m
[2025-12-22T20:20:54.541750] [INFO ] [sig       ] [1031/3560] Forecasting ECL...
[2025-12-22T20:20:54.541779] [INFO ] [sig       ] Generating forecast for: ECL
[2025-12-22T20:20:54.541809] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ECL' from 'https://tdm.silogroup.org/data/derivative_storage/ECL.csv'.
[2025-12-22T20:20:54.552741] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ECL'.
[2025-12-22T20:20:54.553101] [INFO ] [FORECASTER] Starting predict_future for ECL
[2025-12-22T20:20:54.553907] [DEBUG] [LOCAL     ] No optimal features file found for ECL: ./output/feature-sets/ECL.txt
[2025-12-22T20:20:54.553960] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:20:54.553993] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:20:54.554031] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:20:54.554102] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:20:54.611668] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:20:54.612334] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:20:54.612416] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:20:54.612449] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:20:54.731999] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:20:54.732175] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:20:54.732213] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:20:54.732241] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:20:54.735709] [DEBUG] [FORECASTER] ECL: Forecast T+1@11:T+2@11: UP (p=65.50%)
[2025-12-22T20:20:54.735981] [INFO ] [FORECASTER] Completed predict_future for ECL
[2025-12-22T20:20:54.736104] [INFO ] [sig       ] ECL: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:20:54.869677] [INFO ] [LOCAL     ] Saved forecast: ECL	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/ECL.txt
[2025-12-22T20:20:54.869814] [INFO ] [sig       ] [1031/3560] Completed ECL in 0.3s | 2.94 sym/s | Total: 5.8m | ETA: 14.3m
[2025-12-22T20:20:54.869854] [INFO ] [sig       ] [1032/3560] Forecasting ECPG...
[2025-12-22T20:20:54.869886] [INFO ] [sig       ] Generating forecast for: ECPG
[2025-12-22T20:20:54.869917] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ECPG' from 'https://tdm.silogroup.org/data/derivative_storage/ECPG.csv'.
[2025-12-22T20:20:54.880999] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ECPG'.
[2025-12-22T20:20:54.881346] [INFO ] [FORECASTER] Starting predict_future for ECPG
[2025-12-22T20:20:54.882136] [DEBUG] [LOCAL     ] No optimal features file found for ECPG: ./output/feature-sets/ECPG.txt
[2025-12-22T20:20:54.882189] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:20:54.882223] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:20:54.882251] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:20:54.882323] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:20:54.940699] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:20:54.941478] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:20:54.941558] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:20:54.941610] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:20:55.058441] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:20:55.058621] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:20:55.058667] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:20:55.058698] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:20:55.062336] [DEBUG] [FORECASTER] ECPG: Forecast T+1@11:T+2@11: UP (p=96.57%)
[2025-12-22T20:20:55.062813] [INFO ] [FORECASTER] Completed predict_future for ECPG
[2025-12-22T20:20:55.062952] [INFO ] [sig       ] ECPG: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:20:55.200053] [INFO ] [LOCAL     ] Saved forecast: ECPG	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/ECPG.txt
[2025-12-22T20:20:55.200182] [INFO ] [sig       ] [1032/3560] Completed ECPG in 0.3s | 2.94 sym/s | Total: 5.9m | ETA: 14.3m
[2025-12-22T20:20:55.200221] [INFO ] [sig       ] [1033/3560] Forecasting ECX...
[2025-12-22T20:20:55.200250] [INFO ] [sig       ] Generating forecast for: ECX
[2025-12-22T20:20:55.200280] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ECX' from 'https://tdm.silogroup.org/data/derivative_storage/ECX.csv'.
[2025-12-22T20:20:55.211144] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ECX'.
[2025-12-22T20:20:55.211496] [INFO ] [FORECASTER] Starting predict_future for ECX
[2025-12-22T20:20:55.212266] [DEBUG] [LOCAL     ] No optimal features file found for ECX: ./output/feature-sets/ECX.txt
[2025-12-22T20:20:55.212317] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:20:55.212377] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:20:55.212404] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:20:55.212460] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:20:55.269108] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:20:55.269777] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:20:55.269852] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:20:55.269883] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:20:55.393858] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:20:55.394018] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:20:55.394059] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:20:55.394088] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:20:55.397494] [DEBUG] [FORECASTER] ECX: Forecast T+1@11:T+2@11: DOWN (p=41.00%)
[2025-12-22T20:20:55.397782] [INFO ] [FORECASTER] Completed predict_future for ECX
[2025-12-22T20:20:55.397908] [INFO ] [sig       ] ECX: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:20:55.535055] [INFO ] [LOCAL     ] Saved forecast: ECX	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/ECX.txt
[2025-12-22T20:20:55.535190] [INFO ] [sig       ] [1033/3560] Completed ECX in 0.3s | 2.94 sym/s | Total: 5.9m | ETA: 14.3m
[2025-12-22T20:20:55.535229] [INFO ] [sig       ] [1034/3560] Forecasting ED...
[2025-12-22T20:20:55.535259] [INFO ] [sig       ] Generating forecast for: ED
[2025-12-22T20:20:55.535288] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ED' from 'https://tdm.silogroup.org/data/derivative_storage/ED.csv'.
[2025-12-22T20:20:55.546168] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ED'.
[2025-12-22T20:20:55.546485] [INFO ] [FORECASTER] Starting predict_future for ED
[2025-12-22T20:20:55.547253] [DEBUG] [LOCAL     ] No optimal features file found for ED: ./output/feature-sets/ED.txt
[2025-12-22T20:20:55.547340] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:20:55.547373] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:20:55.547400] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:20:55.547455] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:20:55.603274] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:20:55.603939] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:20:55.604018] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:20:55.604049] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:20:55.726111] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:20:55.726271] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:20:55.726314] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:20:55.726344] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:20:55.729832] [DEBUG] [FORECASTER] ED: Forecast T+1@11:T+2@11: DOWN (p=21.08%)
[2025-12-22T20:20:55.730107] [INFO ] [FORECASTER] Completed predict_future for ED
[2025-12-22T20:20:55.730234] [INFO ] [sig       ] ED: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:20:55.870337] [INFO ] [LOCAL     ] Saved forecast: ED	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/ED.txt
[2025-12-22T20:20:55.870469] [INFO ] [sig       ] [1034/3560] Completed ED in 0.3s | 2.94 sym/s | Total: 5.9m | ETA: 14.3m
[2025-12-22T20:20:55.870511] [INFO ] [sig       ] [1035/3560] Forecasting EDAP...
[2025-12-22T20:20:55.870541] [INFO ] [sig       ] Generating forecast for: EDAP
[2025-12-22T20:20:55.870587] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EDAP' from 'https://tdm.silogroup.org/data/derivative_storage/EDAP.csv'.
[2025-12-22T20:20:55.881350] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EDAP'.
[2025-12-22T20:20:55.881716] [INFO ] [FORECASTER] Starting predict_future for EDAP
[2025-12-22T20:20:55.882463] [DEBUG] [LOCAL     ] No optimal features file found for EDAP: ./output/feature-sets/EDAP.txt
[2025-12-22T20:20:55.882514] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:20:55.882545] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:20:55.882593] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:20:55.882653] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:20:55.940559] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:20:55.941295] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:20:55.941374] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:20:55.941408] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:20:56.057039] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:20:56.057196] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:20:56.057234] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:20:56.057262] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:20:56.060619] [DEBUG] [FORECASTER] EDAP: Forecast T+1@11:T+2@11: UP (p=53.25%)
[2025-12-22T20:20:56.060890] [INFO ] [FORECASTER] Completed predict_future for EDAP
[2025-12-22T20:20:56.061015] [INFO ] [sig       ] EDAP: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:20:56.198011] [INFO ] [LOCAL     ] Saved forecast: EDAP	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/EDAP.txt
[2025-12-22T20:20:56.198146] [INFO ] [sig       ] [1035/3560] Completed EDAP in 0.3s | 2.94 sym/s | Total: 5.9m | ETA: 14.3m
[2025-12-22T20:20:56.198187] [INFO ] [sig       ] [1036/3560] Forecasting EDBL...
[2025-12-22T20:20:56.198218] [INFO ] [sig       ] Generating forecast for: EDBL
[2025-12-22T20:20:56.198250] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EDBL' from 'https://tdm.silogroup.org/data/derivative_storage/EDBL.csv'.
[2025-12-22T20:20:56.208903] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EDBL'.
[2025-12-22T20:20:56.209267] [INFO ] [FORECASTER] Starting predict_future for EDBL
[2025-12-22T20:20:56.210118] [DEBUG] [LOCAL     ] No optimal features file found for EDBL: ./output/feature-sets/EDBL.txt
[2025-12-22T20:20:56.210172] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:20:56.210205] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:20:56.210232] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:20:56.210290] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:20:56.269702] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:20:56.270507] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:20:56.270605] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:20:56.270641] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:20:56.408369] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:20:56.408532] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:20:56.408592] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:20:56.408667] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:20:56.412313] [DEBUG] [FORECASTER] EDBL: Forecast T+1@11:T+2@11: DOWN (p=18.42%)
[2025-12-22T20:20:56.412636] [INFO ] [FORECASTER] Completed predict_future for EDBL
[2025-12-22T20:20:56.412775] [INFO ] [sig       ] EDBL: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:20:56.554583] [INFO ] [LOCAL     ] Saved forecast: EDBL	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/EDBL.txt
[2025-12-22T20:20:56.554730] [INFO ] [sig       ] [1036/3560] Completed EDBL in 0.4s | 2.94 sym/s | Total: 5.9m | ETA: 14.3m
[2025-12-22T20:20:56.554771] [INFO ] [sig       ] [1037/3560] Forecasting EDD...
[2025-12-22T20:20:56.554802] [INFO ] [sig       ] Generating forecast for: EDD
[2025-12-22T20:20:56.554833] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EDD' from 'https://tdm.silogroup.org/data/derivative_storage/EDD.csv'.
[2025-12-22T20:20:56.565917] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EDD'.
[2025-12-22T20:20:56.566241] [INFO ] [FORECASTER] Starting predict_future for EDD
[2025-12-22T20:20:56.567033] [DEBUG] [LOCAL     ] No optimal features file found for EDD: ./output/feature-sets/EDD.txt
[2025-12-22T20:20:56.567088] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:20:56.567122] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:20:56.567149] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:20:56.567207] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:20:56.625197] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:20:56.625903] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:20:56.625980] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:20:56.626014] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:20:56.752658] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:20:56.752818] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:20:56.752865] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:20:56.752907] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:20:56.756225] [DEBUG] [FORECASTER] EDD: Forecast T+1@11:T+2@11: UP (p=93.28%)
[2025-12-22T20:20:56.756494] [INFO ] [FORECASTER] Completed predict_future for EDD
[2025-12-22T20:20:56.756639] [INFO ] [sig       ] EDD: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:20:56.891227] [INFO ] [LOCAL     ] Saved forecast: EDD	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/EDD.txt
[2025-12-22T20:20:56.891368] [INFO ] [sig       ] [1037/3560] Completed EDD in 0.3s | 2.94 sym/s | Total: 5.9m | ETA: 14.3m
[2025-12-22T20:20:56.891407] [INFO ] [sig       ] [1038/3560] Forecasting EDF...
[2025-12-22T20:20:56.891436] [INFO ] [sig       ] Generating forecast for: EDF
[2025-12-22T20:20:56.891466] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EDF' from 'https://tdm.silogroup.org/data/derivative_storage/EDF.csv'.
[2025-12-22T20:20:56.902366] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EDF'.
[2025-12-22T20:20:56.902733] [INFO ] [FORECASTER] Starting predict_future for EDF
[2025-12-22T20:20:56.903494] [DEBUG] [LOCAL     ] No optimal features file found for EDF: ./output/feature-sets/EDF.txt
[2025-12-22T20:20:56.903545] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:20:56.903595] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:20:56.903624] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:20:56.903681] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:20:56.959247] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:20:56.960032] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:20:56.960113] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:20:56.960147] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:20:57.080009] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:20:57.080170] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:20:57.080212] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:20:57.080243] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:20:57.083832] [DEBUG] [FORECASTER] EDF: Forecast T+1@11:T+2@11: UP (p=51.05%)
[2025-12-22T20:20:57.084156] [INFO ] [FORECASTER] Completed predict_future for EDF
[2025-12-22T20:20:57.084315] [INFO ] [sig       ] EDF: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:20:57.220655] [INFO ] [LOCAL     ] Saved forecast: EDF	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/EDF.txt
[2025-12-22T20:20:57.220793] [INFO ] [sig       ] [1038/3560] Completed EDF in 0.3s | 2.94 sym/s | Total: 5.9m | ETA: 14.3m
[2025-12-22T20:20:57.220832] [INFO ] [sig       ] [1039/3560] Forecasting EDN...
[2025-12-22T20:20:57.220861] [INFO ] [sig       ] Generating forecast for: EDN
[2025-12-22T20:20:57.220892] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EDN' from 'https://tdm.silogroup.org/data/derivative_storage/EDN.csv'.
[2025-12-22T20:20:57.231939] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EDN'.
[2025-12-22T20:20:57.232259] [INFO ] [FORECASTER] Starting predict_future for EDN
[2025-12-22T20:20:57.233032] [DEBUG] [LOCAL     ] No optimal features file found for EDN: ./output/feature-sets/EDN.txt
[2025-12-22T20:20:57.233084] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:20:57.233115] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:20:57.233141] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:20:57.233197] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:20:57.290460] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:20:57.291146] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:20:57.291223] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:20:57.291255] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:20:57.409410] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:20:57.409560] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:20:57.409616] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:20:57.409647] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:20:57.412965] [DEBUG] [FORECASTER] EDN: Forecast T+1@11:T+2@11: DOWN (p=18.11%)
[2025-12-22T20:20:57.413285] [INFO ] [FORECASTER] Completed predict_future for EDN
[2025-12-22T20:20:57.413404] [INFO ] [sig       ] EDN: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:20:57.551337] [INFO ] [LOCAL     ] Saved forecast: EDN	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/EDN.txt
[2025-12-22T20:20:57.551487] [INFO ] [sig       ] [1039/3560] Completed EDN in 0.3s | 2.94 sym/s | Total: 5.9m | ETA: 14.3m
[2025-12-22T20:20:57.551526] [INFO ] [sig       ] [1040/3560] Forecasting EE...
[2025-12-22T20:20:57.551555] [INFO ] [sig       ] Generating forecast for: EE
[2025-12-22T20:20:57.551609] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EE' from 'https://tdm.silogroup.org/data/derivative_storage/EE.csv'.
[2025-12-22T20:20:57.562736] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EE'.
[2025-12-22T20:20:57.563076] [INFO ] [FORECASTER] Starting predict_future for EE
[2025-12-22T20:20:57.564055] [DEBUG] [LOCAL     ] No optimal features file found for EE: ./output/feature-sets/EE.txt
[2025-12-22T20:20:57.564107] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:20:57.564139] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:20:57.564165] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:20:57.564222] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:20:57.619775] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:20:57.620438] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:20:57.620516] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:20:57.620547] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:20:57.738129] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:20:57.738287] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:20:57.738326] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:20:57.738355] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:20:57.741745] [DEBUG] [FORECASTER] EE: Forecast T+1@11:T+2@11: DOWN (p=6.62%)
[2025-12-22T20:20:57.742015] [INFO ] [FORECASTER] Completed predict_future for EE
[2025-12-22T20:20:57.742136] [INFO ] [sig       ] EE: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:20:57.876096] [INFO ] [LOCAL     ] Saved forecast: EE	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/EE.txt
[2025-12-22T20:20:57.876226] [INFO ] [sig       ] [1040/3560] Completed EE in 0.3s | 2.94 sym/s | Total: 5.9m | ETA: 14.3m
[2025-12-22T20:20:57.876266] [INFO ] [sig       ] [1041/3560] Forecasting EEMA...
[2025-12-22T20:20:57.876295] [INFO ] [sig       ] Generating forecast for: EEMA
[2025-12-22T20:20:57.876325] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EEMA' from 'https://tdm.silogroup.org/data/derivative_storage/EEMA.csv'.
[2025-12-22T20:20:57.887343] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EEMA'.
[2025-12-22T20:20:57.887706] [INFO ] [FORECASTER] Starting predict_future for EEMA
[2025-12-22T20:20:57.888455] [DEBUG] [LOCAL     ] No optimal features file found for EEMA: ./output/feature-sets/EEMA.txt
[2025-12-22T20:20:57.888507] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:20:57.888538] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:20:57.888565] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:20:57.888643] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:20:57.944235] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:20:57.944861] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:20:57.944937] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:20:57.944968] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:20:58.062754] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:20:58.062913] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:20:58.062996] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:20:58.063029] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:20:58.066451] [DEBUG] [FORECASTER] EEMA: Forecast T+1@11:T+2@11: UP (p=72.88%)
[2025-12-22T20:20:58.066746] [INFO ] [FORECASTER] Completed predict_future for EEMA
[2025-12-22T20:20:58.066870] [INFO ] [sig       ] EEMA: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:20:58.205478] [INFO ] [LOCAL     ] Saved forecast: EEMA	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/EEMA.txt
[2025-12-22T20:20:58.205622] [INFO ] [sig       ] [1041/3560] Completed EEMA in 0.3s | 2.94 sym/s | Total: 5.9m | ETA: 14.3m
[2025-12-22T20:20:58.205662] [INFO ] [sig       ] [1042/3560] Forecasting EEX...
[2025-12-22T20:20:58.205692] [INFO ] [sig       ] Generating forecast for: EEX
[2025-12-22T20:20:58.205722] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EEX' from 'https://tdm.silogroup.org/data/derivative_storage/EEX.csv'.
[2025-12-22T20:20:58.216928] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EEX'.
[2025-12-22T20:20:58.217276] [INFO ] [FORECASTER] Starting predict_future for EEX
[2025-12-22T20:20:58.218045] [DEBUG] [LOCAL     ] No optimal features file found for EEX: ./output/feature-sets/EEX.txt
[2025-12-22T20:20:58.218096] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:20:58.218127] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:20:58.218153] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:20:58.218209] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:20:58.276255] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:20:58.276887] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:20:58.276962] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:20:58.276994] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:20:58.394304] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:20:58.394459] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:20:58.394501] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:20:58.394531] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:20:58.397883] [DEBUG] [FORECASTER] EEX: Forecast T+1@11:T+2@11: DOWN (p=29.77%)
[2025-12-22T20:20:58.398153] [INFO ] [FORECASTER] Completed predict_future for EEX
[2025-12-22T20:20:58.398280] [INFO ] [sig       ] EEX: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:20:58.532725] [INFO ] [LOCAL     ] Saved forecast: EEX	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/EEX.txt
[2025-12-22T20:20:58.532857] [INFO ] [sig       ] [1042/3560] Completed EEX in 0.3s | 2.94 sym/s | Total: 5.9m | ETA: 14.3m
[2025-12-22T20:20:58.532895] [INFO ] [sig       ] [1043/3560] Forecasting EFC...
[2025-12-22T20:20:58.532925] [INFO ] [sig       ] Generating forecast for: EFC
[2025-12-22T20:20:58.532962] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EFC' from 'https://tdm.silogroup.org/data/derivative_storage/EFC.csv'.
[2025-12-22T20:20:58.544123] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EFC'.
[2025-12-22T20:20:58.544449] [INFO ] [FORECASTER] Starting predict_future for EFC
[2025-12-22T20:20:58.545222] [DEBUG] [LOCAL     ] No optimal features file found for EFC: ./output/feature-sets/EFC.txt
[2025-12-22T20:20:58.545273] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:20:58.545305] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:20:58.545333] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:20:58.545389] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:20:58.601118] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:20:58.601818] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:20:58.601922] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:20:58.601955] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:20:58.712046] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:20:58.712219] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:20:58.712260] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:20:58.712289] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:20:58.715634] [DEBUG] [FORECASTER] EFC: Forecast T+1@11:T+2@11: DOWN (p=3.76%)
[2025-12-22T20:20:58.715899] [INFO ] [FORECASTER] Completed predict_future for EFC
[2025-12-22T20:20:58.716019] [INFO ] [sig       ] EFC: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:20:58.852923] [INFO ] [LOCAL     ] Saved forecast: EFC	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/EFC.txt
[2025-12-22T20:20:58.853084] [INFO ] [sig       ] [1043/3560] Completed EFC in 0.3s | 2.94 sym/s | Total: 5.9m | ETA: 14.3m
[2025-12-22T20:20:58.853129] [INFO ] [sig       ] [1044/3560] Forecasting EFSC...
[2025-12-22T20:20:58.853159] [INFO ] [sig       ] Generating forecast for: EFSC
[2025-12-22T20:20:58.853189] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EFSC' from 'https://tdm.silogroup.org/data/derivative_storage/EFSC.csv'.
[2025-12-22T20:20:58.864213] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EFSC'.
[2025-12-22T20:20:58.864558] [INFO ] [FORECASTER] Starting predict_future for EFSC
[2025-12-22T20:20:58.865343] [DEBUG] [LOCAL     ] No optimal features file found for EFSC: ./output/feature-sets/EFSC.txt
[2025-12-22T20:20:58.865394] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:20:58.865425] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:20:58.865451] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:20:58.865507] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:20:58.921295] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:20:58.921989] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:20:58.922065] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:20:58.922096] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:20:59.039973] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:20:59.040127] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:20:59.040167] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:20:59.040196] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:20:59.043521] [DEBUG] [FORECASTER] EFSC: Forecast T+1@11:T+2@11: DOWN (p=10.97%)
[2025-12-22T20:20:59.043808] [INFO ] [FORECASTER] Completed predict_future for EFSC
[2025-12-22T20:20:59.043928] [INFO ] [sig       ] EFSC: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:20:59.178525] [INFO ] [LOCAL     ] Saved forecast: EFSC	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/EFSC.txt
[2025-12-22T20:20:59.178687] [INFO ] [sig       ] [1044/3560] Completed EFSC in 0.3s | 2.94 sym/s | Total: 5.9m | ETA: 14.3m
[2025-12-22T20:20:59.178728] [INFO ] [sig       ] [1045/3560] Forecasting EFX...
[2025-12-22T20:20:59.178757] [INFO ] [sig       ] Generating forecast for: EFX
[2025-12-22T20:20:59.178787] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EFX' from 'https://tdm.silogroup.org/data/derivative_storage/EFX.csv'.
[2025-12-22T20:20:59.189953] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EFX'.
[2025-12-22T20:20:59.190265] [INFO ] [FORECASTER] Starting predict_future for EFX
[2025-12-22T20:20:59.191039] [DEBUG] [LOCAL     ] No optimal features file found for EFX: ./output/feature-sets/EFX.txt
[2025-12-22T20:20:59.191090] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:20:59.191159] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:20:59.191188] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:20:59.191243] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:20:59.246910] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:20:59.247654] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:20:59.247733] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:20:59.247765] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:20:59.364749] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:20:59.364903] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:20:59.364943] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:20:59.364971] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:20:59.368272] [DEBUG] [FORECASTER] EFX: Forecast T+1@11:T+2@11: DOWN (p=4.03%)
[2025-12-22T20:20:59.368536] [INFO ] [FORECASTER] Completed predict_future for EFX
[2025-12-22T20:20:59.368676] [INFO ] [sig       ] EFX: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:20:59.504177] [INFO ] [LOCAL     ] Saved forecast: EFX	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/EFX.txt
[2025-12-22T20:20:59.504303] [INFO ] [sig       ] [1045/3560] Completed EFX in 0.3s | 2.94 sym/s | Total: 5.9m | ETA: 14.3m
[2025-12-22T20:20:59.504340] [INFO ] [sig       ] [1046/3560] Forecasting EG...
[2025-12-22T20:20:59.504370] [INFO ] [sig       ] Generating forecast for: EG
[2025-12-22T20:20:59.504399] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EG' from 'https://tdm.silogroup.org/data/derivative_storage/EG.csv'.
[2025-12-22T20:20:59.516079] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EG'.
[2025-12-22T20:20:59.516380] [INFO ] [FORECASTER] Starting predict_future for EG
[2025-12-22T20:20:59.517341] [DEBUG] [LOCAL     ] No optimal features file found for EG: ./output/feature-sets/EG.txt
[2025-12-22T20:20:59.517392] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:20:59.517422] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:20:59.517448] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:20:59.517502] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:20:59.574550] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:20:59.575237] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:20:59.575316] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:20:59.575348] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:20:59.693898] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:20:59.694049] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:20:59.694088] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:20:59.694117] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:20:59.697485] [DEBUG] [FORECASTER] EG: Forecast T+1@11:T+2@11: UP (p=91.65%)
[2025-12-22T20:20:59.697767] [INFO ] [FORECASTER] Completed predict_future for EG
[2025-12-22T20:20:59.697888] [INFO ] [sig       ] EG: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:20:59.832586] [INFO ] [LOCAL     ] Saved forecast: EG	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/EG.txt
[2025-12-22T20:20:59.832760] [INFO ] [sig       ] [1046/3560] Completed EG in 0.3s | 2.94 sym/s | Total: 5.9m | ETA: 14.3m
[2025-12-22T20:20:59.832802] [INFO ] [sig       ] [1047/3560] Forecasting EGAN...
[2025-12-22T20:20:59.832832] [INFO ] [sig       ] Generating forecast for: EGAN
[2025-12-22T20:20:59.832861] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EGAN' from 'https://tdm.silogroup.org/data/derivative_storage/EGAN.csv'.
[2025-12-22T20:20:59.843511] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EGAN'.
[2025-12-22T20:20:59.843867] [INFO ] [FORECASTER] Starting predict_future for EGAN
[2025-12-22T20:20:59.844664] [DEBUG] [LOCAL     ] No optimal features file found for EGAN: ./output/feature-sets/EGAN.txt
[2025-12-22T20:20:59.844716] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:20:59.844939] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:20:59.844966] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:20:59.845022] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:20:59.903121] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:20:59.903785] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:20:59.903861] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:20:59.903894] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:21:00.019953] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:21:00.020101] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:21:00.020139] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:21:00.020166] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:21:00.023475] [DEBUG] [FORECASTER] EGAN: Forecast T+1@11:T+2@11: UP (p=73.16%)
[2025-12-22T20:21:00.023758] [INFO ] [FORECASTER] Completed predict_future for EGAN
[2025-12-22T20:21:00.023880] [INFO ] [sig       ] EGAN: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:21:00.216165] [INFO ] [LOCAL     ] Saved forecast: EGAN	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/EGAN.txt
[2025-12-22T20:21:00.216315] [INFO ] [sig       ] [1047/3560] Completed EGAN in 0.4s | 2.94 sym/s | Total: 5.9m | ETA: 14.2m
[2025-12-22T20:21:00.216355] [INFO ] [sig       ] [1048/3560] Forecasting EGBN...
[2025-12-22T20:21:00.216384] [INFO ] [sig       ] Generating forecast for: EGBN
[2025-12-22T20:21:00.216414] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EGBN' from 'https://tdm.silogroup.org/data/derivative_storage/EGBN.csv'.
[2025-12-22T20:21:00.228127] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EGBN'.
[2025-12-22T20:21:00.228442] [INFO ] [FORECASTER] Starting predict_future for EGBN
[2025-12-22T20:21:00.229268] [DEBUG] [LOCAL     ] No optimal features file found for EGBN: ./output/feature-sets/EGBN.txt
[2025-12-22T20:21:00.229321] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:21:00.229353] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:21:00.229379] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:21:00.229435] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:21:00.288332] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:21:00.289081] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:21:00.289162] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:21:00.289196] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:21:00.409736] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:21:00.410098] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:21:00.410153] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:21:00.410190] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:21:00.413818] [DEBUG] [FORECASTER] EGBN: Forecast T+1@11:T+2@11: UP (p=96.77%)
[2025-12-22T20:21:00.414090] [INFO ] [FORECASTER] Completed predict_future for EGBN
[2025-12-22T20:21:00.414217] [INFO ] [sig       ] EGBN: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:21:00.552586] [INFO ] [LOCAL     ] Saved forecast: EGBN	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/EGBN.txt
[2025-12-22T20:21:00.552718] [INFO ] [sig       ] [1048/3560] Completed EGBN in 0.3s | 2.94 sym/s | Total: 5.9m | ETA: 14.2m
[2025-12-22T20:21:00.552757] [INFO ] [sig       ] [1049/3560] Forecasting EGP...
[2025-12-22T20:21:00.552793] [INFO ] [sig       ] Generating forecast for: EGP
[2025-12-22T20:21:00.552824] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EGP' from 'https://tdm.silogroup.org/data/derivative_storage/EGP.csv'.
[2025-12-22T20:21:00.563630] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EGP'.
[2025-12-22T20:21:00.563950] [INFO ] [FORECASTER] Starting predict_future for EGP
[2025-12-22T20:21:00.564770] [DEBUG] [LOCAL     ] No optimal features file found for EGP: ./output/feature-sets/EGP.txt
[2025-12-22T20:21:00.564823] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:21:00.564855] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:21:00.564883] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:21:00.564943] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:21:00.622957] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:21:00.623671] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:21:00.623752] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:21:00.623786] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:21:00.751322] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:21:00.751476] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:21:00.751516] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:21:00.751546] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:21:00.755555] [DEBUG] [FORECASTER] EGP: Forecast T+1@11:T+2@11: DOWN (p=5.11%)
[2025-12-22T20:21:00.755853] [INFO ] [FORECASTER] Completed predict_future for EGP
[2025-12-22T20:21:00.755976] [INFO ] [sig       ] EGP: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:21:00.894777] [INFO ] [LOCAL     ] Saved forecast: EGP	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/EGP.txt
[2025-12-22T20:21:00.895082] [INFO ] [sig       ] [1049/3560] Completed EGP in 0.3s | 2.94 sym/s | Total: 5.9m | ETA: 14.2m
[2025-12-22T20:21:00.895121] [INFO ] [sig       ] [1050/3560] Forecasting EGY...
[2025-12-22T20:21:00.895150] [INFO ] [sig       ] Generating forecast for: EGY
[2025-12-22T20:21:00.895179] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EGY' from 'https://tdm.silogroup.org/data/derivative_storage/EGY.csv'.
[2025-12-22T20:21:00.907130] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EGY'.
[2025-12-22T20:21:00.907507] [INFO ] [FORECASTER] Starting predict_future for EGY
[2025-12-22T20:21:00.908298] [DEBUG] [LOCAL     ] No optimal features file found for EGY: ./output/feature-sets/EGY.txt
[2025-12-22T20:21:00.908351] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:21:00.908454] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:21:00.908489] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:21:00.908548] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:21:00.966725] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:21:00.967388] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:21:00.967466] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:21:00.967498] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:21:01.086554] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:21:01.086723] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:21:01.086762] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:21:01.086789] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:21:01.090180] [DEBUG] [FORECASTER] EGY: Forecast T+1@11:T+2@11: UP (p=61.19%)
[2025-12-22T20:21:01.090453] [INFO ] [FORECASTER] Completed predict_future for EGY
[2025-12-22T20:21:01.090590] [INFO ] [sig       ] EGY: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:21:01.228679] [INFO ] [LOCAL     ] Saved forecast: EGY	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/EGY.txt
[2025-12-22T20:21:01.229542] [INFO ] [sig       ] [1050/3560] Completed EGY in 0.3s | 2.94 sym/s | Total: 6.0m | ETA: 14.2m
[2025-12-22T20:21:01.229611] [INFO ] [sig       ] [1051/3560] Forecasting EH...
[2025-12-22T20:21:01.229645] [INFO ] [sig       ] Generating forecast for: EH
[2025-12-22T20:21:01.229675] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EH' from 'https://tdm.silogroup.org/data/derivative_storage/EH.csv'.
[2025-12-22T20:21:01.240604] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EH'.
[2025-12-22T20:21:01.240972] [INFO ] [FORECASTER] Starting predict_future for EH
[2025-12-22T20:21:01.241859] [DEBUG] [LOCAL     ] No optimal features file found for EH: ./output/feature-sets/EH.txt
[2025-12-22T20:21:01.241912] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:21:01.241945] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:21:01.241971] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:21:01.242027] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:21:01.299201] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:21:01.300036] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:21:01.300115] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:21:01.300336] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:21:01.421629] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:21:01.421791] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:21:01.421831] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:21:01.421859] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:21:01.425310] [DEBUG] [FORECASTER] EH: Forecast T+1@11:T+2@11: UP (p=88.77%)
[2025-12-22T20:21:01.425611] [INFO ] [FORECASTER] Completed predict_future for EH
[2025-12-22T20:21:01.425743] [INFO ] [sig       ] EH: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:21:01.562496] [INFO ] [LOCAL     ] Saved forecast: EH	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/EH.txt
[2025-12-22T20:21:01.562647] [INFO ] [sig       ] [1051/3560] Completed EH in 0.3s | 2.94 sym/s | Total: 6.0m | ETA: 14.2m
[2025-12-22T20:21:01.562688] [INFO ] [sig       ] [1052/3560] Forecasting EHAB...
[2025-12-22T20:21:01.562719] [INFO ] [sig       ] Generating forecast for: EHAB
[2025-12-22T20:21:01.562748] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EHAB' from 'https://tdm.silogroup.org/data/derivative_storage/EHAB.csv'.
[2025-12-22T20:21:01.573634] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EHAB'.
[2025-12-22T20:21:01.573936] [INFO ] [FORECASTER] Starting predict_future for EHAB
[2025-12-22T20:21:01.574708] [DEBUG] [LOCAL     ] No optimal features file found for EHAB: ./output/feature-sets/EHAB.txt
[2025-12-22T20:21:01.574759] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:21:01.574791] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:21:01.574818] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:21:01.574874] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:21:01.632832] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:21:01.633535] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:21:01.633632] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:21:01.633666] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:21:01.761071] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:21:01.761233] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:21:01.761274] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:21:01.761319] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:21:01.765192] [DEBUG] [FORECASTER] EHAB: Forecast T+1@11:T+2@11: UP (p=50.20%)
[2025-12-22T20:21:01.765473] [INFO ] [FORECASTER] Completed predict_future for EHAB
[2025-12-22T20:21:01.765627] [INFO ] [sig       ] EHAB: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:21:01.911086] [INFO ] [LOCAL     ] Saved forecast: EHAB	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/EHAB.txt
[2025-12-22T20:21:01.911255] [INFO ] [sig       ] [1052/3560] Completed EHAB in 0.3s | 2.94 sym/s | Total: 6.0m | ETA: 14.2m
[2025-12-22T20:21:01.911298] [INFO ] [sig       ] [1053/3560] Forecasting EHC...
[2025-12-22T20:21:01.911328] [INFO ] [sig       ] Generating forecast for: EHC
[2025-12-22T20:21:01.911361] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EHC' from 'https://tdm.silogroup.org/data/derivative_storage/EHC.csv'.
[2025-12-22T20:21:01.925301] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EHC'.
[2025-12-22T20:21:01.925736] [INFO ] [FORECASTER] Starting predict_future for EHC
[2025-12-22T20:21:01.926565] [DEBUG] [LOCAL     ] No optimal features file found for EHC: ./output/feature-sets/EHC.txt
[2025-12-22T20:21:01.926648] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:21:01.926682] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:21:01.926710] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:21:01.926768] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:21:01.985712] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:21:01.986660] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:21:01.986768] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:21:01.986803] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:21:02.112241] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:21:02.112399] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:21:02.112441] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:21:02.112472] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:21:02.116096] [DEBUG] [FORECASTER] EHC: Forecast T+1@11:T+2@11: DOWN (p=39.67%)
[2025-12-22T20:21:02.116470] [INFO ] [FORECASTER] Completed predict_future for EHC
[2025-12-22T20:21:02.116677] [INFO ] [sig       ] EHC: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:21:02.258747] [INFO ] [LOCAL     ] Saved forecast: EHC	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/EHC.txt
[2025-12-22T20:21:02.258903] [INFO ] [sig       ] [1053/3560] Completed EHC in 0.3s | 2.94 sym/s | Total: 6.0m | ETA: 14.2m
[2025-12-22T20:21:02.258944] [INFO ] [sig       ] [1054/3560] Forecasting EHI...
[2025-12-22T20:21:02.258975] [INFO ] [sig       ] Generating forecast for: EHI
[2025-12-22T20:21:02.259006] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EHI' from 'https://tdm.silogroup.org/data/derivative_storage/EHI.csv'.
[2025-12-22T20:21:02.273055] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EHI'.
[2025-12-22T20:21:02.273533] [INFO ] [FORECASTER] Starting predict_future for EHI
[2025-12-22T20:21:02.274624] [DEBUG] [LOCAL     ] No optimal features file found for EHI: ./output/feature-sets/EHI.txt
[2025-12-22T20:21:02.274696] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:21:02.274743] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:21:02.274784] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:21:02.274868] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:21:02.335965] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:21:02.336880] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:21:02.336974] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:21:02.337008] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:21:02.455190] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:21:02.455347] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:21:02.455387] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:21:02.455415] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:21:02.458979] [DEBUG] [FORECASTER] EHI: Forecast T+1@11:T+2@11: UP (p=81.44%)
[2025-12-22T20:21:02.459343] [INFO ] [FORECASTER] Completed predict_future for EHI
[2025-12-22T20:21:02.459477] [INFO ] [sig       ] EHI: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:21:02.597901] [INFO ] [LOCAL     ] Saved forecast: EHI	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/EHI.txt
[2025-12-22T20:21:02.598063] [INFO ] [sig       ] [1054/3560] Completed EHI in 0.3s | 2.94 sym/s | Total: 6.0m | ETA: 14.2m
[2025-12-22T20:21:02.598105] [INFO ] [sig       ] [1055/3560] Forecasting EHTH...
[2025-12-22T20:21:02.598135] [INFO ] [sig       ] Generating forecast for: EHTH
[2025-12-22T20:21:02.598165] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EHTH' from 'https://tdm.silogroup.org/data/derivative_storage/EHTH.csv'.
[2025-12-22T20:21:02.612729] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EHTH'.
[2025-12-22T20:21:02.613252] [INFO ] [FORECASTER] Starting predict_future for EHTH
[2025-12-22T20:21:02.614428] [DEBUG] [LOCAL     ] No optimal features file found for EHTH: ./output/feature-sets/EHTH.txt
[2025-12-22T20:21:02.614500] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:21:02.614547] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:21:02.614611] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:21:02.614697] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:21:02.683334] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:21:02.684228] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:21:02.684308] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:21:02.684341] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:21:02.800586] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:21:02.800759] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:21:02.800802] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:21:02.800830] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:21:02.804222] [DEBUG] [FORECASTER] EHTH: Forecast T+1@11:T+2@11: UP (p=64.94%)
[2025-12-22T20:21:02.804507] [INFO ] [FORECASTER] Completed predict_future for EHTH
[2025-12-22T20:21:02.804660] [INFO ] [sig       ] EHTH: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:21:02.945368] [INFO ] [LOCAL     ] Saved forecast: EHTH	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/EHTH.txt
[2025-12-22T20:21:02.945524] [INFO ] [sig       ] [1055/3560] Completed EHTH in 0.3s | 2.94 sym/s | Total: 6.0m | ETA: 14.2m
[2025-12-22T20:21:02.945564] [INFO ] [sig       ] [1056/3560] Forecasting EIC...
[2025-12-22T20:21:02.945620] [INFO ] [sig       ] Generating forecast for: EIC
[2025-12-22T20:21:02.945653] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EIC' from 'https://tdm.silogroup.org/data/derivative_storage/EIC.csv'.
[2025-12-22T20:21:02.957312] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EIC'.
[2025-12-22T20:21:02.957732] [INFO ] [FORECASTER] Starting predict_future for EIC
[2025-12-22T20:21:02.958531] [DEBUG] [LOCAL     ] No optimal features file found for EIC: ./output/feature-sets/EIC.txt
[2025-12-22T20:21:02.958612] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:21:02.958648] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:21:02.958676] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:21:02.958751] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:21:03.030747] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:21:03.031879] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:21:03.031981] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:21:03.032018] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:21:03.150065] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:21:03.150220] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:21:03.150259] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:21:03.150287] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:21:03.153682] [DEBUG] [FORECASTER] EIC: Forecast T+1@11:T+2@11: DOWN (p=12.12%)
[2025-12-22T20:21:03.153957] [INFO ] [FORECASTER] Completed predict_future for EIC
[2025-12-22T20:21:03.154080] [INFO ] [sig       ] EIC: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:21:03.291654] [INFO ] [LOCAL     ] Saved forecast: EIC	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/EIC.txt
[2025-12-22T20:21:03.291807] [INFO ] [sig       ] [1056/3560] Completed EIC in 0.3s | 2.94 sym/s | Total: 6.0m | ETA: 14.2m
[2025-12-22T20:21:03.291849] [INFO ] [sig       ] [1057/3560] Forecasting EIG...
[2025-12-22T20:21:03.291878] [INFO ] [sig       ] Generating forecast for: EIG
[2025-12-22T20:21:03.291910] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EIG' from 'https://tdm.silogroup.org/data/derivative_storage/EIG.csv'.
[2025-12-22T20:21:03.303762] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EIG'.
[2025-12-22T20:21:03.304135] [INFO ] [FORECASTER] Starting predict_future for EIG
[2025-12-22T20:21:03.304934] [DEBUG] [LOCAL     ] No optimal features file found for EIG: ./output/feature-sets/EIG.txt
[2025-12-22T20:21:03.304987] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:21:03.305020] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:21:03.305047] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:21:03.305103] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:21:03.362166] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:21:03.363042] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:21:03.363123] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:21:03.363157] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:21:03.479872] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:21:03.480021] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:21:03.480060] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:21:03.480089] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:21:03.483651] [DEBUG] [FORECASTER] EIG: Forecast T+1@11:T+2@11: UP (p=75.63%)
[2025-12-22T20:21:03.483921] [INFO ] [FORECASTER] Completed predict_future for EIG
[2025-12-22T20:21:03.484042] [INFO ] [sig       ] EIG: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:21:03.628452] [INFO ] [LOCAL     ] Saved forecast: EIG	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/EIG.txt
[2025-12-22T20:21:03.628637] [INFO ] [sig       ] [1057/3560] Completed EIG in 0.3s | 2.94 sym/s | Total: 6.0m | ETA: 14.2m
[2025-12-22T20:21:03.628682] [INFO ] [sig       ] [1058/3560] Forecasting EIX...
[2025-12-22T20:21:03.628715] [INFO ] [sig       ] Generating forecast for: EIX
[2025-12-22T20:21:03.628752] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EIX' from 'https://tdm.silogroup.org/data/derivative_storage/EIX.csv'.
[2025-12-22T20:21:03.642392] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EIX'.
[2025-12-22T20:21:03.642836] [INFO ] [FORECASTER] Starting predict_future for EIX
[2025-12-22T20:21:03.643685] [DEBUG] [LOCAL     ] No optimal features file found for EIX: ./output/feature-sets/EIX.txt
[2025-12-22T20:21:03.643765] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:21:03.643815] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:21:03.643856] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:21:03.643953] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:21:03.709436] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:21:03.710448] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:21:03.710602] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:21:03.710656] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:21:03.843722] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:21:03.843880] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:21:03.843921] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:21:03.843950] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:21:03.847986] [DEBUG] [FORECASTER] EIX: Forecast T+1@11:T+2@11: UP (p=93.13%)
[2025-12-22T20:21:03.848302] [INFO ] [FORECASTER] Completed predict_future for EIX
[2025-12-22T20:21:03.848449] [INFO ] [sig       ] EIX: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:21:03.993881] [INFO ] [LOCAL     ] Saved forecast: EIX	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/EIX.txt
[2025-12-22T20:21:03.994057] [INFO ] [sig       ] [1058/3560] Completed EIX in 0.4s | 2.94 sym/s | Total: 6.0m | ETA: 14.2m
[2025-12-22T20:21:03.994128] [INFO ] [sig       ] [1059/3560] Forecasting EL...
[2025-12-22T20:21:03.994172] [INFO ] [sig       ] Generating forecast for: EL
[2025-12-22T20:21:03.994204] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EL' from 'https://tdm.silogroup.org/data/derivative_storage/EL.csv'.
[2025-12-22T20:21:04.006961] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EL'.
[2025-12-22T20:21:04.007386] [INFO ] [FORECASTER] Starting predict_future for EL
[2025-12-22T20:21:04.008292] [DEBUG] [LOCAL     ] No optimal features file found for EL: ./output/feature-sets/EL.txt
[2025-12-22T20:21:04.008354] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:21:04.008387] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:21:04.008414] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:21:04.008471] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:21:04.078975] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:21:04.080220] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:21:04.080339] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:21:04.080395] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:21:04.259820] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:21:04.260018] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:21:04.260080] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:21:04.260128] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:21:04.265625] [DEBUG] [FORECASTER] EL: Forecast T+1@11:T+2@11: DOWN (p=37.52%)
[2025-12-22T20:21:04.266150] [INFO ] [FORECASTER] Completed predict_future for EL
[2025-12-22T20:21:04.266353] [INFO ] [sig       ] EL: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:21:04.457010] [INFO ] [LOCAL     ] Saved forecast: EL	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/EL.txt
[2025-12-22T20:21:04.457256] [INFO ] [sig       ] [1059/3560] Completed EL in 0.5s | 2.94 sym/s | Total: 6.0m | ETA: 14.2m
[2025-12-22T20:21:04.457326] [INFO ] [sig       ] [1060/3560] Forecasting ELAB...
[2025-12-22T20:21:04.457377] [INFO ] [sig       ] Generating forecast for: ELAB
[2025-12-22T20:21:04.457428] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELAB' from 'https://tdm.silogroup.org/data/derivative_storage/ELAB.csv'.
[2025-12-22T20:21:04.477286] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELAB'.
[2025-12-22T20:21:04.477855] [INFO ] [FORECASTER] Starting predict_future for ELAB
[2025-12-22T20:21:04.479194] [DEBUG] [LOCAL     ] No optimal features file found for ELAB: ./output/feature-sets/ELAB.txt
[2025-12-22T20:21:04.479273] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:21:04.479326] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:21:04.479374] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:21:04.479465] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:21:04.567881] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:21:04.569218] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:21:04.569347] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:21:04.569460] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:21:04.740826] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:21:04.741023] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:21:04.741083] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:21:04.741126] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:21:04.746613] [DEBUG] [FORECASTER] ELAB: Forecast T+1@11:T+2@11: DOWN (p=4.62%)
[2025-12-22T20:21:04.747157] [INFO ] [FORECASTER] Completed predict_future for ELAB
[2025-12-22T20:21:04.747373] [INFO ] [sig       ] ELAB: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:21:04.951548] [INFO ] [LOCAL     ] Saved forecast: ELAB	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/ELAB.txt
[2025-12-22T20:21:04.951786] [INFO ] [sig       ] [1060/3560] Completed ELAB in 0.5s | 2.94 sym/s | Total: 6.0m | ETA: 14.2m
[2025-12-22T20:21:04.951827] [INFO ] [sig       ] [1061/3560] Forecasting ELAN...
[2025-12-22T20:21:04.951857] [INFO ] [sig       ] Generating forecast for: ELAN
[2025-12-22T20:21:04.951887] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELAN' from 'https://tdm.silogroup.org/data/derivative_storage/ELAN.csv'.
[2025-12-22T20:21:04.966948] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELAN'.
[2025-12-22T20:21:04.967396] [INFO ] [FORECASTER] Starting predict_future for ELAN
[2025-12-22T20:21:04.968371] [DEBUG] [LOCAL     ] No optimal features file found for ELAN: ./output/feature-sets/ELAN.txt
[2025-12-22T20:21:04.968433] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:21:04.968471] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:21:04.968503] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:21:04.968603] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:21:05.038135] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:21:05.039248] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:21:05.039352] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:21:05.039389] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:21:05.195376] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:21:05.195532] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:21:05.195590] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:21:05.195624] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:21:05.199289] [DEBUG] [FORECASTER] ELAN: Forecast T+1@11:T+2@11: UP (p=60.23%)
[2025-12-22T20:21:05.199664] [INFO ] [FORECASTER] Completed predict_future for ELAN
[2025-12-22T20:21:05.199834] [INFO ] [sig       ] ELAN: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:21:05.353857] [INFO ] [LOCAL     ] Saved forecast: ELAN	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/ELAN.txt
[2025-12-22T20:21:05.354013] [INFO ] [sig       ] [1061/3560] Completed ELAN in 0.4s | 2.94 sym/s | Total: 6.0m | ETA: 14.2m
[2025-12-22T20:21:05.354061] [INFO ] [sig       ] [1062/3560] Forecasting ELC...
[2025-12-22T20:21:05.354094] [INFO ] [sig       ] Generating forecast for: ELC
[2025-12-22T20:21:05.354125] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELC' from 'https://tdm.silogroup.org/data/derivative_storage/ELC.csv'.
[2025-12-22T20:21:05.364912] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELC'.
[2025-12-22T20:21:05.365303] [INFO ] [FORECASTER] Starting predict_future for ELC
[2025-12-22T20:21:05.366127] [DEBUG] [LOCAL     ] No optimal features file found for ELC: ./output/feature-sets/ELC.txt
[2025-12-22T20:21:05.366182] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:21:05.366217] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:21:05.366245] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:21:05.366302] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:21:05.424023] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:21:05.424810] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:21:05.424892] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:21:05.424926] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:21:05.546254] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:21:05.546417] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:21:05.546458] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:21:05.546487] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:21:05.550417] [DEBUG] [FORECASTER] ELC: Forecast T+1@11:T+2@11: DOWN (p=35.25%)
[2025-12-22T20:21:05.550790] [INFO ] [FORECASTER] Completed predict_future for ELC
[2025-12-22T20:21:05.550936] [INFO ] [sig       ] ELC: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:21:05.703137] [INFO ] [LOCAL     ] Saved forecast: ELC	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/ELC.txt
[2025-12-22T20:21:05.703279] [INFO ] [sig       ] [1062/3560] Completed ELC in 0.3s | 2.94 sym/s | Total: 6.0m | ETA: 14.2m
[2025-12-22T20:21:05.703319] [INFO ] [sig       ] [1063/3560] Forecasting ELDN...
[2025-12-22T20:21:05.703349] [INFO ] [sig       ] Generating forecast for: ELDN
[2025-12-22T20:21:05.703379] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELDN' from 'https://tdm.silogroup.org/data/derivative_storage/ELDN.csv'.
[2025-12-22T20:21:05.714257] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELDN'.
[2025-12-22T20:21:05.714626] [INFO ] [FORECASTER] Starting predict_future for ELDN
[2025-12-22T20:21:05.715379] [DEBUG] [LOCAL     ] No optimal features file found for ELDN: ./output/feature-sets/ELDN.txt
[2025-12-22T20:21:05.715431] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:21:05.715463] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:21:05.715491] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:21:05.715546] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:21:05.771993] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:21:05.772867] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:21:05.772947] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:21:05.772979] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:21:05.888440] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:21:05.888641] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:21:05.888685] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:21:05.888716] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:21:05.892151] [DEBUG] [FORECASTER] ELDN: Forecast T+1@11:T+2@11: UP (p=59.47%)
[2025-12-22T20:21:05.892428] [INFO ] [FORECASTER] Completed predict_future for ELDN
[2025-12-22T20:21:05.892569] [INFO ] [sig       ] ELDN: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:21:06.038328] [INFO ] [LOCAL     ] Saved forecast: ELDN	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/ELDN.txt
[2025-12-22T20:21:06.038533] [INFO ] [sig       ] [1063/3560] Completed ELDN in 0.3s | 2.94 sym/s | Total: 6.0m | ETA: 14.2m
[2025-12-22T20:21:06.038596] [INFO ] [sig       ] [1064/3560] Forecasting ELF...
[2025-12-22T20:21:06.038630] [INFO ] [sig       ] Generating forecast for: ELF
[2025-12-22T20:21:06.038661] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELF' from 'https://tdm.silogroup.org/data/derivative_storage/ELF.csv'.
[2025-12-22T20:21:06.050089] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELF'.
[2025-12-22T20:21:06.050480] [INFO ] [FORECASTER] Starting predict_future for ELF
[2025-12-22T20:21:06.051497] [DEBUG] [LOCAL     ] No optimal features file found for ELF: ./output/feature-sets/ELF.txt
[2025-12-22T20:21:06.051550] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:21:06.051603] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:21:06.051632] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:21:06.051689] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:21:06.113356] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:21:06.114425] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:21:06.114530] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:21:06.114595] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:21:06.245610] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:21:06.245771] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:21:06.245812] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:21:06.245841] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:21:06.249960] [DEBUG] [FORECASTER] ELF: Forecast T+1@11:T+2@11: UP (p=63.38%)
[2025-12-22T20:21:06.250312] [INFO ] [FORECASTER] Completed predict_future for ELF
[2025-12-22T20:21:06.250464] [INFO ] [sig       ] ELF: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:21:06.397739] [INFO ] [LOCAL     ] Saved forecast: ELF	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/ELF.txt
[2025-12-22T20:21:06.397897] [INFO ] [sig       ] [1064/3560] Completed ELF in 0.4s | 2.94 sym/s | Total: 6.0m | ETA: 14.2m
[2025-12-22T20:21:06.397936] [INFO ] [sig       ] [1065/3560] Forecasting ELME...
[2025-12-22T20:21:06.397966] [INFO ] [sig       ] Generating forecast for: ELME
[2025-12-22T20:21:06.397997] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELME' from 'https://tdm.silogroup.org/data/derivative_storage/ELME.csv'.
[2025-12-22T20:21:06.410093] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELME'.
[2025-12-22T20:21:06.410456] [INFO ] [FORECASTER] Starting predict_future for ELME
[2025-12-22T20:21:06.411288] [DEBUG] [LOCAL     ] No optimal features file found for ELME: ./output/feature-sets/ELME.txt
[2025-12-22T20:21:06.411342] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:21:06.411374] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:21:06.411401] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:21:06.411458] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:21:06.471070] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:21:06.471940] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:21:06.472020] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:21:06.472055] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:21:06.592390] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:21:06.592545] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:21:06.592618] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:21:06.592649] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:21:06.595946] [DEBUG] [FORECASTER] ELME: Forecast T+1@11:T+2@11: DOWN (p=2.95%)
[2025-12-22T20:21:06.596211] [INFO ] [FORECASTER] Completed predict_future for ELME
[2025-12-22T20:21:06.596335] [INFO ] [sig       ] ELME: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:21:06.734415] [INFO ] [LOCAL     ] Saved forecast: ELME	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/ELME.txt
[2025-12-22T20:21:06.734554] [INFO ] [sig       ] [1065/3560] Completed ELME in 0.3s | 2.94 sym/s | Total: 6.0m | ETA: 14.2m
[2025-12-22T20:21:06.734611] [INFO ] [sig       ] [1066/3560] Forecasting ELP...
[2025-12-22T20:21:06.734643] [INFO ] [sig       ] Generating forecast for: ELP
[2025-12-22T20:21:06.734672] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELP' from 'https://tdm.silogroup.org/data/derivative_storage/ELP.csv'.
[2025-12-22T20:21:06.750746] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELP'.
[2025-12-22T20:21:06.751200] [INFO ] [FORECASTER] Starting predict_future for ELP
[2025-12-22T20:21:06.752234] [DEBUG] [LOCAL     ] No optimal features file found for ELP: ./output/feature-sets/ELP.txt
[2025-12-22T20:21:06.752302] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:21:06.752342] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:21:06.752375] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:21:06.752455] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:21:06.814215] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:21:06.815121] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:21:06.815205] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:21:06.815239] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:21:06.937374] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:21:06.937522] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:21:06.937561] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:21:06.937607] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:21:06.941745] [DEBUG] [FORECASTER] ELP: Forecast T+1@11:T+2@11: UP (p=96.05%)
[2025-12-22T20:21:06.942028] [INFO ] [FORECASTER] Completed predict_future for ELP
[2025-12-22T20:21:06.942148] [INFO ] [sig       ] ELP: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:21:07.077112] [INFO ] [LOCAL     ] Saved forecast: ELP	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/ELP.txt
[2025-12-22T20:21:07.077249] [INFO ] [sig       ] [1066/3560] Completed ELP in 0.3s | 2.94 sym/s | Total: 6.1m | ETA: 14.2m
[2025-12-22T20:21:07.077287] [INFO ] [sig       ] [1067/3560] Forecasting ELS...
[2025-12-22T20:21:07.077315] [INFO ] [sig       ] Generating forecast for: ELS
[2025-12-22T20:21:07.077346] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELS' from 'https://tdm.silogroup.org/data/derivative_storage/ELS.csv'.
[2025-12-22T20:21:07.088339] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELS'.
[2025-12-22T20:21:07.088672] [INFO ] [FORECASTER] Starting predict_future for ELS
[2025-12-22T20:21:07.089493] [DEBUG] [LOCAL     ] No optimal features file found for ELS: ./output/feature-sets/ELS.txt
[2025-12-22T20:21:07.089546] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:21:07.089620] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:21:07.089650] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:21:07.089707] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:21:07.148125] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:21:07.148810] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:21:07.148908] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:21:07.148947] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:21:07.265937] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:21:07.266092] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:21:07.266132] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:21:07.266162] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:21:07.269633] [DEBUG] [FORECASTER] ELS: Forecast T+1@11:T+2@11: UP (p=95.42%)
[2025-12-22T20:21:07.269900] [INFO ] [FORECASTER] Completed predict_future for ELS
[2025-12-22T20:21:07.270020] [INFO ] [sig       ] ELS: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:21:07.407271] [INFO ] [LOCAL     ] Saved forecast: ELS	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/ELS.txt
[2025-12-22T20:21:07.407404] [INFO ] [sig       ] [1067/3560] Completed ELS in 0.3s | 2.94 sym/s | Total: 6.1m | ETA: 14.2m
[2025-12-22T20:21:07.407444] [INFO ] [sig       ] [1068/3560] Forecasting ELTX...
[2025-12-22T20:21:07.407474] [INFO ] [sig       ] Generating forecast for: ELTX
[2025-12-22T20:21:07.407507] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELTX' from 'https://tdm.silogroup.org/data/derivative_storage/ELTX.csv'.
[2025-12-22T20:21:07.418767] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELTX'.
[2025-12-22T20:21:07.422194] [INFO ] [FORECASTER] Starting predict_future for ELTX
[2025-12-22T20:21:07.423051] [DEBUG] [LOCAL     ] No optimal features file found for ELTX: ./output/feature-sets/ELTX.txt
[2025-12-22T20:21:07.423104] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:21:07.423138] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:21:07.423165] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:21:07.423223] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:21:07.479921] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:21:07.480785] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:21:07.480866] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:21:07.480899] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:21:07.600453] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:21:07.600625] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:21:07.600668] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:21:07.600696] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:21:07.604011] [DEBUG] [FORECASTER] ELTX: Forecast T+1@11:T+2@11: UP (p=57.88%)
[2025-12-22T20:21:07.604278] [INFO ] [FORECASTER] Completed predict_future for ELTX
[2025-12-22T20:21:07.604401] [INFO ] [sig       ] ELTX: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:21:07.739829] [INFO ] [LOCAL     ] Saved forecast: ELTX	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/ELTX.txt
[2025-12-22T20:21:07.739973] [INFO ] [sig       ] [1068/3560] Completed ELTX in 0.3s | 2.94 sym/s | Total: 6.1m | ETA: 14.1m
[2025-12-22T20:21:07.740019] [INFO ] [sig       ] [1069/3560] Forecasting ELVA...
[2025-12-22T20:21:07.740049] [INFO ] [sig       ] Generating forecast for: ELVA
[2025-12-22T20:21:07.740080] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELVA' from 'https://tdm.silogroup.org/data/derivative_storage/ELVA.csv'.
[2025-12-22T20:21:07.750485] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELVA'.
[2025-12-22T20:21:07.750859] [INFO ] [FORECASTER] Starting predict_future for ELVA
[2025-12-22T20:21:07.751643] [DEBUG] [LOCAL     ] No optimal features file found for ELVA: ./output/feature-sets/ELVA.txt
[2025-12-22T20:21:07.751695] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:21:07.751741] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:21:07.751768] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:21:07.751823] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:21:07.808338] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:21:07.809138] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:21:07.809218] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:21:07.809253] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:21:07.927123] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:21:07.927284] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:21:07.927323] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:21:07.927351] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:21:07.931217] [DEBUG] [FORECASTER] ELVA: Forecast T+1@11:T+2@11: DOWN (p=29.07%)
[2025-12-22T20:21:07.931490] [INFO ] [FORECASTER] Completed predict_future for ELVA
[2025-12-22T20:21:07.931634] [INFO ] [sig       ] ELVA: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:21:08.071568] [INFO ] [LOCAL     ] Saved forecast: ELVA	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/ELVA.txt
[2025-12-22T20:21:08.071759] [INFO ] [sig       ] [1069/3560] Completed ELVA in 0.3s | 2.94 sym/s | Total: 6.1m | ETA: 14.1m
[2025-12-22T20:21:08.071825] [INFO ] [sig       ] [1070/3560] Forecasting ELVN...
[2025-12-22T20:21:08.071855] [INFO ] [sig       ] Generating forecast for: ELVN
[2025-12-22T20:21:08.071886] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELVN' from 'https://tdm.silogroup.org/data/derivative_storage/ELVN.csv'.
[2025-12-22T20:21:08.082911] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELVN'.
[2025-12-22T20:21:08.083289] [INFO ] [FORECASTER] Starting predict_future for ELVN
[2025-12-22T20:21:08.084131] [DEBUG] [LOCAL     ] No optimal features file found for ELVN: ./output/feature-sets/ELVN.txt
[2025-12-22T20:21:08.084185] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:21:08.084218] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:21:08.084246] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:21:08.084303] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:21:08.140995] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:21:08.141879] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:21:08.141962] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:21:08.141995] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:21:08.260416] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:21:08.260582] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:21:08.260623] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:21:08.260684] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:21:08.264010] [DEBUG] [FORECASTER] ELVN: Forecast T+1@11:T+2@11: UP (p=93.79%)
[2025-12-22T20:21:08.264276] [INFO ] [FORECASTER] Completed predict_future for ELVN
[2025-12-22T20:21:08.264395] [INFO ] [sig       ] ELVN: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:21:08.400250] [INFO ] [LOCAL     ] Saved forecast: ELVN	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/ELVN.txt
[2025-12-22T20:21:08.400406] [INFO ] [sig       ] [1070/3560] Completed ELVN in 0.3s | 2.94 sym/s | Total: 6.1m | ETA: 14.1m
[2025-12-22T20:21:08.400445] [INFO ] [sig       ] [1071/3560] Forecasting ELWS...
[2025-12-22T20:21:08.400474] [INFO ] [sig       ] Generating forecast for: ELWS
[2025-12-22T20:21:08.400506] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELWS' from 'https://tdm.silogroup.org/data/derivative_storage/ELWS.csv'.
[2025-12-22T20:21:08.411544] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELWS'.
[2025-12-22T20:21:08.411949] [INFO ] [FORECASTER] Starting predict_future for ELWS
[2025-12-22T20:21:08.412736] [DEBUG] [LOCAL     ] No optimal features file found for ELWS: ./output/feature-sets/ELWS.txt
[2025-12-22T20:21:08.412799] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:21:08.412838] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:21:08.412870] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:21:08.412929] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:21:08.470087] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:21:08.471016] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:21:08.471294] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:21:08.471327] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:21:08.590326] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:21:08.590482] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:21:08.590521] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:21:08.590549] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:21:08.593964] [DEBUG] [FORECASTER] ELWS: Forecast T+1@11:T+2@11: DOWN (p=11.43%)
[2025-12-22T20:21:08.594229] [INFO ] [FORECASTER] Completed predict_future for ELWS
[2025-12-22T20:21:08.594353] [INFO ] [sig       ] ELWS: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:21:08.735206] [INFO ] [LOCAL     ] Saved forecast: ELWS	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/ELWS.txt
[2025-12-22T20:21:08.735361] [INFO ] [sig       ] [1071/3560] Completed ELWS in 0.3s | 2.94 sym/s | Total: 6.1m | ETA: 14.1m
[2025-12-22T20:21:08.735400] [INFO ] [sig       ] [1072/3560] Forecasting EM...
[2025-12-22T20:21:08.735430] [INFO ] [sig       ] Generating forecast for: EM
[2025-12-22T20:21:08.735461] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EM' from 'https://tdm.silogroup.org/data/derivative_storage/EM.csv'.
[2025-12-22T20:21:08.746949] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EM'.
[2025-12-22T20:21:08.747337] [INFO ] [FORECASTER] Starting predict_future for EM
[2025-12-22T20:21:08.748197] [DEBUG] [LOCAL     ] No optimal features file found for EM: ./output/feature-sets/EM.txt
[2025-12-22T20:21:08.748252] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:21:08.748286] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:21:08.748314] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:21:08.748373] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:21:08.806111] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:21:08.806969] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:21:08.807244] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:21:08.807276] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:21:08.923543] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:21:08.923712] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:21:08.923751] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:21:08.923780] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:21:08.927086] [DEBUG] [FORECASTER] EM: Forecast T+1@11:T+2@11: DOWN (p=40.50%)
[2025-12-22T20:21:08.927348] [INFO ] [FORECASTER] Completed predict_future for EM
[2025-12-22T20:21:08.927471] [INFO ] [sig       ] EM: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:21:09.066271] [INFO ] [LOCAL     ] Saved forecast: EM	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/EM.txt
[2025-12-22T20:21:09.066426] [INFO ] [sig       ] [1072/3560] Completed EM in 0.3s | 2.94 sym/s | Total: 6.1m | ETA: 14.1m
[2025-12-22T20:21:09.066464] [INFO ] [sig       ] [1073/3560] Forecasting EMB...
[2025-12-22T20:21:09.066500] [INFO ] [sig       ] Generating forecast for: EMB
[2025-12-22T20:21:09.066534] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMB' from 'https://tdm.silogroup.org/data/derivative_storage/EMB.csv'.
[2025-12-22T20:21:09.077422] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EMB'.
[2025-12-22T20:21:09.077804] [INFO ] [FORECASTER] Starting predict_future for EMB
[2025-12-22T20:21:09.078570] [DEBUG] [LOCAL     ] No optimal features file found for EMB: ./output/feature-sets/EMB.txt
[2025-12-22T20:21:09.078640] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:21:09.078670] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:21:09.078697] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:21:09.078753] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:21:09.135513] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:21:09.136342] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:21:09.136422] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:21:09.136455] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:21:09.255960] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:21:09.256112] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:21:09.256153] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:21:09.256182] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:21:09.259637] [DEBUG] [FORECASTER] EMB: Forecast T+1@11:T+2@11: UP (p=81.42%)
[2025-12-22T20:21:09.259918] [INFO ] [FORECASTER] Completed predict_future for EMB
[2025-12-22T20:21:09.260045] [INFO ] [sig       ] EMB: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:21:09.396474] [INFO ] [LOCAL     ] Saved forecast: EMB	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/EMB.txt
[2025-12-22T20:21:09.396646] [INFO ] [sig       ] [1073/3560] Completed EMB in 0.3s | 2.94 sym/s | Total: 6.1m | ETA: 14.1m
[2025-12-22T20:21:09.396688] [INFO ] [sig       ] [1074/3560] Forecasting EMBC...
[2025-12-22T20:21:09.396718] [INFO ] [sig       ] Generating forecast for: EMBC
[2025-12-22T20:21:09.396748] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMBC' from 'https://tdm.silogroup.org/data/derivative_storage/EMBC.csv'.
[2025-12-22T20:21:09.407517] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EMBC'.
[2025-12-22T20:21:09.407829] [INFO ] [FORECASTER] Starting predict_future for EMBC
[2025-12-22T20:21:09.408607] [DEBUG] [LOCAL     ] No optimal features file found for EMBC: ./output/feature-sets/EMBC.txt
[2025-12-22T20:21:09.408660] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:21:09.408691] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:21:09.408718] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:21:09.408773] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:21:09.467364] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:21:09.468235] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:21:09.468317] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:21:09.468349] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:21:09.593702] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:21:09.593854] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:21:09.593893] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:21:09.593923] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:21:09.597763] [DEBUG] [FORECASTER] EMBC: Forecast T+1@11:T+2@11: DOWN (p=3.19%)
[2025-12-22T20:21:09.598210] [INFO ] [FORECASTER] Completed predict_future for EMBC
[2025-12-22T20:21:09.598333] [INFO ] [sig       ] EMBC: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:21:09.746878] [INFO ] [LOCAL     ] Saved forecast: EMBC	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/EMBC.txt
[2025-12-22T20:21:09.747040] [INFO ] [sig       ] [1074/3560] Completed EMBC in 0.4s | 2.94 sym/s | Total: 6.1m | ETA: 14.1m
[2025-12-22T20:21:09.747080] [INFO ] [sig       ] [1075/3560] Forecasting EMD...
[2025-12-22T20:21:09.747110] [INFO ] [sig       ] Generating forecast for: EMD
[2025-12-22T20:21:09.747142] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMD' from 'https://tdm.silogroup.org/data/derivative_storage/EMD.csv'.
[2025-12-22T20:21:09.757808] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EMD'.
[2025-12-22T20:21:09.758130] [INFO ] [FORECASTER] Starting predict_future for EMD
[2025-12-22T20:21:09.758935] [DEBUG] [LOCAL     ] No optimal features file found for EMD: ./output/feature-sets/EMD.txt
[2025-12-22T20:21:09.758987] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:21:09.759019] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:21:09.759081] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:21:09.759149] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:21:09.816592] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:21:09.817204] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:21:09.817278] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:21:09.817309] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:21:09.938330] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:21:09.938469] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:21:09.938506] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:21:09.938534] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:21:09.941820] [DEBUG] [FORECASTER] EMD: Forecast T+1@11:T+2@11: UP (p=97.22%)
[2025-12-22T20:21:09.942083] [INFO ] [FORECASTER] Completed predict_future for EMD
[2025-12-22T20:21:09.942201] [INFO ] [sig       ] EMD: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:21:10.084743] [INFO ] [LOCAL     ] Saved forecast: EMD	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/EMD.txt
[2025-12-22T20:21:10.084895] [INFO ] [sig       ] [1075/3560] Completed EMD in 0.3s | 2.94 sym/s | Total: 6.1m | ETA: 14.1m
[2025-12-22T20:21:10.084937] [INFO ] [sig       ] [1076/3560] Forecasting EMF...
[2025-12-22T20:21:10.084969] [INFO ] [sig       ] Generating forecast for: EMF
[2025-12-22T20:21:10.085001] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMF' from 'https://tdm.silogroup.org/data/derivative_storage/EMF.csv'.
[2025-12-22T20:21:10.096497] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EMF'.
[2025-12-22T20:21:10.096855] [INFO ] [FORECASTER] Starting predict_future for EMF
[2025-12-22T20:21:10.097657] [DEBUG] [LOCAL     ] No optimal features file found for EMF: ./output/feature-sets/EMF.txt
[2025-12-22T20:21:10.097710] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:21:10.097744] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:21:10.097772] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:21:10.097831] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:21:10.159215] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:21:10.160096] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:21:10.160177] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:21:10.160210] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:21:10.279633] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:21:10.279787] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:21:10.279829] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:21:10.279874] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:21:10.283472] [DEBUG] [FORECASTER] EMF: Forecast T+1@11:T+2@11: UP (p=58.34%)
[2025-12-22T20:21:10.283794] [INFO ] [FORECASTER] Completed predict_future for EMF
[2025-12-22T20:21:10.283951] [INFO ] [sig       ] EMF: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:21:10.433984] [INFO ] [LOCAL     ] Saved forecast: EMF	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/EMF.txt
[2025-12-22T20:21:10.434156] [INFO ] [sig       ] [1076/3560] Completed EMF in 0.3s | 2.94 sym/s | Total: 6.1m | ETA: 14.1m
[2025-12-22T20:21:10.434208] [INFO ] [sig       ] [1077/3560] Forecasting EMN...
[2025-12-22T20:21:10.434250] [INFO ] [sig       ] Generating forecast for: EMN
[2025-12-22T20:21:10.434294] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMN' from 'https://tdm.silogroup.org/data/derivative_storage/EMN.csv'.
[2025-12-22T20:21:10.445554] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EMN'.
[2025-12-22T20:21:10.445930] [INFO ] [FORECASTER] Starting predict_future for EMN
[2025-12-22T20:21:10.446734] [DEBUG] [LOCAL     ] No optimal features file found for EMN: ./output/feature-sets/EMN.txt
[2025-12-22T20:21:10.446800] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:21:10.446841] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:21:10.446883] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:21:10.446948] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:21:10.511966] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:21:10.512834] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:21:10.512990] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:21:10.513026] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:21:10.656345] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:21:10.656501] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:21:10.656544] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:21:10.656594] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:21:10.660125] [DEBUG] [FORECASTER] EMN: Forecast T+1@11:T+2@11: DOWN (p=2.43%)
[2025-12-22T20:21:10.660450] [INFO ] [FORECASTER] Completed predict_future for EMN
[2025-12-22T20:21:10.660616] [INFO ] [sig       ] EMN: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:21:10.807943] [INFO ] [LOCAL     ] Saved forecast: EMN	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/EMN.txt
[2025-12-22T20:21:10.808094] [INFO ] [sig       ] [1077/3560] Completed EMN in 0.4s | 2.94 sym/s | Total: 6.1m | ETA: 14.1m
[2025-12-22T20:21:10.808133] [INFO ] [sig       ] [1078/3560] Forecasting EMO...
[2025-12-22T20:21:10.808165] [INFO ] [sig       ] Generating forecast for: EMO
[2025-12-22T20:21:10.808196] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMO' from 'https://tdm.silogroup.org/data/derivative_storage/EMO.csv'.
[2025-12-22T20:21:10.818786] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EMO'.
[2025-12-22T20:21:10.819158] [INFO ] [FORECASTER] Starting predict_future for EMO
[2025-12-22T20:21:10.819931] [DEBUG] [LOCAL     ] No optimal features file found for EMO: ./output/feature-sets/EMO.txt
[2025-12-22T20:21:10.819983] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:21:10.820014] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:21:10.820041] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:21:10.820096] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:21:10.877019] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:21:10.877852] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:21:10.877937] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:21:10.877969] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:21:10.988895] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:21:10.989079] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:21:10.989121] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:21:10.989151] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:21:10.992519] [DEBUG] [FORECASTER] EMO: Forecast T+1@11:T+2@11: UP (p=95.22%)
[2025-12-22T20:21:10.992815] [INFO ] [FORECASTER] Completed predict_future for EMO
[2025-12-22T20:21:10.992941] [INFO ] [sig       ] EMO: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:21:11.130883] [INFO ] [LOCAL     ] Saved forecast: EMO	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/EMO.txt
[2025-12-22T20:21:11.131033] [INFO ] [sig       ] [1078/3560] Completed EMO in 0.3s | 2.94 sym/s | Total: 6.1m | ETA: 14.1m
[2025-12-22T20:21:11.131072] [INFO ] [sig       ] [1079/3560] Forecasting EMXC...
[2025-12-22T20:21:11.131101] [INFO ] [sig       ] Generating forecast for: EMXC
[2025-12-22T20:21:11.131131] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMXC' from 'https://tdm.silogroup.org/data/derivative_storage/EMXC.csv'.
[2025-12-22T20:21:11.142218] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EMXC'.
[2025-12-22T20:21:11.142598] [INFO ] [FORECASTER] Starting predict_future for EMXC
[2025-12-22T20:21:11.143342] [DEBUG] [LOCAL     ] No optimal features file found for EMXC: ./output/feature-sets/EMXC.txt
[2025-12-22T20:21:11.143393] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:21:11.143424] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:21:11.143451] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:21:11.143507] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:21:11.201306] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:21:11.202182] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:21:11.202268] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:21:11.202302] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:21:11.330488] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:21:11.330659] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:21:11.330701] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:21:11.330730] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:21:11.334122] [DEBUG] [FORECASTER] EMXC: Forecast T+1@11:T+2@11: UP (p=94.86%)
[2025-12-22T20:21:11.334392] [INFO ] [FORECASTER] Completed predict_future for EMXC
[2025-12-22T20:21:11.334518] [INFO ] [sig       ] EMXC: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:21:11.471862] [INFO ] [LOCAL     ] Saved forecast: EMXC	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/EMXC.txt
[2025-12-22T20:21:11.472014] [INFO ] [sig       ] [1079/3560] Completed EMXC in 0.3s | 2.94 sym/s | Total: 6.1m | ETA: 14.1m
[2025-12-22T20:21:11.472057] [INFO ] [sig       ] [1080/3560] Forecasting ENB...
[2025-12-22T20:21:11.472088] [INFO ] [sig       ] Generating forecast for: ENB
[2025-12-22T20:21:11.472145] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENB' from 'https://tdm.silogroup.org/data/derivative_storage/ENB.csv'.
[2025-12-22T20:21:11.483013] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENB'.
[2025-12-22T20:21:11.483386] [INFO ] [FORECASTER] Starting predict_future for ENB
[2025-12-22T20:21:11.484183] [DEBUG] [LOCAL     ] No optimal features file found for ENB: ./output/feature-sets/ENB.txt
[2025-12-22T20:21:11.484261] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:21:11.484294] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:21:11.484322] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:21:11.484395] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:21:11.541719] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:21:11.542560] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:21:11.542664] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:21:11.542696] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:21:11.668972] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:21:11.669137] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:21:11.669176] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:21:11.669204] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:21:11.672638] [DEBUG] [FORECASTER] ENB: Forecast T+1@11:T+2@11: DOWN (p=48.61%)
[2025-12-22T20:21:11.672912] [INFO ] [FORECASTER] Completed predict_future for ENB
[2025-12-22T20:21:11.673040] [INFO ] [sig       ] ENB: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:21:11.808641] [INFO ] [LOCAL     ] Saved forecast: ENB	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/ENB.txt
[2025-12-22T20:21:11.808822] [INFO ] [sig       ] [1080/3560] Completed ENB in 0.3s | 2.94 sym/s | Total: 6.1m | ETA: 14.1m
[2025-12-22T20:21:11.808863] [INFO ] [sig       ] [1081/3560] Forecasting ENGN...
[2025-12-22T20:21:11.808894] [INFO ] [sig       ] Generating forecast for: ENGN
[2025-12-22T20:21:11.808924] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENGN' from 'https://tdm.silogroup.org/data/derivative_storage/ENGN.csv'.
[2025-12-22T20:21:11.819965] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENGN'.
[2025-12-22T20:21:11.820362] [INFO ] [FORECASTER] Starting predict_future for ENGN
[2025-12-22T20:21:11.821144] [DEBUG] [LOCAL     ] No optimal features file found for ENGN: ./output/feature-sets/ENGN.txt
[2025-12-22T20:21:11.821196] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:21:11.821229] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:21:11.821256] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:21:11.821312] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:21:11.878357] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:21:11.879202] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:21:11.879280] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:21:11.879312] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:21:12.002075] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:21:12.002231] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:21:12.002272] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:21:12.002302] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:21:12.005756] [DEBUG] [FORECASTER] ENGN: Forecast T+1@11:T+2@11: UP (p=53.22%)
[2025-12-22T20:21:12.006039] [INFO ] [FORECASTER] Completed predict_future for ENGN
[2025-12-22T20:21:12.006166] [INFO ] [sig       ] ENGN: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:21:12.149408] [INFO ] [LOCAL     ] Saved forecast: ENGN	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/ENGN.txt
[2025-12-22T20:21:12.149597] [INFO ] [sig       ] [1081/3560] Completed ENGN in 0.3s | 2.94 sym/s | Total: 6.1m | ETA: 14.1m
[2025-12-22T20:21:12.149645] [INFO ] [sig       ] [1082/3560] Forecasting ENIC...
[2025-12-22T20:21:12.149677] [INFO ] [sig       ] Generating forecast for: ENIC
[2025-12-22T20:21:12.149714] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENIC' from 'https://tdm.silogroup.org/data/derivative_storage/ENIC.csv'.
[2025-12-22T20:21:12.160880] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENIC'.
[2025-12-22T20:21:12.161260] [INFO ] [FORECASTER] Starting predict_future for ENIC
[2025-12-22T20:21:12.162061] [DEBUG] [LOCAL     ] No optimal features file found for ENIC: ./output/feature-sets/ENIC.txt
[2025-12-22T20:21:12.162127] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:21:12.162159] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:21:12.162188] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:21:12.162244] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:21:12.221618] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:21:12.222457] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:21:12.222568] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:21:12.222622] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:21:12.346392] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:21:12.346545] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:21:12.346602] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:21:12.346633] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:21:12.349984] [DEBUG] [FORECASTER] ENIC: Forecast T+1@11:T+2@11: DOWN (p=1.29%)
[2025-12-22T20:21:12.350261] [INFO ] [FORECASTER] Completed predict_future for ENIC
[2025-12-22T20:21:12.350388] [INFO ] [sig       ] ENIC: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:21:12.488497] [INFO ] [LOCAL     ] Saved forecast: ENIC	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/ENIC.txt
[2025-12-22T20:21:12.488665] [INFO ] [sig       ] [1082/3560] Completed ENIC in 0.3s | 2.94 sym/s | Total: 6.1m | ETA: 14.1m
[2025-12-22T20:21:12.488705] [INFO ] [sig       ] [1083/3560] Forecasting ENPH...
[2025-12-22T20:21:12.488735] [INFO ] [sig       ] Generating forecast for: ENPH
[2025-12-22T20:21:12.488766] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENPH' from 'https://tdm.silogroup.org/data/derivative_storage/ENPH.csv'.
[2025-12-22T20:21:12.500039] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENPH'.
[2025-12-22T20:21:12.500385] [INFO ] [FORECASTER] Starting predict_future for ENPH
[2025-12-22T20:21:12.501158] [DEBUG] [LOCAL     ] No optimal features file found for ENPH: ./output/feature-sets/ENPH.txt
[2025-12-22T20:21:12.501209] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:21:12.501242] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:21:12.501268] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:21:12.501323] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:21:12.557225] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:21:12.558081] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:21:12.558165] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:21:12.558198] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:21:12.672654] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:21:12.672810] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:21:12.672861] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:21:12.672904] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:21:12.676202] [DEBUG] [FORECASTER] ENPH: Forecast T+1@11:T+2@11: UP (p=98.90%)
[2025-12-22T20:21:12.676466] [INFO ] [FORECASTER] Completed predict_future for ENPH
[2025-12-22T20:21:12.676604] [INFO ] [sig       ] ENPH: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:21:12.812312] [INFO ] [LOCAL     ] Saved forecast: ENPH	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/ENPH.txt
[2025-12-22T20:21:12.812465] [INFO ] [sig       ] [1083/3560] Completed ENPH in 0.3s | 2.94 sym/s | Total: 6.1m | ETA: 14.1m
[2025-12-22T20:21:12.812512] [INFO ] [sig       ] [1084/3560] Forecasting ENS...
[2025-12-22T20:21:12.812545] [INFO ] [sig       ] Generating forecast for: ENS
[2025-12-22T20:21:12.812593] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENS' from 'https://tdm.silogroup.org/data/derivative_storage/ENS.csv'.
[2025-12-22T20:21:12.823175] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENS'.
[2025-12-22T20:21:12.823551] [INFO ] [FORECASTER] Starting predict_future for ENS
[2025-12-22T20:21:12.824330] [DEBUG] [LOCAL     ] No optimal features file found for ENS: ./output/feature-sets/ENS.txt
[2025-12-22T20:21:12.824381] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:21:12.824442] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:21:12.824470] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:21:12.824526] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:21:12.881078] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:21:12.881866] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:21:12.881946] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:21:12.881977] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:21:12.998237] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:21:12.998386] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:21:12.998425] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:21:12.998453] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:21:13.001825] [DEBUG] [FORECASTER] ENS: Forecast T+1@11:T+2@11: UP (p=61.82%)
[2025-12-22T20:21:13.002124] [INFO ] [FORECASTER] Completed predict_future for ENS
[2025-12-22T20:21:13.002249] [INFO ] [sig       ] ENS: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:21:13.137877] [INFO ] [LOCAL     ] Saved forecast: ENS	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/ENS.txt
[2025-12-22T20:21:13.138015] [INFO ] [sig       ] [1084/3560] Completed ENS in 0.3s | 2.94 sym/s | Total: 6.2m | ETA: 14.1m
[2025-12-22T20:21:13.138054] [INFO ] [sig       ] [1085/3560] Forecasting ENSC...
[2025-12-22T20:21:13.138084] [INFO ] [sig       ] Generating forecast for: ENSC
[2025-12-22T20:21:13.138114] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENSC' from 'https://tdm.silogroup.org/data/derivative_storage/ENSC.csv'.
[2025-12-22T20:21:13.148754] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENSC'.
[2025-12-22T20:21:13.149164] [INFO ] [FORECASTER] Starting predict_future for ENSC
[2025-12-22T20:21:13.149972] [DEBUG] [LOCAL     ] No optimal features file found for ENSC: ./output/feature-sets/ENSC.txt
[2025-12-22T20:21:13.150027] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:21:13.150058] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:21:13.150085] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:21:13.150141] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:21:13.206269] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:21:13.207102] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:21:13.207190] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:21:13.207223] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:21:13.326355] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:21:13.326504] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:21:13.326542] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:21:13.326587] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:21:13.329972] [DEBUG] [FORECASTER] ENSC: Forecast T+1@11:T+2@11: UP (p=58.90%)
[2025-12-22T20:21:13.330278] [INFO ] [FORECASTER] Completed predict_future for ENSC
[2025-12-22T20:21:13.330406] [INFO ] [sig       ] ENSC: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:21:13.466588] [INFO ] [LOCAL     ] Saved forecast: ENSC	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/ENSC.txt
[2025-12-22T20:21:13.466744] [INFO ] [sig       ] [1085/3560] Completed ENSC in 0.3s | 2.94 sym/s | Total: 6.2m | ETA: 14.0m
[2025-12-22T20:21:13.466783] [INFO ] [sig       ] [1086/3560] Forecasting ENSG...
[2025-12-22T20:21:13.466812] [INFO ] [sig       ] Generating forecast for: ENSG
[2025-12-22T20:21:13.466842] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENSG' from 'https://tdm.silogroup.org/data/derivative_storage/ENSG.csv'.
[2025-12-22T20:21:13.477739] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENSG'.
[2025-12-22T20:21:13.478045] [INFO ] [FORECASTER] Starting predict_future for ENSG
[2025-12-22T20:21:13.478837] [DEBUG] [LOCAL     ] No optimal features file found for ENSG: ./output/feature-sets/ENSG.txt
[2025-12-22T20:21:13.478892] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:21:13.478927] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:21:13.478954] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:21:13.479011] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:21:13.534758] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:21:13.535332] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:21:13.535405] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:21:13.535436] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:21:13.652879] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:21:13.653023] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:21:13.653061] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:21:13.653088] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:21:13.656365] [DEBUG] [FORECASTER] ENSG: Forecast T+1@11:T+2@11: UP (p=97.21%)
[2025-12-22T20:21:13.656653] [INFO ] [FORECASTER] Completed predict_future for ENSG
[2025-12-22T20:21:13.656784] [INFO ] [sig       ] ENSG: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:21:13.791454] [INFO ] [LOCAL     ] Saved forecast: ENSG	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/ENSG.txt
[2025-12-22T20:21:13.791612] [INFO ] [sig       ] [1086/3560] Completed ENSG in 0.3s | 2.94 sym/s | Total: 6.2m | ETA: 14.0m
[2025-12-22T20:21:13.791654] [INFO ] [sig       ] [1087/3560] Forecasting ENTA...
[2025-12-22T20:21:13.791702] [INFO ] [sig       ] Generating forecast for: ENTA
[2025-12-22T20:21:13.791739] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENTA' from 'https://tdm.silogroup.org/data/derivative_storage/ENTA.csv'.
[2025-12-22T20:21:13.802346] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENTA'.
[2025-12-22T20:21:13.802703] [INFO ] [FORECASTER] Starting predict_future for ENTA
[2025-12-22T20:21:13.803452] [DEBUG] [LOCAL     ] No optimal features file found for ENTA: ./output/feature-sets/ENTA.txt
[2025-12-22T20:21:13.803503] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:21:13.803534] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:21:13.803561] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:21:13.803644] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:21:13.863498] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:21:13.864309] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:21:13.864388] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:21:13.864419] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:21:13.986889] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:21:13.987031] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:21:13.987069] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:21:13.987151] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:21:13.990626] [DEBUG] [FORECASTER] ENTA: Forecast T+1@11:T+2@11: DOWN (p=47.00%)
[2025-12-22T20:21:13.990912] [INFO ] [FORECASTER] Completed predict_future for ENTA
[2025-12-22T20:21:13.991039] [INFO ] [sig       ] ENTA: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:21:14.129548] [INFO ] [LOCAL     ] Saved forecast: ENTA	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/ENTA.txt
[2025-12-22T20:21:14.129698] [INFO ] [sig       ] [1087/3560] Completed ENTA in 0.3s | 2.94 sym/s | Total: 6.2m | ETA: 14.0m
[2025-12-22T20:21:14.129737] [INFO ] [sig       ] [1088/3560] Forecasting ENTG...
[2025-12-22T20:21:14.129766] [INFO ] [sig       ] Generating forecast for: ENTG
[2025-12-22T20:21:14.129795] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENTG' from 'https://tdm.silogroup.org/data/derivative_storage/ENTG.csv'.
[2025-12-22T20:21:14.140492] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENTG'.
[2025-12-22T20:21:14.140852] [INFO ] [FORECASTER] Starting predict_future for ENTG
[2025-12-22T20:21:14.141625] [DEBUG] [LOCAL     ] No optimal features file found for ENTG: ./output/feature-sets/ENTG.txt
[2025-12-22T20:21:14.141678] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:21:14.141710] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:21:14.141737] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:21:14.141793] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:21:14.198411] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:21:14.199061] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:21:14.199140] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:21:14.199173] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:21:14.320315] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:21:14.320453] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:21:14.320493] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:21:14.320522] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:21:14.323951] [DEBUG] [FORECASTER] ENTG: Forecast T+1@11:T+2@11: DOWN (p=2.38%)
[2025-12-22T20:21:14.324224] [INFO ] [FORECASTER] Completed predict_future for ENTG
[2025-12-22T20:21:14.324372] [INFO ] [sig       ] ENTG: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:21:14.459695] [INFO ] [LOCAL     ] Saved forecast: ENTG	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/ENTG.txt
[2025-12-22T20:21:14.459847] [INFO ] [sig       ] [1088/3560] Completed ENTG in 0.3s | 2.94 sym/s | Total: 6.2m | ETA: 14.0m
[2025-12-22T20:21:14.459885] [INFO ] [sig       ] [1089/3560] Forecasting ENTX...
[2025-12-22T20:21:14.459915] [INFO ] [sig       ] Generating forecast for: ENTX
[2025-12-22T20:21:14.459945] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENTX' from 'https://tdm.silogroup.org/data/derivative_storage/ENTX.csv'.
[2025-12-22T20:21:14.470954] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENTX'.
[2025-12-22T20:21:14.471317] [INFO ] [FORECASTER] Starting predict_future for ENTX
[2025-12-22T20:21:14.472117] [DEBUG] [LOCAL     ] No optimal features file found for ENTX: ./output/feature-sets/ENTX.txt
[2025-12-22T20:21:14.472169] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:21:14.472203] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:21:14.472230] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:21:14.472288] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:21:14.530858] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:21:14.531728] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:21:14.531812] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:21:14.531844] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:21:14.648052] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:21:14.648218] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:21:14.648260] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:21:14.648291] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:21:14.651664] [DEBUG] [FORECASTER] ENTX: Forecast T+1@11:T+2@11: UP (p=60.48%)
[2025-12-22T20:21:14.651937] [INFO ] [FORECASTER] Completed predict_future for ENTX
[2025-12-22T20:21:14.652061] [INFO ] [sig       ] ENTX: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:21:14.795519] [INFO ] [LOCAL     ] Saved forecast: ENTX	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/ENTX.txt
[2025-12-22T20:21:14.795669] [INFO ] [sig       ] [1089/3560] Completed ENTX in 0.3s | 2.94 sym/s | Total: 6.2m | ETA: 14.0m
[2025-12-22T20:21:14.795709] [INFO ] [sig       ] [1090/3560] Forecasting ENVA...
[2025-12-22T20:21:14.795738] [INFO ] [sig       ] Generating forecast for: ENVA
[2025-12-22T20:21:14.795779] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENVA' from 'https://tdm.silogroup.org/data/derivative_storage/ENVA.csv'.
[2025-12-22T20:21:14.807080] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENVA'.
[2025-12-22T20:21:14.807467] [INFO ] [FORECASTER] Starting predict_future for ENVA
[2025-12-22T20:21:14.808284] [DEBUG] [LOCAL     ] No optimal features file found for ENVA: ./output/feature-sets/ENVA.txt
[2025-12-22T20:21:14.808335] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:21:14.808367] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:21:14.808394] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:21:14.808449] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:21:14.865458] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:21:14.866340] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:21:14.866429] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:21:14.866462] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:21:14.985448] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:21:14.985619] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:21:14.985659] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:21:14.985687] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:21:14.989112] [DEBUG] [FORECASTER] ENVA: Forecast T+1@11:T+2@11: UP (p=70.13%)
[2025-12-22T20:21:14.989375] [INFO ] [FORECASTER] Completed predict_future for ENVA
[2025-12-22T20:21:14.989493] [INFO ] [sig       ] ENVA: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:21:15.125890] [INFO ] [LOCAL     ] Saved forecast: ENVA	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/ENVA.txt
[2025-12-22T20:21:15.126042] [INFO ] [sig       ] [1090/3560] Completed ENVA in 0.3s | 2.94 sym/s | Total: 6.2m | ETA: 14.0m
[2025-12-22T20:21:15.126082] [INFO ] [sig       ] [1091/3560] Forecasting ENVB...
[2025-12-22T20:21:15.126112] [INFO ] [sig       ] Generating forecast for: ENVB
[2025-12-22T20:21:15.126142] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENVB' from 'https://tdm.silogroup.org/data/derivative_storage/ENVB.csv'.
[2025-12-22T20:21:15.136453] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENVB'.
[2025-12-22T20:21:15.136832] [INFO ] [FORECASTER] Starting predict_future for ENVB
[2025-12-22T20:21:15.137615] [DEBUG] [LOCAL     ] No optimal features file found for ENVB: ./output/feature-sets/ENVB.txt
[2025-12-22T20:21:15.137668] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:21:15.137701] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:21:15.137728] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:21:15.137783] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:21:15.196451] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:21:15.197270] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:21:15.197348] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:21:15.197397] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:21:15.314989] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:21:15.315136] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:21:15.315175] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:21:15.315203] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:21:15.318503] [DEBUG] [FORECASTER] ENVB: Forecast T+1@11:T+2@11: UP (p=98.60%)
[2025-12-22T20:21:15.318787] [INFO ] [FORECASTER] Completed predict_future for ENVB
[2025-12-22T20:21:15.318911] [INFO ] [sig       ] ENVB: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:21:15.454742] [INFO ] [LOCAL     ] Saved forecast: ENVB	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/ENVB.txt
[2025-12-22T20:21:15.454897] [INFO ] [sig       ] [1091/3560] Completed ENVB in 0.3s | 2.94 sym/s | Total: 6.2m | ETA: 14.0m
[2025-12-22T20:21:15.454938] [INFO ] [sig       ] [1092/3560] Forecasting ENVX...
[2025-12-22T20:21:15.454977] [INFO ] [sig       ] Generating forecast for: ENVX
[2025-12-22T20:21:15.455007] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENVX' from 'https://tdm.silogroup.org/data/derivative_storage/ENVX.csv'.
[2025-12-22T20:21:15.466404] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENVX'.
[2025-12-22T20:21:15.466801] [INFO ] [FORECASTER] Starting predict_future for ENVX
[2025-12-22T20:21:15.467595] [DEBUG] [LOCAL     ] No optimal features file found for ENVX: ./output/feature-sets/ENVX.txt
[2025-12-22T20:21:15.467647] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:21:15.467679] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:21:15.467705] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:21:15.467762] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:21:15.528298] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:21:15.529230] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:21:15.529333] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:21:15.529367] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:21:15.649588] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:21:15.649744] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:21:15.649787] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:21:15.649816] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:21:15.653138] [DEBUG] [FORECASTER] ENVX: Forecast T+1@11:T+2@11: DOWN (p=47.42%)
[2025-12-22T20:21:15.653412] [INFO ] [FORECASTER] Completed predict_future for ENVX
[2025-12-22T20:21:15.653546] [INFO ] [sig       ] ENVX: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:21:15.791070] [INFO ] [LOCAL     ] Saved forecast: ENVX	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/ENVX.txt
[2025-12-22T20:21:15.791221] [INFO ] [sig       ] [1092/3560] Completed ENVX in 0.3s | 2.94 sym/s | Total: 6.2m | ETA: 14.0m
[2025-12-22T20:21:15.791260] [INFO ] [sig       ] [1093/3560] Forecasting EOD...
[2025-12-22T20:21:15.791289] [INFO ] [sig       ] Generating forecast for: EOD
[2025-12-22T20:21:15.791327] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EOD' from 'https://tdm.silogroup.org/data/derivative_storage/EOD.csv'.
[2025-12-22T20:21:15.802170] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EOD'.
[2025-12-22T20:21:15.802491] [INFO ] [FORECASTER] Starting predict_future for EOD
[2025-12-22T20:21:15.803298] [DEBUG] [LOCAL     ] No optimal features file found for EOD: ./output/feature-sets/EOD.txt
[2025-12-22T20:21:15.803350] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:21:15.803395] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:21:15.803424] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:21:15.803480] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:21:15.860058] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:21:15.860922] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:21:15.861006] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:21:15.861038] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:21:15.980387] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:21:15.980537] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:21:15.980595] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:21:15.980626] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:21:15.983964] [DEBUG] [FORECASTER] EOD: Forecast T+1@11:T+2@11: UP (p=95.90%)
[2025-12-22T20:21:15.984247] [INFO ] [FORECASTER] Completed predict_future for EOD
[2025-12-22T20:21:15.984371] [INFO ] [sig       ] EOD: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:21:16.120598] [INFO ] [LOCAL     ] Saved forecast: EOD	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/EOD.txt
[2025-12-22T20:21:16.120748] [INFO ] [sig       ] [1093/3560] Completed EOD in 0.3s | 2.94 sym/s | Total: 6.2m | ETA: 14.0m
[2025-12-22T20:21:16.120786] [INFO ] [sig       ] [1094/3560] Forecasting EOG...
[2025-12-22T20:21:16.120814] [INFO ] [sig       ] Generating forecast for: EOG
[2025-12-22T20:21:16.120846] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EOG' from 'https://tdm.silogroup.org/data/derivative_storage/EOG.csv'.
[2025-12-22T20:21:16.131476] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EOG'.
[2025-12-22T20:21:16.131786] [INFO ] [FORECASTER] Starting predict_future for EOG
[2025-12-22T20:21:16.132537] [DEBUG] [LOCAL     ] No optimal features file found for EOG: ./output/feature-sets/EOG.txt
[2025-12-22T20:21:16.132604] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:21:16.132637] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:21:16.132665] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:21:16.132721] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:21:16.189783] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:21:16.190418] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:21:16.190521] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:21:16.190554] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:21:16.307593] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:21:16.307734] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:21:16.307773] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:21:16.307802] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:21:16.311096] [DEBUG] [FORECASTER] EOG: Forecast T+1@11:T+2@11: DOWN (p=44.81%)
[2025-12-22T20:21:16.311357] [INFO ] [FORECASTER] Completed predict_future for EOG
[2025-12-22T20:21:16.311474] [INFO ] [sig       ] EOG: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:21:16.449505] [INFO ] [LOCAL     ] Saved forecast: EOG	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/EOG.txt
[2025-12-22T20:21:16.449655] [INFO ] [sig       ] [1094/3560] Completed EOG in 0.3s | 2.94 sym/s | Total: 6.2m | ETA: 14.0m
[2025-12-22T20:21:16.449702] [INFO ] [sig       ] [1095/3560] Forecasting EOI...
[2025-12-22T20:21:16.449731] [INFO ] [sig       ] Generating forecast for: EOI
[2025-12-22T20:21:16.449761] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EOI' from 'https://tdm.silogroup.org/data/derivative_storage/EOI.csv'.
[2025-12-22T20:21:16.461346] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EOI'.
[2025-12-22T20:21:16.461707] [INFO ] [FORECASTER] Starting predict_future for EOI
[2025-12-22T20:21:16.462531] [DEBUG] [LOCAL     ] No optimal features file found for EOI: ./output/feature-sets/EOI.txt
[2025-12-22T20:21:16.462610] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:21:16.462652] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:21:16.462682] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:21:16.462739] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:21:16.520169] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:21:16.521000] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:21:16.521089] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:21:16.521124] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:21:16.639631] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:21:16.639771] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:21:16.639810] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:21:16.639839] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:21:16.643139] [DEBUG] [FORECASTER] EOI: Forecast T+1@11:T+2@11: DOWN (p=39.20%)
[2025-12-22T20:21:16.643399] [INFO ] [FORECASTER] Completed predict_future for EOI
[2025-12-22T20:21:16.643518] [INFO ] [sig       ] EOI: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:21:16.778077] [INFO ] [LOCAL     ] Saved forecast: EOI	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/EOI.txt
[2025-12-22T20:21:16.778199] [INFO ] [sig       ] [1095/3560] Completed EOI in 0.3s | 2.94 sym/s | Total: 6.2m | ETA: 14.0m
[2025-12-22T20:21:16.778237] [INFO ] [sig       ] [1096/3560] Forecasting EOLS...
[2025-12-22T20:21:16.778266] [INFO ] [sig       ] Generating forecast for: EOLS
[2025-12-22T20:21:16.778295] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EOLS' from 'https://tdm.silogroup.org/data/derivative_storage/EOLS.csv'.
[2025-12-22T20:21:16.788878] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EOLS'.
[2025-12-22T20:21:16.789211] [INFO ] [FORECASTER] Starting predict_future for EOLS
[2025-12-22T20:21:16.790008] [DEBUG] [LOCAL     ] No optimal features file found for EOLS: ./output/feature-sets/EOLS.txt
[2025-12-22T20:21:16.790060] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:21:16.790092] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:21:16.790120] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:21:16.790176] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:21:16.846404] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:21:16.847033] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:21:16.847106] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:21:16.847138] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:21:16.962352] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:21:16.962491] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:21:16.962528] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:21:16.962556] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:21:16.965814] [DEBUG] [FORECASTER] EOLS: Forecast T+1@11:T+2@11: DOWN (p=36.64%)
[2025-12-22T20:21:16.966079] [INFO ] [FORECASTER] Completed predict_future for EOLS
[2025-12-22T20:21:16.966201] [INFO ] [sig       ] EOLS: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:21:17.100323] [INFO ] [LOCAL     ] Saved forecast: EOLS	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/EOLS.txt
[2025-12-22T20:21:17.100450] [INFO ] [sig       ] [1096/3560] Completed EOLS in 0.3s | 2.94 sym/s | Total: 6.2m | ETA: 14.0m
[2025-12-22T20:21:17.100493] [INFO ] [sig       ] [1097/3560] Forecasting EOS...
[2025-12-22T20:21:17.100524] [INFO ] [sig       ] Generating forecast for: EOS
[2025-12-22T20:21:17.100555] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EOS' from 'https://tdm.silogroup.org/data/derivative_storage/EOS.csv'.
[2025-12-22T20:21:17.111273] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EOS'.
[2025-12-22T20:21:17.111602] [INFO ] [FORECASTER] Starting predict_future for EOS
[2025-12-22T20:21:17.112412] [DEBUG] [LOCAL     ] No optimal features file found for EOS: ./output/feature-sets/EOS.txt
[2025-12-22T20:21:17.112463] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:21:17.112497] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:21:17.112524] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:21:17.112612] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:21:17.170735] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:21:17.171390] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:21:17.171473] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:21:17.171505] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:21:17.291922] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:21:17.292081] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:21:17.292121] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:21:17.292150] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:21:17.295602] [DEBUG] [FORECASTER] EOS: Forecast T+1@11:T+2@11: UP (p=52.30%)
[2025-12-22T20:21:17.295873] [INFO ] [FORECASTER] Completed predict_future for EOS
[2025-12-22T20:21:17.296012] [INFO ] [sig       ] EOS: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:21:17.431034] [INFO ] [LOCAL     ] Saved forecast: EOS	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/EOS.txt
[2025-12-22T20:21:17.431192] [INFO ] [sig       ] [1097/3560] Completed EOS in 0.3s | 2.94 sym/s | Total: 6.2m | ETA: 14.0m
[2025-12-22T20:21:17.431232] [INFO ] [sig       ] [1098/3560] Forecasting EOSE...
[2025-12-22T20:21:17.431262] [INFO ] [sig       ] Generating forecast for: EOSE
[2025-12-22T20:21:17.431292] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EOSE' from 'https://tdm.silogroup.org/data/derivative_storage/EOSE.csv'.
[2025-12-22T20:21:17.441962] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EOSE'.
[2025-12-22T20:21:17.442292] [INFO ] [FORECASTER] Starting predict_future for EOSE
[2025-12-22T20:21:17.443087] [DEBUG] [LOCAL     ] No optimal features file found for EOSE: ./output/feature-sets/EOSE.txt
[2025-12-22T20:21:17.443138] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:21:17.443170] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:21:17.443197] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:21:17.443253] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:21:17.499562] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:21:17.500210] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:21:17.500284] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:21:17.500315] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:21:17.616165] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:21:17.616314] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:21:17.616355] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:21:17.616384] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:21:17.619821] [DEBUG] [FORECASTER] EOSE: Forecast T+1@11:T+2@11: UP (p=50.92%)
[2025-12-22T20:21:17.620086] [INFO ] [FORECASTER] Completed predict_future for EOSE
[2025-12-22T20:21:17.620224] [INFO ] [sig       ] EOSE: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:21:17.755899] [INFO ] [LOCAL     ] Saved forecast: EOSE	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/EOSE.txt
[2025-12-22T20:21:17.756026] [INFO ] [sig       ] [1098/3560] Completed EOSE in 0.3s | 2.94 sym/s | Total: 6.2m | ETA: 14.0m
[2025-12-22T20:21:17.756064] [INFO ] [sig       ] [1099/3560] Forecasting EPAC...
[2025-12-22T20:21:17.756093] [INFO ] [sig       ] Generating forecast for: EPAC
[2025-12-22T20:21:17.756122] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EPAC' from 'https://tdm.silogroup.org/data/derivative_storage/EPAC.csv'.
[2025-12-22T20:21:17.767086] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EPAC'.
[2025-12-22T20:21:17.767465] [INFO ] [FORECASTER] Starting predict_future for EPAC
[2025-12-22T20:21:17.768405] [DEBUG] [LOCAL     ] No optimal features file found for EPAC: ./output/feature-sets/EPAC.txt
[2025-12-22T20:21:17.768456] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:21:17.768488] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:21:17.768514] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:21:17.768569] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:21:17.826772] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:21:17.827666] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:21:17.827750] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:21:17.827782] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:21:17.943173] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:21:17.943323] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:21:17.943363] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:21:17.943391] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:21:17.946863] [DEBUG] [FORECASTER] EPAC: Forecast T+1@11:T+2@11: DOWN (p=22.05%)
[2025-12-22T20:21:17.947127] [INFO ] [FORECASTER] Completed predict_future for EPAC
[2025-12-22T20:21:17.947245] [INFO ] [sig       ] EPAC: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:21:18.090596] [INFO ] [LOCAL     ] Saved forecast: EPAC	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/EPAC.txt
[2025-12-22T20:21:18.090782] [INFO ] [sig       ] [1099/3560] Completed EPAC in 0.3s | 2.94 sym/s | Total: 6.2m | ETA: 14.0m
[2025-12-22T20:21:18.090825] [INFO ] [sig       ] [1100/3560] Forecasting EPAM...
[2025-12-22T20:21:18.090853] [INFO ] [sig       ] Generating forecast for: EPAM
[2025-12-22T20:21:18.090883] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EPAM' from 'https://tdm.silogroup.org/data/derivative_storage/EPAM.csv'.
[2025-12-22T20:21:18.102489] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EPAM'.
[2025-12-22T20:21:18.102892] [INFO ] [FORECASTER] Starting predict_future for EPAM
[2025-12-22T20:21:18.103706] [DEBUG] [LOCAL     ] No optimal features file found for EPAM: ./output/feature-sets/EPAM.txt
[2025-12-22T20:21:18.103757] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:21:18.103790] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:21:18.103817] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:21:18.103873] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:21:18.161961] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:21:18.162889] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:21:18.162973] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:21:18.163007] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:21:18.284064] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:21:18.284218] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:21:18.284275] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:21:18.284306] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:21:18.287756] [DEBUG] [FORECASTER] EPAM: Forecast T+1@11:T+2@11: DOWN (p=2.55%)
[2025-12-22T20:21:18.288062] [INFO ] [FORECASTER] Completed predict_future for EPAM
[2025-12-22T20:21:18.288191] [INFO ] [sig       ] EPAM: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:21:18.429293] [INFO ] [LOCAL     ] Saved forecast: EPAM	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/EPAM.txt
[2025-12-22T20:21:18.429699] [INFO ] [sig       ] [1100/3560] Completed EPAM in 0.3s | 2.94 sym/s | Total: 6.2m | ETA: 14.0m
[2025-12-22T20:21:18.429744] [INFO ] [sig       ] [1101/3560] Forecasting EPC...
[2025-12-22T20:21:18.429776] [INFO ] [sig       ] Generating forecast for: EPC
[2025-12-22T20:21:18.429809] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EPC' from 'https://tdm.silogroup.org/data/derivative_storage/EPC.csv'.
[2025-12-22T20:21:18.441362] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EPC'.
[2025-12-22T20:21:18.441721] [INFO ] [FORECASTER] Starting predict_future for EPC
[2025-12-22T20:21:18.442535] [DEBUG] [LOCAL     ] No optimal features file found for EPC: ./output/feature-sets/EPC.txt
[2025-12-22T20:21:18.442614] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:21:18.442677] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:21:18.442708] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:21:18.442765] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:21:18.515127] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:21:18.516050] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:21:18.516132] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:21:18.516164] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:21:18.641174] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:21:18.641350] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:21:18.641406] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:21:18.641441] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:21:18.646092] [DEBUG] [FORECASTER] EPC: Forecast T+1@11:T+2@11: UP (p=53.13%)
[2025-12-22T20:21:18.646505] [INFO ] [FORECASTER] Completed predict_future for EPC
[2025-12-22T20:21:18.646697] [INFO ] [sig       ] EPC: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:21:18.799482] [INFO ] [LOCAL     ] Saved forecast: EPC	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/EPC.txt
[2025-12-22T20:21:18.799662] [INFO ] [sig       ] [1101/3560] Completed EPC in 0.4s | 2.94 sym/s | Total: 6.2m | ETA: 14.0m
[2025-12-22T20:21:18.799704] [INFO ] [sig       ] [1102/3560] Forecasting EPD...
[2025-12-22T20:21:18.799733] [INFO ] [sig       ] Generating forecast for: EPD
[2025-12-22T20:21:18.799762] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EPD' from 'https://tdm.silogroup.org/data/derivative_storage/EPD.csv'.
[2025-12-22T20:21:18.810453] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EPD'.
[2025-12-22T20:21:18.810830] [INFO ] [FORECASTER] Starting predict_future for EPD
[2025-12-22T20:21:18.811628] [DEBUG] [LOCAL     ] No optimal features file found for EPD: ./output/feature-sets/EPD.txt
[2025-12-22T20:21:18.811680] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:21:18.811710] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:21:18.811736] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:21:18.811790] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:21:18.869069] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:21:18.869966] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:21:18.870062] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:21:18.870096] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:21:18.991795] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:21:18.991983] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:21:18.992029] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:21:18.992058] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:21:18.995553] [DEBUG] [FORECASTER] EPD: Forecast T+1@11:T+2@11: DOWN (p=19.89%)
[2025-12-22T20:21:18.995841] [INFO ] [FORECASTER] Completed predict_future for EPD
[2025-12-22T20:21:18.995982] [INFO ] [sig       ] EPD: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:21:19.128933] [INFO ] [LOCAL     ] Saved forecast: EPD	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/EPD.txt
[2025-12-22T20:21:19.129084] [INFO ] [sig       ] [1102/3560] Completed EPD in 0.3s | 2.94 sym/s | Total: 6.3m | ETA: 13.9m
[2025-12-22T20:21:19.129125] [INFO ] [sig       ] [1103/3560] Forecasting EPSN...
[2025-12-22T20:21:19.129154] [INFO ] [sig       ] Generating forecast for: EPSN
[2025-12-22T20:21:19.129183] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EPSN' from 'https://tdm.silogroup.org/data/derivative_storage/EPSN.csv'.
[2025-12-22T20:21:19.141118] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EPSN'.
[2025-12-22T20:21:19.141476] [INFO ] [FORECASTER] Starting predict_future for EPSN
[2025-12-22T20:21:19.142261] [DEBUG] [LOCAL     ] No optimal features file found for EPSN: ./output/feature-sets/EPSN.txt
[2025-12-22T20:21:19.142311] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:21:19.142343] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:21:19.142369] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:21:19.142424] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:21:19.197667] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:21:19.198515] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:21:19.198611] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:21:19.198645] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:21:19.315277] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:21:19.315428] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:21:19.315467] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:21:19.315496] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:21:19.318826] [DEBUG] [FORECASTER] EPSN: Forecast T+1@11:T+2@11: UP (p=94.66%)
[2025-12-22T20:21:19.319115] [INFO ] [FORECASTER] Completed predict_future for EPSN
[2025-12-22T20:21:19.319237] [INFO ] [sig       ] EPSN: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:21:19.453204] [INFO ] [LOCAL     ] Saved forecast: EPSN	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/EPSN.txt
[2025-12-22T20:21:19.453346] [INFO ] [sig       ] [1103/3560] Completed EPSN in 0.3s | 2.94 sym/s | Total: 6.3m | ETA: 13.9m
[2025-12-22T20:21:19.453386] [INFO ] [sig       ] [1104/3560] Forecasting EQBK...
[2025-12-22T20:21:19.453414] [INFO ] [sig       ] Generating forecast for: EQBK
[2025-12-22T20:21:19.453444] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EQBK' from 'https://tdm.silogroup.org/data/derivative_storage/EQBK.csv'.
[2025-12-22T20:21:19.464319] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EQBK'.
[2025-12-22T20:21:19.464691] [INFO ] [FORECASTER] Starting predict_future for EQBK
[2025-12-22T20:21:19.465452] [DEBUG] [LOCAL     ] No optimal features file found for EQBK: ./output/feature-sets/EQBK.txt
[2025-12-22T20:21:19.465502] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:21:19.465548] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:21:19.465601] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:21:19.465660] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:21:19.521207] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:21:19.521970] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:21:19.522048] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:21:19.522079] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:21:19.639999] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:21:19.640157] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:21:19.640196] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:21:19.640278] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:21:19.643652] [DEBUG] [FORECASTER] EQBK: Forecast T+1@11:T+2@11: UP (p=92.60%)
[2025-12-22T20:21:19.643924] [INFO ] [FORECASTER] Completed predict_future for EQBK
[2025-12-22T20:21:19.644049] [INFO ] [sig       ] EQBK: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:21:19.781230] [INFO ] [LOCAL     ] Saved forecast: EQBK	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/EQBK.txt
[2025-12-22T20:21:19.781384] [INFO ] [sig       ] [1104/3560] Completed EQBK in 0.3s | 2.94 sym/s | Total: 6.3m | ETA: 13.9m
[2025-12-22T20:21:19.781429] [INFO ] [sig       ] [1105/3560] Forecasting EQH...
[2025-12-22T20:21:19.781461] [INFO ] [sig       ] Generating forecast for: EQH
[2025-12-22T20:21:19.781492] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EQH' from 'https://tdm.silogroup.org/data/derivative_storage/EQH.csv'.
[2025-12-22T20:21:19.797242] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EQH'.
[2025-12-22T20:21:19.797632] [INFO ] [FORECASTER] Starting predict_future for EQH
[2025-12-22T20:21:19.798418] [DEBUG] [LOCAL     ] No optimal features file found for EQH: ./output/feature-sets/EQH.txt
[2025-12-22T20:21:19.798469] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:21:19.798501] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:21:19.798528] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:21:19.798603] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:21:19.854212] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:21:19.855076] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:21:19.855157] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:21:19.855190] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:21:19.973422] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:21:19.973599] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:21:19.973644] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:21:19.973673] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:21:19.977037] [DEBUG] [FORECASTER] EQH: Forecast T+1@11:T+2@11: DOWN (p=23.63%)
[2025-12-22T20:21:19.977312] [INFO ] [FORECASTER] Completed predict_future for EQH
[2025-12-22T20:21:19.977437] [INFO ] [sig       ] EQH: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:21:20.111731] [INFO ] [LOCAL     ] Saved forecast: EQH	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/EQH.txt
[2025-12-22T20:21:20.111870] [INFO ] [sig       ] [1105/3560] Completed EQH in 0.3s | 2.94 sym/s | Total: 6.3m | ETA: 13.9m
[2025-12-22T20:21:20.111909] [INFO ] [sig       ] [1106/3560] Forecasting EQIX...
[2025-12-22T20:21:20.111938] [INFO ] [sig       ] Generating forecast for: EQIX
[2025-12-22T20:21:20.111968] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EQIX' from 'https://tdm.silogroup.org/data/derivative_storage/EQIX.csv'.
[2025-12-22T20:21:20.123383] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EQIX'.
[2025-12-22T20:21:20.123778] [INFO ] [FORECASTER] Starting predict_future for EQIX
[2025-12-22T20:21:20.124530] [DEBUG] [LOCAL     ] No optimal features file found for EQIX: ./output/feature-sets/EQIX.txt
[2025-12-22T20:21:20.124603] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:21:20.124638] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:21:20.124665] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:21:20.124721] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:21:20.180681] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:21:20.181429] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:21:20.181510] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:21:20.181542] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:21:20.306116] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:21:20.306268] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:21:20.306307] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:21:20.306336] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:21:20.309672] [DEBUG] [FORECASTER] EQIX: Forecast T+1@11:T+2@11: UP (p=75.60%)
[2025-12-22T20:21:20.309939] [INFO ] [FORECASTER] Completed predict_future for EQIX
[2025-12-22T20:21:20.310064] [INFO ] [sig       ] EQIX: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:21:20.444466] [INFO ] [LOCAL     ] Saved forecast: EQIX	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/EQIX.txt
[2025-12-22T20:21:20.444633] [INFO ] [sig       ] [1106/3560] Completed EQIX in 0.3s | 2.94 sym/s | Total: 6.3m | ETA: 13.9m
[2025-12-22T20:21:20.444674] [INFO ] [sig       ] [1107/3560] Forecasting ERAS...
[2025-12-22T20:21:20.444704] [INFO ] [sig       ] Generating forecast for: ERAS
[2025-12-22T20:21:20.444735] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ERAS' from 'https://tdm.silogroup.org/data/derivative_storage/ERAS.csv'.
[2025-12-22T20:21:20.456110] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ERAS'.
[2025-12-22T20:21:20.456492] [INFO ] [FORECASTER] Starting predict_future for ERAS
[2025-12-22T20:21:20.457328] [DEBUG] [LOCAL     ] No optimal features file found for ERAS: ./output/feature-sets/ERAS.txt
[2025-12-22T20:21:20.457380] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:21:20.457411] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:21:20.457437] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:21:20.457492] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:21:20.513220] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:21:20.514064] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:21:20.514146] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:21:20.514177] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:21:20.632357] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:21:20.632520] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:21:20.632560] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:21:20.632606] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:21:20.636037] [DEBUG] [FORECASTER] ERAS: Forecast T+1@11:T+2@11: UP (p=98.58%)
[2025-12-22T20:21:20.636337] [INFO ] [FORECASTER] Completed predict_future for ERAS
[2025-12-22T20:21:20.636468] [INFO ] [sig       ] ERAS: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:21:20.771826] [INFO ] [LOCAL     ] Saved forecast: ERAS	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/ERAS.txt
[2025-12-22T20:21:20.771982] [INFO ] [sig       ] [1107/3560] Completed ERAS in 0.3s | 2.94 sym/s | Total: 6.3m | ETA: 13.9m
[2025-12-22T20:21:20.772021] [INFO ] [sig       ] [1108/3560] Forecasting ERIC...
[2025-12-22T20:21:20.772056] [INFO ] [sig       ] Generating forecast for: ERIC
[2025-12-22T20:21:20.772087] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ERIC' from 'https://tdm.silogroup.org/data/derivative_storage/ERIC.csv'.
[2025-12-22T20:21:20.783045] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ERIC'.
[2025-12-22T20:21:20.783358] [INFO ] [FORECASTER] Starting predict_future for ERIC
[2025-12-22T20:21:20.784147] [DEBUG] [LOCAL     ] No optimal features file found for ERIC: ./output/feature-sets/ERIC.txt
[2025-12-22T20:21:20.784198] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:21:20.784231] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:21:20.784257] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:21:20.784313] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:21:20.840669] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:21:20.841548] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:21:20.841647] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:21:20.841682] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:21:20.965669] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:21:20.965824] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:21:20.965865] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:21:20.965895] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:21:20.969336] [DEBUG] [FORECASTER] ERIC: Forecast T+1@11:T+2@11: UP (p=93.00%)
[2025-12-22T20:21:20.969648] [INFO ] [FORECASTER] Completed predict_future for ERIC
[2025-12-22T20:21:20.969779] [INFO ] [sig       ] ERIC: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:21:21.105501] [INFO ] [LOCAL     ] Saved forecast: ERIC	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/ERIC.txt
[2025-12-22T20:21:21.105664] [INFO ] [sig       ] [1108/3560] Completed ERIC in 0.3s | 2.94 sym/s | Total: 6.3m | ETA: 13.9m
[2025-12-22T20:21:21.105705] [INFO ] [sig       ] [1109/3560] Forecasting ERIE...
[2025-12-22T20:21:21.105735] [INFO ] [sig       ] Generating forecast for: ERIE
[2025-12-22T20:21:21.105767] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ERIE' from 'https://tdm.silogroup.org/data/derivative_storage/ERIE.csv'.
[2025-12-22T20:21:21.116762] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ERIE'.
[2025-12-22T20:21:21.117080] [INFO ] [FORECASTER] Starting predict_future for ERIE
[2025-12-22T20:21:21.117880] [DEBUG] [LOCAL     ] No optimal features file found for ERIE: ./output/feature-sets/ERIE.txt
[2025-12-22T20:21:21.117931] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:21:21.117963] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:21:21.117990] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:21:21.118045] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:21:21.173308] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:21:21.173918] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:21:21.173994] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:21:21.174025] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:21:21.291325] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:21:21.291480] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:21:21.291521] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:21:21.291550] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:21:21.294919] [DEBUG] [FORECASTER] ERIE: Forecast T+1@11:T+2@11: UP (p=95.67%)
[2025-12-22T20:21:21.295191] [INFO ] [FORECASTER] Completed predict_future for ERIE
[2025-12-22T20:21:21.295315] [INFO ] [sig       ] ERIE: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:21:21.434629] [INFO ] [LOCAL     ] Saved forecast: ERIE	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/ERIE.txt
[2025-12-22T20:21:21.434786] [INFO ] [sig       ] [1109/3560] Completed ERIE in 0.3s | 2.94 sym/s | Total: 6.3m | ETA: 13.9m
[2025-12-22T20:21:21.434826] [INFO ] [sig       ] [1110/3560] Forecasting ERII...
[2025-12-22T20:21:21.434855] [INFO ] [sig       ] Generating forecast for: ERII
[2025-12-22T20:21:21.434885] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ERII' from 'https://tdm.silogroup.org/data/derivative_storage/ERII.csv'.
[2025-12-22T20:21:21.446081] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ERII'.
[2025-12-22T20:21:21.446455] [INFO ] [FORECASTER] Starting predict_future for ERII
[2025-12-22T20:21:21.447259] [DEBUG] [LOCAL     ] No optimal features file found for ERII: ./output/feature-sets/ERII.txt
[2025-12-22T20:21:21.447310] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:21:21.447341] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:21:21.447367] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:21:21.447423] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:21:21.503335] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:21:21.504055] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:21:21.504131] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:21:21.504163] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:21:21.622027] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:21:21.622173] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:21:21.622212] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:21:21.622241] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:21:21.625545] [DEBUG] [FORECASTER] ERII: Forecast T+1@11:T+2@11: UP (p=98.24%)
[2025-12-22T20:21:21.625826] [INFO ] [FORECASTER] Completed predict_future for ERII
[2025-12-22T20:21:21.625947] [INFO ] [sig       ] ERII: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:21:21.761655] [INFO ] [LOCAL     ] Saved forecast: ERII	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/ERII.txt
[2025-12-22T20:21:21.761794] [INFO ] [sig       ] [1110/3560] Completed ERII in 0.3s | 2.94 sym/s | Total: 6.3m | ETA: 13.9m
[2025-12-22T20:21:21.761832] [INFO ] [sig       ] [1111/3560] Forecasting ERNA...
[2025-12-22T20:21:21.761863] [INFO ] [sig       ] Generating forecast for: ERNA
[2025-12-22T20:21:21.761892] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ERNA' from 'https://tdm.silogroup.org/data/derivative_storage/ERNA.csv'.
[2025-12-22T20:21:21.772482] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ERNA'.
[2025-12-22T20:21:21.772852] [INFO ] [FORECASTER] Starting predict_future for ERNA
[2025-12-22T20:21:21.773638] [DEBUG] [LOCAL     ] No optimal features file found for ERNA: ./output/feature-sets/ERNA.txt
[2025-12-22T20:21:21.773689] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:21:21.773721] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:21:21.773748] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:21:21.773803] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:21:21.833164] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:21:21.834087] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:21:21.834230] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:21:21.834266] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:21:21.954686] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:21:21.954835] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:21:21.954876] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:21:21.954923] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:21:21.958269] [DEBUG] [FORECASTER] ERNA: Forecast T+1@11:T+2@11: DOWN (p=46.35%)
[2025-12-22T20:21:21.958539] [INFO ] [FORECASTER] Completed predict_future for ERNA
[2025-12-22T20:21:21.958686] [INFO ] [sig       ] ERNA: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:21:22.095310] [INFO ] [LOCAL     ] Saved forecast: ERNA	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/ERNA.txt
[2025-12-22T20:21:22.095447] [INFO ] [sig       ] [1111/3560] Completed ERNA in 0.3s | 2.94 sym/s | Total: 6.3m | ETA: 13.9m
[2025-12-22T20:21:22.095488] [INFO ] [sig       ] [1112/3560] Forecasting ERO...
[2025-12-22T20:21:22.095517] [INFO ] [sig       ] Generating forecast for: ERO
[2025-12-22T20:21:22.095548] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ERO' from 'https://tdm.silogroup.org/data/derivative_storage/ERO.csv'.
[2025-12-22T20:21:22.106391] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ERO'.
[2025-12-22T20:21:22.106741] [INFO ] [FORECASTER] Starting predict_future for ERO
[2025-12-22T20:21:22.107489] [DEBUG] [LOCAL     ] No optimal features file found for ERO: ./output/feature-sets/ERO.txt
[2025-12-22T20:21:22.107541] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:21:22.107593] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:21:22.107622] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:21:22.107679] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:21:22.166626] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:21:22.167436] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:21:22.167519] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:21:22.167553] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:21:22.292457] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:21:22.292622] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:21:22.292684] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:21:22.292719] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:21:22.296165] [DEBUG] [FORECASTER] ERO: Forecast T+1@11:T+2@11: DOWN (p=25.53%)
[2025-12-22T20:21:22.296432] [INFO ] [FORECASTER] Completed predict_future for ERO
[2025-12-22T20:21:22.296553] [INFO ] [sig       ] ERO: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:21:22.440903] [INFO ] [LOCAL     ] Saved forecast: ERO	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/ERO.txt
[2025-12-22T20:21:22.441042] [INFO ] [sig       ] [1112/3560] Completed ERO in 0.3s | 2.94 sym/s | Total: 6.3m | ETA: 13.9m
[2025-12-22T20:21:22.441081] [INFO ] [sig       ] [1113/3560] Forecasting ES...
[2025-12-22T20:21:22.441111] [INFO ] [sig       ] Generating forecast for: ES
[2025-12-22T20:21:22.441140] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ES' from 'https://tdm.silogroup.org/data/derivative_storage/ES.csv'.
[2025-12-22T20:21:22.452424] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ES'.
[2025-12-22T20:21:22.452763] [INFO ] [FORECASTER] Starting predict_future for ES
[2025-12-22T20:21:22.453516] [DEBUG] [LOCAL     ] No optimal features file found for ES: ./output/feature-sets/ES.txt
[2025-12-22T20:21:22.453567] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:21:22.453620] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:21:22.453648] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:21:22.453703] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:21:22.512647] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:21:22.513399] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:21:22.513478] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:21:22.513512] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:21:22.637736] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:21:22.637884] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:21:22.637923] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:21:22.637951] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:21:22.641319] [DEBUG] [FORECASTER] ES: Forecast T+1@11:T+2@11: UP (p=98.77%)
[2025-12-22T20:21:22.641601] [INFO ] [FORECASTER] Completed predict_future for ES
[2025-12-22T20:21:22.641726] [INFO ] [sig       ] ES: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:21:22.779234] [INFO ] [LOCAL     ] Saved forecast: ES	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/ES.txt
[2025-12-22T20:21:22.779387] [INFO ] [sig       ] [1113/3560] Completed ES in 0.3s | 2.94 sym/s | Total: 6.3m | ETA: 13.9m
[2025-12-22T20:21:22.779427] [INFO ] [sig       ] [1114/3560] Forecasting ESAB...
[2025-12-22T20:21:22.779457] [INFO ] [sig       ] Generating forecast for: ESAB
[2025-12-22T20:21:22.779487] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESAB' from 'https://tdm.silogroup.org/data/derivative_storage/ESAB.csv'.
[2025-12-22T20:21:22.791784] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESAB'.
[2025-12-22T20:21:22.792147] [INFO ] [FORECASTER] Starting predict_future for ESAB
[2025-12-22T20:21:22.792934] [DEBUG] [LOCAL     ] No optimal features file found for ESAB: ./output/feature-sets/ESAB.txt
[2025-12-22T20:21:22.792985] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:21:22.793016] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:21:22.793042] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:21:22.793097] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:21:22.852298] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:21:22.853163] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:21:22.853244] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:21:22.853277] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:21:22.973746] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:21:22.973911] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:21:22.973954] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:21:22.973983] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:21:22.977422] [DEBUG] [FORECASTER] ESAB: Forecast T+1@11:T+2@11: UP (p=95.71%)
[2025-12-22T20:21:22.977723] [INFO ] [FORECASTER] Completed predict_future for ESAB
[2025-12-22T20:21:22.977863] [INFO ] [sig       ] ESAB: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:21:23.115145] [INFO ] [LOCAL     ] Saved forecast: ESAB	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/ESAB.txt
[2025-12-22T20:21:23.115349] [INFO ] [sig       ] [1114/3560] Completed ESAB in 0.3s | 2.94 sym/s | Total: 6.3m | ETA: 13.9m
[2025-12-22T20:21:23.115390] [INFO ] [sig       ] [1115/3560] Forecasting ESCA...
[2025-12-22T20:21:23.115421] [INFO ] [sig       ] Generating forecast for: ESCA
[2025-12-22T20:21:23.115451] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESCA' from 'https://tdm.silogroup.org/data/derivative_storage/ESCA.csv'.
[2025-12-22T20:21:23.129446] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESCA'.
[2025-12-22T20:21:23.129855] [INFO ] [FORECASTER] Starting predict_future for ESCA
[2025-12-22T20:21:23.130661] [DEBUG] [LOCAL     ] No optimal features file found for ESCA: ./output/feature-sets/ESCA.txt
[2025-12-22T20:21:23.130712] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:21:23.130744] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:21:23.130771] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:21:23.130841] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:21:23.188532] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:21:23.189452] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:21:23.189536] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:21:23.189570] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:21:23.305214] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:21:23.305375] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:21:23.305417] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:21:23.305446] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:21:23.308907] [DEBUG] [FORECASTER] ESCA: Forecast T+1@11:T+2@11: DOWN (p=31.08%)
[2025-12-22T20:21:23.309217] [INFO ] [FORECASTER] Completed predict_future for ESCA
[2025-12-22T20:21:23.309347] [INFO ] [sig       ] ESCA: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:21:23.447901] [INFO ] [LOCAL     ] Saved forecast: ESCA	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/ESCA.txt
[2025-12-22T20:21:23.448056] [INFO ] [sig       ] [1115/3560] Completed ESCA in 0.3s | 2.94 sym/s | Total: 6.3m | ETA: 13.9m
[2025-12-22T20:21:23.448096] [INFO ] [sig       ] [1116/3560] Forecasting ESE...
[2025-12-22T20:21:23.448128] [INFO ] [sig       ] Generating forecast for: ESE
[2025-12-22T20:21:23.448160] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESE' from 'https://tdm.silogroup.org/data/derivative_storage/ESE.csv'.
[2025-12-22T20:21:23.459707] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESE'.
[2025-12-22T20:21:23.460069] [INFO ] [FORECASTER] Starting predict_future for ESE
[2025-12-22T20:21:23.460865] [DEBUG] [LOCAL     ] No optimal features file found for ESE: ./output/feature-sets/ESE.txt
[2025-12-22T20:21:23.460916] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:21:23.460948] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:21:23.460974] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:21:23.461028] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:21:23.517690] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:21:23.518509] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:21:23.518605] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:21:23.518640] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:21:23.634316] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:21:23.634464] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:21:23.634504] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:21:23.634532] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:21:23.637825] [DEBUG] [FORECASTER] ESE: Forecast T+1@11:T+2@11: UP (p=52.74%)
[2025-12-22T20:21:23.638090] [INFO ] [FORECASTER] Completed predict_future for ESE
[2025-12-22T20:21:23.638211] [INFO ] [sig       ] ESE: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:21:23.776204] [INFO ] [LOCAL     ] Saved forecast: ESE	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/ESE.txt
[2025-12-22T20:21:23.776348] [INFO ] [sig       ] [1116/3560] Completed ESE in 0.3s | 2.94 sym/s | Total: 6.3m | ETA: 13.9m
[2025-12-22T20:21:23.776386] [INFO ] [sig       ] [1117/3560] Forecasting ESEA...
[2025-12-22T20:21:23.776416] [INFO ] [sig       ] Generating forecast for: ESEA
[2025-12-22T20:21:23.776445] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESEA' from 'https://tdm.silogroup.org/data/derivative_storage/ESEA.csv'.
[2025-12-22T20:21:23.787874] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'ESEA'.
[2025-12-22T20:21:23.788202] [INFO ] [FORECASTER] Starting predict_future for ESEA
[2025-12-22T20:21:23.789006] [DEBUG] [LOCAL     ] No optimal features file found for ESEA: ./output/feature-sets/ESEA.txt
[2025-12-22T20:21:23.789098] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:21:23.789134] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:21:23.789161] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:21:23.789218] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:21:23.847721] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:21:23.848358] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:21:23.848435] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:21:23.848467] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:21:23.973139] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:21:23.973305] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-22T20:21:23.973345] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:21:23.973374] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:21:23.976911] [DEBUG] [FORECASTER] ESEA: Forecast T+1@11:T+2@11: UP (p=87.71%)
[2025-12-22T20:21:23.977180] [INFO ] [FORECASTER] Completed predict_future for ESEA
[2025-12-22T20:21:23.977304] [INFO ] [sig       ] ESEA: Forecast for 2025-12-19: UP (sign=1.00)
[2025-12-22T20:21:24.113310] [INFO ] [LOCAL     ] Saved forecast: ESEA	2025-12-22	1 -> ./output/forecasts/individual/2025-12-22/ESEA.txt
[2025-12-22T20:21:24.113446] [INFO ] [sig       ] [1117/3560] Completed ESEA in 0.3s | 2.94 sym/s | Total: 6.3m | ETA: 13.9m
[2025-12-22T20:21:24.113485] [INFO ] [sig       ] [1118/3560] Forecasting ESGD...
[2025-12-22T20:21:24.113513] [INFO ] [sig       ] Generating forecast for: ESGD
[2025-12-22T20:21:24.113542] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESGD' from 'https://tdm.silogroup.org/data/derivative_storage/ESGD.csv'.
[2025-12-22T20:21:24.125194] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESGD'.
[2025-12-22T20:21:24.125524] [INFO ] [FORECASTER] Starting predict_future for ESGD
[2025-12-22T20:21:24.126298] [DEBUG] [LOCAL     ] No optimal features file found for ESGD: ./output/feature-sets/ESGD.txt
[2025-12-22T20:21:24.126351] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:21:24.126421] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:21:24.126450] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:21:24.126508] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:21:24.184347] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:21:24.184997] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:21:24.185072] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:21:24.185105] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:21:24.305659] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:21:24.305830] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:21:24.305892] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:21:24.305933] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:21:24.309926] [DEBUG] [FORECASTER] ESGD: Forecast T+1@11:T+2@11: DOWN (p=7.07%)
[2025-12-22T20:21:24.310233] [INFO ] [FORECASTER] Completed predict_future for ESGD
[2025-12-22T20:21:24.310397] [INFO ] [sig       ] ESGD: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:21:24.447654] [INFO ] [LOCAL     ] Saved forecast: ESGD	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/ESGD.txt
[2025-12-22T20:21:24.447791] [INFO ] [sig       ] [1118/3560] Completed ESGD in 0.3s | 2.94 sym/s | Total: 6.3m | ETA: 13.8m
[2025-12-22T20:21:24.447829] [INFO ] [sig       ] [1119/3560] Forecasting ESGE...
[2025-12-22T20:21:24.447858] [INFO ] [sig       ] Generating forecast for: ESGE
[2025-12-22T20:21:24.447887] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESGE' from 'https://tdm.silogroup.org/data/derivative_storage/ESGE.csv'.
[2025-12-22T20:21:24.461403] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESGE'.
[2025-12-22T20:21:24.461839] [INFO ] [FORECASTER] Starting predict_future for ESGE
[2025-12-22T20:21:24.462643] [DEBUG] [LOCAL     ] No optimal features file found for ESGE: ./output/feature-sets/ESGE.txt
[2025-12-22T20:21:24.462699] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:21:24.462732] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:21:24.462758] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:21:24.462813] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:21:24.520531] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:21:24.521410] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:21:24.521496] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:21:24.521530] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:21:24.645858] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:21:24.646021] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:21:24.646061] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:21:24.646091] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:21:24.649566] [DEBUG] [FORECASTER] ESGE: Forecast T+1@11:T+2@11: DOWN (p=36.51%)
[2025-12-22T20:21:24.649867] [INFO ] [FORECASTER] Completed predict_future for ESGE
[2025-12-22T20:21:24.649994] [INFO ] [sig       ] ESGE: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:21:24.790433] [INFO ] [LOCAL     ] Saved forecast: ESGE	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/ESGE.txt
[2025-12-22T20:21:24.790611] [INFO ] [sig       ] [1119/3560] Completed ESGE in 0.3s | 2.94 sym/s | Total: 6.3m | ETA: 13.8m
[2025-12-22T20:21:24.790652] [INFO ] [sig       ] [1120/3560] Forecasting ESI...
[2025-12-22T20:21:24.790683] [INFO ] [sig       ] Generating forecast for: ESI
[2025-12-22T20:21:24.790714] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESI' from 'https://tdm.silogroup.org/data/derivative_storage/ESI.csv'.
[2025-12-22T20:21:24.803033] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESI'.
[2025-12-22T20:21:24.803444] [INFO ] [FORECASTER] Starting predict_future for ESI
[2025-12-22T20:21:24.804307] [DEBUG] [LOCAL     ] No optimal features file found for ESI: ./output/feature-sets/ESI.txt
[2025-12-22T20:21:24.804361] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:21:24.804396] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:21:24.804423] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:21:24.804480] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:21:24.864248] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:21:24.865100] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:21:24.865183] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:21:24.865215] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:21:24.982038] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:21:24.982197] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:21:24.982237] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:21:24.982264] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:21:24.985879] [DEBUG] [FORECASTER] ESI: Forecast T+1@11:T+2@11: UP (p=69.51%)
[2025-12-22T20:21:24.986202] [INFO ] [FORECASTER] Completed predict_future for ESI
[2025-12-22T20:21:24.986529] [INFO ] [sig       ] ESI: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:21:25.131182] [INFO ] [LOCAL     ] Saved forecast: ESI	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/ESI.txt
[2025-12-22T20:21:25.131344] [INFO ] [sig       ] [1120/3560] Completed ESI in 0.3s | 2.94 sym/s | Total: 6.4m | ETA: 13.8m
[2025-12-22T20:21:25.131385] [INFO ] [sig       ] [1121/3560] Forecasting ESOA...
[2025-12-22T20:21:25.131415] [INFO ] [sig       ] Generating forecast for: ESOA
[2025-12-22T20:21:25.131445] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESOA' from 'https://tdm.silogroup.org/data/derivative_storage/ESOA.csv'.
[2025-12-22T20:21:25.143082] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESOA'.
[2025-12-22T20:21:25.143442] [INFO ] [FORECASTER] Starting predict_future for ESOA
[2025-12-22T20:21:25.144239] [DEBUG] [LOCAL     ] No optimal features file found for ESOA: ./output/feature-sets/ESOA.txt
[2025-12-22T20:21:25.144291] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:21:25.144322] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:21:25.144348] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:21:25.144404] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:21:25.200156] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:21:25.200872] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:21:25.200950] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:21:25.200983] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:21:25.325796] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:21:25.325955] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:21:25.325996] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:21:25.326060] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:21:25.329530] [DEBUG] [FORECASTER] ESOA: Forecast T+1@11:T+2@11: DOWN (p=35.59%)
[2025-12-22T20:21:25.329828] [INFO ] [FORECASTER] Completed predict_future for ESOA
[2025-12-22T20:21:25.329984] [INFO ] [sig       ] ESOA: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:21:25.471931] [INFO ] [LOCAL     ] Saved forecast: ESOA	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/ESOA.txt
[2025-12-22T20:21:25.472072] [INFO ] [sig       ] [1121/3560] Completed ESOA in 0.3s | 2.94 sym/s | Total: 6.4m | ETA: 13.8m
[2025-12-22T20:21:25.472111] [INFO ] [sig       ] [1122/3560] Forecasting ESPO...
[2025-12-22T20:21:25.472139] [INFO ] [sig       ] Generating forecast for: ESPO
[2025-12-22T20:21:25.472172] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESPO' from 'https://tdm.silogroup.org/data/derivative_storage/ESPO.csv'.
[2025-12-22T20:21:25.483382] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESPO'.
[2025-12-22T20:21:25.483749] [INFO ] [FORECASTER] Starting predict_future for ESPO
[2025-12-22T20:21:25.484508] [DEBUG] [LOCAL     ] No optimal features file found for ESPO: ./output/feature-sets/ESPO.txt
[2025-12-22T20:21:25.484561] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:21:25.484613] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:21:25.484642] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:21:25.484698] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:21:25.546391] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:21:25.547343] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:21:25.547427] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:21:25.547461] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:21:25.672156] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:21:25.672312] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:21:25.672353] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:21:25.672382] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:21:25.675867] [DEBUG] [FORECASTER] ESPO: Forecast T+1@11:T+2@11: DOWN (p=27.52%)
[2025-12-22T20:21:25.676160] [INFO ] [FORECASTER] Completed predict_future for ESPO
[2025-12-22T20:21:25.676290] [INFO ] [sig       ] ESPO: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:21:25.816901] [INFO ] [LOCAL     ] Saved forecast: ESPO	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/ESPO.txt
[2025-12-22T20:21:25.817052] [INFO ] [sig       ] [1122/3560] Completed ESPO in 0.3s | 2.94 sym/s | Total: 6.4m | ETA: 13.8m
[2025-12-22T20:21:25.817091] [INFO ] [sig       ] [1123/3560] Forecasting ESQ...
[2025-12-22T20:21:25.817121] [INFO ] [sig       ] Generating forecast for: ESQ
[2025-12-22T20:21:25.817152] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESQ' from 'https://tdm.silogroup.org/data/derivative_storage/ESQ.csv'.
[2025-12-22T20:21:25.828118] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESQ'.
[2025-12-22T20:21:25.828453] [INFO ] [FORECASTER] Starting predict_future for ESQ
[2025-12-22T20:21:25.829251] [DEBUG] [LOCAL     ] No optimal features file found for ESQ: ./output/feature-sets/ESQ.txt
[2025-12-22T20:21:25.829304] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:21:25.829336] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:21:25.829363] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:21:25.829421] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:21:25.886784] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:21:25.887385] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:21:25.887460] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:21:25.887491] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:21:26.005184] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:21:26.005337] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:21:26.005375] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:21:26.005406] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:21:26.008708] [DEBUG] [FORECASTER] ESQ: Forecast T+1@11:T+2@11: UP (p=81.19%)
[2025-12-22T20:21:26.008974] [INFO ] [FORECASTER] Completed predict_future for ESQ
[2025-12-22T20:21:26.009125] [INFO ] [sig       ] ESQ: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:21:26.144743] [INFO ] [LOCAL     ] Saved forecast: ESQ	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/ESQ.txt
[2025-12-22T20:21:26.144871] [INFO ] [sig       ] [1123/3560] Completed ESQ in 0.3s | 2.94 sym/s | Total: 6.4m | ETA: 13.8m
[2025-12-22T20:21:26.144910] [INFO ] [sig       ] [1124/3560] Forecasting ESTA...
[2025-12-22T20:21:26.144939] [INFO ] [sig       ] Generating forecast for: ESTA
[2025-12-22T20:21:26.144969] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESTA' from 'https://tdm.silogroup.org/data/derivative_storage/ESTA.csv'.
[2025-12-22T20:21:26.158518] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESTA'.
[2025-12-22T20:21:26.159168] [INFO ] [FORECASTER] Starting predict_future for ESTA
[2025-12-22T20:21:26.160148] [DEBUG] [LOCAL     ] No optimal features file found for ESTA: ./output/feature-sets/ESTA.txt
[2025-12-22T20:21:26.160204] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:21:26.160239] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:21:26.160266] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:21:26.160325] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:21:26.218868] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:21:26.220132] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:21:26.220232] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:21:26.220266] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:21:26.347667] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:21:26.347948] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:21:26.347997] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:21:26.348028] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:21:26.353771] [DEBUG] [FORECASTER] ESTA: Forecast T+1@11:T+2@11: UP (p=72.94%)
[2025-12-22T20:21:26.354321] [INFO ] [FORECASTER] Completed predict_future for ESTA
[2025-12-22T20:21:26.354536] [INFO ] [sig       ] ESTA: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:21:26.498530] [INFO ] [LOCAL     ] Saved forecast: ESTA	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/ESTA.txt
[2025-12-22T20:21:26.498743] [INFO ] [sig       ] [1124/3560] Completed ESTA in 0.4s | 2.94 sym/s | Total: 6.4m | ETA: 13.8m
[2025-12-22T20:21:26.498785] [INFO ] [sig       ] [1125/3560] Forecasting ESTC...
[2025-12-22T20:21:26.498816] [INFO ] [sig       ] Generating forecast for: ESTC
[2025-12-22T20:21:26.498845] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESTC' from 'https://tdm.silogroup.org/data/derivative_storage/ESTC.csv'.
[2025-12-22T20:21:26.510584] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESTC'.
[2025-12-22T20:21:26.510941] [INFO ] [FORECASTER] Starting predict_future for ESTC
[2025-12-22T20:21:26.511789] [DEBUG] [LOCAL     ] No optimal features file found for ESTC: ./output/feature-sets/ESTC.txt
[2025-12-22T20:21:26.511842] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:21:26.511874] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:21:26.511902] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:21:26.511958] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:21:26.569947] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:21:26.570916] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:21:26.571002] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:21:26.571034] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:21:26.692376] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:21:26.692542] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:21:26.692600] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:21:26.692631] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:21:26.696398] [DEBUG] [FORECASTER] ESTC: Forecast T+1@11:T+2@11: UP (p=85.52%)
[2025-12-22T20:21:26.696697] [INFO ] [FORECASTER] Completed predict_future for ESTC
[2025-12-22T20:21:26.696826] [INFO ] [sig       ] ESTC: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:21:26.834524] [INFO ] [LOCAL     ] Saved forecast: ESTC	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/ESTC.txt
[2025-12-22T20:21:26.834692] [INFO ] [sig       ] [1125/3560] Completed ESTC in 0.3s | 2.94 sym/s | Total: 6.4m | ETA: 13.8m
[2025-12-22T20:21:26.834735] [INFO ] [sig       ] [1126/3560] Forecasting ETB...
[2025-12-22T20:21:26.834769] [INFO ] [sig       ] Generating forecast for: ETB
[2025-12-22T20:21:26.834799] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETB' from 'https://tdm.silogroup.org/data/derivative_storage/ETB.csv'.
[2025-12-22T20:21:26.845420] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETB'.
[2025-12-22T20:21:26.845804] [INFO ] [FORECASTER] Starting predict_future for ETB
[2025-12-22T20:21:26.846633] [DEBUG] [LOCAL     ] No optimal features file found for ETB: ./output/feature-sets/ETB.txt
[2025-12-22T20:21:26.846687] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:21:26.846719] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:21:26.846746] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:21:26.846803] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:21:26.902595] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:21:26.903434] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:21:26.903514] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:21:26.903546] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:21:27.027798] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:21:27.027960] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:21:27.028001] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:21:27.028031] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:21:27.031607] [DEBUG] [FORECASTER] ETB: Forecast T+1@11:T+2@11: DOWN (p=44.91%)
[2025-12-22T20:21:27.031922] [INFO ] [FORECASTER] Completed predict_future for ETB
[2025-12-22T20:21:27.032057] [INFO ] [sig       ] ETB: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:21:27.169704] [INFO ] [LOCAL     ] Saved forecast: ETB	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/ETB.txt
[2025-12-22T20:21:27.169856] [INFO ] [sig       ] [1126/3560] Completed ETB in 0.3s | 2.94 sym/s | Total: 6.4m | ETA: 13.8m
[2025-12-22T20:21:27.169895] [INFO ] [sig       ] [1127/3560] Forecasting ETD...
[2025-12-22T20:21:27.169923] [INFO ] [sig       ] Generating forecast for: ETD
[2025-12-22T20:21:27.169954] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETD' from 'https://tdm.silogroup.org/data/derivative_storage/ETD.csv'.
[2025-12-22T20:21:27.180817] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETD'.
[2025-12-22T20:21:27.181204] [INFO ] [FORECASTER] Starting predict_future for ETD
[2025-12-22T20:21:27.182033] [DEBUG] [LOCAL     ] No optimal features file found for ETD: ./output/feature-sets/ETD.txt
[2025-12-22T20:21:27.182089] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:21:27.182122] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:21:27.182150] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:21:27.182210] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:21:27.244121] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:21:27.245242] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:21:27.245324] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:21:27.245356] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:21:27.362611] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:21:27.362770] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:21:27.362810] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:21:27.362837] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:21:27.366159] [DEBUG] [FORECASTER] ETD: Forecast T+1@11:T+2@11: DOWN (p=49.36%)
[2025-12-22T20:21:27.366429] [INFO ] [FORECASTER] Completed predict_future for ETD
[2025-12-22T20:21:27.366551] [INFO ] [sig       ] ETD: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:21:27.504423] [INFO ] [LOCAL     ] Saved forecast: ETD	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/ETD.txt
[2025-12-22T20:21:27.504594] [INFO ] [sig       ] [1127/3560] Completed ETD in 0.3s | 2.94 sym/s | Total: 6.4m | ETA: 13.8m
[2025-12-22T20:21:27.504635] [INFO ] [sig       ] [1128/3560] Forecasting ETG...
[2025-12-22T20:21:27.504664] [INFO ] [sig       ] Generating forecast for: ETG
[2025-12-22T20:21:27.504695] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETG' from 'https://tdm.silogroup.org/data/derivative_storage/ETG.csv'.
[2025-12-22T20:21:27.516108] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETG'.
[2025-12-22T20:21:27.516533] [INFO ] [FORECASTER] Starting predict_future for ETG
[2025-12-22T20:21:27.517410] [DEBUG] [LOCAL     ] No optimal features file found for ETG: ./output/feature-sets/ETG.txt
[2025-12-22T20:21:27.517466] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:21:27.517515] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:21:27.517543] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:21:27.517616] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:21:27.575319] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:21:27.576373] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:21:27.576484] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:21:27.576517] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:21:27.695804] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:21:27.695943] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:21:27.695982] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:21:27.696011] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:21:27.699298] [DEBUG] [FORECASTER] ETG: Forecast T+1@11:T+2@11: DOWN (p=30.23%)
[2025-12-22T20:21:27.699563] [INFO ] [FORECASTER] Completed predict_future for ETG
[2025-12-22T20:21:27.699699] [INFO ] [sig       ] ETG: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:21:27.835290] [INFO ] [LOCAL     ] Saved forecast: ETG	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/ETG.txt
[2025-12-22T20:21:27.835452] [INFO ] [sig       ] [1128/3560] Completed ETG in 0.3s | 2.94 sym/s | Total: 6.4m | ETA: 13.8m
[2025-12-22T20:21:27.835492] [INFO ] [sig       ] [1129/3560] Forecasting ETHA...
[2025-12-22T20:21:27.835523] [INFO ] [sig       ] Generating forecast for: ETHA
[2025-12-22T20:21:27.835553] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETHA' from 'https://tdm.silogroup.org/data/derivative_storage/ETHA.csv'.
[2025-12-22T20:21:27.847467] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETHA'.
[2025-12-22T20:21:27.847807] [INFO ] [FORECASTER] Starting predict_future for ETHA
[2025-12-22T20:21:27.848607] [DEBUG] [LOCAL     ] No optimal features file found for ETHA: ./output/feature-sets/ETHA.txt
[2025-12-22T20:21:27.848658] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:21:27.848690] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:21:27.848717] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:21:27.848772] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:21:27.905358] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:21:27.905988] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:21:27.906065] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:21:27.906097] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:21:28.025408] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:21:28.025562] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:21:28.025621] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:21:28.025650] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:21:28.028944] [DEBUG] [FORECASTER] ETHA: Forecast T+1@11:T+2@11: UP (p=79.62%)
[2025-12-22T20:21:28.029240] [INFO ] [FORECASTER] Completed predict_future for ETHA
[2025-12-22T20:21:28.029366] [INFO ] [sig       ] ETHA: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:21:28.168084] [INFO ] [LOCAL     ] Saved forecast: ETHA	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/ETHA.txt
[2025-12-22T20:21:28.168219] [INFO ] [sig       ] [1129/3560] Completed ETHA in 0.3s | 2.94 sym/s | Total: 6.4m | ETA: 13.8m
[2025-12-22T20:21:28.168258] [INFO ] [sig       ] [1130/3560] Forecasting ETJ...
[2025-12-22T20:21:28.168287] [INFO ] [sig       ] Generating forecast for: ETJ
[2025-12-22T20:21:28.168315] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETJ' from 'https://tdm.silogroup.org/data/derivative_storage/ETJ.csv'.
[2025-12-22T20:21:28.179897] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETJ'.
[2025-12-22T20:21:28.180229] [INFO ] [FORECASTER] Starting predict_future for ETJ
[2025-12-22T20:21:28.180993] [DEBUG] [LOCAL     ] No optimal features file found for ETJ: ./output/feature-sets/ETJ.txt
[2025-12-22T20:21:28.181044] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:21:28.181076] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:21:28.181102] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:21:28.181158] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:21:28.238450] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:21:28.239269] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:21:28.239346] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:21:28.239377] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:21:28.354340] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:21:28.354486] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:21:28.354524] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:21:28.354553] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:21:28.357979] [DEBUG] [FORECASTER] ETJ: Forecast T+1@11:T+2@11: UP (p=65.82%)
[2025-12-22T20:21:28.358262] [INFO ] [FORECASTER] Completed predict_future for ETJ
[2025-12-22T20:21:28.358401] [INFO ] [sig       ] ETJ: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:21:28.494052] [INFO ] [LOCAL     ] Saved forecast: ETJ	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/ETJ.txt
[2025-12-22T20:21:28.494187] [INFO ] [sig       ] [1130/3560] Completed ETJ in 0.3s | 2.94 sym/s | Total: 6.4m | ETA: 13.8m
[2025-12-22T20:21:28.494225] [INFO ] [sig       ] [1131/3560] Forecasting ETN...
[2025-12-22T20:21:28.494256] [INFO ] [sig       ] Generating forecast for: ETN
[2025-12-22T20:21:28.494285] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETN' from 'https://tdm.silogroup.org/data/derivative_storage/ETN.csv'.
[2025-12-22T20:21:28.505135] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETN'.
[2025-12-22T20:21:28.505461] [INFO ] [FORECASTER] Starting predict_future for ETN
[2025-12-22T20:21:28.506234] [DEBUG] [LOCAL     ] No optimal features file found for ETN: ./output/feature-sets/ETN.txt
[2025-12-22T20:21:28.506285] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:21:28.506317] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:21:28.506346] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:21:28.506402] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:21:28.561735] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:21:28.562468] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:21:28.562546] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:21:28.562596] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:21:28.680618] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:21:28.680779] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:21:28.680818] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:21:28.680846] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:21:28.684142] [DEBUG] [FORECASTER] ETN: Forecast T+1@11:T+2@11: DOWN (p=4.21%)
[2025-12-22T20:21:28.684409] [INFO ] [FORECASTER] Completed predict_future for ETN
[2025-12-22T20:21:28.684532] [INFO ] [sig       ] ETN: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:21:28.818342] [INFO ] [LOCAL     ] Saved forecast: ETN	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/ETN.txt
[2025-12-22T20:21:28.818497] [INFO ] [sig       ] [1131/3560] Completed ETN in 0.3s | 2.94 sym/s | Total: 6.4m | ETA: 13.8m
[2025-12-22T20:21:28.818542] [INFO ] [sig       ] [1132/3560] Forecasting ETO...
[2025-12-22T20:21:28.818590] [INFO ] [sig       ] Generating forecast for: ETO
[2025-12-22T20:21:28.818624] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETO' from 'https://tdm.silogroup.org/data/derivative_storage/ETO.csv'.
[2025-12-22T20:21:28.830464] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETO'.
[2025-12-22T20:21:28.830810] [INFO ] [FORECASTER] Starting predict_future for ETO
[2025-12-22T20:21:28.831610] [DEBUG] [LOCAL     ] No optimal features file found for ETO: ./output/feature-sets/ETO.txt
[2025-12-22T20:21:28.831662] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:21:28.831694] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:21:28.831719] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:21:28.831774] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:21:28.887331] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:21:28.888150] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:21:28.888231] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:21:28.888263] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:21:29.011095] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:21:29.011266] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:21:29.011306] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:21:29.011335] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:21:29.014765] [DEBUG] [FORECASTER] ETO: Forecast T+1@11:T+2@11: UP (p=82.59%)
[2025-12-22T20:21:29.015046] [INFO ] [FORECASTER] Completed predict_future for ETO
[2025-12-22T20:21:29.015173] [INFO ] [sig       ] ETO: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:21:29.148875] [INFO ] [LOCAL     ] Saved forecast: ETO	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/ETO.txt
[2025-12-22T20:21:29.149006] [INFO ] [sig       ] [1132/3560] Completed ETO in 0.3s | 2.94 sym/s | Total: 6.4m | ETA: 13.8m
[2025-12-22T20:21:29.149059] [INFO ] [sig       ] [1133/3560] Forecasting ETON...
[2025-12-22T20:21:29.149088] [INFO ] [sig       ] Generating forecast for: ETON
[2025-12-22T20:21:29.149119] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETON' from 'https://tdm.silogroup.org/data/derivative_storage/ETON.csv'.
[2025-12-22T20:21:29.160413] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETON'.
[2025-12-22T20:21:29.160770] [INFO ] [FORECASTER] Starting predict_future for ETON
[2025-12-22T20:21:29.161523] [DEBUG] [LOCAL     ] No optimal features file found for ETON: ./output/feature-sets/ETON.txt
[2025-12-22T20:21:29.161593] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:21:29.161626] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:21:29.161653] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:21:29.161709] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:21:29.217084] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:21:29.217935] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:21:29.218014] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:21:29.218046] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:21:29.332618] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:21:29.332772] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:21:29.332812] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:21:29.332841] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:21:29.336110] [DEBUG] [FORECASTER] ETON: Forecast T+1@11:T+2@11: UP (p=84.70%)
[2025-12-22T20:21:29.336387] [INFO ] [FORECASTER] Completed predict_future for ETON
[2025-12-22T20:21:29.336508] [INFO ] [sig       ] ETON: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:21:29.470004] [INFO ] [LOCAL     ] Saved forecast: ETON	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/ETON.txt
[2025-12-22T20:21:29.470150] [INFO ] [sig       ] [1133/3560] Completed ETON in 0.3s | 2.94 sym/s | Total: 6.4m | ETA: 13.8m
[2025-12-22T20:21:29.470188] [INFO ] [sig       ] [1134/3560] Forecasting ETSY...
[2025-12-22T20:21:29.470218] [INFO ] [sig       ] Generating forecast for: ETSY
[2025-12-22T20:21:29.470247] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETSY' from 'https://tdm.silogroup.org/data/derivative_storage/ETSY.csv'.
[2025-12-22T20:21:29.481252] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETSY'.
[2025-12-22T20:21:29.481608] [INFO ] [FORECASTER] Starting predict_future for ETSY
[2025-12-22T20:21:29.482371] [DEBUG] [LOCAL     ] No optimal features file found for ETSY: ./output/feature-sets/ETSY.txt
[2025-12-22T20:21:29.482421] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:21:29.482453] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:21:29.482479] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:21:29.482534] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:21:29.540939] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:21:29.541791] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:21:29.541867] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:21:29.541898] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:21:29.664466] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:21:29.664637] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:21:29.664677] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:21:29.664707] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:21:29.668015] [DEBUG] [FORECASTER] ETSY: Forecast T+1@11:T+2@11: DOWN (p=7.94%)
[2025-12-22T20:21:29.668290] [INFO ] [FORECASTER] Completed predict_future for ETSY
[2025-12-22T20:21:29.668413] [INFO ] [sig       ] ETSY: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:21:29.806498] [INFO ] [LOCAL     ] Saved forecast: ETSY	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/ETSY.txt
[2025-12-22T20:21:29.806666] [INFO ] [sig       ] [1134/3560] Completed ETSY in 0.3s | 2.94 sym/s | Total: 6.4m | ETA: 13.8m
[2025-12-22T20:21:29.806708] [INFO ] [sig       ] [1135/3560] Forecasting ETY...
[2025-12-22T20:21:29.806738] [INFO ] [sig       ] Generating forecast for: ETY
[2025-12-22T20:21:29.806769] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETY' from 'https://tdm.silogroup.org/data/derivative_storage/ETY.csv'.
[2025-12-22T20:21:29.818527] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETY'.
[2025-12-22T20:21:29.818911] [INFO ] [FORECASTER] Starting predict_future for ETY
[2025-12-22T20:21:29.819802] [DEBUG] [LOCAL     ] No optimal features file found for ETY: ./output/feature-sets/ETY.txt
[2025-12-22T20:21:29.819855] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:21:29.819927] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:21:29.819955] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:21:29.820011] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:21:29.881618] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:21:29.882549] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:21:29.882654] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:21:29.882688] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:21:30.000664] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:21:30.000813] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:21:30.000853] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:21:30.000897] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:21:30.004308] [DEBUG] [FORECASTER] ETY: Forecast T+1@11:T+2@11: UP (p=93.19%)
[2025-12-22T20:21:30.004624] [INFO ] [FORECASTER] Completed predict_future for ETY
[2025-12-22T20:21:30.004752] [INFO ] [sig       ] ETY: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:21:30.139652] [INFO ] [LOCAL     ] Saved forecast: ETY	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/ETY.txt
[2025-12-22T20:21:30.139795] [INFO ] [sig       ] [1135/3560] Completed ETY in 0.3s | 2.94 sym/s | Total: 6.4m | ETA: 13.7m
[2025-12-22T20:21:30.139834] [INFO ] [sig       ] [1136/3560] Forecasting EUFN...
[2025-12-22T20:21:30.139867] [INFO ] [sig       ] Generating forecast for: EUFN
[2025-12-22T20:21:30.139898] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EUFN' from 'https://tdm.silogroup.org/data/derivative_storage/EUFN.csv'.
[2025-12-22T20:21:30.151359] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EUFN'.
[2025-12-22T20:21:30.151777] [INFO ] [FORECASTER] Starting predict_future for EUFN
[2025-12-22T20:21:30.152556] [DEBUG] [LOCAL     ] No optimal features file found for EUFN: ./output/feature-sets/EUFN.txt
[2025-12-22T20:21:30.152628] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:21:30.152660] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:21:30.152689] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:21:30.152747] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:21:30.213450] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:21:30.214539] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:21:30.214638] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:21:30.214674] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:21:30.338772] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:21:30.338931] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:21:30.338983] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:21:30.339014] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:21:30.343035] [DEBUG] [FORECASTER] EUFN: Forecast T+1@11:T+2@11: UP (p=64.42%)
[2025-12-22T20:21:30.343338] [INFO ] [FORECASTER] Completed predict_future for EUFN
[2025-12-22T20:21:30.343481] [INFO ] [sig       ] EUFN: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:21:30.483377] [INFO ] [LOCAL     ] Saved forecast: EUFN	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/EUFN.txt
[2025-12-22T20:21:30.483731] [INFO ] [sig       ] [1136/3560] Completed EUFN in 0.3s | 2.94 sym/s | Total: 6.4m | ETA: 13.7m
[2025-12-22T20:21:30.483771] [INFO ] [sig       ] [1137/3560] Forecasting EVAX...
[2025-12-22T20:21:30.483801] [INFO ] [sig       ] Generating forecast for: EVAX
[2025-12-22T20:21:30.483830] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVAX' from 'https://tdm.silogroup.org/data/derivative_storage/EVAX.csv'.
[2025-12-22T20:21:30.495828] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVAX'.
[2025-12-22T20:21:30.496171] [INFO ] [FORECASTER] Starting predict_future for EVAX
[2025-12-22T20:21:30.496946] [DEBUG] [LOCAL     ] No optimal features file found for EVAX: ./output/feature-sets/EVAX.txt
[2025-12-22T20:21:30.496998] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:21:30.497029] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:21:30.497057] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:21:30.497112] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:21:30.555541] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:21:30.556693] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:21:30.556804] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:21:30.556837] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:21:30.691002] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:21:30.691187] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:21:30.691236] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:21:30.691265] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:21:30.695171] [DEBUG] [FORECASTER] EVAX: Forecast T+1@11:T+2@11: DOWN (p=25.14%)
[2025-12-22T20:21:30.695445] [INFO ] [FORECASTER] Completed predict_future for EVAX
[2025-12-22T20:21:30.695566] [INFO ] [sig       ] EVAX: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:21:30.832551] [INFO ] [LOCAL     ] Saved forecast: EVAX	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/EVAX.txt
[2025-12-22T20:21:30.832706] [INFO ] [sig       ] [1137/3560] Completed EVAX in 0.3s | 2.94 sym/s | Total: 6.4m | ETA: 13.7m
[2025-12-22T20:21:30.832743] [INFO ] [sig       ] [1138/3560] Forecasting EVC...
[2025-12-22T20:21:30.832773] [INFO ] [sig       ] Generating forecast for: EVC
[2025-12-22T20:21:30.832805] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVC' from 'https://tdm.silogroup.org/data/derivative_storage/EVC.csv'.
[2025-12-22T20:21:30.843705] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVC'.
[2025-12-22T20:21:30.844071] [INFO ] [FORECASTER] Starting predict_future for EVC
[2025-12-22T20:21:30.844867] [DEBUG] [LOCAL     ] No optimal features file found for EVC: ./output/feature-sets/EVC.txt
[2025-12-22T20:21:30.844920] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:21:30.844951] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:21:30.844977] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:21:30.845032] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:21:30.902921] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:21:30.903705] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:21:30.903784] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:21:30.903816] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:21:31.027452] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:21:31.027628] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:21:31.027668] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:21:31.027749] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:21:31.031106] [DEBUG] [FORECASTER] EVC: Forecast T+1@11:T+2@11: UP (p=92.00%)
[2025-12-22T20:21:31.031371] [INFO ] [FORECASTER] Completed predict_future for EVC
[2025-12-22T20:21:31.031493] [INFO ] [sig       ] EVC: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:21:31.166527] [INFO ] [LOCAL     ] Saved forecast: EVC	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/EVC.txt
[2025-12-22T20:21:31.166674] [INFO ] [sig       ] [1138/3560] Completed EVC in 0.3s | 2.94 sym/s | Total: 6.5m | ETA: 13.7m
[2025-12-22T20:21:31.166714] [INFO ] [sig       ] [1139/3560] Forecasting EVCM...
[2025-12-22T20:21:31.166743] [INFO ] [sig       ] Generating forecast for: EVCM
[2025-12-22T20:21:31.166772] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVCM' from 'https://tdm.silogroup.org/data/derivative_storage/EVCM.csv'.
[2025-12-22T20:21:31.180905] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVCM'.
[2025-12-22T20:21:31.181555] [INFO ] [FORECASTER] Starting predict_future for EVCM
[2025-12-22T20:21:31.182632] [DEBUG] [LOCAL     ] No optimal features file found for EVCM: ./output/feature-sets/EVCM.txt
[2025-12-22T20:21:31.182691] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:21:31.182781] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:21:31.182847] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:21:31.182925] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:21:31.242545] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:21:31.243753] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:21:31.243854] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:21:31.243888] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:21:31.375222] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:21:31.375454] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:21:31.375499] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:21:31.375528] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:21:31.379493] [DEBUG] [FORECASTER] EVCM: Forecast T+1@11:T+2@11: DOWN (p=34.16%)
[2025-12-22T20:21:31.379850] [INFO ] [FORECASTER] Completed predict_future for EVCM
[2025-12-22T20:21:31.380041] [INFO ] [sig       ] EVCM: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:21:31.535356] [INFO ] [LOCAL     ] Saved forecast: EVCM	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/EVCM.txt
[2025-12-22T20:21:31.535616] [INFO ] [sig       ] [1139/3560] Completed EVCM in 0.4s | 2.94 sym/s | Total: 6.5m | ETA: 13.7m
[2025-12-22T20:21:31.535667] [INFO ] [sig       ] [1140/3560] Forecasting EVEX...
[2025-12-22T20:21:31.535697] [INFO ] [sig       ] Generating forecast for: EVEX
[2025-12-22T20:21:31.535730] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVEX' from 'https://tdm.silogroup.org/data/derivative_storage/EVEX.csv'.
[2025-12-22T20:21:31.548452] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVEX'.
[2025-12-22T20:21:31.548886] [INFO ] [FORECASTER] Starting predict_future for EVEX
[2025-12-22T20:21:31.553701] [DEBUG] [LOCAL     ] No optimal features file found for EVEX: ./output/feature-sets/EVEX.txt
[2025-12-22T20:21:31.553765] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:21:31.553797] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:21:31.553824] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:21:31.553880] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:21:31.609561] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:21:31.610327] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:21:31.610411] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:21:31.610443] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:21:31.736815] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:21:31.736971] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:21:31.737011] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:21:31.737040] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:21:31.740957] [DEBUG] [FORECASTER] EVEX: Forecast T+1@11:T+2@11: DOWN (p=32.45%)
[2025-12-22T20:21:31.741240] [INFO ] [FORECASTER] Completed predict_future for EVEX
[2025-12-22T20:21:31.741367] [INFO ] [sig       ] EVEX: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:21:31.888019] [INFO ] [LOCAL     ] Saved forecast: EVEX	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/EVEX.txt
[2025-12-22T20:21:31.888180] [INFO ] [sig       ] [1140/3560] Completed EVEX in 0.4s | 2.94 sym/s | Total: 6.5m | ETA: 13.7m
[2025-12-22T20:21:31.888221] [INFO ] [sig       ] [1141/3560] Forecasting EVF...
[2025-12-22T20:21:31.888251] [INFO ] [sig       ] Generating forecast for: EVF
[2025-12-22T20:21:31.888284] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVF' from 'https://tdm.silogroup.org/data/derivative_storage/EVF.csv'.
[2025-12-22T20:21:31.900241] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVF'.
[2025-12-22T20:21:31.900611] [INFO ] [FORECASTER] Starting predict_future for EVF
[2025-12-22T20:21:31.901531] [DEBUG] [LOCAL     ] No optimal features file found for EVF: ./output/feature-sets/EVF.txt
[2025-12-22T20:21:31.901603] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:21:31.901643] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:21:31.901685] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:21:31.901770] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:21:31.964090] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:21:31.964911] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:21:31.964993] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:21:31.965026] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:21:32.088485] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:21:32.088663] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:21:32.088705] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:21:32.088741] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:21:32.092234] [DEBUG] [FORECASTER] EVF: Forecast T+1@11:T+2@11: DOWN (p=34.36%)
[2025-12-22T20:21:32.092510] [INFO ] [FORECASTER] Completed predict_future for EVF
[2025-12-22T20:21:32.092664] [INFO ] [sig       ] EVF: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:21:32.239709] [INFO ] [LOCAL     ] Saved forecast: EVF	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/EVF.txt
[2025-12-22T20:21:32.239863] [INFO ] [sig       ] [1141/3560] Completed EVF in 0.4s | 2.94 sym/s | Total: 6.5m | ETA: 13.7m
[2025-12-22T20:21:32.239903] [INFO ] [sig       ] [1142/3560] Forecasting EVG...
[2025-12-22T20:21:32.239931] [INFO ] [sig       ] Generating forecast for: EVG
[2025-12-22T20:21:32.239962] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVG' from 'https://tdm.silogroup.org/data/derivative_storage/EVG.csv'.
[2025-12-22T20:21:32.251744] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVG'.
[2025-12-22T20:21:32.252113] [INFO ] [FORECASTER] Starting predict_future for EVG
[2025-12-22T20:21:32.252918] [DEBUG] [LOCAL     ] No optimal features file found for EVG: ./output/feature-sets/EVG.txt
[2025-12-22T20:21:32.252971] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:21:32.253004] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:21:32.253033] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:21:32.253090] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:21:32.313696] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:21:32.314480] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:21:32.314565] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:21:32.314617] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:21:32.437307] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:21:32.437473] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:21:32.437513] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:21:32.437544] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:21:32.441253] [DEBUG] [FORECASTER] EVG: Forecast T+1@11:T+2@11: DOWN (p=8.80%)
[2025-12-22T20:21:32.441528] [INFO ] [FORECASTER] Completed predict_future for EVG
[2025-12-22T20:21:32.441671] [INFO ] [sig       ] EVG: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:21:32.588121] [INFO ] [LOCAL     ] Saved forecast: EVG	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/EVG.txt
[2025-12-22T20:21:32.588266] [INFO ] [sig       ] [1142/3560] Completed EVG in 0.3s | 2.94 sym/s | Total: 6.5m | ETA: 13.7m
[2025-12-22T20:21:32.588308] [INFO ] [sig       ] [1143/3560] Forecasting EVGO...
[2025-12-22T20:21:32.588338] [INFO ] [sig       ] Generating forecast for: EVGO
[2025-12-22T20:21:32.588375] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVGO' from 'https://tdm.silogroup.org/data/derivative_storage/EVGO.csv'.
[2025-12-22T20:21:32.600000] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVGO'.
[2025-12-22T20:21:32.600346] [INFO ] [FORECASTER] Starting predict_future for EVGO
[2025-12-22T20:21:32.601178] [DEBUG] [LOCAL     ] No optimal features file found for EVGO: ./output/feature-sets/EVGO.txt
[2025-12-22T20:21:32.601233] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:21:32.601264] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:21:32.601290] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:21:32.601347] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:21:32.667031] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:21:32.668156] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:21:32.668254] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:21:32.668300] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:21:32.800914] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:21:32.801070] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:21:32.801115] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:21:32.801145] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:21:32.804739] [DEBUG] [FORECASTER] EVGO: Forecast T+1@11:T+2@11: DOWN (p=8.65%)
[2025-12-22T20:21:32.805076] [INFO ] [FORECASTER] Completed predict_future for EVGO
[2025-12-22T20:21:32.805211] [INFO ] [sig       ] EVGO: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:21:32.956459] [INFO ] [LOCAL     ] Saved forecast: EVGO	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/EVGO.txt
[2025-12-22T20:21:32.956676] [INFO ] [sig       ] [1143/3560] Completed EVGO in 0.4s | 2.94 sym/s | Total: 6.5m | ETA: 13.7m
[2025-12-22T20:21:32.956726] [INFO ] [sig       ] [1144/3560] Forecasting EVH...
[2025-12-22T20:21:32.956757] [INFO ] [sig       ] Generating forecast for: EVH
[2025-12-22T20:21:32.956789] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVH' from 'https://tdm.silogroup.org/data/derivative_storage/EVH.csv'.
[2025-12-22T20:21:32.968882] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVH'.
[2025-12-22T20:21:32.969307] [INFO ] [FORECASTER] Starting predict_future for EVH
[2025-12-22T20:21:32.970179] [DEBUG] [LOCAL     ] No optimal features file found for EVH: ./output/feature-sets/EVH.txt
[2025-12-22T20:21:32.970234] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:21:32.970266] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:21:32.970293] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:21:32.970349] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:21:33.032072] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:21:33.032996] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:21:33.033079] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:21:33.033112] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:21:33.149710] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:21:33.149872] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:21:33.149915] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:21:33.149944] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:21:33.153336] [DEBUG] [FORECASTER] EVH: Forecast T+1@11:T+2@11: UP (p=97.91%)
[2025-12-22T20:21:33.153642] [INFO ] [FORECASTER] Completed predict_future for EVH
[2025-12-22T20:21:33.153768] [INFO ] [sig       ] EVH: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:21:33.289168] [INFO ] [LOCAL     ] Saved forecast: EVH	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/EVH.txt
[2025-12-22T20:21:33.289339] [INFO ] [sig       ] [1144/3560] Completed EVH in 0.3s | 2.94 sym/s | Total: 6.5m | ETA: 13.7m
[2025-12-22T20:21:33.289379] [INFO ] [sig       ] [1145/3560] Forecasting EVN...
[2025-12-22T20:21:33.289408] [INFO ] [sig       ] Generating forecast for: EVN
[2025-12-22T20:21:33.289438] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVN' from 'https://tdm.silogroup.org/data/derivative_storage/EVN.csv'.
[2025-12-22T20:21:33.300746] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVN'.
[2025-12-22T20:21:33.301160] [INFO ] [FORECASTER] Starting predict_future for EVN
[2025-12-22T20:21:33.301948] [DEBUG] [LOCAL     ] No optimal features file found for EVN: ./output/feature-sets/EVN.txt
[2025-12-22T20:21:33.302000] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:21:33.302032] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:21:33.302058] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:21:33.302113] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:21:33.358867] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:21:33.359948] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:21:33.360079] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:21:33.360111] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:21:33.475676] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:21:33.475825] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:21:33.475864] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:21:33.475893] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:21:33.482247] [DEBUG] [FORECASTER] EVN: Forecast T+1@11:T+2@11: UP (p=89.80%)
[2025-12-22T20:21:33.482606] [INFO ] [FORECASTER] Completed predict_future for EVN
[2025-12-22T20:21:33.482751] [INFO ] [sig       ] EVN: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:21:33.621674] [INFO ] [LOCAL     ] Saved forecast: EVN	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/EVN.txt
[2025-12-22T20:21:33.621832] [INFO ] [sig       ] [1145/3560] Completed EVN in 0.3s | 2.94 sym/s | Total: 6.5m | ETA: 13.7m
[2025-12-22T20:21:33.621872] [INFO ] [sig       ] [1146/3560] Forecasting EVO...
[2025-12-22T20:21:33.621903] [INFO ] [sig       ] Generating forecast for: EVO
[2025-12-22T20:21:33.621933] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVO' from 'https://tdm.silogroup.org/data/derivative_storage/EVO.csv'.
[2025-12-22T20:21:33.633352] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVO'.
[2025-12-22T20:21:33.633762] [INFO ] [FORECASTER] Starting predict_future for EVO
[2025-12-22T20:21:33.634526] [DEBUG] [LOCAL     ] No optimal features file found for EVO: ./output/feature-sets/EVO.txt
[2025-12-22T20:21:33.634596] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:21:33.634629] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:21:33.634656] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:21:33.634712] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:21:33.691753] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:21:33.692694] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:21:33.692778] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:21:33.692822] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:21:33.816135] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:21:33.816288] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:21:33.816327] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:21:33.816356] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:21:33.819749] [DEBUG] [FORECASTER] EVO: Forecast T+1@11:T+2@11: UP (p=89.66%)
[2025-12-22T20:21:33.820050] [INFO ] [FORECASTER] Completed predict_future for EVO
[2025-12-22T20:21:33.820184] [INFO ] [sig       ] EVO: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:21:33.956749] [INFO ] [LOCAL     ] Saved forecast: EVO	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/EVO.txt
[2025-12-22T20:21:33.956905] [INFO ] [sig       ] [1146/3560] Completed EVO in 0.3s | 2.94 sym/s | Total: 6.5m | ETA: 13.7m
[2025-12-22T20:21:33.956944] [INFO ] [sig       ] [1147/3560] Forecasting EVRG...
[2025-12-22T20:21:33.956974] [INFO ] [sig       ] Generating forecast for: EVRG
[2025-12-22T20:21:33.957004] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVRG' from 'https://tdm.silogroup.org/data/derivative_storage/EVRG.csv'.
[2025-12-22T20:21:33.970109] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVRG'.
[2025-12-22T20:21:33.970566] [INFO ] [FORECASTER] Starting predict_future for EVRG
[2025-12-22T20:21:33.971483] [DEBUG] [LOCAL     ] No optimal features file found for EVRG: ./output/feature-sets/EVRG.txt
[2025-12-22T20:21:33.971546] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:21:33.971626] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:21:33.971666] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:21:33.971737] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:21:34.037247] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:21:34.038159] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:21:34.038248] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:21:34.038284] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:21:34.159145] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:21:34.159307] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:21:34.159349] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:21:34.159379] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:21:34.162732] [DEBUG] [FORECASTER] EVRG: Forecast T+1@11:T+2@11: DOWN (p=47.32%)
[2025-12-22T20:21:34.163008] [INFO ] [FORECASTER] Completed predict_future for EVRG
[2025-12-22T20:21:34.163134] [INFO ] [sig       ] EVRG: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:21:34.299149] [INFO ] [LOCAL     ] Saved forecast: EVRG	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/EVRG.txt
[2025-12-22T20:21:34.299294] [INFO ] [sig       ] [1147/3560] Completed EVRG in 0.3s | 2.94 sym/s | Total: 6.5m | ETA: 13.7m
[2025-12-22T20:21:34.299334] [INFO ] [sig       ] [1148/3560] Forecasting EVSD...
[2025-12-22T20:21:34.299370] [INFO ] [sig       ] Generating forecast for: EVSD
[2025-12-22T20:21:34.299412] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVSD' from 'https://tdm.silogroup.org/data/derivative_storage/EVSD.csv'.
[2025-12-22T20:21:34.311304] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVSD'.
[2025-12-22T20:21:34.311723] [INFO ] [FORECASTER] Starting predict_future for EVSD
[2025-12-22T20:21:34.312547] [DEBUG] [LOCAL     ] No optimal features file found for EVSD: ./output/feature-sets/EVSD.txt
[2025-12-22T20:21:34.312640] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:21:34.312676] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:21:34.312703] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:21:34.312759] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:21:34.373930] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:21:34.374730] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:21:34.374814] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:21:34.374847] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:21:34.504142] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:21:34.504302] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:21:34.504344] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:21:34.504374] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:21:34.507925] [DEBUG] [FORECASTER] EVSD: Forecast T+1@11:T+2@11: UP (p=90.89%)
[2025-12-22T20:21:34.508227] [INFO ] [FORECASTER] Completed predict_future for EVSD
[2025-12-22T20:21:34.508359] [INFO ] [sig       ] EVSD: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:21:34.664322] [INFO ] [LOCAL     ] Saved forecast: EVSD	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/EVSD.txt
[2025-12-22T20:21:34.664527] [INFO ] [sig       ] [1148/3560] Completed EVSD in 0.4s | 2.94 sym/s | Total: 6.5m | ETA: 13.7m
[2025-12-22T20:21:34.664589] [INFO ] [sig       ] [1149/3560] Forecasting EVTC...
[2025-12-22T20:21:34.664622] [INFO ] [sig       ] Generating forecast for: EVTC
[2025-12-22T20:21:34.664652] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVTC' from 'https://tdm.silogroup.org/data/derivative_storage/EVTC.csv'.
[2025-12-22T20:21:34.676882] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVTC'.
[2025-12-22T20:21:34.677293] [INFO ] [FORECASTER] Starting predict_future for EVTC
[2025-12-22T20:21:34.678161] [DEBUG] [LOCAL     ] No optimal features file found for EVTC: ./output/feature-sets/EVTC.txt
[2025-12-22T20:21:34.678218] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:21:34.678252] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:21:34.678279] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:21:34.678336] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:21:34.739141] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:21:34.740265] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:21:34.740368] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:21:34.740409] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:21:34.870600] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:21:34.870766] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:21:34.870808] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:21:34.870838] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:21:34.874725] [DEBUG] [FORECASTER] EVTC: Forecast T+1@11:T+2@11: UP (p=56.66%)
[2025-12-22T20:21:34.875027] [INFO ] [FORECASTER] Completed predict_future for EVTC
[2025-12-22T20:21:34.875163] [INFO ] [sig       ] EVTC: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:21:35.016758] [INFO ] [LOCAL     ] Saved forecast: EVTC	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/EVTC.txt
[2025-12-22T20:21:35.016913] [INFO ] [sig       ] [1149/3560] Completed EVTC in 0.4s | 2.94 sym/s | Total: 6.5m | ETA: 13.7m
[2025-12-22T20:21:35.016954] [INFO ] [sig       ] [1150/3560] Forecasting EVTL...
[2025-12-22T20:21:35.016983] [INFO ] [sig       ] Generating forecast for: EVTL
[2025-12-22T20:21:35.017013] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVTL' from 'https://tdm.silogroup.org/data/derivative_storage/EVTL.csv'.
[2025-12-22T20:21:35.031490] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVTL'.
[2025-12-22T20:21:35.032184] [INFO ] [FORECASTER] Starting predict_future for EVTL
[2025-12-22T20:21:35.033264] [DEBUG] [LOCAL     ] No optimal features file found for EVTL: ./output/feature-sets/EVTL.txt
[2025-12-22T20:21:35.033330] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:21:35.033374] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:21:35.033412] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:21:35.033496] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:21:35.098841] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:21:35.099900] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:21:35.099985] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:21:35.100019] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:21:35.222453] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:21:35.222642] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:21:35.222688] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:21:35.222717] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:21:35.226083] [DEBUG] [FORECASTER] EVTL: Forecast T+1@11:T+2@11: DOWN (p=0.89%)
[2025-12-22T20:21:35.226360] [INFO ] [FORECASTER] Completed predict_future for EVTL
[2025-12-22T20:21:35.226485] [INFO ] [sig       ] EVTL: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:21:35.363079] [INFO ] [LOCAL     ] Saved forecast: EVTL	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/EVTL.txt
[2025-12-22T20:21:35.363229] [INFO ] [sig       ] [1150/3560] Completed EVTL in 0.3s | 2.94 sym/s | Total: 6.5m | ETA: 13.7m
[2025-12-22T20:21:35.363268] [INFO ] [sig       ] [1151/3560] Forecasting EWBC...
[2025-12-22T20:21:35.363298] [INFO ] [sig       ] Generating forecast for: EWBC
[2025-12-22T20:21:35.363328] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EWBC' from 'https://tdm.silogroup.org/data/derivative_storage/EWBC.csv'.
[2025-12-22T20:21:35.375012] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EWBC'.
[2025-12-22T20:21:35.375354] [INFO ] [FORECASTER] Starting predict_future for EWBC
[2025-12-22T20:21:35.376133] [DEBUG] [LOCAL     ] No optimal features file found for EWBC: ./output/feature-sets/EWBC.txt
[2025-12-22T20:21:35.376185] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:21:35.376218] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:21:35.376245] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:21:35.376300] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:21:35.434056] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:21:35.434991] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:21:35.435072] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:21:35.435105] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:21:35.559526] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:21:35.559703] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:21:35.559743] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:21:35.559772] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:21:35.563069] [DEBUG] [FORECASTER] EWBC: Forecast T+1@11:T+2@11: UP (p=92.17%)
[2025-12-22T20:21:35.563336] [INFO ] [FORECASTER] Completed predict_future for EWBC
[2025-12-22T20:21:35.563457] [INFO ] [sig       ] EWBC: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:21:35.699015] [INFO ] [LOCAL     ] Saved forecast: EWBC	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/EWBC.txt
[2025-12-22T20:21:35.699168] [INFO ] [sig       ] [1151/3560] Completed EWBC in 0.3s | 2.94 sym/s | Total: 6.5m | ETA: 13.7m
[2025-12-22T20:21:35.699207] [INFO ] [sig       ] [1152/3560] Forecasting EWCZ...
[2025-12-22T20:21:35.699237] [INFO ] [sig       ] Generating forecast for: EWCZ
[2025-12-22T20:21:35.699267] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EWCZ' from 'https://tdm.silogroup.org/data/derivative_storage/EWCZ.csv'.
[2025-12-22T20:21:35.710103] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EWCZ'.
[2025-12-22T20:21:35.710437] [INFO ] [FORECASTER] Starting predict_future for EWCZ
[2025-12-22T20:21:35.711207] [DEBUG] [LOCAL     ] No optimal features file found for EWCZ: ./output/feature-sets/EWCZ.txt
[2025-12-22T20:21:35.711299] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:21:35.711358] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:21:35.711387] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:21:35.711444] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:21:35.767897] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:21:35.768641] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:21:35.768717] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:21:35.768749] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:21:35.888848] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:21:35.889007] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:21:35.889075] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:21:35.889105] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:21:35.892450] [DEBUG] [FORECASTER] EWCZ: Forecast T+1@11:T+2@11: DOWN (p=0.92%)
[2025-12-22T20:21:35.892743] [INFO ] [FORECASTER] Completed predict_future for EWCZ
[2025-12-22T20:21:35.892866] [INFO ] [sig       ] EWCZ: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:21:36.031343] [INFO ] [LOCAL     ] Saved forecast: EWCZ	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/EWCZ.txt
[2025-12-22T20:21:36.031503] [INFO ] [sig       ] [1152/3560] Completed EWCZ in 0.3s | 2.94 sym/s | Total: 6.5m | ETA: 13.7m
[2025-12-22T20:21:36.031542] [INFO ] [sig       ] [1153/3560] Forecasting EWTX...
[2025-12-22T20:21:36.031592] [INFO ] [sig       ] Generating forecast for: EWTX
[2025-12-22T20:21:36.031625] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EWTX' from 'https://tdm.silogroup.org/data/derivative_storage/EWTX.csv'.
[2025-12-22T20:21:36.045565] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EWTX'.
[2025-12-22T20:21:36.045967] [INFO ] [FORECASTER] Starting predict_future for EWTX
[2025-12-22T20:21:36.046758] [DEBUG] [LOCAL     ] No optimal features file found for EWTX: ./output/feature-sets/EWTX.txt
[2025-12-22T20:21:36.046810] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:21:36.046843] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:21:36.046869] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:21:36.046923] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:21:36.103277] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:21:36.103986] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:21:36.104065] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:21:36.104097] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:21:36.221802] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:21:36.221958] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:21:36.221998] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:21:36.222027] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:21:36.225313] [DEBUG] [FORECASTER] EWTX: Forecast T+1@11:T+2@11: DOWN (p=2.99%)
[2025-12-22T20:21:36.225606] [INFO ] [FORECASTER] Completed predict_future for EWTX
[2025-12-22T20:21:36.225730] [INFO ] [sig       ] EWTX: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:21:36.369041] [INFO ] [LOCAL     ] Saved forecast: EWTX	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/EWTX.txt
[2025-12-22T20:21:36.369245] [INFO ] [sig       ] [1153/3560] Completed EWTX in 0.3s | 2.94 sym/s | Total: 6.5m | ETA: 13.7m
[2025-12-22T20:21:36.369286] [INFO ] [sig       ] [1154/3560] Forecasting EWZS...
[2025-12-22T20:21:36.369314] [INFO ] [sig       ] Generating forecast for: EWZS
[2025-12-22T20:21:36.369344] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EWZS' from 'https://tdm.silogroup.org/data/derivative_storage/EWZS.csv'.
[2025-12-22T20:21:36.382350] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EWZS'.
[2025-12-22T20:21:36.382944] [INFO ] [FORECASTER] Starting predict_future for EWZS
[2025-12-22T20:21:36.383726] [DEBUG] [LOCAL     ] No optimal features file found for EWZS: ./output/feature-sets/EWZS.txt
[2025-12-22T20:21:36.383777] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:21:36.383810] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:21:36.384020] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:21:36.384075] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:21:36.441461] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:21:36.442387] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:21:36.442471] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:21:36.442518] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:21:36.570963] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:21:36.571123] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:21:36.571162] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:21:36.571190] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:21:36.574604] [DEBUG] [FORECASTER] EWZS: Forecast T+1@11:T+2@11: DOWN (p=33.99%)
[2025-12-22T20:21:36.574901] [INFO ] [FORECASTER] Completed predict_future for EWZS
[2025-12-22T20:21:36.575039] [INFO ] [sig       ] EWZS: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:21:36.716452] [INFO ] [LOCAL     ] Saved forecast: EWZS	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/EWZS.txt
[2025-12-22T20:21:36.716635] [INFO ] [sig       ] [1154/3560] Completed EWZS in 0.3s | 2.94 sym/s | Total: 6.5m | ETA: 13.6m
[2025-12-22T20:21:36.716676] [INFO ] [sig       ] [1155/3560] Forecasting EXAS...
[2025-12-22T20:21:36.716706] [INFO ] [sig       ] Generating forecast for: EXAS
[2025-12-22T20:21:36.716736] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXAS' from 'https://tdm.silogroup.org/data/derivative_storage/EXAS.csv'.
[2025-12-22T20:21:36.728471] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXAS'.
[2025-12-22T20:21:36.728903] [INFO ] [FORECASTER] Starting predict_future for EXAS
[2025-12-22T20:21:36.729778] [DEBUG] [LOCAL     ] No optimal features file found for EXAS: ./output/feature-sets/EXAS.txt
[2025-12-22T20:21:36.729835] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:21:36.729868] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:21:36.729898] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:21:36.729956] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:21:36.787001] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:21:36.788098] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:21:36.788187] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:21:36.788218] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:21:36.913505] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:21:36.913873] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:21:36.913914] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:21:36.913978] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:21:36.917398] [DEBUG] [FORECASTER] EXAS: Forecast T+1@11:T+2@11: UP (p=85.20%)
[2025-12-22T20:21:36.917718] [INFO ] [FORECASTER] Completed predict_future for EXAS
[2025-12-22T20:21:36.917855] [INFO ] [sig       ] EXAS: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:21:37.056181] [INFO ] [LOCAL     ] Saved forecast: EXAS	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/EXAS.txt
[2025-12-22T20:21:37.056357] [INFO ] [sig       ] [1155/3560] Completed EXAS in 0.3s | 2.94 sym/s | Total: 6.6m | ETA: 13.6m
[2025-12-22T20:21:37.056401] [INFO ] [sig       ] [1156/3560] Forecasting EXC...
[2025-12-22T20:21:37.056430] [INFO ] [sig       ] Generating forecast for: EXC
[2025-12-22T20:21:37.056463] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXC' from 'https://tdm.silogroup.org/data/derivative_storage/EXC.csv'.
[2025-12-22T20:21:37.068270] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXC'.
[2025-12-22T20:21:37.068693] [INFO ] [FORECASTER] Starting predict_future for EXC
[2025-12-22T20:21:37.069510] [DEBUG] [LOCAL     ] No optimal features file found for EXC: ./output/feature-sets/EXC.txt
[2025-12-22T20:21:37.069563] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:21:37.069615] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:21:37.069642] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:21:37.069698] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:21:37.126156] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:21:37.127120] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:21:37.127206] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:21:37.127239] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:21:37.252084] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:21:37.252243] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:21:37.252285] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:21:37.252314] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:21:37.255821] [DEBUG] [FORECASTER] EXC: Forecast T+1@11:T+2@11: UP (p=81.56%)
[2025-12-22T20:21:37.256229] [INFO ] [FORECASTER] Completed predict_future for EXC
[2025-12-22T20:21:37.256406] [INFO ] [sig       ] EXC: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:21:37.393342] [INFO ] [LOCAL     ] Saved forecast: EXC	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/EXC.txt
[2025-12-22T20:21:37.393508] [INFO ] [sig       ] [1156/3560] Completed EXC in 0.3s | 2.94 sym/s | Total: 6.6m | ETA: 13.6m
[2025-12-22T20:21:37.393547] [INFO ] [sig       ] [1157/3560] Forecasting EXEL...
[2025-12-22T20:21:37.393598] [INFO ] [sig       ] Generating forecast for: EXEL
[2025-12-22T20:21:37.393632] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXEL' from 'https://tdm.silogroup.org/data/derivative_storage/EXEL.csv'.
[2025-12-22T20:21:37.408396] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXEL'.
[2025-12-22T20:21:37.409060] [INFO ] [FORECASTER] Starting predict_future for EXEL
[2025-12-22T20:21:37.410070] [DEBUG] [LOCAL     ] No optimal features file found for EXEL: ./output/feature-sets/EXEL.txt
[2025-12-22T20:21:37.410123] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:21:37.410154] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:21:37.410181] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:21:37.410237] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:21:37.469447] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:21:37.470550] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:21:37.470840] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:21:37.470875] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:21:37.595519] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:21:37.595877] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:21:37.595918] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:21:37.595947] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:21:37.599629] [DEBUG] [FORECASTER] EXEL: Forecast T+1@11:T+2@11: UP (p=75.44%)
[2025-12-22T20:21:37.599992] [INFO ] [FORECASTER] Completed predict_future for EXEL
[2025-12-22T20:21:37.600129] [INFO ] [sig       ] EXEL: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:21:37.741857] [INFO ] [LOCAL     ] Saved forecast: EXEL	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/EXEL.txt
[2025-12-22T20:21:37.741989] [INFO ] [sig       ] [1157/3560] Completed EXEL in 0.3s | 2.94 sym/s | Total: 6.6m | ETA: 13.6m
[2025-12-22T20:21:37.742027] [INFO ] [sig       ] [1158/3560] Forecasting EXFY...
[2025-12-22T20:21:37.742057] [INFO ] [sig       ] Generating forecast for: EXFY
[2025-12-22T20:21:37.742087] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXFY' from 'https://tdm.silogroup.org/data/derivative_storage/EXFY.csv'.
[2025-12-22T20:21:37.755711] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXFY'.
[2025-12-22T20:21:37.756246] [INFO ] [FORECASTER] Starting predict_future for EXFY
[2025-12-22T20:21:37.757205] [DEBUG] [LOCAL     ] No optimal features file found for EXFY: ./output/feature-sets/EXFY.txt
[2025-12-22T20:21:37.757255] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:21:37.757287] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:21:37.757314] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:21:37.757370] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:21:37.815325] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:21:37.815963] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:21:37.816058] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:21:37.816090] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:21:37.936701] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:21:37.936855] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:21:37.936905] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:21:37.936935] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:21:37.940258] [DEBUG] [FORECASTER] EXFY: Forecast T+1@11:T+2@11: UP (p=81.38%)
[2025-12-22T20:21:37.940523] [INFO ] [FORECASTER] Completed predict_future for EXFY
[2025-12-22T20:21:37.940663] [INFO ] [sig       ] EXFY: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:21:38.077054] [INFO ] [LOCAL     ] Saved forecast: EXFY	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/EXFY.txt
[2025-12-22T20:21:38.077201] [INFO ] [sig       ] [1158/3560] Completed EXFY in 0.3s | 2.94 sym/s | Total: 6.6m | ETA: 13.6m
[2025-12-22T20:21:38.077240] [INFO ] [sig       ] [1159/3560] Forecasting EXG...
[2025-12-22T20:21:38.077268] [INFO ] [sig       ] Generating forecast for: EXG
[2025-12-22T20:21:38.077298] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXG' from 'https://tdm.silogroup.org/data/derivative_storage/EXG.csv'.
[2025-12-22T20:21:38.089248] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXG'.
[2025-12-22T20:21:38.089634] [INFO ] [FORECASTER] Starting predict_future for EXG
[2025-12-22T20:21:38.090400] [DEBUG] [LOCAL     ] No optimal features file found for EXG: ./output/feature-sets/EXG.txt
[2025-12-22T20:21:38.090455] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:21:38.090494] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:21:38.090522] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:21:38.090603] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:21:38.150492] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:21:38.151606] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:21:38.151696] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:21:38.151729] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:21:38.274753] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:21:38.274913] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:21:38.274968] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:21:38.274998] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:21:38.278391] [DEBUG] [FORECASTER] EXG: Forecast T+1@11:T+2@11: UP (p=50.97%)
[2025-12-22T20:21:38.278706] [INFO ] [FORECASTER] Completed predict_future for EXG
[2025-12-22T20:21:38.278836] [INFO ] [sig       ] EXG: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:21:38.418556] [INFO ] [LOCAL     ] Saved forecast: EXG	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/EXG.txt
[2025-12-22T20:21:38.418736] [INFO ] [sig       ] [1159/3560] Completed EXG in 0.3s | 2.94 sym/s | Total: 6.6m | ETA: 13.6m
[2025-12-22T20:21:38.418776] [INFO ] [sig       ] [1160/3560] Forecasting EXK...
[2025-12-22T20:21:38.418805] [INFO ] [sig       ] Generating forecast for: EXK
[2025-12-22T20:21:38.418835] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXK' from 'https://tdm.silogroup.org/data/derivative_storage/EXK.csv'.
[2025-12-22T20:21:38.430388] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXK'.
[2025-12-22T20:21:38.430799] [INFO ] [FORECASTER] Starting predict_future for EXK
[2025-12-22T20:21:38.431569] [DEBUG] [LOCAL     ] No optimal features file found for EXK: ./output/feature-sets/EXK.txt
[2025-12-22T20:21:38.431644] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:21:38.431678] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:21:38.431706] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:21:38.431764] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:21:38.490539] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:21:38.491392] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:21:38.491472] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:21:38.491504] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:21:38.611617] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:21:38.611766] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:21:38.611805] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:21:38.611832] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:21:38.615100] [DEBUG] [FORECASTER] EXK: Forecast T+1@11:T+2@11: UP (p=72.62%)
[2025-12-22T20:21:38.615364] [INFO ] [FORECASTER] Completed predict_future for EXK
[2025-12-22T20:21:38.615483] [INFO ] [sig       ] EXK: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:21:38.754729] [INFO ] [LOCAL     ] Saved forecast: EXK	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/EXK.txt
[2025-12-22T20:21:38.755069] [INFO ] [sig       ] [1160/3560] Completed EXK in 0.3s | 2.94 sym/s | Total: 6.6m | ETA: 13.6m
[2025-12-22T20:21:38.755107] [INFO ] [sig       ] [1161/3560] Forecasting EXLS...
[2025-12-22T20:21:38.755136] [INFO ] [sig       ] Generating forecast for: EXLS
[2025-12-22T20:21:38.755164] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXLS' from 'https://tdm.silogroup.org/data/derivative_storage/EXLS.csv'.
[2025-12-22T20:21:38.767134] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXLS'.
[2025-12-22T20:21:38.767484] [INFO ] [FORECASTER] Starting predict_future for EXLS
[2025-12-22T20:21:38.768474] [DEBUG] [LOCAL     ] No optimal features file found for EXLS: ./output/feature-sets/EXLS.txt
[2025-12-22T20:21:38.768525] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:21:38.768556] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:21:38.768606] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:21:38.768664] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:21:38.829981] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:21:38.831055] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:21:38.831143] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:21:38.831177] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:21:38.965098] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:21:38.965254] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:21:38.965296] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:21:38.965325] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:21:38.968902] [DEBUG] [FORECASTER] EXLS: Forecast T+1@11:T+2@11: UP (p=53.34%)
[2025-12-22T20:21:38.969209] [INFO ] [FORECASTER] Completed predict_future for EXLS
[2025-12-22T20:21:38.969336] [INFO ] [sig       ] EXLS: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:21:39.120550] [INFO ] [LOCAL     ] Saved forecast: EXLS	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/EXLS.txt
[2025-12-22T20:21:39.120905] [INFO ] [sig       ] [1161/3560] Completed EXLS in 0.4s | 2.94 sym/s | Total: 6.6m | ETA: 13.6m
[2025-12-22T20:21:39.120948] [INFO ] [sig       ] [1162/3560] Forecasting EXP...
[2025-12-22T20:21:39.120979] [INFO ] [sig       ] Generating forecast for: EXP
[2025-12-22T20:21:39.121010] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXP' from 'https://tdm.silogroup.org/data/derivative_storage/EXP.csv'.
[2025-12-22T20:21:39.133228] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXP'.
[2025-12-22T20:21:39.133630] [INFO ] [FORECASTER] Starting predict_future for EXP
[2025-12-22T20:21:39.134514] [DEBUG] [LOCAL     ] No optimal features file found for EXP: ./output/feature-sets/EXP.txt
[2025-12-22T20:21:39.134602] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:21:39.134648] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:21:39.134691] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:21:39.134766] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:21:39.196277] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:21:39.197172] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:21:39.197285] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:21:39.197319] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:21:39.317353] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:21:39.317514] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:21:39.317553] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:21:39.317601] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:21:39.320955] [DEBUG] [FORECASTER] EXP: Forecast T+1@11:T+2@11: UP (p=97.61%)
[2025-12-22T20:21:39.321228] [INFO ] [FORECASTER] Completed predict_future for EXP
[2025-12-22T20:21:39.321349] [INFO ] [sig       ] EXP: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:21:39.456244] [INFO ] [LOCAL     ] Saved forecast: EXP	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/EXP.txt
[2025-12-22T20:21:39.456386] [INFO ] [sig       ] [1162/3560] Completed EXP in 0.3s | 2.94 sym/s | Total: 6.6m | ETA: 13.6m
[2025-12-22T20:21:39.456424] [INFO ] [sig       ] [1163/3560] Forecasting EXPD...
[2025-12-22T20:21:39.456454] [INFO ] [sig       ] Generating forecast for: EXPD
[2025-12-22T20:21:39.456486] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXPD' from 'https://tdm.silogroup.org/data/derivative_storage/EXPD.csv'.
[2025-12-22T20:21:39.468081] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXPD'.
[2025-12-22T20:21:39.468403] [INFO ] [FORECASTER] Starting predict_future for EXPD
[2025-12-22T20:21:39.469198] [DEBUG] [LOCAL     ] No optimal features file found for EXPD: ./output/feature-sets/EXPD.txt
[2025-12-22T20:21:39.469250] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:21:39.469295] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:21:39.469324] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:21:39.469381] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:21:39.525759] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:21:39.526623] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:21:39.526703] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:21:39.526735] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:21:39.648252] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:21:39.648406] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:21:39.648444] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:21:39.648474] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:21:39.651804] [DEBUG] [FORECASTER] EXPD: Forecast T+1@11:T+2@11: DOWN (p=3.91%)
[2025-12-22T20:21:39.652070] [INFO ] [FORECASTER] Completed predict_future for EXPD
[2025-12-22T20:21:39.652191] [INFO ] [sig       ] EXPD: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:21:39.791334] [INFO ] [LOCAL     ] Saved forecast: EXPD	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/EXPD.txt
[2025-12-22T20:21:39.791475] [INFO ] [sig       ] [1163/3560] Completed EXPD in 0.3s | 2.94 sym/s | Total: 6.6m | ETA: 13.6m
[2025-12-22T20:21:39.791513] [INFO ] [sig       ] [1164/3560] Forecasting EXPE...
[2025-12-22T20:21:39.791542] [INFO ] [sig       ] Generating forecast for: EXPE
[2025-12-22T20:21:39.791604] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXPE' from 'https://tdm.silogroup.org/data/derivative_storage/EXPE.csv'.
[2025-12-22T20:21:39.802707] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXPE'.
[2025-12-22T20:21:39.802993] [INFO ] [FORECASTER] Starting predict_future for EXPE
[2025-12-22T20:21:39.803761] [DEBUG] [LOCAL     ] No optimal features file found for EXPE: ./output/feature-sets/EXPE.txt
[2025-12-22T20:21:39.803812] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:21:39.803844] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:21:39.803870] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:21:39.803926] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:21:39.861201] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:21:39.861847] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:21:39.861923] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:21:39.861955] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:21:39.983152] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:21:39.983299] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:21:39.983338] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:21:39.983366] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:21:39.986852] [DEBUG] [FORECASTER] EXPE: Forecast T+1@11:T+2@11: UP (p=99.86%)
[2025-12-22T20:21:39.987112] [INFO ] [FORECASTER] Completed predict_future for EXPE
[2025-12-22T20:21:39.987231] [INFO ] [sig       ] EXPE: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:21:40.122422] [INFO ] [LOCAL     ] Saved forecast: EXPE	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/EXPE.txt
[2025-12-22T20:21:40.122554] [INFO ] [sig       ] [1164/3560] Completed EXPE in 0.3s | 2.94 sym/s | Total: 6.6m | ETA: 13.6m
[2025-12-22T20:21:40.122610] [INFO ] [sig       ] [1165/3560] Forecasting EXPI...
[2025-12-22T20:21:40.122640] [INFO ] [sig       ] Generating forecast for: EXPI
[2025-12-22T20:21:40.122672] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXPI' from 'https://tdm.silogroup.org/data/derivative_storage/EXPI.csv'.
[2025-12-22T20:21:40.133674] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXPI'.
[2025-12-22T20:21:40.134047] [INFO ] [FORECASTER] Starting predict_future for EXPI
[2025-12-22T20:21:40.134858] [DEBUG] [LOCAL     ] No optimal features file found for EXPI: ./output/feature-sets/EXPI.txt
[2025-12-22T20:21:40.134911] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:21:40.134943] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:21:40.134969] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:21:40.135023] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:21:40.192012] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:21:40.192654] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:21:40.192729] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:21:40.192761] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:21:40.312446] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:21:40.312635] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:21:40.312677] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:21:40.312706] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:21:40.316151] [DEBUG] [FORECASTER] EXPI: Forecast T+1@11:T+2@11: UP (p=95.43%)
[2025-12-22T20:21:40.316414] [INFO ] [FORECASTER] Completed predict_future for EXPI
[2025-12-22T20:21:40.316530] [INFO ] [sig       ] EXPI: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:21:40.455713] [INFO ] [LOCAL     ] Saved forecast: EXPI	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/EXPI.txt
[2025-12-22T20:21:40.455862] [INFO ] [sig       ] [1165/3560] Completed EXPI in 0.3s | 2.94 sym/s | Total: 6.6m | ETA: 13.6m
[2025-12-22T20:21:40.455901] [INFO ] [sig       ] [1166/3560] Forecasting EXPO...
[2025-12-22T20:21:40.455930] [INFO ] [sig       ] Generating forecast for: EXPO
[2025-12-22T20:21:40.455960] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXPO' from 'https://tdm.silogroup.org/data/derivative_storage/EXPO.csv'.
[2025-12-22T20:21:40.467275] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXPO'.
[2025-12-22T20:21:40.467601] [INFO ] [FORECASTER] Starting predict_future for EXPO
[2025-12-22T20:21:40.468336] [DEBUG] [LOCAL     ] No optimal features file found for EXPO: ./output/feature-sets/EXPO.txt
[2025-12-22T20:21:40.468387] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:21:40.468419] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:21:40.468445] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:21:40.468502] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:21:40.525660] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:21:40.526406] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:21:40.526479] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:21:40.526511] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:21:40.646602] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:21:40.646782] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:21:40.646823] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:21:40.646863] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:21:40.650411] [DEBUG] [FORECASTER] EXPO: Forecast T+1@11:T+2@11: DOWN (p=28.45%)
[2025-12-22T20:21:40.650731] [INFO ] [FORECASTER] Completed predict_future for EXPO
[2025-12-22T20:21:40.650861] [INFO ] [sig       ] EXPO: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:21:40.788715] [INFO ] [LOCAL     ] Saved forecast: EXPO	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/EXPO.txt
[2025-12-22T20:21:40.788850] [INFO ] [sig       ] [1166/3560] Completed EXPO in 0.3s | 2.94 sym/s | Total: 6.6m | ETA: 13.6m
[2025-12-22T20:21:40.788894] [INFO ] [sig       ] [1167/3560] Forecasting EYE...
[2025-12-22T20:21:40.788924] [INFO ] [sig       ] Generating forecast for: EYE
[2025-12-22T20:21:40.788961] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EYE' from 'https://tdm.silogroup.org/data/derivative_storage/EYE.csv'.
[2025-12-22T20:21:40.799984] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EYE'.
[2025-12-22T20:21:40.800271] [INFO ] [FORECASTER] Starting predict_future for EYE
[2025-12-22T20:21:40.801073] [DEBUG] [LOCAL     ] No optimal features file found for EYE: ./output/feature-sets/EYE.txt
[2025-12-22T20:21:40.801125] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:21:40.801156] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:21:40.801183] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:21:40.801264] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:21:40.857682] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:21:40.858350] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:21:40.858437] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:21:40.858471] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:21:40.976739] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:21:40.976900] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:21:40.976939] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:21:40.976967] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:21:40.980407] [DEBUG] [FORECASTER] EYE: Forecast T+1@11:T+2@11: DOWN (p=16.37%)
[2025-12-22T20:21:40.980747] [INFO ] [FORECASTER] Completed predict_future for EYE
[2025-12-22T20:21:40.980885] [INFO ] [sig       ] EYE: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:21:41.121112] [INFO ] [LOCAL     ] Saved forecast: EYE	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/EYE.txt
[2025-12-22T20:21:41.121266] [INFO ] [sig       ] [1167/3560] Completed EYE in 0.3s | 2.94 sym/s | Total: 6.6m | ETA: 13.6m
[2025-12-22T20:21:41.121306] [INFO ] [sig       ] [1168/3560] Forecasting EZGO...
[2025-12-22T20:21:41.121335] [INFO ] [sig       ] Generating forecast for: EZGO
[2025-12-22T20:21:41.121366] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EZGO' from 'https://tdm.silogroup.org/data/derivative_storage/EZGO.csv'.
[2025-12-22T20:21:41.133175] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EZGO'.
[2025-12-22T20:21:41.133500] [INFO ] [FORECASTER] Starting predict_future for EZGO
[2025-12-22T20:21:41.134259] [DEBUG] [LOCAL     ] No optimal features file found for EZGO: ./output/feature-sets/EZGO.txt
[2025-12-22T20:21:41.134310] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:21:41.134343] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:21:41.134369] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:21:41.134425] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:21:41.190895] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:21:41.191485] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:21:41.191561] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:21:41.191613] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:21:41.301312] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:21:41.301467] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:21:41.301505] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:21:41.301533] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:21:41.304888] [DEBUG] [FORECASTER] EZGO: Forecast T+1@11:T+2@11: UP (p=63.26%)
[2025-12-22T20:21:41.305155] [INFO ] [FORECASTER] Completed predict_future for EZGO
[2025-12-22T20:21:41.305292] [INFO ] [sig       ] EZGO: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:21:41.445340] [INFO ] [LOCAL     ] Saved forecast: EZGO	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/EZGO.txt
[2025-12-22T20:21:41.445482] [INFO ] [sig       ] [1168/3560] Completed EZGO in 0.3s | 2.94 sym/s | Total: 6.6m | ETA: 13.6m
[2025-12-22T20:21:41.445521] [INFO ] [sig       ] [1169/3560] Forecasting F...
[2025-12-22T20:21:41.445555] [INFO ] [sig       ] Generating forecast for: F
[2025-12-22T20:21:41.445603] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'F' from 'https://tdm.silogroup.org/data/derivative_storage/F.csv'.
[2025-12-22T20:21:41.456968] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'F'.
[2025-12-22T20:21:41.457319] [INFO ] [FORECASTER] Starting predict_future for F
[2025-12-22T20:21:41.458135] [DEBUG] [LOCAL     ] No optimal features file found for F: ./output/feature-sets/F.txt
[2025-12-22T20:21:41.458187] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:21:41.458276] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:21:41.458315] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:21:41.458398] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:21:41.517463] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:21:41.518332] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:21:41.518415] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:21:41.518449] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:21:41.637818] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:21:41.637972] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:21:41.638011] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:21:41.638040] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:21:41.641357] [DEBUG] [FORECASTER] F: Forecast T+1@11:T+2@11: UP (p=80.21%)
[2025-12-22T20:21:41.641639] [INFO ] [FORECASTER] Completed predict_future for F
[2025-12-22T20:21:41.641758] [INFO ] [sig       ] F: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:21:41.780371] [INFO ] [LOCAL     ] Saved forecast: F	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/F.txt
[2025-12-22T20:21:41.780505] [INFO ] [sig       ] [1169/3560] Completed F in 0.3s | 2.94 sym/s | Total: 6.6m | ETA: 13.6m
[2025-12-22T20:21:41.780544] [INFO ] [sig       ] [1170/3560] Forecasting FA...
[2025-12-22T20:21:41.780588] [INFO ] [sig       ] Generating forecast for: FA
[2025-12-22T20:21:41.780622] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FA' from 'https://tdm.silogroup.org/data/derivative_storage/FA.csv'.
[2025-12-22T20:21:41.792029] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FA'.
[2025-12-22T20:21:41.792340] [INFO ] [FORECASTER] Starting predict_future for FA
[2025-12-22T20:21:41.793142] [DEBUG] [LOCAL     ] No optimal features file found for FA: ./output/feature-sets/FA.txt
[2025-12-22T20:21:41.793195] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:21:41.793227] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:21:41.793253] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:21:41.793311] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:21:41.852240] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:21:41.853036] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:21:41.853116] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:21:41.853149] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:21:41.972556] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:21:41.972722] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:21:41.972764] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:21:41.972808] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:21:41.976128] [DEBUG] [FORECASTER] FA: Forecast T+1@11:T+2@11: UP (p=94.51%)
[2025-12-22T20:21:41.976391] [INFO ] [FORECASTER] Completed predict_future for FA
[2025-12-22T20:21:41.976514] [INFO ] [sig       ] FA: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:21:42.112956] [INFO ] [LOCAL     ] Saved forecast: FA	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/FA.txt
[2025-12-22T20:21:42.113084] [INFO ] [sig       ] [1170/3560] Completed FA in 0.3s | 2.94 sym/s | Total: 6.6m | ETA: 13.6m
[2025-12-22T20:21:42.113121] [INFO ] [sig       ] [1171/3560] Forecasting FAF...
[2025-12-22T20:21:42.113150] [INFO ] [sig       ] Generating forecast for: FAF
[2025-12-22T20:21:42.113180] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FAF' from 'https://tdm.silogroup.org/data/derivative_storage/FAF.csv'.
[2025-12-22T20:21:42.124686] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FAF'.
[2025-12-22T20:21:42.124990] [INFO ] [FORECASTER] Starting predict_future for FAF
[2025-12-22T20:21:42.125782] [DEBUG] [LOCAL     ] No optimal features file found for FAF: ./output/feature-sets/FAF.txt
[2025-12-22T20:21:42.125835] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:21:42.125869] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:21:42.125896] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:21:42.125953] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:21:42.185183] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:21:42.185852] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:21:42.185928] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:21:42.185961] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:21:42.302349] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:21:42.302509] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:21:42.302548] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:21:42.302594] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:21:42.306004] [DEBUG] [FORECASTER] FAF: Forecast T+1@11:T+2@11: UP (p=56.41%)
[2025-12-22T20:21:42.306269] [INFO ] [FORECASTER] Completed predict_future for FAF
[2025-12-22T20:21:42.306388] [INFO ] [sig       ] FAF: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:21:42.443261] [INFO ] [LOCAL     ] Saved forecast: FAF	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/FAF.txt
[2025-12-22T20:21:42.443398] [INFO ] [sig       ] [1171/3560] Completed FAF in 0.3s | 2.94 sym/s | Total: 6.6m | ETA: 13.5m
[2025-12-22T20:21:42.443437] [INFO ] [sig       ] [1172/3560] Forecasting FALN...
[2025-12-22T20:21:42.443467] [INFO ] [sig       ] Generating forecast for: FALN
[2025-12-22T20:21:42.443497] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FALN' from 'https://tdm.silogroup.org/data/derivative_storage/FALN.csv'.
[2025-12-22T20:21:42.454531] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FALN'.
[2025-12-22T20:21:42.454849] [INFO ] [FORECASTER] Starting predict_future for FALN
[2025-12-22T20:21:42.455665] [DEBUG] [LOCAL     ] No optimal features file found for FALN: ./output/feature-sets/FALN.txt
[2025-12-22T20:21:42.455721] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:21:42.455754] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:21:42.455781] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:21:42.455840] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:21:42.514546] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:21:42.515202] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:21:42.515299] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:21:42.515358] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:21:42.631457] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:21:42.631626] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:21:42.631668] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:21:42.631695] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:21:42.635032] [DEBUG] [FORECASTER] FALN: Forecast T+1@11:T+2@11: UP (p=98.25%)
[2025-12-22T20:21:42.635294] [INFO ] [FORECASTER] Completed predict_future for FALN
[2025-12-22T20:21:42.635414] [INFO ] [sig       ] FALN: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:21:42.772559] [INFO ] [LOCAL     ] Saved forecast: FALN	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/FALN.txt
[2025-12-22T20:21:42.772726] [INFO ] [sig       ] [1172/3560] Completed FALN in 0.3s | 2.94 sym/s | Total: 6.6m | ETA: 13.5m
[2025-12-22T20:21:42.772766] [INFO ] [sig       ] [1173/3560] Forecasting FANG...
[2025-12-22T20:21:42.772795] [INFO ] [sig       ] Generating forecast for: FANG
[2025-12-22T20:21:42.772826] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FANG' from 'https://tdm.silogroup.org/data/derivative_storage/FANG.csv'.
[2025-12-22T20:21:42.784032] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FANG'.
[2025-12-22T20:21:42.784385] [INFO ] [FORECASTER] Starting predict_future for FANG
[2025-12-22T20:21:42.785160] [DEBUG] [LOCAL     ] No optimal features file found for FANG: ./output/feature-sets/FANG.txt
[2025-12-22T20:21:42.785212] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:21:42.785245] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:21:42.785271] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:21:42.785327] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:21:42.842527] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:21:42.843347] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:21:42.843429] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:21:42.843462] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:21:42.960737] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:21:42.960886] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:21:42.960926] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:21:42.960956] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:21:42.964397] [DEBUG] [FORECASTER] FANG: Forecast T+1@11:T+2@11: DOWN (p=9.65%)
[2025-12-22T20:21:42.964705] [INFO ] [FORECASTER] Completed predict_future for FANG
[2025-12-22T20:21:42.964835] [INFO ] [sig       ] FANG: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:21:43.100265] [INFO ] [LOCAL     ] Saved forecast: FANG	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/FANG.txt
[2025-12-22T20:21:43.100420] [INFO ] [sig       ] [1173/3560] Completed FANG in 0.3s | 2.94 sym/s | Total: 6.7m | ETA: 13.5m
[2025-12-22T20:21:43.100460] [INFO ] [sig       ] [1174/3560] Forecasting FARM...
[2025-12-22T20:21:43.100489] [INFO ] [sig       ] Generating forecast for: FARM
[2025-12-22T20:21:43.100518] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FARM' from 'https://tdm.silogroup.org/data/derivative_storage/FARM.csv'.
[2025-12-22T20:21:43.112414] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FARM'.
[2025-12-22T20:21:43.112823] [INFO ] [FORECASTER] Starting predict_future for FARM
[2025-12-22T20:21:43.113632] [DEBUG] [LOCAL     ] No optimal features file found for FARM: ./output/feature-sets/FARM.txt
[2025-12-22T20:21:43.113684] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:21:43.113716] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:21:43.113744] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:21:43.113816] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:21:43.174810] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:21:43.175674] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:21:43.175756] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:21:43.175791] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:21:43.294973] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:21:43.295129] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:21:43.295168] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:21:43.295195] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:21:43.298485] [DEBUG] [FORECASTER] FARM: Forecast T+1@11:T+2@11: UP (p=85.47%)
[2025-12-22T20:21:43.298764] [INFO ] [FORECASTER] Completed predict_future for FARM
[2025-12-22T20:21:43.298882] [INFO ] [sig       ] FARM: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:21:43.433960] [INFO ] [LOCAL     ] Saved forecast: FARM	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/FARM.txt
[2025-12-22T20:21:43.434083] [INFO ] [sig       ] [1174/3560] Completed FARM in 0.3s | 2.94 sym/s | Total: 6.7m | ETA: 13.5m
[2025-12-22T20:21:43.434121] [INFO ] [sig       ] [1175/3560] Forecasting FBIN...
[2025-12-22T20:21:43.434149] [INFO ] [sig       ] Generating forecast for: FBIN
[2025-12-22T20:21:43.434178] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBIN' from 'https://tdm.silogroup.org/data/derivative_storage/FBIN.csv'.
[2025-12-22T20:21:43.446087] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FBIN'.
[2025-12-22T20:21:43.446410] [INFO ] [FORECASTER] Starting predict_future for FBIN
[2025-12-22T20:21:43.447268] [DEBUG] [LOCAL     ] No optimal features file found for FBIN: ./output/feature-sets/FBIN.txt
[2025-12-22T20:21:43.447323] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:21:43.447356] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:21:43.447384] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:21:43.447441] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:21:43.508864] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:21:43.509784] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:21:43.509867] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:21:43.509903] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:21:43.635044] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:21:43.635203] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:21:43.635245] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:21:43.635274] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:21:43.639301] [DEBUG] [FORECASTER] FBIN: Forecast T+1@11:T+2@11: UP (p=97.06%)
[2025-12-22T20:21:43.639562] [INFO ] [FORECASTER] Completed predict_future for FBIN
[2025-12-22T20:21:43.639754] [INFO ] [sig       ] FBIN: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:21:43.775429] [INFO ] [LOCAL     ] Saved forecast: FBIN	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/FBIN.txt
[2025-12-22T20:21:43.775553] [INFO ] [sig       ] [1175/3560] Completed FBIN in 0.3s | 2.94 sym/s | Total: 6.7m | ETA: 13.5m
[2025-12-22T20:21:43.775612] [INFO ] [sig       ] [1176/3560] Forecasting FBIO...
[2025-12-22T20:21:43.775641] [INFO ] [sig       ] Generating forecast for: FBIO
[2025-12-22T20:21:43.775671] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBIO' from 'https://tdm.silogroup.org/data/derivative_storage/FBIO.csv'.
[2025-12-22T20:21:43.787067] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FBIO'.
[2025-12-22T20:21:43.787389] [INFO ] [FORECASTER] Starting predict_future for FBIO
[2025-12-22T20:21:43.788370] [DEBUG] [LOCAL     ] No optimal features file found for FBIO: ./output/feature-sets/FBIO.txt
[2025-12-22T20:21:43.788424] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:21:43.788457] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:21:43.788485] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:21:43.788543] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:21:43.848000] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:21:43.848910] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:21:43.848998] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:21:43.849055] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:21:43.974079] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:21:43.974236] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:21:43.974274] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:21:43.974311] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:21:43.977721] [DEBUG] [FORECASTER] FBIO: Forecast T+1@11:T+2@11: DOWN (p=11.13%)
[2025-12-22T20:21:43.978003] [INFO ] [FORECASTER] Completed predict_future for FBIO
[2025-12-22T20:21:43.978129] [INFO ] [sig       ] FBIO: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:21:44.116205] [INFO ] [LOCAL     ] Saved forecast: FBIO	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/FBIO.txt
[2025-12-22T20:21:44.116341] [INFO ] [sig       ] [1176/3560] Completed FBIO in 0.3s | 2.94 sym/s | Total: 6.7m | ETA: 13.5m
[2025-12-22T20:21:44.116381] [INFO ] [sig       ] [1177/3560] Forecasting FBIZ...
[2025-12-22T20:21:44.116410] [INFO ] [sig       ] Generating forecast for: FBIZ
[2025-12-22T20:21:44.116439] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBIZ' from 'https://tdm.silogroup.org/data/derivative_storage/FBIZ.csv'.
[2025-12-22T20:21:44.127200] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FBIZ'.
[2025-12-22T20:21:44.127518] [INFO ] [FORECASTER] Starting predict_future for FBIZ
[2025-12-22T20:21:44.128327] [DEBUG] [LOCAL     ] No optimal features file found for FBIZ: ./output/feature-sets/FBIZ.txt
[2025-12-22T20:21:44.128381] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:21:44.128414] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:21:44.128442] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:21:44.128499] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:21:44.185843] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:21:44.186477] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:21:44.186554] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:21:44.186605] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:21:44.304323] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:21:44.304482] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:21:44.304522] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:21:44.304550] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:21:44.308139] [DEBUG] [FORECASTER] FBIZ: Forecast T+1@11:T+2@11: UP (p=77.25%)
[2025-12-22T20:21:44.308430] [INFO ] [FORECASTER] Completed predict_future for FBIZ
[2025-12-22T20:21:44.308562] [INFO ] [sig       ] FBIZ: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:21:44.446169] [INFO ] [LOCAL     ] Saved forecast: FBIZ	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/FBIZ.txt
[2025-12-22T20:21:44.446301] [INFO ] [sig       ] [1177/3560] Completed FBIZ in 0.3s | 2.94 sym/s | Total: 6.7m | ETA: 13.5m
[2025-12-22T20:21:44.446339] [INFO ] [sig       ] [1178/3560] Forecasting FBK...
[2025-12-22T20:21:44.446368] [INFO ] [sig       ] Generating forecast for: FBK
[2025-12-22T20:21:44.446404] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBK' from 'https://tdm.silogroup.org/data/derivative_storage/FBK.csv'.
[2025-12-22T20:21:44.457705] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FBK'.
[2025-12-22T20:21:44.458041] [INFO ] [FORECASTER] Starting predict_future for FBK
[2025-12-22T20:21:44.458852] [DEBUG] [LOCAL     ] No optimal features file found for FBK: ./output/feature-sets/FBK.txt
[2025-12-22T20:21:44.458906] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:21:44.458939] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:21:44.458967] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:21:44.459056] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:21:44.519012] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:21:44.519836] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:21:44.519916] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:21:44.519950] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:21:44.638418] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:21:44.638586] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:21:44.638628] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:21:44.638657] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:21:44.641971] [DEBUG] [FORECASTER] FBK: Forecast T+1@11:T+2@11: UP (p=68.12%)
[2025-12-22T20:21:44.642236] [INFO ] [FORECASTER] Completed predict_future for FBK
[2025-12-22T20:21:44.642356] [INFO ] [sig       ] FBK: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:21:44.839181] [INFO ] [LOCAL     ] Saved forecast: FBK	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/FBK.txt
[2025-12-22T20:21:44.839323] [INFO ] [sig       ] [1178/3560] Completed FBK in 0.4s | 2.94 sym/s | Total: 6.7m | ETA: 13.5m
[2025-12-22T20:21:44.839363] [INFO ] [sig       ] [1179/3560] Forecasting FBL...
[2025-12-22T20:21:44.839393] [INFO ] [sig       ] Generating forecast for: FBL
[2025-12-22T20:21:44.839422] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBL' from 'https://tdm.silogroup.org/data/derivative_storage/FBL.csv'.
[2025-12-22T20:21:44.850921] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FBL'.
[2025-12-22T20:21:44.851273] [INFO ] [FORECASTER] Starting predict_future for FBL
[2025-12-22T20:21:44.852059] [DEBUG] [LOCAL     ] No optimal features file found for FBL: ./output/feature-sets/FBL.txt
[2025-12-22T20:21:44.852111] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:21:44.852144] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:21:44.852172] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:21:44.852229] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:21:44.910270] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:21:44.911028] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:21:44.911153] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:21:44.911188] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:21:45.033010] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:21:45.033164] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:21:45.033205] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:21:45.033233] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:21:45.036875] [DEBUG] [FORECASTER] FBL: Forecast T+1@11:T+2@11: DOWN (p=45.18%)
[2025-12-22T20:21:45.037143] [INFO ] [FORECASTER] Completed predict_future for FBL
[2025-12-22T20:21:45.037265] [INFO ] [sig       ] FBL: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:21:45.174295] [INFO ] [LOCAL     ] Saved forecast: FBL	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/FBL.txt
[2025-12-22T20:21:45.174434] [INFO ] [sig       ] [1179/3560] Completed FBL in 0.3s | 2.94 sym/s | Total: 6.7m | ETA: 13.5m
[2025-12-22T20:21:45.174473] [INFO ] [sig       ] [1180/3560] Forecasting FBNC...
[2025-12-22T20:21:45.174504] [INFO ] [sig       ] Generating forecast for: FBNC
[2025-12-22T20:21:45.174534] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBNC' from 'https://tdm.silogroup.org/data/derivative_storage/FBNC.csv'.
[2025-12-22T20:21:45.185671] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FBNC'.
[2025-12-22T20:21:45.186042] [INFO ] [FORECASTER] Starting predict_future for FBNC
[2025-12-22T20:21:45.186846] [DEBUG] [LOCAL     ] No optimal features file found for FBNC: ./output/feature-sets/FBNC.txt
[2025-12-22T20:21:45.186899] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:21:45.186930] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:21:45.186957] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:21:45.187013] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:21:45.245369] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:21:45.246445] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:21:45.246524] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:21:45.246556] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:21:45.369461] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:21:45.369636] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:21:45.369678] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:21:45.369707] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:21:45.373151] [DEBUG] [FORECASTER] FBNC: Forecast T+1@11:T+2@11: UP (p=98.97%)
[2025-12-22T20:21:45.373414] [INFO ] [FORECASTER] Completed predict_future for FBNC
[2025-12-22T20:21:45.373534] [INFO ] [sig       ] FBNC: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:21:45.513803] [INFO ] [LOCAL     ] Saved forecast: FBNC	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/FBNC.txt
[2025-12-22T20:21:45.513946] [INFO ] [sig       ] [1180/3560] Completed FBNC in 0.3s | 2.94 sym/s | Total: 6.7m | ETA: 13.5m
[2025-12-22T20:21:45.513983] [INFO ] [sig       ] [1181/3560] Forecasting FBP...
[2025-12-22T20:21:45.514014] [INFO ] [sig       ] Generating forecast for: FBP
[2025-12-22T20:21:45.514044] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBP' from 'https://tdm.silogroup.org/data/derivative_storage/FBP.csv'.
[2025-12-22T20:21:45.525792] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FBP'.
[2025-12-22T20:21:45.526144] [INFO ] [FORECASTER] Starting predict_future for FBP
[2025-12-22T20:21:45.527194] [DEBUG] [LOCAL     ] No optimal features file found for FBP: ./output/feature-sets/FBP.txt
[2025-12-22T20:21:45.527248] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:21:45.527283] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:21:45.527310] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:21:45.527367] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:21:45.588157] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:21:45.588992] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:21:45.589108] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:21:45.589149] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:21:45.711262] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:21:45.711415] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:21:45.711453] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:21:45.711482] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:21:45.714886] [DEBUG] [FORECASTER] FBP: Forecast T+1@11:T+2@11: DOWN (p=23.22%)
[2025-12-22T20:21:45.715165] [INFO ] [FORECASTER] Completed predict_future for FBP
[2025-12-22T20:21:45.715287] [INFO ] [sig       ] FBP: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:21:45.851617] [INFO ] [LOCAL     ] Saved forecast: FBP	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/FBP.txt
[2025-12-22T20:21:45.851774] [INFO ] [sig       ] [1181/3560] Completed FBP in 0.3s | 2.94 sym/s | Total: 6.7m | ETA: 13.5m
[2025-12-22T20:21:45.851814] [INFO ] [sig       ] [1182/3560] Forecasting FC...
[2025-12-22T20:21:45.851843] [INFO ] [sig       ] Generating forecast for: FC
[2025-12-22T20:21:45.851873] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FC' from 'https://tdm.silogroup.org/data/derivative_storage/FC.csv'.
[2025-12-22T20:21:45.863282] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FC'.
[2025-12-22T20:21:45.863722] [INFO ] [FORECASTER] Starting predict_future for FC
[2025-12-22T20:21:45.864616] [DEBUG] [LOCAL     ] No optimal features file found for FC: ./output/feature-sets/FC.txt
[2025-12-22T20:21:45.864683] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:21:45.864719] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:21:45.864745] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:21:45.864805] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:21:45.923511] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:21:45.924354] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:21:45.924432] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:21:45.924464] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:21:46.049406] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:21:46.049559] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:21:46.049617] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:21:46.049646] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:21:46.052935] [DEBUG] [FORECASTER] FC: Forecast T+1@11:T+2@11: DOWN (p=21.23%)
[2025-12-22T20:21:46.053203] [INFO ] [FORECASTER] Completed predict_future for FC
[2025-12-22T20:21:46.053322] [INFO ] [sig       ] FC: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:21:46.191343] [INFO ] [LOCAL     ] Saved forecast: FC	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/FC.txt
[2025-12-22T20:21:46.191527] [INFO ] [sig       ] [1182/3560] Completed FC in 0.3s | 2.94 sym/s | Total: 6.7m | ETA: 13.5m
[2025-12-22T20:21:46.191567] [INFO ] [sig       ] [1183/3560] Forecasting FCAL...
[2025-12-22T20:21:46.191629] [INFO ] [sig       ] Generating forecast for: FCAL
[2025-12-22T20:21:46.191664] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCAL' from 'https://tdm.silogroup.org/data/derivative_storage/FCAL.csv'.
[2025-12-22T20:21:46.202142] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCAL'.
[2025-12-22T20:21:46.202441] [INFO ] [FORECASTER] Starting predict_future for FCAL
[2025-12-22T20:21:46.203231] [DEBUG] [LOCAL     ] No optimal features file found for FCAL: ./output/feature-sets/FCAL.txt
[2025-12-22T20:21:46.203285] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:21:46.203318] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:21:46.203344] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:21:46.203401] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:21:46.261370] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:21:46.262248] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:21:46.262329] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:21:46.262362] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:21:46.367881] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:21:46.368050] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:21:46.368089] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:21:46.368117] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:21:46.371457] [DEBUG] [FORECASTER] FCAL: Forecast T+1@11:T+2@11: DOWN (p=42.08%)
[2025-12-22T20:21:46.371743] [INFO ] [FORECASTER] Completed predict_future for FCAL
[2025-12-22T20:21:46.371861] [INFO ] [sig       ] FCAL: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:21:46.510428] [INFO ] [LOCAL     ] Saved forecast: FCAL	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/FCAL.txt
[2025-12-22T20:21:46.510557] [INFO ] [sig       ] [1183/3560] Completed FCAL in 0.3s | 2.94 sym/s | Total: 6.7m | ETA: 13.5m
[2025-12-22T20:21:46.510613] [INFO ] [sig       ] [1184/3560] Forecasting FCBC...
[2025-12-22T20:21:46.510644] [INFO ] [sig       ] Generating forecast for: FCBC
[2025-12-22T20:21:46.510674] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCBC' from 'https://tdm.silogroup.org/data/derivative_storage/FCBC.csv'.
[2025-12-22T20:21:46.522612] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCBC'.
[2025-12-22T20:21:46.522972] [INFO ] [FORECASTER] Starting predict_future for FCBC
[2025-12-22T20:21:46.523754] [DEBUG] [LOCAL     ] No optimal features file found for FCBC: ./output/feature-sets/FCBC.txt
[2025-12-22T20:21:46.523805] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:21:46.523836] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:21:46.523863] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:21:46.524116] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:21:46.582088] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:21:46.582969] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:21:46.583074] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:21:46.583108] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:21:46.704391] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:21:46.704544] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:21:46.704602] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:21:46.704635] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:21:46.707947] [DEBUG] [FORECASTER] FCBC: Forecast T+1@11:T+2@11: DOWN (p=37.04%)
[2025-12-22T20:21:46.708218] [INFO ] [FORECASTER] Completed predict_future for FCBC
[2025-12-22T20:21:46.708338] [INFO ] [sig       ] FCBC: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:21:46.845718] [INFO ] [LOCAL     ] Saved forecast: FCBC	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/FCBC.txt
[2025-12-22T20:21:46.845876] [INFO ] [sig       ] [1184/3560] Completed FCBC in 0.3s | 2.94 sym/s | Total: 6.7m | ETA: 13.5m
[2025-12-22T20:21:46.845917] [INFO ] [sig       ] [1185/3560] Forecasting FCCO...
[2025-12-22T20:21:46.845947] [INFO ] [sig       ] Generating forecast for: FCCO
[2025-12-22T20:21:46.845977] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCCO' from 'https://tdm.silogroup.org/data/derivative_storage/FCCO.csv'.
[2025-12-22T20:21:46.858107] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCCO'.
[2025-12-22T20:21:46.858479] [INFO ] [FORECASTER] Starting predict_future for FCCO
[2025-12-22T20:21:46.859280] [DEBUG] [LOCAL     ] No optimal features file found for FCCO: ./output/feature-sets/FCCO.txt
[2025-12-22T20:21:46.859332] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:21:46.859363] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:21:46.859388] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:21:46.859443] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:21:46.916172] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:21:46.917038] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:21:46.917118] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:21:46.917150] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:21:47.039560] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:21:47.039733] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:21:47.039782] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:21:47.039818] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:21:47.043141] [DEBUG] [FORECASTER] FCCO: Forecast T+1@11:T+2@11: DOWN (p=22.73%)
[2025-12-22T20:21:47.043429] [INFO ] [FORECASTER] Completed predict_future for FCCO
[2025-12-22T20:21:47.043557] [INFO ] [sig       ] FCCO: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:21:47.185665] [INFO ] [LOCAL     ] Saved forecast: FCCO	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/FCCO.txt
[2025-12-22T20:21:47.185832] [INFO ] [sig       ] [1185/3560] Completed FCCO in 0.3s | 2.94 sym/s | Total: 6.7m | ETA: 13.5m
[2025-12-22T20:21:47.185872] [INFO ] [sig       ] [1186/3560] Forecasting FCEL...
[2025-12-22T20:21:47.185912] [INFO ] [sig       ] Generating forecast for: FCEL
[2025-12-22T20:21:47.185955] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCEL' from 'https://tdm.silogroup.org/data/derivative_storage/FCEL.csv'.
[2025-12-22T20:21:47.198591] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCEL'.
[2025-12-22T20:21:47.198999] [INFO ] [FORECASTER] Starting predict_future for FCEL
[2025-12-22T20:21:47.199923] [DEBUG] [LOCAL     ] No optimal features file found for FCEL: ./output/feature-sets/FCEL.txt
[2025-12-22T20:21:47.199976] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:21:47.200040] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:21:47.200069] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:21:47.200126] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:21:47.265906] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:21:47.266792] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:21:47.266876] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:21:47.266911] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:21:47.394212] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:21:47.394394] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:21:47.394449] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:21:47.394488] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:21:47.399189] [DEBUG] [FORECASTER] FCEL: Forecast T+1@11:T+2@11: DOWN (p=18.20%)
[2025-12-22T20:21:47.399696] [INFO ] [FORECASTER] Completed predict_future for FCEL
[2025-12-22T20:21:47.399905] [INFO ] [sig       ] FCEL: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:21:47.563465] [INFO ] [LOCAL     ] Saved forecast: FCEL	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/FCEL.txt
[2025-12-22T20:21:47.563644] [INFO ] [sig       ] [1186/3560] Completed FCEL in 0.4s | 2.94 sym/s | Total: 6.7m | ETA: 13.5m
[2025-12-22T20:21:47.563687] [INFO ] [sig       ] [1187/3560] Forecasting FCF...
[2025-12-22T20:21:47.563721] [INFO ] [sig       ] Generating forecast for: FCF
[2025-12-22T20:21:47.563753] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCF' from 'https://tdm.silogroup.org/data/derivative_storage/FCF.csv'.
[2025-12-22T20:21:47.576646] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCF'.
[2025-12-22T20:21:47.577049] [INFO ] [FORECASTER] Starting predict_future for FCF
[2025-12-22T20:21:47.577877] [DEBUG] [LOCAL     ] No optimal features file found for FCF: ./output/feature-sets/FCF.txt
[2025-12-22T20:21:47.577946] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:21:47.577980] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:21:47.578008] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:21:47.578066] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:21:47.634724] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:21:47.635613] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:21:47.635699] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:21:47.635732] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:21:47.754894] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:21:47.755081] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:21:47.755122] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:21:47.755151] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:21:47.758633] [DEBUG] [FORECASTER] FCF: Forecast T+1@11:T+2@11: UP (p=94.60%)
[2025-12-22T20:21:47.758947] [INFO ] [FORECASTER] Completed predict_future for FCF
[2025-12-22T20:21:47.759104] [INFO ] [sig       ] FCF: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:21:47.897561] [INFO ] [LOCAL     ] Saved forecast: FCF	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/FCF.txt
[2025-12-22T20:21:47.897750] [INFO ] [sig       ] [1187/3560] Completed FCF in 0.3s | 2.94 sym/s | Total: 6.7m | ETA: 13.5m
[2025-12-22T20:21:47.897791] [INFO ] [sig       ] [1188/3560] Forecasting FCFS...
[2025-12-22T20:21:47.897821] [INFO ] [sig       ] Generating forecast for: FCFS
[2025-12-22T20:21:47.897851] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCFS' from 'https://tdm.silogroup.org/data/derivative_storage/FCFS.csv'.
[2025-12-22T20:21:47.912186] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCFS'.
[2025-12-22T20:21:47.912629] [INFO ] [FORECASTER] Starting predict_future for FCFS
[2025-12-22T20:21:47.913677] [DEBUG] [LOCAL     ] No optimal features file found for FCFS: ./output/feature-sets/FCFS.txt
[2025-12-22T20:21:47.913735] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:21:47.913768] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:21:47.913795] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:21:47.914038] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:21:47.982371] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:21:47.983475] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:21:47.983558] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:21:47.983612] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:21:48.126064] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:21:48.126242] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:21:48.126293] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:21:48.126331] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:21:48.131714] [DEBUG] [FORECASTER] FCFS: Forecast T+1@11:T+2@11: DOWN (p=33.17%)
[2025-12-22T20:21:48.132144] [INFO ] [FORECASTER] Completed predict_future for FCFS
[2025-12-22T20:21:48.132325] [INFO ] [sig       ] FCFS: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:21:48.276489] [INFO ] [LOCAL     ] Saved forecast: FCFS	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/FCFS.txt
[2025-12-22T20:21:48.276652] [INFO ] [sig       ] [1188/3560] Completed FCFS in 0.4s | 2.94 sym/s | Total: 6.7m | ETA: 13.5m
[2025-12-22T20:21:48.276694] [INFO ] [sig       ] [1189/3560] Forecasting FCN...
[2025-12-22T20:21:48.276723] [INFO ] [sig       ] Generating forecast for: FCN
[2025-12-22T20:21:48.276753] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCN' from 'https://tdm.silogroup.org/data/derivative_storage/FCN.csv'.
[2025-12-22T20:21:48.289284] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCN'.
[2025-12-22T20:21:48.289670] [INFO ] [FORECASTER] Starting predict_future for FCN
[2025-12-22T20:21:48.290446] [DEBUG] [LOCAL     ] No optimal features file found for FCN: ./output/feature-sets/FCN.txt
[2025-12-22T20:21:48.290499] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:21:48.290531] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:21:48.290556] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:21:48.290631] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:21:48.348088] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:21:48.348837] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:21:48.348917] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:21:48.348949] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:21:48.469838] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:21:48.469996] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:21:48.470037] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:21:48.470101] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:21:48.473497] [DEBUG] [FORECASTER] FCN: Forecast T+1@11:T+2@11: DOWN (p=4.35%)
[2025-12-22T20:21:48.473827] [INFO ] [FORECASTER] Completed predict_future for FCN
[2025-12-22T20:21:48.473958] [INFO ] [sig       ] FCN: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:21:48.610554] [INFO ] [LOCAL     ] Saved forecast: FCN	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/FCN.txt
[2025-12-22T20:21:48.610722] [INFO ] [sig       ] [1189/3560] Completed FCN in 0.3s | 2.94 sym/s | Total: 6.7m | ETA: 13.4m
[2025-12-22T20:21:48.610763] [INFO ] [sig       ] [1190/3560] Forecasting FCNCA...
[2025-12-22T20:21:48.610793] [INFO ] [sig       ] Generating forecast for: FCNCA
[2025-12-22T20:21:48.610824] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCNCA' from 'https://tdm.silogroup.org/data/derivative_storage/FCNCA.csv'.
[2025-12-22T20:21:48.621943] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCNCA'.
[2025-12-22T20:21:48.622321] [INFO ] [FORECASTER] Starting predict_future for FCNCA
[2025-12-22T20:21:48.623121] [DEBUG] [LOCAL     ] No optimal features file found for FCNCA: ./output/feature-sets/FCNCA.txt
[2025-12-22T20:21:48.623173] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:21:48.623204] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:21:48.623230] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:21:48.623285] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:21:48.681655] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:21:48.682526] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:21:48.682626] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:21:48.682660] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:21:48.806081] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:21:48.806234] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:21:48.806275] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:21:48.806304] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:21:48.810335] [DEBUG] [FORECASTER] FCNCA: Forecast T+1@11:T+2@11: UP (p=84.55%)
[2025-12-22T20:21:48.810676] [INFO ] [FORECASTER] Completed predict_future for FCNCA
[2025-12-22T20:21:48.810813] [INFO ] [sig       ] FCNCA: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:21:48.959211] [INFO ] [LOCAL     ] Saved forecast: FCNCA	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/FCNCA.txt
[2025-12-22T20:21:48.959380] [INFO ] [sig       ] [1190/3560] Completed FCNCA in 0.3s | 2.94 sym/s | Total: 6.7m | ETA: 13.4m
[2025-12-22T20:21:48.959455] [INFO ] [sig       ] [1191/3560] Forecasting FCNCO...
[2025-12-22T20:21:48.959494] [INFO ] [sig       ] Generating forecast for: FCNCO
[2025-12-22T20:21:48.959536] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCNCO' from 'https://tdm.silogroup.org/data/derivative_storage/FCNCO.csv'.
[2025-12-22T20:21:48.972259] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCNCO'.
[2025-12-22T20:21:48.972638] [INFO ] [FORECASTER] Starting predict_future for FCNCO
[2025-12-22T20:21:48.973471] [DEBUG] [LOCAL     ] No optimal features file found for FCNCO: ./output/feature-sets/FCNCO.txt
[2025-12-22T20:21:48.973525] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:21:48.973556] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:21:48.973603] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:21:48.973677] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:21:49.036076] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:21:49.036844] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:21:49.037128] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:21:49.037176] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:21:49.145299] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:21:49.145460] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:21:49.145516] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:21:49.145553] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:21:49.149115] [DEBUG] [FORECASTER] FCNCO: Forecast T+1@11:T+2@11: DOWN (p=27.90%)
[2025-12-22T20:21:49.149433] [INFO ] [FORECASTER] Completed predict_future for FCNCO
[2025-12-22T20:21:49.149604] [INFO ] [sig       ] FCNCO: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:21:49.298227] [INFO ] [LOCAL     ] Saved forecast: FCNCO	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/FCNCO.txt
[2025-12-22T20:21:49.298375] [INFO ] [sig       ] [1191/3560] Completed FCNCO in 0.3s | 2.94 sym/s | Total: 6.8m | ETA: 13.4m
[2025-12-22T20:21:49.298419] [INFO ] [sig       ] [1192/3560] Forecasting FCNCP...
[2025-12-22T20:21:49.298448] [INFO ] [sig       ] Generating forecast for: FCNCP
[2025-12-22T20:21:49.298479] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCNCP' from 'https://tdm.silogroup.org/data/derivative_storage/FCNCP.csv'.
[2025-12-22T20:21:49.310077] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCNCP'.
[2025-12-22T20:21:49.310468] [INFO ] [FORECASTER] Starting predict_future for FCNCP
[2025-12-22T20:21:49.311280] [DEBUG] [LOCAL     ] No optimal features file found for FCNCP: ./output/feature-sets/FCNCP.txt
[2025-12-22T20:21:49.311332] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:21:49.311365] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:21:49.311401] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:21:49.311461] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:21:49.373203] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:21:49.374012] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:21:49.374099] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:21:49.374134] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:21:49.487432] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:21:49.487630] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:21:49.487685] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:21:49.487723] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:21:49.491264] [DEBUG] [FORECASTER] FCNCP: Forecast T+1@11:T+2@11: UP (p=60.73%)
[2025-12-22T20:21:49.491565] [INFO ] [FORECASTER] Completed predict_future for FCNCP
[2025-12-22T20:21:49.491711] [INFO ] [sig       ] FCNCP: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:21:49.637953] [INFO ] [LOCAL     ] Saved forecast: FCNCP	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/FCNCP.txt
[2025-12-22T20:21:49.638092] [INFO ] [sig       ] [1192/3560] Completed FCNCP in 0.3s | 2.94 sym/s | Total: 6.8m | ETA: 13.4m
[2025-12-22T20:21:49.638153] [INFO ] [sig       ] [1193/3560] Forecasting FCTE...
[2025-12-22T20:21:49.638186] [INFO ] [sig       ] Generating forecast for: FCTE
[2025-12-22T20:21:49.638216] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCTE' from 'https://tdm.silogroup.org/data/derivative_storage/FCTE.csv'.
[2025-12-22T20:21:49.651876] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCTE'.
[2025-12-22T20:21:49.652232] [INFO ] [FORECASTER] Starting predict_future for FCTE
[2025-12-22T20:21:49.653311] [DEBUG] [LOCAL     ] No optimal features file found for FCTE: ./output/feature-sets/FCTE.txt
[2025-12-22T20:21:49.653374] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:21:49.653408] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:21:49.653435] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:21:49.653496] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:21:49.716204] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:21:49.717020] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:21:49.717106] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:21:49.717146] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:21:49.844356] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:21:49.844505] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:21:49.844545] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:21:49.844590] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:21:49.848288] [DEBUG] [FORECASTER] FCTE: Forecast T+1@11:T+2@11: UP (p=71.89%)
[2025-12-22T20:21:49.848560] [INFO ] [FORECASTER] Completed predict_future for FCTE
[2025-12-22T20:21:49.848711] [INFO ] [sig       ] FCTE: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:21:50.001175] [INFO ] [LOCAL     ] Saved forecast: FCTE	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/FCTE.txt
[2025-12-22T20:21:50.001349] [INFO ] [sig       ] [1193/3560] Completed FCTE in 0.4s | 2.94 sym/s | Total: 6.8m | ETA: 13.4m
[2025-12-22T20:21:50.001391] [INFO ] [sig       ] [1194/3560] Forecasting FCX...
[2025-12-22T20:21:50.001420] [INFO ] [sig       ] Generating forecast for: FCX
[2025-12-22T20:21:50.001451] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCX' from 'https://tdm.silogroup.org/data/derivative_storage/FCX.csv'.
[2025-12-22T20:21:50.014655] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCX'.
[2025-12-22T20:21:50.015085] [INFO ] [FORECASTER] Starting predict_future for FCX
[2025-12-22T20:21:50.015920] [DEBUG] [LOCAL     ] No optimal features file found for FCX: ./output/feature-sets/FCX.txt
[2025-12-22T20:21:50.015977] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:21:50.016009] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:21:50.016036] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:21:50.016093] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:21:50.077686] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:21:50.078823] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:21:50.078941] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:21:50.078978] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:21:50.209896] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:21:50.210232] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:21:50.210289] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:21:50.210319] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:21:50.213653] [DEBUG] [FORECASTER] FCX: Forecast T+1@11:T+2@11: UP (p=83.41%)
[2025-12-22T20:21:50.213939] [INFO ] [FORECASTER] Completed predict_future for FCX
[2025-12-22T20:21:50.214064] [INFO ] [sig       ] FCX: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:21:50.353243] [INFO ] [LOCAL     ] Saved forecast: FCX	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/FCX.txt
[2025-12-22T20:21:50.353373] [INFO ] [sig       ] [1194/3560] Completed FCX in 0.4s | 2.94 sym/s | Total: 6.8m | ETA: 13.4m
[2025-12-22T20:21:50.353412] [INFO ] [sig       ] [1195/3560] Forecasting FDBC...
[2025-12-22T20:21:50.353443] [INFO ] [sig       ] Generating forecast for: FDBC
[2025-12-22T20:21:50.353475] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDBC' from 'https://tdm.silogroup.org/data/derivative_storage/FDBC.csv'.
[2025-12-22T20:21:50.364365] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDBC'.
[2025-12-22T20:21:50.364630] [INFO ] [FORECASTER] Starting predict_future for FDBC
[2025-12-22T20:21:50.365534] [DEBUG] [LOCAL     ] No optimal features file found for FDBC: ./output/feature-sets/FDBC.txt
[2025-12-22T20:21:50.365604] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:21:50.365639] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:21:50.365666] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:21:50.365724] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:21:50.425143] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:21:50.426025] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:21:50.426105] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:21:50.426136] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:21:50.518719] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:21:50.518870] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-22T20:21:50.518909] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:21:50.518937] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:21:50.522324] [DEBUG] [FORECASTER] FDBC: Forecast T+1@11:T+2@11: UP (p=93.29%)
[2025-12-22T20:21:50.522610] [INFO ] [FORECASTER] Completed predict_future for FDBC
[2025-12-22T20:21:50.522735] [INFO ] [sig       ] FDBC: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:21:50.659149] [INFO ] [LOCAL     ] Saved forecast: FDBC	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/FDBC.txt
[2025-12-22T20:21:50.659291] [INFO ] [sig       ] [1195/3560] Completed FDBC in 0.3s | 2.94 sym/s | Total: 6.8m | ETA: 13.4m
[2025-12-22T20:21:50.659334] [INFO ] [sig       ] [1196/3560] Forecasting FDIF...
[2025-12-22T20:21:50.659366] [INFO ] [sig       ] Generating forecast for: FDIF
[2025-12-22T20:21:50.659398] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDIF' from 'https://tdm.silogroup.org/data/derivative_storage/FDIF.csv'.
[2025-12-22T20:21:50.670596] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDIF'.
[2025-12-22T20:21:50.670892] [INFO ] [FORECASTER] Starting predict_future for FDIF
[2025-12-22T20:21:50.671678] [DEBUG] [LOCAL     ] No optimal features file found for FDIF: ./output/feature-sets/FDIF.txt
[2025-12-22T20:21:50.671731] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:21:50.671765] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:21:50.671793] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:21:50.671850] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:21:50.729290] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:21:50.729975] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:21:50.730077] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:21:50.730111] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:21:50.839311] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:21:50.839466] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:21:50.839507] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:21:50.839538] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:21:50.843132] [DEBUG] [FORECASTER] FDIF: Forecast T+1@11:T+2@11: DOWN (p=6.66%)
[2025-12-22T20:21:50.843650] [INFO ] [FORECASTER] Completed predict_future for FDIF
[2025-12-22T20:21:50.843778] [INFO ] [sig       ] FDIF: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:21:50.983443] [INFO ] [LOCAL     ] Saved forecast: FDIF	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/FDIF.txt
[2025-12-22T20:21:50.983590] [INFO ] [sig       ] [1196/3560] Completed FDIF in 0.3s | 2.94 sym/s | Total: 6.8m | ETA: 13.4m
[2025-12-22T20:21:50.983631] [INFO ] [sig       ] [1197/3560] Forecasting FDIG...
[2025-12-22T20:21:50.983661] [INFO ] [sig       ] Generating forecast for: FDIG
[2025-12-22T20:21:50.983691] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDIG' from 'https://tdm.silogroup.org/data/derivative_storage/FDIG.csv'.
[2025-12-22T20:21:50.995167] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDIG'.
[2025-12-22T20:21:50.995492] [INFO ] [FORECASTER] Starting predict_future for FDIG
[2025-12-22T20:21:50.996309] [DEBUG] [LOCAL     ] No optimal features file found for FDIG: ./output/feature-sets/FDIG.txt
[2025-12-22T20:21:50.996366] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:21:50.996399] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:21:50.996427] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:21:50.996484] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:21:51.056520] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:21:51.057208] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:21:51.057286] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:21:51.057320] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:21:51.176484] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:21:51.176675] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:21:51.176720] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:21:51.176751] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:21:51.180259] [DEBUG] [FORECASTER] FDIG: Forecast T+1@11:T+2@11: DOWN (p=1.96%)
[2025-12-22T20:21:51.180561] [INFO ] [FORECASTER] Completed predict_future for FDIG
[2025-12-22T20:21:51.180710] [INFO ] [sig       ] FDIG: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:21:51.316980] [INFO ] [LOCAL     ] Saved forecast: FDIG	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/FDIG.txt
[2025-12-22T20:21:51.317133] [INFO ] [sig       ] [1197/3560] Completed FDIG in 0.3s | 2.94 sym/s | Total: 6.8m | ETA: 13.4m
[2025-12-22T20:21:51.317172] [INFO ] [sig       ] [1198/3560] Forecasting FDP...
[2025-12-22T20:21:51.317203] [INFO ] [sig       ] Generating forecast for: FDP
[2025-12-22T20:21:51.317234] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDP' from 'https://tdm.silogroup.org/data/derivative_storage/FDP.csv'.
[2025-12-22T20:21:51.328895] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDP'.
[2025-12-22T20:21:51.329324] [INFO ] [FORECASTER] Starting predict_future for FDP
[2025-12-22T20:21:51.330107] [DEBUG] [LOCAL     ] No optimal features file found for FDP: ./output/feature-sets/FDP.txt
[2025-12-22T20:21:51.330161] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:21:51.330208] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:21:51.330237] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:21:51.330293] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:21:51.388820] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:21:51.389673] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:21:51.389754] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:21:51.389788] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:21:51.520022] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:21:51.520175] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:21:51.520216] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:21:51.520247] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:21:51.523699] [DEBUG] [FORECASTER] FDP: Forecast T+1@11:T+2@11: DOWN (p=23.65%)
[2025-12-22T20:21:51.523977] [INFO ] [FORECASTER] Completed predict_future for FDP
[2025-12-22T20:21:51.524104] [INFO ] [sig       ] FDP: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:21:51.663363] [INFO ] [LOCAL     ] Saved forecast: FDP	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/FDP.txt
[2025-12-22T20:21:51.663505] [INFO ] [sig       ] [1198/3560] Completed FDP in 0.3s | 2.94 sym/s | Total: 6.8m | ETA: 13.4m
[2025-12-22T20:21:51.663545] [INFO ] [sig       ] [1199/3560] Forecasting FDS...
[2025-12-22T20:21:51.663595] [INFO ] [sig       ] Generating forecast for: FDS
[2025-12-22T20:21:51.663629] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDS' from 'https://tdm.silogroup.org/data/derivative_storage/FDS.csv'.
[2025-12-22T20:21:51.675073] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDS'.
[2025-12-22T20:21:51.675359] [INFO ] [FORECASTER] Starting predict_future for FDS
[2025-12-22T20:21:51.676135] [DEBUG] [LOCAL     ] No optimal features file found for FDS: ./output/feature-sets/FDS.txt
[2025-12-22T20:21:51.676187] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:21:51.676219] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:21:51.676246] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:21:51.676300] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:21:51.736747] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:21:51.737422] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:21:51.737498] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:21:51.737533] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:21:51.890474] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:21:51.890672] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:21:51.890731] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:21:51.890773] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:21:51.895843] [DEBUG] [FORECASTER] FDS: Forecast T+1@11:T+2@11: UP (p=79.73%)
[2025-12-22T20:21:51.896267] [INFO ] [FORECASTER] Completed predict_future for FDS
[2025-12-22T20:21:51.896456] [INFO ] [sig       ] FDS: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:21:52.086979] [INFO ] [LOCAL     ] Saved forecast: FDS	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/FDS.txt
[2025-12-22T20:21:52.087271] [INFO ] [sig       ] [1199/3560] Completed FDS in 0.4s | 2.94 sym/s | Total: 6.8m | ETA: 13.4m
[2025-12-22T20:21:52.087341] [INFO ] [sig       ] [1200/3560] Forecasting FDTX...
[2025-12-22T20:21:52.087392] [INFO ] [sig       ] Generating forecast for: FDTX
[2025-12-22T20:21:52.087442] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDTX' from 'https://tdm.silogroup.org/data/derivative_storage/FDTX.csv'.
[2025-12-22T20:21:52.102232] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDTX'.
[2025-12-22T20:21:52.102731] [INFO ] [FORECASTER] Starting predict_future for FDTX
[2025-12-22T20:21:52.103600] [DEBUG] [LOCAL     ] No optimal features file found for FDTX: ./output/feature-sets/FDTX.txt
[2025-12-22T20:21:52.103655] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:21:52.103690] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:21:52.103732] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:21:52.103794] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:21:52.189541] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:21:52.190899] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:21:52.191011] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:21:52.191067] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:21:52.360488] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:21:52.360713] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:21:52.360782] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:21:52.360833] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:21:52.366330] [DEBUG] [FORECASTER] FDTX: Forecast T+1@11:T+2@11: DOWN (p=19.97%)
[2025-12-22T20:21:52.366895] [INFO ] [FORECASTER] Completed predict_future for FDTX
[2025-12-22T20:21:52.367119] [INFO ] [sig       ] FDTX: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:21:52.565051] [INFO ] [LOCAL     ] Saved forecast: FDTX	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/FDTX.txt
[2025-12-22T20:21:52.565250] [INFO ] [sig       ] [1200/3560] Completed FDTX in 0.5s | 2.94 sym/s | Total: 6.8m | ETA: 13.4m
[2025-12-22T20:21:52.565295] [INFO ] [sig       ] [1201/3560] Forecasting FDUS...
[2025-12-22T20:21:52.565326] [INFO ] [sig       ] Generating forecast for: FDUS
[2025-12-22T20:21:52.565356] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDUS' from 'https://tdm.silogroup.org/data/derivative_storage/FDUS.csv'.
[2025-12-22T20:21:52.580641] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDUS'.
[2025-12-22T20:21:52.581351] [INFO ] [FORECASTER] Starting predict_future for FDUS
[2025-12-22T20:21:52.582453] [DEBUG] [LOCAL     ] No optimal features file found for FDUS: ./output/feature-sets/FDUS.txt
[2025-12-22T20:21:52.582513] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:21:52.582550] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:21:52.582596] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:21:52.582659] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:21:52.655739] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:21:52.657402] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:21:52.657543] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:21:52.657627] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:21:52.834506] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:21:52.834718] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:21:52.834781] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:21:52.834827] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:21:52.840188] [DEBUG] [FORECASTER] FDUS: Forecast T+1@11:T+2@11: DOWN (p=12.32%)
[2025-12-22T20:21:52.840718] [INFO ] [FORECASTER] Completed predict_future for FDUS
[2025-12-22T20:21:52.840916] [INFO ] [sig       ] FDUS: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:21:53.036333] [INFO ] [LOCAL     ] Saved forecast: FDUS	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/FDUS.txt
[2025-12-22T20:21:53.036505] [INFO ] [sig       ] [1201/3560] Completed FDUS in 0.5s | 2.94 sym/s | Total: 6.8m | ETA: 13.4m
[2025-12-22T20:21:53.036561] [INFO ] [sig       ] [1202/3560] Forecasting FDX...
[2025-12-22T20:21:53.036615] [INFO ] [sig       ] Generating forecast for: FDX
[2025-12-22T20:21:53.036647] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDX' from 'https://tdm.silogroup.org/data/derivative_storage/FDX.csv'.
[2025-12-22T20:21:53.049600] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDX'.
[2025-12-22T20:21:53.050043] [INFO ] [FORECASTER] Starting predict_future for FDX
[2025-12-22T20:21:53.050906] [DEBUG] [LOCAL     ] No optimal features file found for FDX: ./output/feature-sets/FDX.txt
[2025-12-22T20:21:53.050961] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:21:53.050996] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:21:53.051023] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:21:53.051081] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:21:53.111536] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:21:53.112525] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:21:53.112637] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:21:53.112671] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:21:53.253492] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:21:53.253722] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:21:53.253779] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:21:53.253820] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:21:53.257627] [DEBUG] [FORECASTER] FDX: Forecast T+1@11:T+2@11: DOWN (p=16.27%)
[2025-12-22T20:21:53.257945] [INFO ] [FORECASTER] Completed predict_future for FDX
[2025-12-22T20:21:53.258085] [INFO ] [sig       ] FDX: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:21:53.404733] [INFO ] [LOCAL     ] Saved forecast: FDX	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/FDX.txt
[2025-12-22T20:21:53.404884] [INFO ] [sig       ] [1202/3560] Completed FDX in 0.4s | 2.94 sym/s | Total: 6.8m | ETA: 13.4m
[2025-12-22T20:21:53.404924] [INFO ] [sig       ] [1203/3560] Forecasting FE...
[2025-12-22T20:21:53.404954] [INFO ] [sig       ] Generating forecast for: FE
[2025-12-22T20:21:53.404984] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FE' from 'https://tdm.silogroup.org/data/derivative_storage/FE.csv'.
[2025-12-22T20:21:53.416384] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FE'.
[2025-12-22T20:21:53.416739] [INFO ] [FORECASTER] Starting predict_future for FE
[2025-12-22T20:21:53.417491] [DEBUG] [LOCAL     ] No optimal features file found for FE: ./output/feature-sets/FE.txt
[2025-12-22T20:21:53.417543] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:21:53.417644] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:21:53.417676] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:21:53.417749] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:21:53.478192] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:21:53.479248] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:21:53.479339] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:21:53.479372] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:21:53.636851] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:21:53.637007] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:21:53.637047] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:21:53.637076] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:21:53.640552] [DEBUG] [FORECASTER] FE: Forecast T+1@11:T+2@11: DOWN (p=20.85%)
[2025-12-22T20:21:53.640864] [INFO ] [FORECASTER] Completed predict_future for FE
[2025-12-22T20:21:53.641007] [INFO ] [sig       ] FE: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:21:53.807013] [INFO ] [LOCAL     ] Saved forecast: FE	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/FE.txt
[2025-12-22T20:21:53.807207] [INFO ] [sig       ] [1203/3560] Completed FE in 0.4s | 2.94 sym/s | Total: 6.8m | ETA: 13.4m
[2025-12-22T20:21:53.807254] [INFO ] [sig       ] [1204/3560] Forecasting FEIM...
[2025-12-22T20:21:53.807289] [INFO ] [sig       ] Generating forecast for: FEIM
[2025-12-22T20:21:53.807327] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FEIM' from 'https://tdm.silogroup.org/data/derivative_storage/FEIM.csv'.
[2025-12-22T20:21:53.819398] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FEIM'.
[2025-12-22T20:21:53.819822] [INFO ] [FORECASTER] Starting predict_future for FEIM
[2025-12-22T20:21:53.820762] [DEBUG] [LOCAL     ] No optimal features file found for FEIM: ./output/feature-sets/FEIM.txt
[2025-12-22T20:21:53.820840] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:21:53.820900] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:21:53.820951] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:21:53.821021] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:21:53.884775] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:21:53.885881] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:21:53.885984] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:21:53.886032] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:21:54.011685] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:21:54.011846] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:21:54.011886] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:21:54.011913] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:21:54.015384] [DEBUG] [FORECASTER] FEIM: Forecast T+1@11:T+2@11: DOWN (p=23.06%)
[2025-12-22T20:21:54.015722] [INFO ] [FORECASTER] Completed predict_future for FEIM
[2025-12-22T20:21:54.015862] [INFO ] [sig       ] FEIM: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:21:54.162601] [INFO ] [LOCAL     ] Saved forecast: FEIM	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/FEIM.txt
[2025-12-22T20:21:54.162769] [INFO ] [sig       ] [1204/3560] Completed FEIM in 0.4s | 2.94 sym/s | Total: 6.8m | ETA: 13.4m
[2025-12-22T20:21:54.162809] [INFO ] [sig       ] [1205/3560] Forecasting FELE...
[2025-12-22T20:21:54.162839] [INFO ] [sig       ] Generating forecast for: FELE
[2025-12-22T20:21:54.162868] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FELE' from 'https://tdm.silogroup.org/data/derivative_storage/FELE.csv'.
[2025-12-22T20:21:54.174422] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FELE'.
[2025-12-22T20:21:54.174808] [INFO ] [FORECASTER] Starting predict_future for FELE
[2025-12-22T20:21:54.175558] [DEBUG] [LOCAL     ] No optimal features file found for FELE: ./output/feature-sets/FELE.txt
[2025-12-22T20:21:54.175628] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:21:54.175661] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:21:54.175687] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:21:54.175743] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:21:54.234059] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:21:54.234955] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:21:54.235048] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:21:54.235080] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:21:54.359354] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:21:54.359512] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:21:54.359552] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:21:54.359616] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:21:54.363290] [DEBUG] [FORECASTER] FELE: Forecast T+1@11:T+2@11: UP (p=64.22%)
[2025-12-22T20:21:54.363561] [INFO ] [FORECASTER] Completed predict_future for FELE
[2025-12-22T20:21:54.363704] [INFO ] [sig       ] FELE: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:21:54.504956] [INFO ] [LOCAL     ] Saved forecast: FELE	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/FELE.txt
[2025-12-22T20:21:54.505119] [INFO ] [sig       ] [1205/3560] Completed FELE in 0.3s | 2.94 sym/s | Total: 6.8m | ETA: 13.4m
[2025-12-22T20:21:54.505159] [INFO ] [sig       ] [1206/3560] Forecasting FEM...
[2025-12-22T20:21:54.505189] [INFO ] [sig       ] Generating forecast for: FEM
[2025-12-22T20:21:54.505221] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FEM' from 'https://tdm.silogroup.org/data/derivative_storage/FEM.csv'.
[2025-12-22T20:21:54.516900] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FEM'.
[2025-12-22T20:21:54.517325] [INFO ] [FORECASTER] Starting predict_future for FEM
[2025-12-22T20:21:54.518397] [DEBUG] [LOCAL     ] No optimal features file found for FEM: ./output/feature-sets/FEM.txt
[2025-12-22T20:21:54.518451] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:21:54.518483] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:21:54.518509] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:21:54.518565] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:21:54.578429] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:21:54.579407] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:21:54.579518] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:21:54.579550] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:21:54.703994] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:21:54.704151] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:21:54.704190] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:21:54.704251] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:21:54.707842] [DEBUG] [FORECASTER] FEM: Forecast T+1@11:T+2@11: UP (p=60.89%)
[2025-12-22T20:21:54.708181] [INFO ] [FORECASTER] Completed predict_future for FEM
[2025-12-22T20:21:54.708322] [INFO ] [sig       ] FEM: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:21:54.848679] [INFO ] [LOCAL     ] Saved forecast: FEM	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/FEM.txt
[2025-12-22T20:21:54.848847] [INFO ] [sig       ] [1206/3560] Completed FEM in 0.3s | 2.94 sym/s | Total: 6.8m | ETA: 13.4m
[2025-12-22T20:21:54.848889] [INFO ] [sig       ] [1207/3560] Forecasting FEMB...
[2025-12-22T20:21:54.848919] [INFO ] [sig       ] Generating forecast for: FEMB
[2025-12-22T20:21:54.848951] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FEMB' from 'https://tdm.silogroup.org/data/derivative_storage/FEMB.csv'.
[2025-12-22T20:21:54.860339] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FEMB'.
[2025-12-22T20:21:54.860782] [INFO ] [FORECASTER] Starting predict_future for FEMB
[2025-12-22T20:21:54.861636] [DEBUG] [LOCAL     ] No optimal features file found for FEMB: ./output/feature-sets/FEMB.txt
[2025-12-22T20:21:54.861690] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:21:54.861721] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:21:54.861748] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:21:54.861803] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:21:54.917871] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:21:54.918805] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:21:54.918892] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:21:54.918964] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:21:55.058557] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:21:55.058747] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:21:55.058797] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:21:55.058832] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:21:55.063010] [DEBUG] [FORECASTER] FEMB: Forecast T+1@11:T+2@11: UP (p=70.02%)
[2025-12-22T20:21:55.063562] [INFO ] [FORECASTER] Completed predict_future for FEMB
[2025-12-22T20:21:55.063746] [INFO ] [sig       ] FEMB: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:21:55.238489] [INFO ] [LOCAL     ] Saved forecast: FEMB	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/FEMB.txt
[2025-12-22T20:21:55.238686] [INFO ] [sig       ] [1207/3560] Completed FEMB in 0.4s | 2.94 sym/s | Total: 6.9m | ETA: 13.4m
[2025-12-22T20:21:55.238732] [INFO ] [sig       ] [1208/3560] Forecasting FEMS...
[2025-12-22T20:21:55.238762] [INFO ] [sig       ] Generating forecast for: FEMS
[2025-12-22T20:21:55.238791] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FEMS' from 'https://tdm.silogroup.org/data/derivative_storage/FEMS.csv'.
[2025-12-22T20:21:55.253419] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FEMS'.
[2025-12-22T20:21:55.254106] [INFO ] [FORECASTER] Starting predict_future for FEMS
[2025-12-22T20:21:55.255105] [DEBUG] [LOCAL     ] No optimal features file found for FEMS: ./output/feature-sets/FEMS.txt
[2025-12-22T20:21:55.255168] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:21:55.255210] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:21:55.255243] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:21:55.255320] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:21:55.332294] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:21:55.333211] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:21:55.333305] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:21:55.333339] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:21:55.463543] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:21:55.463719] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:21:55.463758] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:21:55.463786] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:21:55.467527] [DEBUG] [FORECASTER] FEMS: Forecast T+1@11:T+2@11: UP (p=69.04%)
[2025-12-22T20:21:55.467817] [INFO ] [FORECASTER] Completed predict_future for FEMS
[2025-12-22T20:21:55.467939] [INFO ] [sig       ] FEMS: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:21:55.603026] [INFO ] [LOCAL     ] Saved forecast: FEMS	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/FEMS.txt
[2025-12-22T20:21:55.603159] [INFO ] [sig       ] [1208/3560] Completed FEMS in 0.4s | 2.94 sym/s | Total: 6.9m | ETA: 13.4m
[2025-12-22T20:21:55.603198] [INFO ] [sig       ] [1209/3560] Forecasting FEP...
[2025-12-22T20:21:55.603226] [INFO ] [sig       ] Generating forecast for: FEP
[2025-12-22T20:21:55.603256] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FEP' from 'https://tdm.silogroup.org/data/derivative_storage/FEP.csv'.
[2025-12-22T20:21:55.614139] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FEP'.
[2025-12-22T20:21:55.614486] [INFO ] [FORECASTER] Starting predict_future for FEP
[2025-12-22T20:21:55.615287] [DEBUG] [LOCAL     ] No optimal features file found for FEP: ./output/feature-sets/FEP.txt
[2025-12-22T20:21:55.615340] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:21:55.615372] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:21:55.615431] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:21:55.615491] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:21:55.672968] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:21:55.673847] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:21:55.673925] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:21:55.673957] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:21:55.787803] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:21:55.787960] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:21:55.787999] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:21:55.788026] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:21:55.791566] [DEBUG] [FORECASTER] FEP: Forecast T+1@11:T+2@11: UP (p=94.23%)
[2025-12-22T20:21:55.791870] [INFO ] [FORECASTER] Completed predict_future for FEP
[2025-12-22T20:21:55.791993] [INFO ] [sig       ] FEP: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:21:55.930097] [INFO ] [LOCAL     ] Saved forecast: FEP	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/FEP.txt
[2025-12-22T20:21:55.930237] [INFO ] [sig       ] [1209/3560] Completed FEP in 0.3s | 2.94 sym/s | Total: 6.9m | ETA: 13.3m
[2025-12-22T20:21:55.930275] [INFO ] [sig       ] [1210/3560] Forecasting FEPI...
[2025-12-22T20:21:55.930303] [INFO ] [sig       ] Generating forecast for: FEPI
[2025-12-22T20:21:55.930332] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FEPI' from 'https://tdm.silogroup.org/data/derivative_storage/FEPI.csv'.
[2025-12-22T20:21:55.941184] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FEPI'.
[2025-12-22T20:21:55.941519] [INFO ] [FORECASTER] Starting predict_future for FEPI
[2025-12-22T20:21:55.942354] [DEBUG] [LOCAL     ] No optimal features file found for FEPI: ./output/feature-sets/FEPI.txt
[2025-12-22T20:21:55.942406] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:21:55.942438] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:21:55.942464] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:21:55.942519] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:21:56.000183] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:21:56.000945] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:21:56.001021] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:21:56.001053] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:21:56.123826] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:21:56.123989] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:21:56.124035] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:21:56.124063] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:21:56.127471] [DEBUG] [FORECASTER] FEPI: Forecast T+1@11:T+2@11: UP (p=88.64%)
[2025-12-22T20:21:56.127778] [INFO ] [FORECASTER] Completed predict_future for FEPI
[2025-12-22T20:21:56.127910] [INFO ] [sig       ] FEPI: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:21:56.264684] [INFO ] [LOCAL     ] Saved forecast: FEPI	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/FEPI.txt
[2025-12-22T20:21:56.264837] [INFO ] [sig       ] [1210/3560] Completed FEPI in 0.3s | 2.94 sym/s | Total: 6.9m | ETA: 13.3m
[2025-12-22T20:21:56.264877] [INFO ] [sig       ] [1211/3560] Forecasting FERG...
[2025-12-22T20:21:56.264905] [INFO ] [sig       ] Generating forecast for: FERG
[2025-12-22T20:21:56.264935] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FERG' from 'https://tdm.silogroup.org/data/derivative_storage/FERG.csv'.
[2025-12-22T20:21:56.275872] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FERG'.
[2025-12-22T20:21:56.276206] [INFO ] [FORECASTER] Starting predict_future for FERG
[2025-12-22T20:21:56.276993] [DEBUG] [LOCAL     ] No optimal features file found for FERG: ./output/feature-sets/FERG.txt
[2025-12-22T20:21:56.277045] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:21:56.277076] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:21:56.277102] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:21:56.277157] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:21:56.346831] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:21:56.347719] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:21:56.347798] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:21:56.347831] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:21:56.471224] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:21:56.471379] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:21:56.471419] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:21:56.471447] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:21:56.474788] [DEBUG] [FORECASTER] FERG: Forecast T+1@11:T+2@11: DOWN (p=18.63%)
[2025-12-22T20:21:56.475062] [INFO ] [FORECASTER] Completed predict_future for FERG
[2025-12-22T20:21:56.475190] [INFO ] [sig       ] FERG: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:21:56.610203] [INFO ] [LOCAL     ] Saved forecast: FERG	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/FERG.txt
[2025-12-22T20:21:56.610354] [INFO ] [sig       ] [1211/3560] Completed FERG in 0.3s | 2.94 sym/s | Total: 6.9m | ETA: 13.3m
[2025-12-22T20:21:56.610393] [INFO ] [sig       ] [1212/3560] Forecasting FEX...
[2025-12-22T20:21:56.610423] [INFO ] [sig       ] Generating forecast for: FEX
[2025-12-22T20:21:56.610453] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FEX' from 'https://tdm.silogroup.org/data/derivative_storage/FEX.csv'.
[2025-12-22T20:21:56.622295] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FEX'.
[2025-12-22T20:21:56.622703] [INFO ] [FORECASTER] Starting predict_future for FEX
[2025-12-22T20:21:56.623603] [DEBUG] [LOCAL     ] No optimal features file found for FEX: ./output/feature-sets/FEX.txt
[2025-12-22T20:21:56.623658] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:21:56.623692] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:21:56.623718] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:21:56.623775] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:21:56.679670] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:21:56.680439] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:21:56.680517] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:21:56.680549] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:21:56.793733] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:21:56.793882] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:21:56.793922] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:21:56.793951] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:21:56.797248] [DEBUG] [FORECASTER] FEX: Forecast T+1@11:T+2@11: DOWN (p=2.16%)
[2025-12-22T20:21:56.797515] [INFO ] [FORECASTER] Completed predict_future for FEX
[2025-12-22T20:21:56.797651] [INFO ] [sig       ] FEX: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:21:56.938841] [INFO ] [LOCAL     ] Saved forecast: FEX	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/FEX.txt
[2025-12-22T20:21:56.938992] [INFO ] [sig       ] [1212/3560] Completed FEX in 0.3s | 2.94 sym/s | Total: 6.9m | ETA: 13.3m
[2025-12-22T20:21:56.939058] [INFO ] [sig       ] [1213/3560] Forecasting FF...
[2025-12-22T20:21:56.939287] [INFO ] [sig       ] Generating forecast for: FF
[2025-12-22T20:21:56.939340] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FF' from 'https://tdm.silogroup.org/data/derivative_storage/FF.csv'.
[2025-12-22T20:21:56.952242] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FF'.
[2025-12-22T20:21:56.952673] [INFO ] [FORECASTER] Starting predict_future for FF
[2025-12-22T20:21:56.953506] [DEBUG] [LOCAL     ] No optimal features file found for FF: ./output/feature-sets/FF.txt
[2025-12-22T20:21:56.953560] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:21:56.953617] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:21:56.953646] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:21:56.953702] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:21:57.010384] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:21:57.011248] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:21:57.011358] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:21:57.011392] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:21:57.132950] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:21:57.133084] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:21:57.133120] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:21:57.133147] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:21:57.136415] [DEBUG] [FORECASTER] FF: Forecast T+1@11:T+2@11: UP (p=92.60%)
[2025-12-22T20:21:57.136697] [INFO ] [FORECASTER] Completed predict_future for FF
[2025-12-22T20:21:57.136814] [INFO ] [sig       ] FF: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:21:57.272694] [INFO ] [LOCAL     ] Saved forecast: FF	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/FF.txt
[2025-12-22T20:21:57.272807] [INFO ] [sig       ] [1213/3560] Completed FF in 0.3s | 2.94 sym/s | Total: 6.9m | ETA: 13.3m
[2025-12-22T20:21:57.272845] [INFO ] [sig       ] [1214/3560] Forecasting FFA...
[2025-12-22T20:21:57.272874] [INFO ] [sig       ] Generating forecast for: FFA
[2025-12-22T20:21:57.272903] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FFA' from 'https://tdm.silogroup.org/data/derivative_storage/FFA.csv'.
[2025-12-22T20:21:57.283997] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FFA'.
[2025-12-22T20:21:57.284313] [INFO ] [FORECASTER] Starting predict_future for FFA
[2025-12-22T20:21:57.285081] [DEBUG] [LOCAL     ] No optimal features file found for FFA: ./output/feature-sets/FFA.txt
[2025-12-22T20:21:57.285132] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:21:57.285164] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:21:57.285190] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:21:57.285247] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:21:57.341159] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:21:57.341796] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:21:57.341871] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:21:57.341902] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:21:57.455255] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:21:57.455377] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:21:57.455413] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:21:57.455441] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:21:57.458677] [DEBUG] [FORECASTER] FFA: Forecast T+1@11:T+2@11: UP (p=64.16%)
[2025-12-22T20:21:57.458941] [INFO ] [FORECASTER] Completed predict_future for FFA
[2025-12-22T20:21:57.459074] [INFO ] [sig       ] FFA: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:21:57.594639] [INFO ] [LOCAL     ] Saved forecast: FFA	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/FFA.txt
[2025-12-22T20:21:57.594800] [INFO ] [sig       ] [1214/3560] Completed FFA in 0.3s | 2.94 sym/s | Total: 6.9m | ETA: 13.3m
[2025-12-22T20:21:57.594838] [INFO ] [sig       ] [1215/3560] Forecasting FFBC...
[2025-12-22T20:21:57.594868] [INFO ] [sig       ] Generating forecast for: FFBC
[2025-12-22T20:21:57.594898] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FFBC' from 'https://tdm.silogroup.org/data/derivative_storage/FFBC.csv'.
[2025-12-22T20:21:57.605762] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FFBC'.
[2025-12-22T20:21:57.606130] [INFO ] [FORECASTER] Starting predict_future for FFBC
[2025-12-22T20:21:57.606904] [DEBUG] [LOCAL     ] No optimal features file found for FFBC: ./output/feature-sets/FFBC.txt
[2025-12-22T20:21:57.606960] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:21:57.606991] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:21:57.607017] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:21:57.607092] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:21:57.664185] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:21:57.665060] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:21:57.665148] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:21:57.665180] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:21:57.786119] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:21:57.786303] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:21:57.786349] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:21:57.786378] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:21:57.789936] [DEBUG] [FORECASTER] FFBC: Forecast T+1@11:T+2@11: UP (p=78.05%)
[2025-12-22T20:21:57.790239] [INFO ] [FORECASTER] Completed predict_future for FFBC
[2025-12-22T20:21:57.790363] [INFO ] [sig       ] FFBC: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:21:57.927351] [INFO ] [LOCAL     ] Saved forecast: FFBC	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/FFBC.txt
[2025-12-22T20:21:57.927505] [INFO ] [sig       ] [1215/3560] Completed FFBC in 0.3s | 2.94 sym/s | Total: 6.9m | ETA: 13.3m
[2025-12-22T20:21:57.927547] [INFO ] [sig       ] [1216/3560] Forecasting FFC...
[2025-12-22T20:21:57.927595] [INFO ] [sig       ] Generating forecast for: FFC
[2025-12-22T20:21:57.927636] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FFC' from 'https://tdm.silogroup.org/data/derivative_storage/FFC.csv'.
[2025-12-22T20:21:57.939453] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FFC'.
[2025-12-22T20:21:57.939873] [INFO ] [FORECASTER] Starting predict_future for FFC
[2025-12-22T20:21:57.940677] [DEBUG] [LOCAL     ] No optimal features file found for FFC: ./output/feature-sets/FFC.txt
[2025-12-22T20:21:57.940729] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:21:57.940761] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:21:57.940787] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:21:57.940843] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:21:57.997177] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:21:57.998053] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:21:57.998151] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:21:57.998184] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:21:58.118539] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:21:58.118714] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:21:58.118754] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:21:58.118783] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:21:58.122189] [DEBUG] [FORECASTER] FFC: Forecast T+1@11:T+2@11: DOWN (p=37.84%)
[2025-12-22T20:21:58.122506] [INFO ] [FORECASTER] Completed predict_future for FFC
[2025-12-22T20:21:58.122655] [INFO ] [sig       ] FFC: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:21:58.258223] [INFO ] [LOCAL     ] Saved forecast: FFC	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/FFC.txt
[2025-12-22T20:21:58.258414] [INFO ] [sig       ] [1216/3560] Completed FFC in 0.3s | 2.94 sym/s | Total: 6.9m | ETA: 13.3m
[2025-12-22T20:21:58.258456] [INFO ] [sig       ] [1217/3560] Forecasting FFIC...
[2025-12-22T20:21:58.258486] [INFO ] [sig       ] Generating forecast for: FFIC
[2025-12-22T20:21:58.258516] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FFIC' from 'https://tdm.silogroup.org/data/derivative_storage/FFIC.csv'.
[2025-12-22T20:21:58.270208] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FFIC'.
[2025-12-22T20:21:58.270617] [INFO ] [FORECASTER] Starting predict_future for FFIC
[2025-12-22T20:21:58.271386] [DEBUG] [LOCAL     ] No optimal features file found for FFIC: ./output/feature-sets/FFIC.txt
[2025-12-22T20:21:58.271439] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:21:58.271472] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:21:58.271499] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:21:58.271555] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:21:58.327840] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:21:58.328733] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:21:58.328814] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:21:58.328846] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:21:58.448015] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:21:58.448170] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:21:58.448209] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:21:58.448237] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:21:58.451613] [DEBUG] [FORECASTER] FFIC: Forecast T+1@11:T+2@11: UP (p=75.96%)
[2025-12-22T20:21:58.451892] [INFO ] [FORECASTER] Completed predict_future for FFIC
[2025-12-22T20:21:58.452016] [INFO ] [sig       ] FFIC: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:21:58.591076] [INFO ] [LOCAL     ] Saved forecast: FFIC	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/FFIC.txt
[2025-12-22T20:21:58.591249] [INFO ] [sig       ] [1217/3560] Completed FFIC in 0.3s | 2.94 sym/s | Total: 6.9m | ETA: 13.3m
[2025-12-22T20:21:58.591289] [INFO ] [sig       ] [1218/3560] Forecasting FFIN...
[2025-12-22T20:21:58.591318] [INFO ] [sig       ] Generating forecast for: FFIN
[2025-12-22T20:21:58.591349] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FFIN' from 'https://tdm.silogroup.org/data/derivative_storage/FFIN.csv'.
[2025-12-22T20:21:58.604485] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FFIN'.
[2025-12-22T20:21:58.604909] [INFO ] [FORECASTER] Starting predict_future for FFIN
[2025-12-22T20:21:58.605713] [DEBUG] [LOCAL     ] No optimal features file found for FFIN: ./output/feature-sets/FFIN.txt
[2025-12-22T20:21:58.605765] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:21:58.605798] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:21:58.605826] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:21:58.605883] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:21:58.661567] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:21:58.662459] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:21:58.662548] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:21:58.662599] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:21:58.776904] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:21:58.777079] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:21:58.777119] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:21:58.777147] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:21:58.780595] [DEBUG] [FORECASTER] FFIN: Forecast T+1@11:T+2@11: DOWN (p=7.98%)
[2025-12-22T20:21:58.780871] [INFO ] [FORECASTER] Completed predict_future for FFIN
[2025-12-22T20:21:58.780996] [INFO ] [sig       ] FFIN: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:21:58.934336] [INFO ] [LOCAL     ] Saved forecast: FFIN	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/FFIN.txt
[2025-12-22T20:21:58.934504] [INFO ] [sig       ] [1218/3560] Completed FFIN in 0.3s | 2.94 sym/s | Total: 6.9m | ETA: 13.3m
[2025-12-22T20:21:58.934544] [INFO ] [sig       ] [1219/3560] Forecasting FFWM...
[2025-12-22T20:21:58.934595] [INFO ] [sig       ] Generating forecast for: FFWM
[2025-12-22T20:21:58.934628] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FFWM' from 'https://tdm.silogroup.org/data/derivative_storage/FFWM.csv'.
[2025-12-22T20:21:58.946743] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FFWM'.
[2025-12-22T20:21:58.947147] [INFO ] [FORECASTER] Starting predict_future for FFWM
[2025-12-22T20:21:58.947963] [DEBUG] [LOCAL     ] No optimal features file found for FFWM: ./output/feature-sets/FFWM.txt
[2025-12-22T20:21:58.948017] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:21:58.948051] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:21:58.948078] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:21:58.948135] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:21:59.006440] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:21:59.007322] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:21:59.007403] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:21:59.007436] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:21:59.132985] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:21:59.133170] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:21:59.133232] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:21:59.133311] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:21:59.138645] [DEBUG] [FORECASTER] FFWM: Forecast T+1@11:T+2@11: UP (p=88.67%)
[2025-12-22T20:21:59.139133] [INFO ] [FORECASTER] Completed predict_future for FFWM
[2025-12-22T20:21:59.139329] [INFO ] [sig       ] FFWM: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:21:59.282732] [INFO ] [LOCAL     ] Saved forecast: FFWM	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/FFWM.txt
[2025-12-22T20:21:59.282892] [INFO ] [sig       ] [1219/3560] Completed FFWM in 0.3s | 2.94 sym/s | Total: 6.9m | ETA: 13.3m
[2025-12-22T20:21:59.282933] [INFO ] [sig       ] [1220/3560] Forecasting FG...
[2025-12-22T20:21:59.282963] [INFO ] [sig       ] Generating forecast for: FG
[2025-12-22T20:21:59.282993] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FG' from 'https://tdm.silogroup.org/data/derivative_storage/FG.csv'.
[2025-12-22T20:21:59.294875] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FG'.
[2025-12-22T20:21:59.295302] [INFO ] [FORECASTER] Starting predict_future for FG
[2025-12-22T20:21:59.296117] [DEBUG] [LOCAL     ] No optimal features file found for FG: ./output/feature-sets/FG.txt
[2025-12-22T20:21:59.296169] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:21:59.296239] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:21:59.296268] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:21:59.296324] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:21:59.352230] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:21:59.353066] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:21:59.353147] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:21:59.353178] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:21:59.472747] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:21:59.472902] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:21:59.472942] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:21:59.472970] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:21:59.476970] [DEBUG] [FORECASTER] FG: Forecast T+1@11:T+2@11: UP (p=79.25%)
[2025-12-22T20:21:59.477289] [INFO ] [FORECASTER] Completed predict_future for FG
[2025-12-22T20:21:59.477421] [INFO ] [sig       ] FG: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:21:59.614687] [INFO ] [LOCAL     ] Saved forecast: FG	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/FG.txt
[2025-12-22T20:21:59.614846] [INFO ] [sig       ] [1220/3560] Completed FG in 0.3s | 2.94 sym/s | Total: 6.9m | ETA: 13.3m
[2025-12-22T20:21:59.614885] [INFO ] [sig       ] [1221/3560] Forecasting FGEN...
[2025-12-22T20:21:59.614916] [INFO ] [sig       ] Generating forecast for: FGEN
[2025-12-22T20:21:59.614946] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FGEN' from 'https://tdm.silogroup.org/data/derivative_storage/FGEN.csv'.
[2025-12-22T20:21:59.625605] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FGEN'.
[2025-12-22T20:21:59.625917] [INFO ] [FORECASTER] Starting predict_future for FGEN
[2025-12-22T20:21:59.626680] [DEBUG] [LOCAL     ] No optimal features file found for FGEN: ./output/feature-sets/FGEN.txt
[2025-12-22T20:21:59.626731] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:21:59.626762] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:21:59.626788] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:21:59.626843] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:21:59.682383] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:21:59.683126] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:21:59.683202] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:21:59.683234] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:21:59.798877] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:21:59.799051] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:21:59.799092] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:21:59.799121] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:21:59.802412] [DEBUG] [FORECASTER] FGEN: Forecast T+1@11:T+2@11: DOWN (p=40.76%)
[2025-12-22T20:21:59.802697] [INFO ] [FORECASTER] Completed predict_future for FGEN
[2025-12-22T20:21:59.802817] [INFO ] [sig       ] FGEN: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:21:59.937219] [INFO ] [LOCAL     ] Saved forecast: FGEN	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/FGEN.txt
[2025-12-22T20:21:59.937356] [INFO ] [sig       ] [1221/3560] Completed FGEN in 0.3s | 2.94 sym/s | Total: 6.9m | ETA: 13.3m
[2025-12-22T20:21:59.937395] [INFO ] [sig       ] [1222/3560] Forecasting FHB...
[2025-12-22T20:21:59.937424] [INFO ] [sig       ] Generating forecast for: FHB
[2025-12-22T20:21:59.937454] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FHB' from 'https://tdm.silogroup.org/data/derivative_storage/FHB.csv'.
[2025-12-22T20:21:59.948969] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FHB'.
[2025-12-22T20:21:59.949330] [INFO ] [FORECASTER] Starting predict_future for FHB
[2025-12-22T20:21:59.950104] [DEBUG] [LOCAL     ] No optimal features file found for FHB: ./output/feature-sets/FHB.txt
[2025-12-22T20:21:59.950156] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:21:59.950230] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:21:59.950259] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:21:59.950315] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:22:00.007264] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:22:00.008191] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:22:00.008271] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:22:00.008303] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:22:00.124352] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:22:00.124504] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:22:00.124542] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:22:00.124589] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:22:00.127907] [DEBUG] [FORECASTER] FHB: Forecast T+1@11:T+2@11: DOWN (p=4.09%)
[2025-12-22T20:22:00.128176] [INFO ] [FORECASTER] Completed predict_future for FHB
[2025-12-22T20:22:00.128297] [INFO ] [sig       ] FHB: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:22:00.264934] [INFO ] [LOCAL     ] Saved forecast: FHB	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/FHB.txt
[2025-12-22T20:22:00.265097] [INFO ] [sig       ] [1222/3560] Completed FHB in 0.3s | 2.94 sym/s | Total: 6.9m | ETA: 13.3m
[2025-12-22T20:22:00.265137] [INFO ] [sig       ] [1223/3560] Forecasting FHI...
[2025-12-22T20:22:00.265165] [INFO ] [sig       ] Generating forecast for: FHI
[2025-12-22T20:22:00.265195] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FHI' from 'https://tdm.silogroup.org/data/derivative_storage/FHI.csv'.
[2025-12-22T20:22:00.276352] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FHI'.
[2025-12-22T20:22:00.276696] [INFO ] [FORECASTER] Starting predict_future for FHI
[2025-12-22T20:22:00.277435] [DEBUG] [LOCAL     ] No optimal features file found for FHI: ./output/feature-sets/FHI.txt
[2025-12-22T20:22:00.277485] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:22:00.277516] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:22:00.277541] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:22:00.277616] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:22:00.333284] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:22:00.334160] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:22:00.334244] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:22:00.334276] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:22:00.450128] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:22:00.450278] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:22:00.450317] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:22:00.450378] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:22:00.453713] [DEBUG] [FORECASTER] FHI: Forecast T+1@11:T+2@11: DOWN (p=46.88%)
[2025-12-22T20:22:00.453983] [INFO ] [FORECASTER] Completed predict_future for FHI
[2025-12-22T20:22:00.454104] [INFO ] [sig       ] FHI: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:22:00.605502] [INFO ] [LOCAL     ] Saved forecast: FHI	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/FHI.txt
[2025-12-22T20:22:00.605685] [INFO ] [sig       ] [1223/3560] Completed FHI in 0.3s | 2.94 sym/s | Total: 6.9m | ETA: 13.3m
[2025-12-22T20:22:00.605733] [INFO ] [sig       ] [1224/3560] Forecasting FHN...
[2025-12-22T20:22:00.605773] [INFO ] [sig       ] Generating forecast for: FHN
[2025-12-22T20:22:00.605806] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FHN' from 'https://tdm.silogroup.org/data/derivative_storage/FHN.csv'.
[2025-12-22T20:22:00.617053] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FHN'.
[2025-12-22T20:22:00.617424] [INFO ] [FORECASTER] Starting predict_future for FHN
[2025-12-22T20:22:00.618216] [DEBUG] [LOCAL     ] No optimal features file found for FHN: ./output/feature-sets/FHN.txt
[2025-12-22T20:22:00.618269] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:22:00.618303] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:22:00.618330] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:22:00.618386] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:22:00.674677] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:22:00.675522] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:22:00.675625] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:22:00.675660] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:22:00.803878] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:22:00.804050] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:22:00.804094] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:22:00.804127] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:22:00.808853] [DEBUG] [FORECASTER] FHN: Forecast T+1@11:T+2@11: UP (p=95.21%)
[2025-12-22T20:22:00.809291] [INFO ] [FORECASTER] Completed predict_future for FHN
[2025-12-22T20:22:00.809473] [INFO ] [sig       ] FHN: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:22:00.968389] [INFO ] [LOCAL     ] Saved forecast: FHN	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/FHN.txt
[2025-12-22T20:22:00.968546] [INFO ] [sig       ] [1224/3560] Completed FHN in 0.4s | 2.94 sym/s | Total: 6.9m | ETA: 13.3m
[2025-12-22T20:22:00.968604] [INFO ] [sig       ] [1225/3560] Forecasting FHTX...
[2025-12-22T20:22:00.968636] [INFO ] [sig       ] Generating forecast for: FHTX
[2025-12-22T20:22:00.968665] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FHTX' from 'https://tdm.silogroup.org/data/derivative_storage/FHTX.csv'.
[2025-12-22T20:22:00.980372] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FHTX'.
[2025-12-22T20:22:00.980824] [INFO ] [FORECASTER] Starting predict_future for FHTX
[2025-12-22T20:22:00.981730] [DEBUG] [LOCAL     ] No optimal features file found for FHTX: ./output/feature-sets/FHTX.txt
[2025-12-22T20:22:00.981783] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:22:00.981814] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:22:00.981849] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:22:00.981934] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:22:01.046365] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:22:01.047365] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:22:01.047467] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:22:01.047510] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:22:01.185374] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:22:01.185539] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:22:01.185611] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:22:01.185648] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:22:01.189936] [DEBUG] [FORECASTER] FHTX: Forecast T+1@11:T+2@11: UP (p=70.39%)
[2025-12-22T20:22:01.190312] [INFO ] [FORECASTER] Completed predict_future for FHTX
[2025-12-22T20:22:01.190464] [INFO ] [sig       ] FHTX: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:22:01.348876] [INFO ] [LOCAL     ] Saved forecast: FHTX	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/FHTX.txt
[2025-12-22T20:22:01.349054] [INFO ] [sig       ] [1225/3560] Completed FHTX in 0.4s | 2.94 sym/s | Total: 7.0m | ETA: 13.3m
[2025-12-22T20:22:01.349101] [INFO ] [sig       ] [1226/3560] Forecasting FIBK...
[2025-12-22T20:22:01.349134] [INFO ] [sig       ] Generating forecast for: FIBK
[2025-12-22T20:22:01.349165] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIBK' from 'https://tdm.silogroup.org/data/derivative_storage/FIBK.csv'.
[2025-12-22T20:22:01.361366] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIBK'.
[2025-12-22T20:22:01.361777] [INFO ] [FORECASTER] Starting predict_future for FIBK
[2025-12-22T20:22:01.362537] [DEBUG] [LOCAL     ] No optimal features file found for FIBK: ./output/feature-sets/FIBK.txt
[2025-12-22T20:22:01.362607] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:22:01.362641] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:22:01.362668] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:22:01.362725] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:22:01.421072] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:22:01.421963] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:22:01.422045] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:22:01.422077] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:22:01.549136] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:22:01.549304] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:22:01.549348] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:22:01.549377] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:22:01.553472] [DEBUG] [FORECASTER] FIBK: Forecast T+1@11:T+2@11: UP (p=61.00%)
[2025-12-22T20:22:01.553813] [INFO ] [FORECASTER] Completed predict_future for FIBK
[2025-12-22T20:22:01.553950] [INFO ] [sig       ] FIBK: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:22:01.712029] [INFO ] [LOCAL     ] Saved forecast: FIBK	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/FIBK.txt
[2025-12-22T20:22:01.712259] [INFO ] [sig       ] [1226/3560] Completed FIBK in 0.4s | 2.94 sym/s | Total: 7.0m | ETA: 13.3m
[2025-12-22T20:22:01.712316] [INFO ] [sig       ] [1227/3560] Forecasting FICO...
[2025-12-22T20:22:01.712354] [INFO ] [sig       ] Generating forecast for: FICO
[2025-12-22T20:22:01.712393] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FICO' from 'https://tdm.silogroup.org/data/derivative_storage/FICO.csv'.
[2025-12-22T20:22:01.724816] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FICO'.
[2025-12-22T20:22:01.725275] [INFO ] [FORECASTER] Starting predict_future for FICO
[2025-12-22T20:22:01.726305] [DEBUG] [LOCAL     ] No optimal features file found for FICO: ./output/feature-sets/FICO.txt
[2025-12-22T20:22:01.726362] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:22:01.726403] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:22:01.726440] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:22:01.726508] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:22:01.792524] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:22:01.793661] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:22:01.793786] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:22:01.793837] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:22:01.924770] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:22:01.924951] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:22:01.924997] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:22:01.925027] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:22:01.929280] [DEBUG] [FORECASTER] FICO: Forecast T+1@11:T+2@11: UP (p=93.84%)
[2025-12-22T20:22:01.929748] [INFO ] [FORECASTER] Completed predict_future for FICO
[2025-12-22T20:22:01.929949] [INFO ] [sig       ] FICO: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:22:02.095706] [INFO ] [LOCAL     ] Saved forecast: FICO	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/FICO.txt
[2025-12-22T20:22:02.095866] [INFO ] [sig       ] [1227/3560] Completed FICO in 0.4s | 2.93 sym/s | Total: 7.0m | ETA: 13.2m
[2025-12-22T20:22:02.095907] [INFO ] [sig       ] [1228/3560] Forecasting FICS...
[2025-12-22T20:22:02.095937] [INFO ] [sig       ] Generating forecast for: FICS
[2025-12-22T20:22:02.095968] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FICS' from 'https://tdm.silogroup.org/data/derivative_storage/FICS.csv'.
[2025-12-22T20:22:02.107537] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FICS'.
[2025-12-22T20:22:02.107991] [INFO ] [FORECASTER] Starting predict_future for FICS
[2025-12-22T20:22:02.108871] [DEBUG] [LOCAL     ] No optimal features file found for FICS: ./output/feature-sets/FICS.txt
[2025-12-22T20:22:02.108933] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:22:02.108967] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:22:02.108995] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:22:02.109080] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:22:02.174672] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:22:02.175526] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:22:02.175626] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:22:02.175659] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:22:02.297199] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:22:02.297352] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:22:02.297390] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:22:02.297419] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:22:02.300782] [DEBUG] [FORECASTER] FICS: Forecast T+1@11:T+2@11: DOWN (p=5.59%)
[2025-12-22T20:22:02.301048] [INFO ] [FORECASTER] Completed predict_future for FICS
[2025-12-22T20:22:02.301168] [INFO ] [sig       ] FICS: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:22:02.441074] [INFO ] [LOCAL     ] Saved forecast: FICS	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/FICS.txt
[2025-12-22T20:22:02.441271] [INFO ] [sig       ] [1228/3560] Completed FICS in 0.3s | 2.93 sym/s | Total: 7.0m | ETA: 13.2m
[2025-12-22T20:22:02.441323] [INFO ] [sig       ] [1229/3560] Forecasting FID...
[2025-12-22T20:22:02.441364] [INFO ] [sig       ] Generating forecast for: FID
[2025-12-22T20:22:02.441403] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FID' from 'https://tdm.silogroup.org/data/derivative_storage/FID.csv'.
[2025-12-22T20:22:02.456507] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FID'.
[2025-12-22T20:22:02.456916] [INFO ] [FORECASTER] Starting predict_future for FID
[2025-12-22T20:22:02.457902] [DEBUG] [LOCAL     ] No optimal features file found for FID: ./output/feature-sets/FID.txt
[2025-12-22T20:22:02.457965] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:22:02.458007] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:22:02.458042] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:22:02.458120] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:22:02.537434] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:22:02.538522] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:22:02.538657] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:22:02.538703] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:22:02.673106] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:22:02.673475] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:22:02.673543] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:22:02.673598] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:22:02.677799] [DEBUG] [FORECASTER] FID: Forecast T+1@11:T+2@11: DOWN (p=1.03%)
[2025-12-22T20:22:02.678113] [INFO ] [FORECASTER] Completed predict_future for FID
[2025-12-22T20:22:02.678257] [INFO ] [sig       ] FID: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:22:02.825121] [INFO ] [LOCAL     ] Saved forecast: FID	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/FID.txt
[2025-12-22T20:22:02.825281] [INFO ] [sig       ] [1229/3560] Completed FID in 0.4s | 2.93 sym/s | Total: 7.0m | ETA: 13.2m
[2025-12-22T20:22:02.825323] [INFO ] [sig       ] [1230/3560] Forecasting FIGS...
[2025-12-22T20:22:02.825352] [INFO ] [sig       ] Generating forecast for: FIGS
[2025-12-22T20:22:02.825382] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIGS' from 'https://tdm.silogroup.org/data/derivative_storage/FIGS.csv'.
[2025-12-22T20:22:02.836636] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIGS'.
[2025-12-22T20:22:02.837000] [INFO ] [FORECASTER] Starting predict_future for FIGS
[2025-12-22T20:22:02.837784] [DEBUG] [LOCAL     ] No optimal features file found for FIGS: ./output/feature-sets/FIGS.txt
[2025-12-22T20:22:02.837836] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:22:02.837866] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:22:02.837893] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:22:02.837948] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:22:02.894637] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:22:02.895481] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:22:02.895626] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:22:02.895661] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:22:03.018936] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:22:03.019110] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:22:03.019150] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:22:03.019179] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:22:03.022544] [DEBUG] [FORECASTER] FIGS: Forecast T+1@11:T+2@11: UP (p=84.99%)
[2025-12-22T20:22:03.022830] [INFO ] [FORECASTER] Completed predict_future for FIGS
[2025-12-22T20:22:03.022956] [INFO ] [sig       ] FIGS: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:22:03.162676] [INFO ] [LOCAL     ] Saved forecast: FIGS	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/FIGS.txt
[2025-12-22T20:22:03.162822] [INFO ] [sig       ] [1230/3560] Completed FIGS in 0.3s | 2.93 sym/s | Total: 7.0m | ETA: 13.2m
[2025-12-22T20:22:03.162863] [INFO ] [sig       ] [1231/3560] Forecasting FIHL...
[2025-12-22T20:22:03.162893] [INFO ] [sig       ] Generating forecast for: FIHL
[2025-12-22T20:22:03.162923] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIHL' from 'https://tdm.silogroup.org/data/derivative_storage/FIHL.csv'.
[2025-12-22T20:22:03.175112] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIHL'.
[2025-12-22T20:22:03.175481] [INFO ] [FORECASTER] Starting predict_future for FIHL
[2025-12-22T20:22:03.176258] [DEBUG] [LOCAL     ] No optimal features file found for FIHL: ./output/feature-sets/FIHL.txt
[2025-12-22T20:22:03.176309] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:22:03.176341] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:22:03.176368] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:22:03.176425] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:22:03.235749] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:22:03.236644] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:22:03.236764] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:22:03.236798] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:22:03.357668] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:22:03.357840] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:22:03.357881] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:22:03.357909] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:22:03.361738] [DEBUG] [FORECASTER] FIHL: Forecast T+1@11:T+2@11: DOWN (p=16.87%)
[2025-12-22T20:22:03.362032] [INFO ] [FORECASTER] Completed predict_future for FIHL
[2025-12-22T20:22:03.362157] [INFO ] [sig       ] FIHL: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:22:03.499353] [INFO ] [LOCAL     ] Saved forecast: FIHL	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/FIHL.txt
[2025-12-22T20:22:03.499496] [INFO ] [sig       ] [1231/3560] Completed FIHL in 0.3s | 2.93 sym/s | Total: 7.0m | ETA: 13.2m
[2025-12-22T20:22:03.499536] [INFO ] [sig       ] [1232/3560] Forecasting FINS...
[2025-12-22T20:22:03.499564] [INFO ] [sig       ] Generating forecast for: FINS
[2025-12-22T20:22:03.499615] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FINS' from 'https://tdm.silogroup.org/data/derivative_storage/FINS.csv'.
[2025-12-22T20:22:03.513485] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FINS'.
[2025-12-22T20:22:03.513846] [INFO ] [FORECASTER] Starting predict_future for FINS
[2025-12-22T20:22:03.514638] [DEBUG] [LOCAL     ] No optimal features file found for FINS: ./output/feature-sets/FINS.txt
[2025-12-22T20:22:03.514689] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:22:03.514721] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:22:03.514748] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:22:03.514804] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:22:03.571222] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:22:03.572274] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:22:03.572355] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:22:03.572389] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:22:03.700633] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:22:03.700791] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:22:03.700832] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:22:03.700861] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:22:03.704467] [DEBUG] [FORECASTER] FINS: Forecast T+1@11:T+2@11: UP (p=98.18%)
[2025-12-22T20:22:03.704782] [INFO ] [FORECASTER] Completed predict_future for FINS
[2025-12-22T20:22:03.704914] [INFO ] [sig       ] FINS: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:22:03.843938] [INFO ] [LOCAL     ] Saved forecast: FINS	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/FINS.txt
[2025-12-22T20:22:03.844138] [INFO ] [sig       ] [1232/3560] Completed FINS in 0.3s | 2.93 sym/s | Total: 7.0m | ETA: 13.2m
[2025-12-22T20:22:03.844198] [INFO ] [sig       ] [1233/3560] Forecasting FINX...
[2025-12-22T20:22:03.844243] [INFO ] [sig       ] Generating forecast for: FINX
[2025-12-22T20:22:03.844288] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FINX' from 'https://tdm.silogroup.org/data/derivative_storage/FINX.csv'.
[2025-12-22T20:22:03.856274] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FINX'.
[2025-12-22T20:22:03.856701] [INFO ] [FORECASTER] Starting predict_future for FINX
[2025-12-22T20:22:03.857507] [DEBUG] [LOCAL     ] No optimal features file found for FINX: ./output/feature-sets/FINX.txt
[2025-12-22T20:22:03.857560] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:22:03.857631] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:22:03.857662] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:22:03.857719] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:22:03.919673] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:22:03.920738] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:22:03.920820] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:22:03.920852] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:22:04.042342] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:22:04.042495] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:22:04.042535] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:22:04.042563] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:22:04.045916] [DEBUG] [FORECASTER] FINX: Forecast T+1@11:T+2@11: UP (p=78.28%)
[2025-12-22T20:22:04.046194] [INFO ] [FORECASTER] Completed predict_future for FINX
[2025-12-22T20:22:04.046316] [INFO ] [sig       ] FINX: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:22:04.196920] [INFO ] [LOCAL     ] Saved forecast: FINX	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/FINX.txt
[2025-12-22T20:22:04.197132] [INFO ] [sig       ] [1233/3560] Completed FINX in 0.4s | 2.93 sym/s | Total: 7.0m | ETA: 13.2m
[2025-12-22T20:22:04.197176] [INFO ] [sig       ] [1234/3560] Forecasting FIP...
[2025-12-22T20:22:04.197205] [INFO ] [sig       ] Generating forecast for: FIP
[2025-12-22T20:22:04.197236] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIP' from 'https://tdm.silogroup.org/data/derivative_storage/FIP.csv'.
[2025-12-22T20:22:04.208909] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIP'.
[2025-12-22T20:22:04.209600] [INFO ] [FORECASTER] Starting predict_future for FIP
[2025-12-22T20:22:04.210665] [DEBUG] [LOCAL     ] No optimal features file found for FIP: ./output/feature-sets/FIP.txt
[2025-12-22T20:22:04.210725] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:22:04.210760] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:22:04.210788] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:22:04.210850] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:22:04.273416] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:22:04.274339] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:22:04.274421] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:22:04.274454] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:22:04.398118] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:22:04.398274] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:22:04.398313] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:22:04.398343] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:22:04.401889] [DEBUG] [FORECASTER] FIP: Forecast T+1@11:T+2@11: UP (p=71.01%)
[2025-12-22T20:22:04.402176] [INFO ] [FORECASTER] Completed predict_future for FIP
[2025-12-22T20:22:04.402305] [INFO ] [sig       ] FIP: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:22:04.543254] [INFO ] [LOCAL     ] Saved forecast: FIP	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/FIP.txt
[2025-12-22T20:22:04.543409] [INFO ] [sig       ] [1234/3560] Completed FIP in 0.3s | 2.93 sym/s | Total: 7.0m | ETA: 13.2m
[2025-12-22T20:22:04.543449] [INFO ] [sig       ] [1235/3560] Forecasting FIS...
[2025-12-22T20:22:04.543479] [INFO ] [sig       ] Generating forecast for: FIS
[2025-12-22T20:22:04.543509] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIS' from 'https://tdm.silogroup.org/data/derivative_storage/FIS.csv'.
[2025-12-22T20:22:04.555740] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIS'.
[2025-12-22T20:22:04.556144] [INFO ] [FORECASTER] Starting predict_future for FIS
[2025-12-22T20:22:04.556931] [DEBUG] [LOCAL     ] No optimal features file found for FIS: ./output/feature-sets/FIS.txt
[2025-12-22T20:22:04.556986] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:22:04.557018] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:22:04.557046] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:22:04.557103] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:22:04.618610] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:22:04.619491] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:22:04.619614] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:22:04.619650] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:22:04.744014] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:22:04.744167] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:22:04.744206] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:22:04.744234] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:22:04.747508] [DEBUG] [FORECASTER] FIS: Forecast T+1@11:T+2@11: DOWN (p=4.10%)
[2025-12-22T20:22:04.747796] [INFO ] [FORECASTER] Completed predict_future for FIS
[2025-12-22T20:22:04.747916] [INFO ] [sig       ] FIS: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:22:04.882596] [INFO ] [LOCAL     ] Saved forecast: FIS	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/FIS.txt
[2025-12-22T20:22:04.882706] [INFO ] [sig       ] [1235/3560] Completed FIS in 0.3s | 2.93 sym/s | Total: 7.0m | ETA: 13.2m
[2025-12-22T20:22:04.882744] [INFO ] [sig       ] [1236/3560] Forecasting FISI...
[2025-12-22T20:22:04.882772] [INFO ] [sig       ] Generating forecast for: FISI
[2025-12-22T20:22:04.882801] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FISI' from 'https://tdm.silogroup.org/data/derivative_storage/FISI.csv'.
[2025-12-22T20:22:04.893757] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FISI'.
[2025-12-22T20:22:04.894050] [INFO ] [FORECASTER] Starting predict_future for FISI
[2025-12-22T20:22:04.894812] [DEBUG] [LOCAL     ] No optimal features file found for FISI: ./output/feature-sets/FISI.txt
[2025-12-22T20:22:04.894863] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:22:04.894895] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:22:04.894922] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:22:04.894977] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:22:04.955347] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:22:04.956068] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:22:04.956144] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:22:04.956176] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:22:05.078448] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:22:05.078599] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:22:05.078640] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:22:05.078669] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:22:05.082027] [DEBUG] [FORECASTER] FISI: Forecast T+1@11:T+2@11: UP (p=94.47%)
[2025-12-22T20:22:05.082299] [INFO ] [FORECASTER] Completed predict_future for FISI
[2025-12-22T20:22:05.082429] [INFO ] [sig       ] FISI: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:22:05.217545] [INFO ] [LOCAL     ] Saved forecast: FISI	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/FISI.txt
[2025-12-22T20:22:05.217714] [INFO ] [sig       ] [1236/3560] Completed FISI in 0.3s | 2.93 sym/s | Total: 7.0m | ETA: 13.2m
[2025-12-22T20:22:05.217755] [INFO ] [sig       ] [1237/3560] Forecasting FITB...
[2025-12-22T20:22:05.217797] [INFO ] [sig       ] Generating forecast for: FITB
[2025-12-22T20:22:05.217829] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FITB' from 'https://tdm.silogroup.org/data/derivative_storage/FITB.csv'.
[2025-12-22T20:22:05.229490] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FITB'.
[2025-12-22T20:22:05.229890] [INFO ] [FORECASTER] Starting predict_future for FITB
[2025-12-22T20:22:05.230693] [DEBUG] [LOCAL     ] No optimal features file found for FITB: ./output/feature-sets/FITB.txt
[2025-12-22T20:22:05.230744] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:22:05.230817] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:22:05.230848] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:22:05.230914] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:22:05.289540] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:22:05.290170] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:22:05.290247] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:22:05.290279] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:22:05.412878] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:22:05.413008] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:22:05.413045] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:22:05.413072] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:22:05.416304] [DEBUG] [FORECASTER] FITB: Forecast T+1@11:T+2@11: DOWN (p=11.17%)
[2025-12-22T20:22:05.416587] [INFO ] [FORECASTER] Completed predict_future for FITB
[2025-12-22T20:22:05.416708] [INFO ] [sig       ] FITB: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:22:05.556918] [INFO ] [LOCAL     ] Saved forecast: FITB	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/FITB.txt
[2025-12-22T20:22:05.557047] [INFO ] [sig       ] [1237/3560] Completed FITB in 0.3s | 2.93 sym/s | Total: 7.0m | ETA: 13.2m
[2025-12-22T20:22:05.557087] [INFO ] [sig       ] [1238/3560] Forecasting FITBI...
[2025-12-22T20:22:05.557115] [INFO ] [sig       ] Generating forecast for: FITBI
[2025-12-22T20:22:05.557146] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FITBI' from 'https://tdm.silogroup.org/data/derivative_storage/FITBI.csv'.
[2025-12-22T20:22:05.568209] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FITBI'.
[2025-12-22T20:22:05.568508] [INFO ] [FORECASTER] Starting predict_future for FITBI
[2025-12-22T20:22:05.569290] [DEBUG] [LOCAL     ] No optimal features file found for FITBI: ./output/feature-sets/FITBI.txt
[2025-12-22T20:22:05.569342] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:22:05.569374] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:22:05.569400] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:22:05.569456] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:22:05.628856] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:22:05.629714] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:22:05.629795] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:22:05.629828] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:22:05.749873] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:22:05.750032] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:22:05.750072] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:22:05.750100] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:22:05.753455] [DEBUG] [FORECASTER] FITBI: Forecast T+1@11:T+2@11: UP (p=79.52%)
[2025-12-22T20:22:05.753736] [INFO ] [FORECASTER] Completed predict_future for FITBI
[2025-12-22T20:22:05.753858] [INFO ] [sig       ] FITBI: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:22:05.892468] [INFO ] [LOCAL     ] Saved forecast: FITBI	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/FITBI.txt
[2025-12-22T20:22:05.892629] [INFO ] [sig       ] [1238/3560] Completed FITBI in 0.3s | 2.93 sym/s | Total: 7.0m | ETA: 13.2m
[2025-12-22T20:22:05.892670] [INFO ] [sig       ] [1239/3560] Forecasting FITBO...
[2025-12-22T20:22:05.892700] [INFO ] [sig       ] Generating forecast for: FITBO
[2025-12-22T20:22:05.892729] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FITBO' from 'https://tdm.silogroup.org/data/derivative_storage/FITBO.csv'.
[2025-12-22T20:22:05.903553] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FITBO'.
[2025-12-22T20:22:05.903882] [INFO ] [FORECASTER] Starting predict_future for FITBO
[2025-12-22T20:22:05.904651] [DEBUG] [LOCAL     ] No optimal features file found for FITBO: ./output/feature-sets/FITBO.txt
[2025-12-22T20:22:05.904704] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:22:05.904736] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:22:05.904763] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:22:05.904820] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:22:05.960759] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:22:05.961539] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:22:05.961635] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:22:05.961670] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:22:06.083406] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:22:06.083552] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:22:06.083608] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:22:06.083639] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:22:06.087053] [DEBUG] [FORECASTER] FITBO: Forecast T+1@11:T+2@11: DOWN (p=17.47%)
[2025-12-22T20:22:06.087321] [INFO ] [FORECASTER] Completed predict_future for FITBO
[2025-12-22T20:22:06.087444] [INFO ] [sig       ] FITBO: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:22:06.222224] [INFO ] [LOCAL     ] Saved forecast: FITBO	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/FITBO.txt
[2025-12-22T20:22:06.222390] [INFO ] [sig       ] [1239/3560] Completed FITBO in 0.3s | 2.93 sym/s | Total: 7.0m | ETA: 13.2m
[2025-12-22T20:22:06.222443] [INFO ] [sig       ] [1240/3560] Forecasting FIVE...
[2025-12-22T20:22:06.222485] [INFO ] [sig       ] Generating forecast for: FIVE
[2025-12-22T20:22:06.222527] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIVE' from 'https://tdm.silogroup.org/data/derivative_storage/FIVE.csv'.
[2025-12-22T20:22:06.233953] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIVE'.
[2025-12-22T20:22:06.234305] [INFO ] [FORECASTER] Starting predict_future for FIVE
[2025-12-22T20:22:06.235082] [DEBUG] [LOCAL     ] No optimal features file found for FIVE: ./output/feature-sets/FIVE.txt
[2025-12-22T20:22:06.235135] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:22:06.235167] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:22:06.235194] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:22:06.235250] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:22:06.305125] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:22:06.305983] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:22:06.306067] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:22:06.306099] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:22:06.431715] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:22:06.431867] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:22:06.431912] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:22:06.431985] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:22:06.435378] [DEBUG] [FORECASTER] FIVE: Forecast T+1@11:T+2@11: DOWN (p=0.72%)
[2025-12-22T20:22:06.435664] [INFO ] [FORECASTER] Completed predict_future for FIVE
[2025-12-22T20:22:06.435784] [INFO ] [sig       ] FIVE: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:22:06.580718] [INFO ] [LOCAL     ] Saved forecast: FIVE	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/FIVE.txt
[2025-12-22T20:22:06.580872] [INFO ] [sig       ] [1240/3560] Completed FIVE in 0.4s | 2.93 sym/s | Total: 7.0m | ETA: 13.2m
[2025-12-22T20:22:06.580910] [INFO ] [sig       ] [1241/3560] Forecasting FIVN...
[2025-12-22T20:22:06.580945] [INFO ] [sig       ] Generating forecast for: FIVN
[2025-12-22T20:22:06.580981] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIVN' from 'https://tdm.silogroup.org/data/derivative_storage/FIVN.csv'.
[2025-12-22T20:22:06.592145] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIVN'.
[2025-12-22T20:22:06.592522] [INFO ] [FORECASTER] Starting predict_future for FIVN
[2025-12-22T20:22:06.593303] [DEBUG] [LOCAL     ] No optimal features file found for FIVN: ./output/feature-sets/FIVN.txt
[2025-12-22T20:22:06.593357] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:22:06.593389] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:22:06.593416] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:22:06.593473] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:22:06.652531] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:22:06.653383] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:22:06.653464] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:22:06.653496] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:22:06.779208] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:22:06.779371] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:22:06.779413] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:22:06.779448] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:22:06.782981] [DEBUG] [FORECASTER] FIVN: Forecast T+1@11:T+2@11: UP (p=81.18%)
[2025-12-22T20:22:06.783268] [INFO ] [FORECASTER] Completed predict_future for FIVN
[2025-12-22T20:22:06.783397] [INFO ] [sig       ] FIVN: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:22:06.930237] [INFO ] [LOCAL     ] Saved forecast: FIVN	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/FIVN.txt
[2025-12-22T20:22:06.930393] [INFO ] [sig       ] [1241/3560] Completed FIVN in 0.3s | 2.93 sym/s | Total: 7.0m | ETA: 13.2m
[2025-12-22T20:22:06.930432] [INFO ] [sig       ] [1242/3560] Forecasting FIX...
[2025-12-22T20:22:06.930461] [INFO ] [sig       ] Generating forecast for: FIX
[2025-12-22T20:22:06.930493] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIX' from 'https://tdm.silogroup.org/data/derivative_storage/FIX.csv'.
[2025-12-22T20:22:06.942691] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIX'.
[2025-12-22T20:22:06.943053] [INFO ] [FORECASTER] Starting predict_future for FIX
[2025-12-22T20:22:06.943838] [DEBUG] [LOCAL     ] No optimal features file found for FIX: ./output/feature-sets/FIX.txt
[2025-12-22T20:22:06.943891] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:22:06.943923] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:22:06.943950] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:22:06.944006] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:22:07.005830] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:22:07.006698] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:22:07.006791] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:22:07.006848] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:22:07.129683] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:22:07.129842] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:22:07.129883] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:22:07.129912] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:22:07.133258] [DEBUG] [FORECASTER] FIX: Forecast T+1@11:T+2@11: UP (p=77.35%)
[2025-12-22T20:22:07.133543] [INFO ] [FORECASTER] Completed predict_future for FIX
[2025-12-22T20:22:07.133690] [INFO ] [sig       ] FIX: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:22:07.273880] [INFO ] [LOCAL     ] Saved forecast: FIX	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/FIX.txt
[2025-12-22T20:22:07.274050] [INFO ] [sig       ] [1242/3560] Completed FIX in 0.3s | 2.93 sym/s | Total: 7.1m | ETA: 13.2m
[2025-12-22T20:22:07.274090] [INFO ] [sig       ] [1243/3560] Forecasting FIXD...
[2025-12-22T20:22:07.274122] [INFO ] [sig       ] Generating forecast for: FIXD
[2025-12-22T20:22:07.274154] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIXD' from 'https://tdm.silogroup.org/data/derivative_storage/FIXD.csv'.
[2025-12-22T20:22:07.286228] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIXD'.
[2025-12-22T20:22:07.286640] [INFO ] [FORECASTER] Starting predict_future for FIXD
[2025-12-22T20:22:07.287400] [DEBUG] [LOCAL     ] No optimal features file found for FIXD: ./output/feature-sets/FIXD.txt
[2025-12-22T20:22:07.287452] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:22:07.287483] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:22:07.287510] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:22:07.287566] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:22:07.347706] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:22:07.348636] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:22:07.348717] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:22:07.348750] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:22:07.472326] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:22:07.472479] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:22:07.472518] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:22:07.472545] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:22:07.476078] [DEBUG] [FORECASTER] FIXD: Forecast T+1@11:T+2@11: DOWN (p=30.16%)
[2025-12-22T20:22:07.476391] [INFO ] [FORECASTER] Completed predict_future for FIXD
[2025-12-22T20:22:07.476557] [INFO ] [sig       ] FIXD: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:22:07.626543] [INFO ] [LOCAL     ] Saved forecast: FIXD	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/FIXD.txt
[2025-12-22T20:22:07.626780] [INFO ] [sig       ] [1243/3560] Completed FIXD in 0.4s | 2.93 sym/s | Total: 7.1m | ETA: 13.2m
[2025-12-22T20:22:07.626836] [INFO ] [sig       ] [1244/3560] Forecasting FIZZ...
[2025-12-22T20:22:07.626877] [INFO ] [sig       ] Generating forecast for: FIZZ
[2025-12-22T20:22:07.626907] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIZZ' from 'https://tdm.silogroup.org/data/derivative_storage/FIZZ.csv'.
[2025-12-22T20:22:07.639181] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIZZ'.
[2025-12-22T20:22:07.639788] [INFO ] [FORECASTER] Starting predict_future for FIZZ
[2025-12-22T20:22:07.640777] [DEBUG] [LOCAL     ] No optimal features file found for FIZZ: ./output/feature-sets/FIZZ.txt
[2025-12-22T20:22:07.640828] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:22:07.640861] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:22:07.640903] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:22:07.640961] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:22:07.700127] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:22:07.701019] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:22:07.701101] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:22:07.701135] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:22:07.846855] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:22:07.847036] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:22:07.847100] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:22:07.847152] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:22:07.853200] [DEBUG] [FORECASTER] FIZZ: Forecast T+1@11:T+2@11: UP (p=95.60%)
[2025-12-22T20:22:07.853747] [INFO ] [FORECASTER] Completed predict_future for FIZZ
[2025-12-22T20:22:07.853953] [INFO ] [sig       ] FIZZ: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:22:08.018960] [INFO ] [LOCAL     ] Saved forecast: FIZZ	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/FIZZ.txt
[2025-12-22T20:22:08.019171] [INFO ] [sig       ] [1244/3560] Completed FIZZ in 0.4s | 2.93 sym/s | Total: 7.1m | ETA: 13.2m
[2025-12-22T20:22:08.019222] [INFO ] [sig       ] [1245/3560] Forecasting FJP...
[2025-12-22T20:22:08.019255] [INFO ] [sig       ] Generating forecast for: FJP
[2025-12-22T20:22:08.019285] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FJP' from 'https://tdm.silogroup.org/data/derivative_storage/FJP.csv'.
[2025-12-22T20:22:08.097928] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FJP'.
[2025-12-22T20:22:08.098538] [INFO ] [FORECASTER] Starting predict_future for FJP
[2025-12-22T20:22:08.099525] [DEBUG] [LOCAL     ] No optimal features file found for FJP: ./output/feature-sets/FJP.txt
[2025-12-22T20:22:08.099603] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:22:08.099640] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:22:08.099667] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:22:08.099725] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:22:08.164495] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:22:08.165765] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:22:08.165867] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:22:08.165901] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:22:08.284948] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:22:08.285131] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:22:08.285177] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:22:08.285206] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:22:08.289256] [DEBUG] [FORECASTER] FJP: Forecast T+1@11:T+2@11: DOWN (p=16.54%)
[2025-12-22T20:22:08.289547] [INFO ] [FORECASTER] Completed predict_future for FJP
[2025-12-22T20:22:08.289706] [INFO ] [sig       ] FJP: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:22:08.434071] [INFO ] [LOCAL     ] Saved forecast: FJP	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/FJP.txt
[2025-12-22T20:22:08.434243] [INFO ] [sig       ] [1245/3560] Completed FJP in 0.4s | 2.93 sym/s | Total: 7.1m | ETA: 13.2m
[2025-12-22T20:22:08.434282] [INFO ] [sig       ] [1246/3560] Forecasting FLEX...
[2025-12-22T20:22:08.434310] [INFO ] [sig       ] Generating forecast for: FLEX
[2025-12-22T20:22:08.434341] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLEX' from 'https://tdm.silogroup.org/data/derivative_storage/FLEX.csv'.
[2025-12-22T20:22:08.447106] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLEX'.
[2025-12-22T20:22:08.447703] [INFO ] [FORECASTER] Starting predict_future for FLEX
[2025-12-22T20:22:08.448546] [DEBUG] [LOCAL     ] No optimal features file found for FLEX: ./output/feature-sets/FLEX.txt
[2025-12-22T20:22:08.448618] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:22:08.448652] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:22:08.448679] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:22:08.448735] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:22:08.504329] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:22:08.505082] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:22:08.505162] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:22:08.505193] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:22:08.637076] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:22:08.637239] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:22:08.637279] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:22:08.637307] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:22:08.640740] [DEBUG] [FORECASTER] FLEX: Forecast T+1@11:T+2@11: DOWN (p=2.33%)
[2025-12-22T20:22:08.641035] [INFO ] [FORECASTER] Completed predict_future for FLEX
[2025-12-22T20:22:08.641170] [INFO ] [sig       ] FLEX: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:22:08.775225] [INFO ] [LOCAL     ] Saved forecast: FLEX	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/FLEX.txt
[2025-12-22T20:22:08.775384] [INFO ] [sig       ] [1246/3560] Completed FLEX in 0.3s | 2.93 sym/s | Total: 7.1m | ETA: 13.1m
[2025-12-22T20:22:08.775424] [INFO ] [sig       ] [1247/3560] Forecasting FLGC...
[2025-12-22T20:22:08.775452] [INFO ] [sig       ] Generating forecast for: FLGC
[2025-12-22T20:22:08.775481] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLGC' from 'https://tdm.silogroup.org/data/derivative_storage/FLGC.csv'.
[2025-12-22T20:22:08.786762] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLGC'.
[2025-12-22T20:22:08.787158] [INFO ] [FORECASTER] Starting predict_future for FLGC
[2025-12-22T20:22:08.787940] [DEBUG] [LOCAL     ] No optimal features file found for FLGC: ./output/feature-sets/FLGC.txt
[2025-12-22T20:22:08.787992] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:22:08.788024] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:22:08.788052] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:22:08.788108] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:22:08.844357] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:22:08.845227] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:22:08.845346] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:22:08.845379] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:22:08.958462] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:22:08.958641] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:22:08.958682] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:22:08.958711] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:22:08.962117] [DEBUG] [FORECASTER] FLGC: Forecast T+1@11:T+2@11: UP (p=97.23%)
[2025-12-22T20:22:08.962389] [INFO ] [FORECASTER] Completed predict_future for FLGC
[2025-12-22T20:22:08.962512] [INFO ] [sig       ] FLGC: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:22:09.102751] [INFO ] [LOCAL     ] Saved forecast: FLGC	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/FLGC.txt
[2025-12-22T20:22:09.102924] [INFO ] [sig       ] [1247/3560] Completed FLGC in 0.3s | 2.93 sym/s | Total: 7.1m | ETA: 13.1m
[2025-12-22T20:22:09.102967] [INFO ] [sig       ] [1248/3560] Forecasting FLL...
[2025-12-22T20:22:09.102998] [INFO ] [sig       ] Generating forecast for: FLL
[2025-12-22T20:22:09.103036] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLL' from 'https://tdm.silogroup.org/data/derivative_storage/FLL.csv'.
[2025-12-22T20:22:09.114715] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLL'.
[2025-12-22T20:22:09.115125] [INFO ] [FORECASTER] Starting predict_future for FLL
[2025-12-22T20:22:09.115959] [DEBUG] [LOCAL     ] No optimal features file found for FLL: ./output/feature-sets/FLL.txt
[2025-12-22T20:22:09.116015] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:22:09.116046] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:22:09.116071] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:22:09.116134] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:22:09.174639] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:22:09.175518] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:22:09.175619] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:22:09.175655] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:22:09.293823] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:22:09.293972] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:22:09.294012] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:22:09.294042] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:22:09.297467] [DEBUG] [FORECASTER] FLL: Forecast T+1@11:T+2@11: UP (p=96.53%)
[2025-12-22T20:22:09.297768] [INFO ] [FORECASTER] Completed predict_future for FLL
[2025-12-22T20:22:09.297896] [INFO ] [sig       ] FLL: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:22:09.436232] [INFO ] [LOCAL     ] Saved forecast: FLL	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/FLL.txt
[2025-12-22T20:22:09.436361] [INFO ] [sig       ] [1248/3560] Completed FLL in 0.3s | 2.93 sym/s | Total: 7.1m | ETA: 13.1m
[2025-12-22T20:22:09.436557] [INFO ] [sig       ] [1249/3560] Forecasting FLNC...
[2025-12-22T20:22:09.436604] [INFO ] [sig       ] Generating forecast for: FLNC
[2025-12-22T20:22:09.436635] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLNC' from 'https://tdm.silogroup.org/data/derivative_storage/FLNC.csv'.
[2025-12-22T20:22:09.448045] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLNC'.
[2025-12-22T20:22:09.448595] [INFO ] [FORECASTER] Starting predict_future for FLNC
[2025-12-22T20:22:09.449377] [DEBUG] [LOCAL     ] No optimal features file found for FLNC: ./output/feature-sets/FLNC.txt
[2025-12-22T20:22:09.449618] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:22:09.449652] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:22:09.449679] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:22:09.449736] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:22:09.506892] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:22:09.507529] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:22:09.507623] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:22:09.507659] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:22:09.630613] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:22:09.630765] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:22:09.630803] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:22:09.630830] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:22:09.634126] [DEBUG] [FORECASTER] FLNC: Forecast T+1@11:T+2@11: UP (p=86.18%)
[2025-12-22T20:22:09.634392] [INFO ] [FORECASTER] Completed predict_future for FLNC
[2025-12-22T20:22:09.634512] [INFO ] [sig       ] FLNC: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:22:09.774229] [INFO ] [LOCAL     ] Saved forecast: FLNC	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/FLNC.txt
[2025-12-22T20:22:09.774407] [INFO ] [sig       ] [1249/3560] Completed FLNC in 0.3s | 2.93 sym/s | Total: 7.1m | ETA: 13.1m
[2025-12-22T20:22:09.774448] [INFO ] [sig       ] [1250/3560] Forecasting FLNG...
[2025-12-22T20:22:09.774478] [INFO ] [sig       ] Generating forecast for: FLNG
[2025-12-22T20:22:09.774508] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLNG' from 'https://tdm.silogroup.org/data/derivative_storage/FLNG.csv'.
[2025-12-22T20:22:09.785852] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLNG'.
[2025-12-22T20:22:09.786210] [INFO ] [FORECASTER] Starting predict_future for FLNG
[2025-12-22T20:22:09.787012] [DEBUG] [LOCAL     ] No optimal features file found for FLNG: ./output/feature-sets/FLNG.txt
[2025-12-22T20:22:09.787063] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:22:09.787095] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:22:09.787121] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:22:09.787180] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:22:09.843947] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:22:09.844831] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:22:09.844911] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:22:09.844943] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:22:09.962067] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:22:09.962232] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:22:09.962281] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:22:09.962313] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:22:09.965803] [DEBUG] [FORECASTER] FLNG: Forecast T+1@11:T+2@11: DOWN (p=13.76%)
[2025-12-22T20:22:09.966082] [INFO ] [FORECASTER] Completed predict_future for FLNG
[2025-12-22T20:22:09.966213] [INFO ] [sig       ] FLNG: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:22:10.113219] [INFO ] [LOCAL     ] Saved forecast: FLNG	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/FLNG.txt
[2025-12-22T20:22:10.113496] [INFO ] [sig       ] [1250/3560] Completed FLNG in 0.3s | 2.93 sym/s | Total: 7.1m | ETA: 13.1m
[2025-12-22T20:22:10.113552] [INFO ] [sig       ] [1251/3560] Forecasting FLO...
[2025-12-22T20:22:10.113620] [INFO ] [sig       ] Generating forecast for: FLO
[2025-12-22T20:22:10.113666] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLO' from 'https://tdm.silogroup.org/data/derivative_storage/FLO.csv'.
[2025-12-22T20:22:10.128982] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLO'.
[2025-12-22T20:22:10.129476] [INFO ] [FORECASTER] Starting predict_future for FLO
[2025-12-22T20:22:10.130544] [DEBUG] [LOCAL     ] No optimal features file found for FLO: ./output/feature-sets/FLO.txt
[2025-12-22T20:22:10.130642] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:22:10.130689] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:22:10.130728] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:22:10.130814] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:22:10.200475] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:22:10.201419] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:22:10.201509] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:22:10.201543] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:22:10.326049] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:22:10.326203] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:22:10.326245] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:22:10.326274] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:22:10.329782] [DEBUG] [FORECASTER] FLO: Forecast T+1@11:T+2@11: DOWN (p=5.56%)
[2025-12-22T20:22:10.330056] [INFO ] [FORECASTER] Completed predict_future for FLO
[2025-12-22T20:22:10.330183] [INFO ] [sig       ] FLO: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:22:10.466700] [INFO ] [LOCAL     ] Saved forecast: FLO	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/FLO.txt
[2025-12-22T20:22:10.466845] [INFO ] [sig       ] [1251/3560] Completed FLO in 0.4s | 2.93 sym/s | Total: 7.1m | ETA: 13.1m
[2025-12-22T20:22:10.466885] [INFO ] [sig       ] [1252/3560] Forecasting FLS...
[2025-12-22T20:22:10.466913] [INFO ] [sig       ] Generating forecast for: FLS
[2025-12-22T20:22:10.466942] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLS' from 'https://tdm.silogroup.org/data/derivative_storage/FLS.csv'.
[2025-12-22T20:22:10.481946] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLS'.
[2025-12-22T20:22:10.482314] [INFO ] [FORECASTER] Starting predict_future for FLS
[2025-12-22T20:22:10.483086] [DEBUG] [LOCAL     ] No optimal features file found for FLS: ./output/feature-sets/FLS.txt
[2025-12-22T20:22:10.483138] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:22:10.483170] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:22:10.483197] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:22:10.483252] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:22:10.542742] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:22:10.543905] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:22:10.543988] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:22:10.544020] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:22:10.668145] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:22:10.668298] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:22:10.668338] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:22:10.668559] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:22:10.672357] [DEBUG] [FORECASTER] FLS: Forecast T+1@11:T+2@11: DOWN (p=41.18%)
[2025-12-22T20:22:10.672844] [INFO ] [FORECASTER] Completed predict_future for FLS
[2025-12-22T20:22:10.672968] [INFO ] [sig       ] FLS: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:22:10.810123] [INFO ] [LOCAL     ] Saved forecast: FLS	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/FLS.txt
[2025-12-22T20:22:10.810265] [INFO ] [sig       ] [1252/3560] Completed FLS in 0.3s | 2.93 sym/s | Total: 7.1m | ETA: 13.1m
[2025-12-22T20:22:10.810303] [INFO ] [sig       ] [1253/3560] Forecasting FLUX...
[2025-12-22T20:22:10.810332] [INFO ] [sig       ] Generating forecast for: FLUX
[2025-12-22T20:22:10.810363] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLUX' from 'https://tdm.silogroup.org/data/derivative_storage/FLUX.csv'.
[2025-12-22T20:22:10.821471] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLUX'.
[2025-12-22T20:22:10.821839] [INFO ] [FORECASTER] Starting predict_future for FLUX
[2025-12-22T20:22:10.822669] [DEBUG] [LOCAL     ] No optimal features file found for FLUX: ./output/feature-sets/FLUX.txt
[2025-12-22T20:22:10.822722] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:22:10.822755] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:22:10.822782] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:22:10.822839] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:22:10.880113] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:22:10.880955] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:22:10.881031] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:22:10.881063] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:22:11.002244] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:22:11.002412] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:22:11.002452] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:22:11.002481] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:22:11.005988] [DEBUG] [FORECASTER] FLUX: Forecast T+1@11:T+2@11: UP (p=72.07%)
[2025-12-22T20:22:11.006281] [INFO ] [FORECASTER] Completed predict_future for FLUX
[2025-12-22T20:22:11.006416] [INFO ] [sig       ] FLUX: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:22:11.143156] [INFO ] [LOCAL     ] Saved forecast: FLUX	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/FLUX.txt
[2025-12-22T20:22:11.143299] [INFO ] [sig       ] [1253/3560] Completed FLUX in 0.3s | 2.93 sym/s | Total: 7.1m | ETA: 13.1m
[2025-12-22T20:22:11.143338] [INFO ] [sig       ] [1254/3560] Forecasting FLWS...
[2025-12-22T20:22:11.143367] [INFO ] [sig       ] Generating forecast for: FLWS
[2025-12-22T20:22:11.143397] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLWS' from 'https://tdm.silogroup.org/data/derivative_storage/FLWS.csv'.
[2025-12-22T20:22:11.154395] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLWS'.
[2025-12-22T20:22:11.154770] [INFO ] [FORECASTER] Starting predict_future for FLWS
[2025-12-22T20:22:11.155533] [DEBUG] [LOCAL     ] No optimal features file found for FLWS: ./output/feature-sets/FLWS.txt
[2025-12-22T20:22:11.155607] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:22:11.155686] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:22:11.155714] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:22:11.155770] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:22:11.211861] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:22:11.212645] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:22:11.212724] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:22:11.212757] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:22:11.331723] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:22:11.331881] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:22:11.331920] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:22:11.331949] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:22:11.335487] [DEBUG] [FORECASTER] FLWS: Forecast T+1@11:T+2@11: DOWN (p=9.69%)
[2025-12-22T20:22:11.335976] [INFO ] [FORECASTER] Completed predict_future for FLWS
[2025-12-22T20:22:11.336111] [INFO ] [sig       ] FLWS: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:22:11.476998] [INFO ] [LOCAL     ] Saved forecast: FLWS	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/FLWS.txt
[2025-12-22T20:22:11.477157] [INFO ] [sig       ] [1254/3560] Completed FLWS in 0.3s | 2.93 sym/s | Total: 7.1m | ETA: 13.1m
[2025-12-22T20:22:11.477198] [INFO ] [sig       ] [1255/3560] Forecasting FLXS...
[2025-12-22T20:22:11.477227] [INFO ] [sig       ] Generating forecast for: FLXS
[2025-12-22T20:22:11.477258] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLXS' from 'https://tdm.silogroup.org/data/derivative_storage/FLXS.csv'.
[2025-12-22T20:22:11.488511] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLXS'.
[2025-12-22T20:22:11.488896] [INFO ] [FORECASTER] Starting predict_future for FLXS
[2025-12-22T20:22:11.489708] [DEBUG] [LOCAL     ] No optimal features file found for FLXS: ./output/feature-sets/FLXS.txt
[2025-12-22T20:22:11.489760] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:22:11.489791] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:22:11.489818] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:22:11.489878] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:22:11.546257] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:22:11.547080] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:22:11.547164] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:22:11.547197] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:22:11.664243] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:22:11.664402] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:22:11.664446] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:22:11.664475] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:22:11.668290] [DEBUG] [FORECASTER] FLXS: Forecast T+1@11:T+2@11: DOWN (p=4.56%)
[2025-12-22T20:22:11.668564] [INFO ] [FORECASTER] Completed predict_future for FLXS
[2025-12-22T20:22:11.668709] [INFO ] [sig       ] FLXS: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:22:11.809346] [INFO ] [LOCAL     ] Saved forecast: FLXS	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/FLXS.txt
[2025-12-22T20:22:11.809485] [INFO ] [sig       ] [1255/3560] Completed FLXS in 0.3s | 2.93 sym/s | Total: 7.1m | ETA: 13.1m
[2025-12-22T20:22:11.809526] [INFO ] [sig       ] [1256/3560] Forecasting FLYE...
[2025-12-22T20:22:11.809555] [INFO ] [sig       ] Generating forecast for: FLYE
[2025-12-22T20:22:11.809606] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLYE' from 'https://tdm.silogroup.org/data/derivative_storage/FLYE.csv'.
[2025-12-22T20:22:11.820931] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLYE'.
[2025-12-22T20:22:11.821289] [INFO ] [FORECASTER] Starting predict_future for FLYE
[2025-12-22T20:22:11.822100] [DEBUG] [LOCAL     ] No optimal features file found for FLYE: ./output/feature-sets/FLYE.txt
[2025-12-22T20:22:11.822155] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:22:11.822188] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:22:11.822214] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:22:11.822271] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:22:11.880361] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:22:11.881186] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:22:11.881269] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:22:11.881322] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:22:11.997630] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:22:11.997785] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:22:11.997826] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:22:11.997853] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:22:12.001354] [DEBUG] [FORECASTER] FLYE: Forecast T+1@11:T+2@11: DOWN (p=6.26%)
[2025-12-22T20:22:12.001649] [INFO ] [FORECASTER] Completed predict_future for FLYE
[2025-12-22T20:22:12.001791] [INFO ] [sig       ] FLYE: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:22:12.140879] [INFO ] [LOCAL     ] Saved forecast: FLYE	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/FLYE.txt
[2025-12-22T20:22:12.141026] [INFO ] [sig       ] [1256/3560] Completed FLYE in 0.3s | 2.93 sym/s | Total: 7.1m | ETA: 13.1m
[2025-12-22T20:22:12.141067] [INFO ] [sig       ] [1257/3560] Forecasting FMAO...
[2025-12-22T20:22:12.141098] [INFO ] [sig       ] Generating forecast for: FMAO
[2025-12-22T20:22:12.141129] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMAO' from 'https://tdm.silogroup.org/data/derivative_storage/FMAO.csv'.
[2025-12-22T20:22:12.151748] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMAO'.
[2025-12-22T20:22:12.152115] [INFO ] [FORECASTER] Starting predict_future for FMAO
[2025-12-22T20:22:12.152931] [DEBUG] [LOCAL     ] No optimal features file found for FMAO: ./output/feature-sets/FMAO.txt
[2025-12-22T20:22:12.153004] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:22:12.153047] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:22:12.153080] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:22:12.153158] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:22:12.213356] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:22:12.214229] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:22:12.214316] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:22:12.214349] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:22:12.321149] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:22:12.321307] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:22:12.321347] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:22:12.321428] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:22:12.324760] [DEBUG] [FORECASTER] FMAO: Forecast T+1@11:T+2@11: DOWN (p=0.35%)
[2025-12-22T20:22:12.325033] [INFO ] [FORECASTER] Completed predict_future for FMAO
[2025-12-22T20:22:12.325155] [INFO ] [sig       ] FMAO: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:22:12.464010] [INFO ] [LOCAL     ] Saved forecast: FMAO	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/FMAO.txt
[2025-12-22T20:22:12.464163] [INFO ] [sig       ] [1257/3560] Completed FMAO in 0.3s | 2.93 sym/s | Total: 7.1m | ETA: 13.1m
[2025-12-22T20:22:12.464201] [INFO ] [sig       ] [1258/3560] Forecasting FMB...
[2025-12-22T20:22:12.464253] [INFO ] [sig       ] Generating forecast for: FMB
[2025-12-22T20:22:12.464285] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMB' from 'https://tdm.silogroup.org/data/derivative_storage/FMB.csv'.
[2025-12-22T20:22:12.476280] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMB'.
[2025-12-22T20:22:12.476660] [INFO ] [FORECASTER] Starting predict_future for FMB
[2025-12-22T20:22:12.477403] [DEBUG] [LOCAL     ] No optimal features file found for FMB: ./output/feature-sets/FMB.txt
[2025-12-22T20:22:12.477454] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:22:12.477485] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:22:12.477512] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:22:12.477591] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:22:12.534072] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:22:12.534890] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:22:12.534970] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:22:12.535003] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:22:12.662422] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:22:12.662588] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:22:12.662630] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:22:12.662659] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:22:12.666106] [DEBUG] [FORECASTER] FMB: Forecast T+1@11:T+2@11: DOWN (p=12.76%)
[2025-12-22T20:22:12.666390] [INFO ] [FORECASTER] Completed predict_future for FMB
[2025-12-22T20:22:12.666514] [INFO ] [sig       ] FMB: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:22:12.803503] [INFO ] [LOCAL     ] Saved forecast: FMB	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/FMB.txt
[2025-12-22T20:22:12.803655] [INFO ] [sig       ] [1258/3560] Completed FMB in 0.3s | 2.93 sym/s | Total: 7.1m | ETA: 13.1m
[2025-12-22T20:22:12.803696] [INFO ] [sig       ] [1259/3560] Forecasting FMBH...
[2025-12-22T20:22:12.803725] [INFO ] [sig       ] Generating forecast for: FMBH
[2025-12-22T20:22:12.803754] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMBH' from 'https://tdm.silogroup.org/data/derivative_storage/FMBH.csv'.
[2025-12-22T20:22:12.815146] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMBH'.
[2025-12-22T20:22:12.815508] [INFO ] [FORECASTER] Starting predict_future for FMBH
[2025-12-22T20:22:12.816282] [DEBUG] [LOCAL     ] No optimal features file found for FMBH: ./output/feature-sets/FMBH.txt
[2025-12-22T20:22:12.816338] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:22:12.816369] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:22:12.816395] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:22:12.816451] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:22:12.874901] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:22:12.875678] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:22:12.875757] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:22:12.875790] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:22:13.000855] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:22:13.001040] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:22:13.001081] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:22:13.001111] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:22:13.004687] [DEBUG] [FORECASTER] FMBH: Forecast T+1@11:T+2@11: UP (p=86.66%)
[2025-12-22T20:22:13.004978] [INFO ] [FORECASTER] Completed predict_future for FMBH
[2025-12-22T20:22:13.005104] [INFO ] [sig       ] FMBH: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:22:13.143844] [INFO ] [LOCAL     ] Saved forecast: FMBH	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/FMBH.txt
[2025-12-22T20:22:13.143995] [INFO ] [sig       ] [1259/3560] Completed FMBH in 0.3s | 2.93 sym/s | Total: 7.2m | ETA: 13.1m
[2025-12-22T20:22:13.144035] [INFO ] [sig       ] [1260/3560] Forecasting FMC...
[2025-12-22T20:22:13.144065] [INFO ] [sig       ] Generating forecast for: FMC
[2025-12-22T20:22:13.144096] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMC' from 'https://tdm.silogroup.org/data/derivative_storage/FMC.csv'.
[2025-12-22T20:22:13.156226] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMC'.
[2025-12-22T20:22:13.156608] [INFO ] [FORECASTER] Starting predict_future for FMC
[2025-12-22T20:22:13.157373] [DEBUG] [LOCAL     ] No optimal features file found for FMC: ./output/feature-sets/FMC.txt
[2025-12-22T20:22:13.157426] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:22:13.157458] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:22:13.157485] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:22:13.157541] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:22:13.216155] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:22:13.217121] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:22:13.217204] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:22:13.217238] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:22:13.342712] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:22:13.342867] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:22:13.342908] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:22:13.342937] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:22:13.346588] [DEBUG] [FORECASTER] FMC: Forecast T+1@11:T+2@11: DOWN (p=28.98%)
[2025-12-22T20:22:13.346854] [INFO ] [FORECASTER] Completed predict_future for FMC
[2025-12-22T20:22:13.346977] [INFO ] [sig       ] FMC: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:22:13.489775] [INFO ] [LOCAL     ] Saved forecast: FMC	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/FMC.txt
[2025-12-22T20:22:13.489916] [INFO ] [sig       ] [1260/3560] Completed FMC in 0.3s | 2.93 sym/s | Total: 7.2m | ETA: 13.1m
[2025-12-22T20:22:13.489978] [INFO ] [sig       ] [1261/3560] Forecasting FMHI...
[2025-12-22T20:22:13.490010] [INFO ] [sig       ] Generating forecast for: FMHI
[2025-12-22T20:22:13.490040] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMHI' from 'https://tdm.silogroup.org/data/derivative_storage/FMHI.csv'.
[2025-12-22T20:22:13.501204] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMHI'.
[2025-12-22T20:22:13.501546] [INFO ] [FORECASTER] Starting predict_future for FMHI
[2025-12-22T20:22:13.502350] [DEBUG] [LOCAL     ] No optimal features file found for FMHI: ./output/feature-sets/FMHI.txt
[2025-12-22T20:22:13.502404] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:22:13.502437] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:22:13.502464] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:22:13.502521] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:22:13.564105] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:22:13.564820] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:22:13.564898] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:22:13.564930] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:22:13.687468] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:22:13.687630] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:22:13.687671] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:22:13.687700] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:22:13.691056] [DEBUG] [FORECASTER] FMHI: Forecast T+1@11:T+2@11: UP (p=81.28%)
[2025-12-22T20:22:13.691333] [INFO ] [FORECASTER] Completed predict_future for FMHI
[2025-12-22T20:22:13.691458] [INFO ] [sig       ] FMHI: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:22:13.843015] [INFO ] [LOCAL     ] Saved forecast: FMHI	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/FMHI.txt
[2025-12-22T20:22:13.843188] [INFO ] [sig       ] [1261/3560] Completed FMHI in 0.4s | 2.93 sym/s | Total: 7.2m | ETA: 13.1m
[2025-12-22T20:22:13.843228] [INFO ] [sig       ] [1262/3560] Forecasting FMN...
[2025-12-22T20:22:13.843259] [INFO ] [sig       ] Generating forecast for: FMN
[2025-12-22T20:22:13.843289] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMN' from 'https://tdm.silogroup.org/data/derivative_storage/FMN.csv'.
[2025-12-22T20:22:13.854630] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMN'.
[2025-12-22T20:22:13.854939] [INFO ] [FORECASTER] Starting predict_future for FMN
[2025-12-22T20:22:13.855715] [DEBUG] [LOCAL     ] No optimal features file found for FMN: ./output/feature-sets/FMN.txt
[2025-12-22T20:22:13.855767] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:22:13.855798] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:22:13.855825] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:22:13.855881] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:22:13.913743] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:22:13.914413] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:22:13.914492] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:22:13.914526] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:22:14.031176] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:22:14.031328] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:22:14.031368] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:22:14.031399] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:22:14.035018] [DEBUG] [FORECASTER] FMN: Forecast T+1@11:T+2@11: DOWN (p=49.84%)
[2025-12-22T20:22:14.035356] [INFO ] [FORECASTER] Completed predict_future for FMN
[2025-12-22T20:22:14.035485] [INFO ] [sig       ] FMN: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:22:14.174181] [INFO ] [LOCAL     ] Saved forecast: FMN	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/FMN.txt
[2025-12-22T20:22:14.174315] [INFO ] [sig       ] [1262/3560] Completed FMN in 0.3s | 2.93 sym/s | Total: 7.2m | ETA: 13.1m
[2025-12-22T20:22:14.174359] [INFO ] [sig       ] [1263/3560] Forecasting FMNB...
[2025-12-22T20:22:14.174389] [INFO ] [sig       ] Generating forecast for: FMNB
[2025-12-22T20:22:14.174419] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMNB' from 'https://tdm.silogroup.org/data/derivative_storage/FMNB.csv'.
[2025-12-22T20:22:14.187184] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMNB'.
[2025-12-22T20:22:14.187542] [INFO ] [FORECASTER] Starting predict_future for FMNB
[2025-12-22T20:22:14.188304] [DEBUG] [LOCAL     ] No optimal features file found for FMNB: ./output/feature-sets/FMNB.txt
[2025-12-22T20:22:14.188354] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:22:14.188388] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:22:14.188416] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:22:14.188472] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:22:14.247157] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:22:14.247861] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:22:14.247939] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:22:14.247996] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:22:14.361850] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:22:14.362001] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:22:14.362042] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:22:14.362072] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:22:14.365446] [DEBUG] [FORECASTER] FMNB: Forecast T+1@11:T+2@11: UP (p=62.60%)
[2025-12-22T20:22:14.365739] [INFO ] [FORECASTER] Completed predict_future for FMNB
[2025-12-22T20:22:14.365867] [INFO ] [sig       ] FMNB: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:22:14.505371] [INFO ] [LOCAL     ] Saved forecast: FMNB	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/FMNB.txt
[2025-12-22T20:22:14.505506] [INFO ] [sig       ] [1263/3560] Completed FMNB in 0.3s | 2.93 sym/s | Total: 7.2m | ETA: 13.0m
[2025-12-22T20:22:14.505543] [INFO ] [sig       ] [1264/3560] Forecasting FMS...
[2025-12-22T20:22:14.505591] [INFO ] [sig       ] Generating forecast for: FMS
[2025-12-22T20:22:14.505624] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMS' from 'https://tdm.silogroup.org/data/derivative_storage/FMS.csv'.
[2025-12-22T20:22:14.518623] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMS'.
[2025-12-22T20:22:14.519077] [INFO ] [FORECASTER] Starting predict_future for FMS
[2025-12-22T20:22:14.519992] [DEBUG] [LOCAL     ] No optimal features file found for FMS: ./output/feature-sets/FMS.txt
[2025-12-22T20:22:14.520048] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:22:14.520082] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:22:14.520113] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:22:14.520172] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:22:14.587136] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:22:14.588281] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:22:14.588456] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:22:14.588509] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:22:14.714842] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:22:14.715013] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:22:14.715073] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:22:14.715105] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:22:14.719008] [DEBUG] [FORECASTER] FMS: Forecast T+1@11:T+2@11: DOWN (p=4.48%)
[2025-12-22T20:22:14.719406] [INFO ] [FORECASTER] Completed predict_future for FMS
[2025-12-22T20:22:14.719553] [INFO ] [sig       ] FMS: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:22:14.864070] [INFO ] [LOCAL     ] Saved forecast: FMS	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/FMS.txt
[2025-12-22T20:22:14.864226] [INFO ] [sig       ] [1264/3560] Completed FMS in 0.4s | 2.93 sym/s | Total: 7.2m | ETA: 13.0m
[2025-12-22T20:22:14.864268] [INFO ] [sig       ] [1265/3560] Forecasting FMX...
[2025-12-22T20:22:14.864297] [INFO ] [sig       ] Generating forecast for: FMX
[2025-12-22T20:22:14.864328] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMX' from 'https://tdm.silogroup.org/data/derivative_storage/FMX.csv'.
[2025-12-22T20:22:14.875308] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMX'.
[2025-12-22T20:22:14.875707] [INFO ] [FORECASTER] Starting predict_future for FMX
[2025-12-22T20:22:14.876473] [DEBUG] [LOCAL     ] No optimal features file found for FMX: ./output/feature-sets/FMX.txt
[2025-12-22T20:22:14.876525] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:22:14.876557] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:22:14.876604] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:22:14.876663] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:22:14.936447] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:22:14.937726] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:22:14.937809] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:22:14.937843] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:22:15.065983] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:22:15.066150] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:22:15.066191] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:22:15.066220] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:22:15.073620] [DEBUG] [FORECASTER] FMX: Forecast T+1@11:T+2@11: UP (p=87.61%)
[2025-12-22T20:22:15.074036] [INFO ] [FORECASTER] Completed predict_future for FMX
[2025-12-22T20:22:15.074184] [INFO ] [sig       ] FMX: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:22:15.215496] [INFO ] [LOCAL     ] Saved forecast: FMX	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/FMX.txt
[2025-12-22T20:22:15.215868] [INFO ] [sig       ] [1265/3560] Completed FMX in 0.4s | 2.93 sym/s | Total: 7.2m | ETA: 13.0m
[2025-12-22T20:22:15.215927] [INFO ] [sig       ] [1266/3560] Forecasting FN...
[2025-12-22T20:22:15.215959] [INFO ] [sig       ] Generating forecast for: FN
[2025-12-22T20:22:15.215990] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FN' from 'https://tdm.silogroup.org/data/derivative_storage/FN.csv'.
[2025-12-22T20:22:15.228505] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FN'.
[2025-12-22T20:22:15.228919] [INFO ] [FORECASTER] Starting predict_future for FN
[2025-12-22T20:22:15.229817] [DEBUG] [LOCAL     ] No optimal features file found for FN: ./output/feature-sets/FN.txt
[2025-12-22T20:22:15.229872] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:22:15.229906] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:22:15.229935] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:22:15.229994] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:22:15.290235] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:22:15.291134] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:22:15.291215] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:22:15.291249] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:22:15.415600] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:22:15.415761] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:22:15.415803] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:22:15.415833] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:22:15.419305] [DEBUG] [FORECASTER] FN: Forecast T+1@11:T+2@11: UP (p=93.10%)
[2025-12-22T20:22:15.419625] [INFO ] [FORECASTER] Completed predict_future for FN
[2025-12-22T20:22:15.419758] [INFO ] [sig       ] FN: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:22:15.559861] [INFO ] [LOCAL     ] Saved forecast: FN	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/FN.txt
[2025-12-22T20:22:15.560010] [INFO ] [sig       ] [1266/3560] Completed FN in 0.3s | 2.93 sym/s | Total: 7.2m | ETA: 13.0m
[2025-12-22T20:22:15.560049] [INFO ] [sig       ] [1267/3560] Forecasting FNB...
[2025-12-22T20:22:15.560079] [INFO ] [sig       ] Generating forecast for: FNB
[2025-12-22T20:22:15.560109] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FNB' from 'https://tdm.silogroup.org/data/derivative_storage/FNB.csv'.
[2025-12-22T20:22:15.571164] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FNB'.
[2025-12-22T20:22:15.571538] [INFO ] [FORECASTER] Starting predict_future for FNB
[2025-12-22T20:22:15.572364] [DEBUG] [LOCAL     ] No optimal features file found for FNB: ./output/feature-sets/FNB.txt
[2025-12-22T20:22:15.572416] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:22:15.572449] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:22:15.572478] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:22:15.572762] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:22:15.646302] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:22:15.647401] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:22:15.647502] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:22:15.647553] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:22:15.779255] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:22:15.779418] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:22:15.779458] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:22:15.779487] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:22:15.782995] [DEBUG] [FORECASTER] FNB: Forecast T+1@11:T+2@11: DOWN (p=45.42%)
[2025-12-22T20:22:15.783350] [INFO ] [FORECASTER] Completed predict_future for FNB
[2025-12-22T20:22:15.783499] [INFO ] [sig       ] FNB: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:22:15.930399] [INFO ] [LOCAL     ] Saved forecast: FNB	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/FNB.txt
[2025-12-22T20:22:15.930609] [INFO ] [sig       ] [1267/3560] Completed FNB in 0.4s | 2.93 sym/s | Total: 7.2m | ETA: 13.0m
[2025-12-22T20:22:15.930652] [INFO ] [sig       ] [1268/3560] Forecasting FND...
[2025-12-22T20:22:15.930681] [INFO ] [sig       ] Generating forecast for: FND
[2025-12-22T20:22:15.930712] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FND' from 'https://tdm.silogroup.org/data/derivative_storage/FND.csv'.
[2025-12-22T20:22:15.943428] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FND'.
[2025-12-22T20:22:15.943831] [INFO ] [FORECASTER] Starting predict_future for FND
[2025-12-22T20:22:15.944721] [DEBUG] [LOCAL     ] No optimal features file found for FND: ./output/feature-sets/FND.txt
[2025-12-22T20:22:15.944780] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:22:15.944829] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:22:15.944859] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:22:15.944916] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:22:16.004380] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:22:16.005301] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:22:16.005391] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:22:16.005432] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:22:16.122548] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:22:16.122712] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:22:16.122754] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:22:16.122782] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:22:16.126110] [DEBUG] [FORECASTER] FND: Forecast T+1@11:T+2@11: DOWN (p=42.77%)
[2025-12-22T20:22:16.126397] [INFO ] [FORECASTER] Completed predict_future for FND
[2025-12-22T20:22:16.126523] [INFO ] [sig       ] FND: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:22:16.266441] [INFO ] [LOCAL     ] Saved forecast: FND	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/FND.txt
[2025-12-22T20:22:16.266826] [INFO ] [sig       ] [1268/3560] Completed FND in 0.3s | 2.93 sym/s | Total: 7.2m | ETA: 13.0m
[2025-12-22T20:22:16.266869] [INFO ] [sig       ] [1269/3560] Forecasting FNF...
[2025-12-22T20:22:16.266898] [INFO ] [sig       ] Generating forecast for: FNF
[2025-12-22T20:22:16.266928] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FNF' from 'https://tdm.silogroup.org/data/derivative_storage/FNF.csv'.
[2025-12-22T20:22:16.278459] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FNF'.
[2025-12-22T20:22:16.278993] [INFO ] [FORECASTER] Starting predict_future for FNF
[2025-12-22T20:22:16.280062] [DEBUG] [LOCAL     ] No optimal features file found for FNF: ./output/feature-sets/FNF.txt
[2025-12-22T20:22:16.280115] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:22:16.280149] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:22:16.280178] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:22:16.280234] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:22:16.340344] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:22:16.341229] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:22:16.341312] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:22:16.341346] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:22:16.462848] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:22:16.463003] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:22:16.463043] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:22:16.463071] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:22:16.466559] [DEBUG] [FORECASTER] FNF: Forecast T+1@11:T+2@11: DOWN (p=16.84%)
[2025-12-22T20:22:16.466844] [INFO ] [FORECASTER] Completed predict_future for FNF
[2025-12-22T20:22:16.466967] [INFO ] [sig       ] FNF: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:22:16.606992] [INFO ] [LOCAL     ] Saved forecast: FNF	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/FNF.txt
[2025-12-22T20:22:16.607155] [INFO ] [sig       ] [1269/3560] Completed FNF in 0.3s | 2.93 sym/s | Total: 7.2m | ETA: 13.0m
[2025-12-22T20:22:16.607196] [INFO ] [sig       ] [1270/3560] Forecasting FNKO...
[2025-12-22T20:22:16.607225] [INFO ] [sig       ] Generating forecast for: FNKO
[2025-12-22T20:22:16.607255] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FNKO' from 'https://tdm.silogroup.org/data/derivative_storage/FNKO.csv'.
[2025-12-22T20:22:16.619089] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FNKO'.
[2025-12-22T20:22:16.619507] [INFO ] [FORECASTER] Starting predict_future for FNKO
[2025-12-22T20:22:16.620312] [DEBUG] [LOCAL     ] No optimal features file found for FNKO: ./output/feature-sets/FNKO.txt
[2025-12-22T20:22:16.620364] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:22:16.620399] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:22:16.620428] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:22:16.620484] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:22:16.683447] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:22:16.684430] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:22:16.684517] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:22:16.684550] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:22:16.803399] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:22:16.803566] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:22:16.803623] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:22:16.803652] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:22:16.807038] [DEBUG] [FORECASTER] FNKO: Forecast T+1@11:T+2@11: UP (p=66.50%)
[2025-12-22T20:22:16.807315] [INFO ] [FORECASTER] Completed predict_future for FNKO
[2025-12-22T20:22:16.807448] [INFO ] [sig       ] FNKO: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:22:16.949290] [INFO ] [LOCAL     ] Saved forecast: FNKO	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/FNKO.txt
[2025-12-22T20:22:16.949434] [INFO ] [sig       ] [1270/3560] Completed FNKO in 0.3s | 2.93 sym/s | Total: 7.2m | ETA: 13.0m
[2025-12-22T20:22:16.949474] [INFO ] [sig       ] [1271/3560] Forecasting FNLC...
[2025-12-22T20:22:16.949503] [INFO ] [sig       ] Generating forecast for: FNLC
[2025-12-22T20:22:16.949532] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FNLC' from 'https://tdm.silogroup.org/data/derivative_storage/FNLC.csv'.
[2025-12-22T20:22:16.960098] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FNLC'.
[2025-12-22T20:22:16.960428] [INFO ] [FORECASTER] Starting predict_future for FNLC
[2025-12-22T20:22:16.961361] [DEBUG] [LOCAL     ] No optimal features file found for FNLC: ./output/feature-sets/FNLC.txt
[2025-12-22T20:22:16.961415] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:22:16.961484] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:22:16.961524] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:22:16.961619] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:22:17.019805] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:22:17.020478] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:22:17.020555] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:22:17.020607] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:22:17.125454] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:22:17.125816] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-22T20:22:17.125857] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:22:17.125885] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:22:17.129728] [DEBUG] [FORECASTER] FNLC: Forecast T+1@11:T+2@11: DOWN (p=2.13%)
[2025-12-22T20:22:17.129996] [INFO ] [FORECASTER] Completed predict_future for FNLC
[2025-12-22T20:22:17.130119] [INFO ] [sig       ] FNLC: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:22:17.269001] [INFO ] [LOCAL     ] Saved forecast: FNLC	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/FNLC.txt
[2025-12-22T20:22:17.269174] [INFO ] [sig       ] [1271/3560] Completed FNLC in 0.3s | 2.93 sym/s | Total: 7.2m | ETA: 13.0m
[2025-12-22T20:22:17.269213] [INFO ] [sig       ] [1272/3560] Forecasting FNX...
[2025-12-22T20:22:17.269248] [INFO ] [sig       ] Generating forecast for: FNX
[2025-12-22T20:22:17.269280] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FNX' from 'https://tdm.silogroup.org/data/derivative_storage/FNX.csv'.
[2025-12-22T20:22:17.280260] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FNX'.
[2025-12-22T20:22:17.280628] [INFO ] [FORECASTER] Starting predict_future for FNX
[2025-12-22T20:22:17.281412] [DEBUG] [LOCAL     ] No optimal features file found for FNX: ./output/feature-sets/FNX.txt
[2025-12-22T20:22:17.281465] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:22:17.281498] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:22:17.281526] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:22:17.281603] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:22:17.341343] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:22:17.342091] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:22:17.342169] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:22:17.342202] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:22:17.465152] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:22:17.465319] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:22:17.465363] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:22:17.465395] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:22:17.468848] [DEBUG] [FORECASTER] FNX: Forecast T+1@11:T+2@11: DOWN (p=4.59%)
[2025-12-22T20:22:17.469145] [INFO ] [FORECASTER] Completed predict_future for FNX
[2025-12-22T20:22:17.469270] [INFO ] [sig       ] FNX: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:22:17.610983] [INFO ] [LOCAL     ] Saved forecast: FNX	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/FNX.txt
[2025-12-22T20:22:17.611129] [INFO ] [sig       ] [1272/3560] Completed FNX in 0.3s | 2.93 sym/s | Total: 7.2m | ETA: 13.0m
[2025-12-22T20:22:17.611167] [INFO ] [sig       ] [1273/3560] Forecasting FNY...
[2025-12-22T20:22:17.611197] [INFO ] [sig       ] Generating forecast for: FNY
[2025-12-22T20:22:17.611227] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FNY' from 'https://tdm.silogroup.org/data/derivative_storage/FNY.csv'.
[2025-12-22T20:22:17.622371] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FNY'.
[2025-12-22T20:22:17.622744] [INFO ] [FORECASTER] Starting predict_future for FNY
[2025-12-22T20:22:17.623569] [DEBUG] [LOCAL     ] No optimal features file found for FNY: ./output/feature-sets/FNY.txt
[2025-12-22T20:22:17.623651] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:22:17.623686] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:22:17.623712] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:22:17.623768] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:22:17.682373] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:22:17.683099] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:22:17.683180] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:22:17.683214] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:22:17.793664] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:22:17.793820] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:22:17.793860] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:22:17.793888] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:22:17.797259] [DEBUG] [FORECASTER] FNY: Forecast T+1@11:T+2@11: DOWN (p=13.62%)
[2025-12-22T20:22:17.797529] [INFO ] [FORECASTER] Completed predict_future for FNY
[2025-12-22T20:22:17.797670] [INFO ] [sig       ] FNY: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:22:17.934067] [INFO ] [LOCAL     ] Saved forecast: FNY	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/FNY.txt
[2025-12-22T20:22:17.934223] [INFO ] [sig       ] [1273/3560] Completed FNY in 0.3s | 2.93 sym/s | Total: 7.2m | ETA: 13.0m
[2025-12-22T20:22:17.934286] [INFO ] [sig       ] [1274/3560] Forecasting FOA...
[2025-12-22T20:22:17.934318] [INFO ] [sig       ] Generating forecast for: FOA
[2025-12-22T20:22:17.934349] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOA' from 'https://tdm.silogroup.org/data/derivative_storage/FOA.csv'.
[2025-12-22T20:22:17.945736] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FOA'.
[2025-12-22T20:22:17.946077] [INFO ] [FORECASTER] Starting predict_future for FOA
[2025-12-22T20:22:17.946899] [DEBUG] [LOCAL     ] No optimal features file found for FOA: ./output/feature-sets/FOA.txt
[2025-12-22T20:22:17.946952] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:22:17.946984] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:22:17.947010] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:22:17.947065] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:22:18.002955] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:22:18.003987] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:22:18.004069] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:22:18.004100] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:22:18.136297] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:22:18.136466] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:22:18.136533] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:22:18.136657] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:22:18.140656] [DEBUG] [FORECASTER] FOA: Forecast T+1@11:T+2@11: UP (p=92.04%)
[2025-12-22T20:22:18.140958] [INFO ] [FORECASTER] Completed predict_future for FOA
[2025-12-22T20:22:18.141095] [INFO ] [sig       ] FOA: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:22:18.281975] [INFO ] [LOCAL     ] Saved forecast: FOA	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/FOA.txt
[2025-12-22T20:22:18.282139] [INFO ] [sig       ] [1274/3560] Completed FOA in 0.3s | 2.93 sym/s | Total: 7.2m | ETA: 13.0m
[2025-12-22T20:22:18.282178] [INFO ] [sig       ] [1275/3560] Forecasting FOF...
[2025-12-22T20:22:18.282209] [INFO ] [sig       ] Generating forecast for: FOF
[2025-12-22T20:22:18.282239] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOF' from 'https://tdm.silogroup.org/data/derivative_storage/FOF.csv'.
[2025-12-22T20:22:18.293628] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FOF'.
[2025-12-22T20:22:18.294012] [INFO ] [FORECASTER] Starting predict_future for FOF
[2025-12-22T20:22:18.294795] [DEBUG] [LOCAL     ] No optimal features file found for FOF: ./output/feature-sets/FOF.txt
[2025-12-22T20:22:18.294846] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:22:18.294877] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:22:18.294904] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:22:18.294964] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:22:18.357883] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:22:18.358823] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:22:18.358922] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:22:18.358963] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:22:18.476232] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:22:18.476391] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:22:18.476432] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:22:18.476506] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:22:18.480120] [DEBUG] [FORECASTER] FOF: Forecast T+1@11:T+2@11: DOWN (p=47.84%)
[2025-12-22T20:22:18.480440] [INFO ] [FORECASTER] Completed predict_future for FOF
[2025-12-22T20:22:18.480594] [INFO ] [sig       ] FOF: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:22:18.618975] [INFO ] [LOCAL     ] Saved forecast: FOF	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/FOF.txt
[2025-12-22T20:22:18.619160] [INFO ] [sig       ] [1275/3560] Completed FOF in 0.3s | 2.93 sym/s | Total: 7.2m | ETA: 13.0m
[2025-12-22T20:22:18.619202] [INFO ] [sig       ] [1276/3560] Forecasting FOLD...
[2025-12-22T20:22:18.619233] [INFO ] [sig       ] Generating forecast for: FOLD
[2025-12-22T20:22:18.619264] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOLD' from 'https://tdm.silogroup.org/data/derivative_storage/FOLD.csv'.
[2025-12-22T20:22:18.630000] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FOLD'.
[2025-12-22T20:22:18.630347] [INFO ] [FORECASTER] Starting predict_future for FOLD
[2025-12-22T20:22:18.631374] [DEBUG] [LOCAL     ] No optimal features file found for FOLD: ./output/feature-sets/FOLD.txt
[2025-12-22T20:22:18.631429] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:22:18.631463] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:22:18.631491] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:22:18.631548] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:22:18.689289] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:22:18.690063] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:22:18.690142] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:22:18.690175] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:22:18.811385] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:22:18.811552] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:22:18.811612] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:22:18.811644] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:22:18.815040] [DEBUG] [FORECASTER] FOLD: Forecast T+1@11:T+2@11: UP (p=98.40%)
[2025-12-22T20:22:18.815313] [INFO ] [FORECASTER] Completed predict_future for FOLD
[2025-12-22T20:22:18.815441] [INFO ] [sig       ] FOLD: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:22:18.958489] [INFO ] [LOCAL     ] Saved forecast: FOLD	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/FOLD.txt
[2025-12-22T20:22:18.958664] [INFO ] [sig       ] [1276/3560] Completed FOLD in 0.3s | 2.93 sym/s | Total: 7.2m | ETA: 13.0m
[2025-12-22T20:22:18.958706] [INFO ] [sig       ] [1277/3560] Forecasting FORM...
[2025-12-22T20:22:18.958737] [INFO ] [sig       ] Generating forecast for: FORM
[2025-12-22T20:22:18.958767] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FORM' from 'https://tdm.silogroup.org/data/derivative_storage/FORM.csv'.
[2025-12-22T20:22:18.969899] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FORM'.
[2025-12-22T20:22:18.970290] [INFO ] [FORECASTER] Starting predict_future for FORM
[2025-12-22T20:22:18.971324] [DEBUG] [LOCAL     ] No optimal features file found for FORM: ./output/feature-sets/FORM.txt
[2025-12-22T20:22:18.971378] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:22:18.971410] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:22:18.971438] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:22:18.971495] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:22:19.031469] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:22:19.032359] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:22:19.032442] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:22:19.032476] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:22:19.175363] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:22:19.175518] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:22:19.175559] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:22:19.175606] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:22:19.178968] [DEBUG] [FORECASTER] FORM: Forecast T+1@11:T+2@11: UP (p=97.97%)
[2025-12-22T20:22:19.179257] [INFO ] [FORECASTER] Completed predict_future for FORM
[2025-12-22T20:22:19.179380] [INFO ] [sig       ] FORM: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:22:19.315495] [INFO ] [LOCAL     ] Saved forecast: FORM	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/FORM.txt
[2025-12-22T20:22:19.315647] [INFO ] [sig       ] [1277/3560] Completed FORM in 0.4s | 2.93 sym/s | Total: 7.3m | ETA: 13.0m
[2025-12-22T20:22:19.315688] [INFO ] [sig       ] [1278/3560] Forecasting FOSL...
[2025-12-22T20:22:19.315717] [INFO ] [sig       ] Generating forecast for: FOSL
[2025-12-22T20:22:19.315746] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOSL' from 'https://tdm.silogroup.org/data/derivative_storage/FOSL.csv'.
[2025-12-22T20:22:19.326357] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FOSL'.
[2025-12-22T20:22:19.326686] [INFO ] [FORECASTER] Starting predict_future for FOSL
[2025-12-22T20:22:19.327455] [DEBUG] [LOCAL     ] No optimal features file found for FOSL: ./output/feature-sets/FOSL.txt
[2025-12-22T20:22:19.327518] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:22:19.327556] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:22:19.327620] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:22:19.327679] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:22:19.384375] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:22:19.385049] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:22:19.385125] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:22:19.385157] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:22:19.509161] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:22:19.509314] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:22:19.509362] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:22:19.509392] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:22:19.512741] [DEBUG] [FORECASTER] FOSL: Forecast T+1@11:T+2@11: DOWN (p=10.62%)
[2025-12-22T20:22:19.513004] [INFO ] [FORECASTER] Completed predict_future for FOSL
[2025-12-22T20:22:19.513124] [INFO ] [sig       ] FOSL: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:22:19.652864] [INFO ] [LOCAL     ] Saved forecast: FOSL	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/FOSL.txt
[2025-12-22T20:22:19.653027] [INFO ] [sig       ] [1278/3560] Completed FOSL in 0.3s | 2.93 sym/s | Total: 7.3m | ETA: 13.0m
[2025-12-22T20:22:19.653071] [INFO ] [sig       ] [1279/3560] Forecasting FOX...
[2025-12-22T20:22:19.653103] [INFO ] [sig       ] Generating forecast for: FOX
[2025-12-22T20:22:19.653134] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOX' from 'https://tdm.silogroup.org/data/derivative_storage/FOX.csv'.
[2025-12-22T20:22:19.665389] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FOX'.
[2025-12-22T20:22:19.666012] [INFO ] [FORECASTER] Starting predict_future for FOX
[2025-12-22T20:22:19.667023] [DEBUG] [LOCAL     ] No optimal features file found for FOX: ./output/feature-sets/FOX.txt
[2025-12-22T20:22:19.667076] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:22:19.667111] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:22:19.667139] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:22:19.667210] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:22:19.730276] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:22:19.731350] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:22:19.731433] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:22:19.731466] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:22:19.857961] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:22:19.858114] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:22:19.858155] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:22:19.858186] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:22:19.862053] [DEBUG] [FORECASTER] FOX: Forecast T+1@11:T+2@11: UP (p=87.20%)
[2025-12-22T20:22:19.862330] [INFO ] [FORECASTER] Completed predict_future for FOX
[2025-12-22T20:22:19.862457] [INFO ] [sig       ] FOX: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:22:20.001960] [INFO ] [LOCAL     ] Saved forecast: FOX	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/FOX.txt
[2025-12-22T20:22:20.002098] [INFO ] [sig       ] [1279/3560] Completed FOX in 0.3s | 2.93 sym/s | Total: 7.3m | ETA: 13.0m
[2025-12-22T20:22:20.002138] [INFO ] [sig       ] [1280/3560] Forecasting FOXA...
[2025-12-22T20:22:20.002167] [INFO ] [sig       ] Generating forecast for: FOXA
[2025-12-22T20:22:20.002196] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOXA' from 'https://tdm.silogroup.org/data/derivative_storage/FOXA.csv'.
[2025-12-22T20:22:20.014297] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FOXA'.
[2025-12-22T20:22:20.014838] [INFO ] [FORECASTER] Starting predict_future for FOXA
[2025-12-22T20:22:20.015619] [DEBUG] [LOCAL     ] No optimal features file found for FOXA: ./output/feature-sets/FOXA.txt
[2025-12-22T20:22:20.015670] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:22:20.015702] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:22:20.015728] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:22:20.015783] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:22:20.072162] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:22:20.072888] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:22:20.072969] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:22:20.073002] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:22:20.189449] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:22:20.189622] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:22:20.189663] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:22:20.189690] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:22:20.193010] [DEBUG] [FORECASTER] FOXA: Forecast T+1@11:T+2@11: UP (p=56.48%)
[2025-12-22T20:22:20.193275] [INFO ] [FORECASTER] Completed predict_future for FOXA
[2025-12-22T20:22:20.193397] [INFO ] [sig       ] FOXA: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:22:20.329622] [INFO ] [LOCAL     ] Saved forecast: FOXA	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/FOXA.txt
[2025-12-22T20:22:20.329759] [INFO ] [sig       ] [1280/3560] Completed FOXA in 0.3s | 2.93 sym/s | Total: 7.3m | ETA: 13.0m
[2025-12-22T20:22:20.329799] [INFO ] [sig       ] [1281/3560] Forecasting FOXF...
[2025-12-22T20:22:20.329827] [INFO ] [sig       ] Generating forecast for: FOXF
[2025-12-22T20:22:20.329857] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOXF' from 'https://tdm.silogroup.org/data/derivative_storage/FOXF.csv'.
[2025-12-22T20:22:20.340950] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FOXF'.
[2025-12-22T20:22:20.341294] [INFO ] [FORECASTER] Starting predict_future for FOXF
[2025-12-22T20:22:20.342064] [DEBUG] [LOCAL     ] No optimal features file found for FOXF: ./output/feature-sets/FOXF.txt
[2025-12-22T20:22:20.342130] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:22:20.342163] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:22:20.342190] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:22:20.342245] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:22:20.399224] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:22:20.400034] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:22:20.400145] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:22:20.400180] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:22:20.520269] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:22:20.520423] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:22:20.520463] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:22:20.520492] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:22:20.523836] [DEBUG] [FORECASTER] FOXF: Forecast T+1@11:T+2@11: DOWN (p=23.80%)
[2025-12-22T20:22:20.524102] [INFO ] [FORECASTER] Completed predict_future for FOXF
[2025-12-22T20:22:20.524225] [INFO ] [sig       ] FOXF: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:22:20.658603] [INFO ] [LOCAL     ] Saved forecast: FOXF	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/FOXF.txt
[2025-12-22T20:22:20.658933] [INFO ] [sig       ] [1281/3560] Completed FOXF in 0.3s | 2.93 sym/s | Total: 7.3m | ETA: 12.9m
[2025-12-22T20:22:20.658971] [INFO ] [sig       ] [1282/3560] Forecasting FPF...
[2025-12-22T20:22:20.659001] [INFO ] [sig       ] Generating forecast for: FPF
[2025-12-22T20:22:20.659052] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FPF' from 'https://tdm.silogroup.org/data/derivative_storage/FPF.csv'.
[2025-12-22T20:22:20.670733] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FPF'.
[2025-12-22T20:22:20.671072] [INFO ] [FORECASTER] Starting predict_future for FPF
[2025-12-22T20:22:20.671846] [DEBUG] [LOCAL     ] No optimal features file found for FPF: ./output/feature-sets/FPF.txt
[2025-12-22T20:22:20.671897] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:22:20.671930] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:22:20.671957] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:22:20.672013] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:22:20.729736] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:22:20.730481] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:22:20.730560] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:22:20.730613] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:22:20.849727] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:22:20.849879] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:22:20.849917] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:22:20.849946] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:22:20.853238] [DEBUG] [FORECASTER] FPF: Forecast T+1@11:T+2@11: DOWN (p=35.38%)
[2025-12-22T20:22:20.853509] [INFO ] [FORECASTER] Completed predict_future for FPF
[2025-12-22T20:22:20.853652] [INFO ] [sig       ] FPF: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:22:20.992299] [INFO ] [LOCAL     ] Saved forecast: FPF	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/FPF.txt
[2025-12-22T20:22:20.992434] [INFO ] [sig       ] [1282/3560] Completed FPF in 0.3s | 2.93 sym/s | Total: 7.3m | ETA: 12.9m
[2025-12-22T20:22:20.992472] [INFO ] [sig       ] [1283/3560] Forecasting FPH...
[2025-12-22T20:22:20.992502] [INFO ] [sig       ] Generating forecast for: FPH
[2025-12-22T20:22:20.992532] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FPH' from 'https://tdm.silogroup.org/data/derivative_storage/FPH.csv'.
[2025-12-22T20:22:21.002982] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FPH'.
[2025-12-22T20:22:21.003354] [INFO ] [FORECASTER] Starting predict_future for FPH
[2025-12-22T20:22:21.004140] [DEBUG] [LOCAL     ] No optimal features file found for FPH: ./output/feature-sets/FPH.txt
[2025-12-22T20:22:21.004192] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:22:21.004223] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:22:21.004251] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:22:21.004306] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:22:21.064213] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:22:21.065067] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:22:21.065150] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:22:21.065184] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:22:21.182442] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:22:21.182606] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:22:21.182647] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:22:21.182676] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:22:21.185992] [DEBUG] [FORECASTER] FPH: Forecast T+1@11:T+2@11: UP (p=85.59%)
[2025-12-22T20:22:21.186256] [INFO ] [FORECASTER] Completed predict_future for FPH
[2025-12-22T20:22:21.186376] [INFO ] [sig       ] FPH: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:22:21.321717] [INFO ] [LOCAL     ] Saved forecast: FPH	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/FPH.txt
[2025-12-22T20:22:21.321872] [INFO ] [sig       ] [1283/3560] Completed FPH in 0.3s | 2.93 sym/s | Total: 7.3m | ETA: 12.9m
[2025-12-22T20:22:21.321913] [INFO ] [sig       ] [1284/3560] Forecasting FPI...
[2025-12-22T20:22:21.321943] [INFO ] [sig       ] Generating forecast for: FPI
[2025-12-22T20:22:21.321974] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FPI' from 'https://tdm.silogroup.org/data/derivative_storage/FPI.csv'.
[2025-12-22T20:22:21.333102] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FPI'.
[2025-12-22T20:22:21.333503] [INFO ] [FORECASTER] Starting predict_future for FPI
[2025-12-22T20:22:21.334293] [DEBUG] [LOCAL     ] No optimal features file found for FPI: ./output/feature-sets/FPI.txt
[2025-12-22T20:22:21.334345] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:22:21.334376] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:22:21.334402] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:22:21.334458] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:22:21.390974] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:22:21.391861] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:22:21.391959] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:22:21.391992] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:22:21.506968] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:22:21.507122] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:22:21.507160] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:22:21.507189] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:22:21.510481] [DEBUG] [FORECASTER] FPI: Forecast T+1@11:T+2@11: UP (p=84.90%)
[2025-12-22T20:22:21.510765] [INFO ] [FORECASTER] Completed predict_future for FPI
[2025-12-22T20:22:21.510887] [INFO ] [sig       ] FPI: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:22:21.645417] [INFO ] [LOCAL     ] Saved forecast: FPI	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/FPI.txt
[2025-12-22T20:22:21.645615] [INFO ] [sig       ] [1284/3560] Completed FPI in 0.3s | 2.93 sym/s | Total: 7.3m | ETA: 12.9m
[2025-12-22T20:22:21.645657] [INFO ] [sig       ] [1285/3560] Forecasting FPXI...
[2025-12-22T20:22:21.645687] [INFO ] [sig       ] Generating forecast for: FPXI
[2025-12-22T20:22:21.645718] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FPXI' from 'https://tdm.silogroup.org/data/derivative_storage/FPXI.csv'.
[2025-12-22T20:22:21.656056] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FPXI'.
[2025-12-22T20:22:21.656398] [INFO ] [FORECASTER] Starting predict_future for FPXI
[2025-12-22T20:22:21.657219] [DEBUG] [LOCAL     ] No optimal features file found for FPXI: ./output/feature-sets/FPXI.txt
[2025-12-22T20:22:21.657272] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:22:21.657306] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:22:21.657335] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:22:21.657393] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:22:21.713776] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:22:21.714673] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:22:21.714755] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:22:21.714787] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:22:21.825322] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:22:21.825484] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:22:21.825526] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:22:21.825555] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:22:21.829154] [DEBUG] [FORECASTER] FPXI: Forecast T+1@11:T+2@11: UP (p=61.97%)
[2025-12-22T20:22:21.829445] [INFO ] [FORECASTER] Completed predict_future for FPXI
[2025-12-22T20:22:21.829597] [INFO ] [sig       ] FPXI: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:22:21.967978] [INFO ] [LOCAL     ] Saved forecast: FPXI	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/FPXI.txt
[2025-12-22T20:22:21.968130] [INFO ] [sig       ] [1285/3560] Completed FPXI in 0.3s | 2.93 sym/s | Total: 7.3m | ETA: 12.9m
[2025-12-22T20:22:21.968169] [INFO ] [sig       ] [1286/3560] Forecasting FRA...
[2025-12-22T20:22:21.968200] [INFO ] [sig       ] Generating forecast for: FRA
[2025-12-22T20:22:21.968230] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRA' from 'https://tdm.silogroup.org/data/derivative_storage/FRA.csv'.
[2025-12-22T20:22:21.979383] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRA'.
[2025-12-22T20:22:21.979757] [INFO ] [FORECASTER] Starting predict_future for FRA
[2025-12-22T20:22:21.980509] [DEBUG] [LOCAL     ] No optimal features file found for FRA: ./output/feature-sets/FRA.txt
[2025-12-22T20:22:21.980559] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:22:21.980608] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:22:21.980636] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:22:21.980692] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:22:22.037093] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:22:22.037932] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:22:22.038010] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:22:22.038043] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:22:22.166962] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:22:22.167113] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:22:22.167153] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:22:22.167184] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:22:22.170619] [DEBUG] [FORECASTER] FRA: Forecast T+1@11:T+2@11: DOWN (p=19.31%)
[2025-12-22T20:22:22.170915] [INFO ] [FORECASTER] Completed predict_future for FRA
[2025-12-22T20:22:22.171042] [INFO ] [sig       ] FRA: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:22:22.306525] [INFO ] [LOCAL     ] Saved forecast: FRA	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/FRA.txt
[2025-12-22T20:22:22.306673] [INFO ] [sig       ] [1286/3560] Completed FRA in 0.3s | 2.93 sym/s | Total: 7.3m | ETA: 12.9m
[2025-12-22T20:22:22.306714] [INFO ] [sig       ] [1287/3560] Forecasting FRBA...
[2025-12-22T20:22:22.306743] [INFO ] [sig       ] Generating forecast for: FRBA
[2025-12-22T20:22:22.306773] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRBA' from 'https://tdm.silogroup.org/data/derivative_storage/FRBA.csv'.
[2025-12-22T20:22:22.317788] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRBA'.
[2025-12-22T20:22:22.318101] [INFO ] [FORECASTER] Starting predict_future for FRBA
[2025-12-22T20:22:22.318882] [DEBUG] [LOCAL     ] No optimal features file found for FRBA: ./output/feature-sets/FRBA.txt
[2025-12-22T20:22:22.318933] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:22:22.318965] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:22:22.318992] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:22:22.319065] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:22:22.375099] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:22:22.375893] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:22:22.375972] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:22:22.376004] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:22:22.493789] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:22:22.493947] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:22:22.493987] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:22:22.494015] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:22:22.497296] [DEBUG] [FORECASTER] FRBA: Forecast T+1@11:T+2@11: DOWN (p=39.82%)
[2025-12-22T20:22:22.497559] [INFO ] [FORECASTER] Completed predict_future for FRBA
[2025-12-22T20:22:22.497696] [INFO ] [sig       ] FRBA: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:22:22.644142] [INFO ] [LOCAL     ] Saved forecast: FRBA	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/FRBA.txt
[2025-12-22T20:22:22.644333] [INFO ] [sig       ] [1287/3560] Completed FRBA in 0.3s | 2.93 sym/s | Total: 7.3m | ETA: 12.9m
[2025-12-22T20:22:22.644393] [INFO ] [sig       ] [1288/3560] Forecasting FRGE...
[2025-12-22T20:22:22.644430] [INFO ] [sig       ] Generating forecast for: FRGE
[2025-12-22T20:22:22.644462] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRGE' from 'https://tdm.silogroup.org/data/derivative_storage/FRGE.csv'.
[2025-12-22T20:22:22.657266] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRGE'.
[2025-12-22T20:22:22.657675] [INFO ] [FORECASTER] Starting predict_future for FRGE
[2025-12-22T20:22:22.658508] [DEBUG] [LOCAL     ] No optimal features file found for FRGE: ./output/feature-sets/FRGE.txt
[2025-12-22T20:22:22.658563] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:22:22.658656] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:22:22.658697] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:22:22.658759] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:22:22.720413] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:22:22.721367] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:22:22.721448] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:22:22.721480] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:22:22.846872] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:22:22.847027] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:22:22.847094] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:22:22.847125] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:22:22.851066] [DEBUG] [FORECASTER] FRGE: Forecast T+1@11:T+2@11: UP (p=90.01%)
[2025-12-22T20:22:22.851345] [INFO ] [FORECASTER] Completed predict_future for FRGE
[2025-12-22T20:22:22.851471] [INFO ] [sig       ] FRGE: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:22:22.998533] [INFO ] [LOCAL     ] Saved forecast: FRGE	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/FRGE.txt
[2025-12-22T20:22:22.998707] [INFO ] [sig       ] [1288/3560] Completed FRGE in 0.4s | 2.93 sym/s | Total: 7.3m | ETA: 12.9m
[2025-12-22T20:22:22.998750] [INFO ] [sig       ] [1289/3560] Forecasting FRHC...
[2025-12-22T20:22:22.998780] [INFO ] [sig       ] Generating forecast for: FRHC
[2025-12-22T20:22:22.998813] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRHC' from 'https://tdm.silogroup.org/data/derivative_storage/FRHC.csv'.
[2025-12-22T20:22:23.011255] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRHC'.
[2025-12-22T20:22:23.011681] [INFO ] [FORECASTER] Starting predict_future for FRHC
[2025-12-22T20:22:23.012507] [DEBUG] [LOCAL     ] No optimal features file found for FRHC: ./output/feature-sets/FRHC.txt
[2025-12-22T20:22:23.012595] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:22:23.012646] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:22:23.012677] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:22:23.012735] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:22:23.073899] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:22:23.074792] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:22:23.074876] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:22:23.074915] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:22:23.202335] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:22:23.202486] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:22:23.202529] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:22:23.202563] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:22:23.206057] [DEBUG] [FORECASTER] FRHC: Forecast T+1@11:T+2@11: UP (p=90.37%)
[2025-12-22T20:22:23.206339] [INFO ] [FORECASTER] Completed predict_future for FRHC
[2025-12-22T20:22:23.206468] [INFO ] [sig       ] FRHC: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:22:23.354807] [INFO ] [LOCAL     ] Saved forecast: FRHC	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/FRHC.txt
[2025-12-22T20:22:23.354954] [INFO ] [sig       ] [1289/3560] Completed FRHC in 0.4s | 2.93 sym/s | Total: 7.3m | ETA: 12.9m
[2025-12-22T20:22:23.354995] [INFO ] [sig       ] [1290/3560] Forecasting FRME...
[2025-12-22T20:22:23.355025] [INFO ] [sig       ] Generating forecast for: FRME
[2025-12-22T20:22:23.355056] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRME' from 'https://tdm.silogroup.org/data/derivative_storage/FRME.csv'.
[2025-12-22T20:22:23.366318] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRME'.
[2025-12-22T20:22:23.366705] [INFO ] [FORECASTER] Starting predict_future for FRME
[2025-12-22T20:22:23.367488] [DEBUG] [LOCAL     ] No optimal features file found for FRME: ./output/feature-sets/FRME.txt
[2025-12-22T20:22:23.367540] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:22:23.367600] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:22:23.367652] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:22:23.367710] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:22:23.430515] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:22:23.431331] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:22:23.431421] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:22:23.431457] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:22:23.556675] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:22:23.556832] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:22:23.556872] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:22:23.556900] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:22:23.560240] [DEBUG] [FORECASTER] FRME: Forecast T+1@11:T+2@11: DOWN (p=11.84%)
[2025-12-22T20:22:23.560506] [INFO ] [FORECASTER] Completed predict_future for FRME
[2025-12-22T20:22:23.560643] [INFO ] [sig       ] FRME: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:22:23.696474] [INFO ] [LOCAL     ] Saved forecast: FRME	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/FRME.txt
[2025-12-22T20:22:23.696609] [INFO ] [sig       ] [1290/3560] Completed FRME in 0.3s | 2.93 sym/s | Total: 7.3m | ETA: 12.9m
[2025-12-22T20:22:23.696649] [INFO ] [sig       ] [1291/3560] Forecasting FRO...
[2025-12-22T20:22:23.696678] [INFO ] [sig       ] Generating forecast for: FRO
[2025-12-22T20:22:23.696710] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRO' from 'https://tdm.silogroup.org/data/derivative_storage/FRO.csv'.
[2025-12-22T20:22:23.707865] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRO'.
[2025-12-22T20:22:23.708175] [INFO ] [FORECASTER] Starting predict_future for FRO
[2025-12-22T20:22:23.708969] [DEBUG] [LOCAL     ] No optimal features file found for FRO: ./output/feature-sets/FRO.txt
[2025-12-22T20:22:23.709051] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:22:23.709086] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:22:23.709113] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:22:23.709170] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:22:23.767929] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:22:23.768626] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:22:23.768705] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:22:23.768737] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:22:23.894206] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:22:23.894368] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:22:23.894407] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:22:23.894468] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:22:23.897787] [DEBUG] [FORECASTER] FRO: Forecast T+1@11:T+2@11: UP (p=88.49%)
[2025-12-22T20:22:23.898047] [INFO ] [FORECASTER] Completed predict_future for FRO
[2025-12-22T20:22:23.898164] [INFO ] [sig       ] FRO: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:22:24.035442] [INFO ] [LOCAL     ] Saved forecast: FRO	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/FRO.txt
[2025-12-22T20:22:24.035595] [INFO ] [sig       ] [1291/3560] Completed FRO in 0.3s | 2.93 sym/s | Total: 7.3m | ETA: 12.9m
[2025-12-22T20:22:24.035637] [INFO ] [sig       ] [1292/3560] Forecasting FROG...
[2025-12-22T20:22:24.035666] [INFO ] [sig       ] Generating forecast for: FROG
[2025-12-22T20:22:24.035696] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FROG' from 'https://tdm.silogroup.org/data/derivative_storage/FROG.csv'.
[2025-12-22T20:22:24.046350] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FROG'.
[2025-12-22T20:22:24.046687] [INFO ] [FORECASTER] Starting predict_future for FROG
[2025-12-22T20:22:24.047426] [DEBUG] [LOCAL     ] No optimal features file found for FROG: ./output/feature-sets/FROG.txt
[2025-12-22T20:22:24.047477] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:22:24.047521] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:22:24.047552] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:22:24.047631] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:22:24.106859] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:22:24.107508] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:22:24.107604] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:22:24.107639] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:22:24.229898] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:22:24.230045] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:22:24.230084] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:22:24.230112] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:22:24.233399] [DEBUG] [FORECASTER] FROG: Forecast T+1@11:T+2@11: UP (p=87.32%)
[2025-12-22T20:22:24.233686] [INFO ] [FORECASTER] Completed predict_future for FROG
[2025-12-22T20:22:24.233805] [INFO ] [sig       ] FROG: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:22:24.373976] [INFO ] [LOCAL     ] Saved forecast: FROG	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/FROG.txt
[2025-12-22T20:22:24.374122] [INFO ] [sig       ] [1292/3560] Completed FROG in 0.3s | 2.93 sym/s | Total: 7.3m | ETA: 12.9m
[2025-12-22T20:22:24.374161] [INFO ] [sig       ] [1293/3560] Forecasting FRPH...
[2025-12-22T20:22:24.374190] [INFO ] [sig       ] Generating forecast for: FRPH
[2025-12-22T20:22:24.374219] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRPH' from 'https://tdm.silogroup.org/data/derivative_storage/FRPH.csv'.
[2025-12-22T20:22:24.385333] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRPH'.
[2025-12-22T20:22:24.385701] [INFO ] [FORECASTER] Starting predict_future for FRPH
[2025-12-22T20:22:24.386512] [DEBUG] [LOCAL     ] No optimal features file found for FRPH: ./output/feature-sets/FRPH.txt
[2025-12-22T20:22:24.386565] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:22:24.386629] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:22:24.386661] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:22:24.386719] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:22:24.444456] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:22:24.445076] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:22:24.445152] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:22:24.445185] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:22:24.568410] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:22:24.568554] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:22:24.568614] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:22:24.568644] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:22:24.571995] [DEBUG] [FORECASTER] FRPH: Forecast T+1@11:T+2@11: UP (p=78.29%)
[2025-12-22T20:22:24.572271] [INFO ] [FORECASTER] Completed predict_future for FRPH
[2025-12-22T20:22:24.572393] [INFO ] [sig       ] FRPH: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:22:24.717072] [INFO ] [LOCAL     ] Saved forecast: FRPH	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/FRPH.txt
[2025-12-22T20:22:24.717234] [INFO ] [sig       ] [1293/3560] Completed FRPH in 0.3s | 2.93 sym/s | Total: 7.3m | ETA: 12.9m
[2025-12-22T20:22:24.717274] [INFO ] [sig       ] [1294/3560] Forecasting FRSH...
[2025-12-22T20:22:24.717305] [INFO ] [sig       ] Generating forecast for: FRSH
[2025-12-22T20:22:24.717337] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRSH' from 'https://tdm.silogroup.org/data/derivative_storage/FRSH.csv'.
[2025-12-22T20:22:24.728416] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRSH'.
[2025-12-22T20:22:24.728824] [INFO ] [FORECASTER] Starting predict_future for FRSH
[2025-12-22T20:22:24.729670] [DEBUG] [LOCAL     ] No optimal features file found for FRSH: ./output/feature-sets/FRSH.txt
[2025-12-22T20:22:24.729725] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:22:24.729759] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:22:24.729787] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:22:24.729845] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:22:24.789123] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:22:24.790012] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:22:24.790097] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:22:24.790130] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:22:24.914967] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:22:24.915123] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:22:24.915163] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:22:24.915192] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:22:24.919049] [DEBUG] [FORECASTER] FRSH: Forecast T+1@11:T+2@11: UP (p=79.17%)
[2025-12-22T20:22:24.919323] [INFO ] [FORECASTER] Completed predict_future for FRSH
[2025-12-22T20:22:24.919449] [INFO ] [sig       ] FRSH: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:22:25.065293] [INFO ] [LOCAL     ] Saved forecast: FRSH	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/FRSH.txt
[2025-12-22T20:22:25.065669] [INFO ] [sig       ] [1294/3560] Completed FRSH in 0.3s | 2.93 sym/s | Total: 7.4m | ETA: 12.9m
[2025-12-22T20:22:25.065710] [INFO ] [sig       ] [1295/3560] Forecasting FRSX...
[2025-12-22T20:22:25.065739] [INFO ] [sig       ] Generating forecast for: FRSX
[2025-12-22T20:22:25.065770] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRSX' from 'https://tdm.silogroup.org/data/derivative_storage/FRSX.csv'.
[2025-12-22T20:22:25.077954] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRSX'.
[2025-12-22T20:22:25.078358] [INFO ] [FORECASTER] Starting predict_future for FRSX
[2025-12-22T20:22:25.079389] [DEBUG] [LOCAL     ] No optimal features file found for FRSX: ./output/feature-sets/FRSX.txt
[2025-12-22T20:22:25.079446] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:22:25.079479] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:22:25.079508] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:22:25.079571] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:22:25.143811] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:22:25.145135] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:22:25.145222] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:22:25.145257] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:22:25.284432] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:22:25.284612] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:22:25.284654] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:22:25.284685] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:22:25.288837] [DEBUG] [FORECASTER] FRSX: Forecast T+1@11:T+2@11: DOWN (p=48.80%)
[2025-12-22T20:22:25.289328] [INFO ] [FORECASTER] Completed predict_future for FRSX
[2025-12-22T20:22:25.289504] [INFO ] [sig       ] FRSX: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:22:25.438619] [INFO ] [LOCAL     ] Saved forecast: FRSX	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/FRSX.txt
[2025-12-22T20:22:25.438780] [INFO ] [sig       ] [1295/3560] Completed FRSX in 0.4s | 2.93 sym/s | Total: 7.4m | ETA: 12.9m
[2025-12-22T20:22:25.438825] [INFO ] [sig       ] [1296/3560] Forecasting FSBC...
[2025-12-22T20:22:25.438855] [INFO ] [sig       ] Generating forecast for: FSBC
[2025-12-22T20:22:25.438887] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FSBC' from 'https://tdm.silogroup.org/data/derivative_storage/FSBC.csv'.
[2025-12-22T20:22:25.457095] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FSBC'.
[2025-12-22T20:22:25.457512] [INFO ] [FORECASTER] Starting predict_future for FSBC
[2025-12-22T20:22:25.458593] [DEBUG] [LOCAL     ] No optimal features file found for FSBC: ./output/feature-sets/FSBC.txt
[2025-12-22T20:22:25.458647] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:22:25.458693] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:22:25.458722] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:22:25.458805] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:22:25.521266] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:22:25.522163] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:22:25.522305] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:22:25.522342] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:22:25.653632] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:22:25.653789] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:22:25.653829] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:22:25.653858] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:22:25.657352] [DEBUG] [FORECASTER] FSBC: Forecast T+1@11:T+2@11: UP (p=87.92%)
[2025-12-22T20:22:25.657674] [INFO ] [FORECASTER] Completed predict_future for FSBC
[2025-12-22T20:22:25.657802] [INFO ] [sig       ] FSBC: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:22:25.795196] [INFO ] [LOCAL     ] Saved forecast: FSBC	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/FSBC.txt
[2025-12-22T20:22:25.795350] [INFO ] [sig       ] [1296/3560] Completed FSBC in 0.4s | 2.93 sym/s | Total: 7.4m | ETA: 12.9m
[2025-12-22T20:22:25.795391] [INFO ] [sig       ] [1297/3560] Forecasting FSCO...
[2025-12-22T20:22:25.795420] [INFO ] [sig       ] Generating forecast for: FSCO
[2025-12-22T20:22:25.795449] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FSCO' from 'https://tdm.silogroup.org/data/derivative_storage/FSCO.csv'.
[2025-12-22T20:22:25.806669] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FSCO'.
[2025-12-22T20:22:25.807063] [INFO ] [FORECASTER] Starting predict_future for FSCO
[2025-12-22T20:22:25.807860] [DEBUG] [LOCAL     ] No optimal features file found for FSCO: ./output/feature-sets/FSCO.txt
[2025-12-22T20:22:25.807913] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:22:25.807946] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:22:25.807974] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:22:25.808030] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:22:25.863817] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:22:25.864478] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:22:25.864554] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:22:25.864616] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:22:25.979788] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:22:25.979941] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:22:25.979990] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:22:25.980020] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:22:25.983450] [DEBUG] [FORECASTER] FSCO: Forecast T+1@11:T+2@11: UP (p=98.95%)
[2025-12-22T20:22:25.983739] [INFO ] [FORECASTER] Completed predict_future for FSCO
[2025-12-22T20:22:25.983931] [INFO ] [sig       ] FSCO: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:22:26.119665] [INFO ] [LOCAL     ] Saved forecast: FSCO	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/FSCO.txt
[2025-12-22T20:22:26.119789] [INFO ] [sig       ] [1297/3560] Completed FSCO in 0.3s | 2.93 sym/s | Total: 7.4m | ETA: 12.9m
[2025-12-22T20:22:26.119826] [INFO ] [sig       ] [1298/3560] Forecasting FSK...
[2025-12-22T20:22:26.119856] [INFO ] [sig       ] Generating forecast for: FSK
[2025-12-22T20:22:26.119886] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FSK' from 'https://tdm.silogroup.org/data/derivative_storage/FSK.csv'.
[2025-12-22T20:22:26.130706] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FSK'.
[2025-12-22T20:22:26.130998] [INFO ] [FORECASTER] Starting predict_future for FSK
[2025-12-22T20:22:26.131760] [DEBUG] [LOCAL     ] No optimal features file found for FSK: ./output/feature-sets/FSK.txt
[2025-12-22T20:22:26.131811] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:22:26.131842] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:22:26.131869] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:22:26.131926] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:22:26.188274] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:22:26.189050] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:22:26.189161] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:22:26.189194] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:22:26.305303] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:22:26.305450] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:22:26.305489] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:22:26.305518] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:22:26.308815] [DEBUG] [FORECASTER] FSK: Forecast T+1@11:T+2@11: DOWN (p=39.89%)
[2025-12-22T20:22:26.309096] [INFO ] [FORECASTER] Completed predict_future for FSK
[2025-12-22T20:22:26.309217] [INFO ] [sig       ] FSK: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:22:26.445624] [INFO ] [LOCAL     ] Saved forecast: FSK	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/FSK.txt
[2025-12-22T20:22:26.445744] [INFO ] [sig       ] [1298/3560] Completed FSK in 0.3s | 2.93 sym/s | Total: 7.4m | ETA: 12.8m
[2025-12-22T20:22:26.445781] [INFO ] [sig       ] [1299/3560] Forecasting FSLY...
[2025-12-22T20:22:26.445810] [INFO ] [sig       ] Generating forecast for: FSLY
[2025-12-22T20:22:26.445841] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FSLY' from 'https://tdm.silogroup.org/data/derivative_storage/FSLY.csv'.
[2025-12-22T20:22:26.456893] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FSLY'.
[2025-12-22T20:22:26.457186] [INFO ] [FORECASTER] Starting predict_future for FSLY
[2025-12-22T20:22:26.457942] [DEBUG] [LOCAL     ] No optimal features file found for FSLY: ./output/feature-sets/FSLY.txt
[2025-12-22T20:22:26.457992] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:22:26.458024] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:22:26.458051] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:22:26.458106] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:22:26.515881] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:22:26.516704] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:22:26.516780] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:22:26.516812] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:22:26.638102] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:22:26.638248] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:22:26.638303] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:22:26.638334] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:22:26.641762] [DEBUG] [FORECASTER] FSLY: Forecast T+1@11:T+2@11: DOWN (p=42.69%)
[2025-12-22T20:22:26.642211] [INFO ] [FORECASTER] Completed predict_future for FSLY
[2025-12-22T20:22:26.642328] [INFO ] [sig       ] FSLY: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:22:26.780069] [INFO ] [LOCAL     ] Saved forecast: FSLY	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/FSLY.txt
[2025-12-22T20:22:26.780196] [INFO ] [sig       ] [1299/3560] Completed FSLY in 0.3s | 2.93 sym/s | Total: 7.4m | ETA: 12.8m
[2025-12-22T20:22:26.780235] [INFO ] [sig       ] [1300/3560] Forecasting FSM...
[2025-12-22T20:22:26.780264] [INFO ] [sig       ] Generating forecast for: FSM
[2025-12-22T20:22:26.780293] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FSM' from 'https://tdm.silogroup.org/data/derivative_storage/FSM.csv'.
[2025-12-22T20:22:26.790844] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FSM'.
[2025-12-22T20:22:26.791151] [INFO ] [FORECASTER] Starting predict_future for FSM
[2025-12-22T20:22:26.791948] [DEBUG] [LOCAL     ] No optimal features file found for FSM: ./output/feature-sets/FSM.txt
[2025-12-22T20:22:26.791999] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:22:26.792031] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:22:26.792058] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:22:26.792114] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:22:26.847805] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:22:26.848617] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:22:26.848692] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:22:26.848723] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:22:26.970299] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:22:26.970451] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:22:26.970490] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:22:26.970518] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:22:26.974199] [DEBUG] [FORECASTER] FSM: Forecast T+1@11:T+2@11: DOWN (p=16.18%)
[2025-12-22T20:22:26.974460] [INFO ] [FORECASTER] Completed predict_future for FSM
[2025-12-22T20:22:26.974595] [INFO ] [sig       ] FSM: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:22:27.113645] [INFO ] [LOCAL     ] Saved forecast: FSM	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/FSM.txt
[2025-12-22T20:22:27.113799] [INFO ] [sig       ] [1300/3560] Completed FSM in 0.3s | 2.93 sym/s | Total: 7.4m | ETA: 12.8m
[2025-12-22T20:22:27.113837] [INFO ] [sig       ] [1301/3560] Forecasting FSS...
[2025-12-22T20:22:27.113866] [INFO ] [sig       ] Generating forecast for: FSS
[2025-12-22T20:22:27.113896] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FSS' from 'https://tdm.silogroup.org/data/derivative_storage/FSS.csv'.
[2025-12-22T20:22:27.124872] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FSS'.
[2025-12-22T20:22:27.125249] [INFO ] [FORECASTER] Starting predict_future for FSS
[2025-12-22T20:22:27.126035] [DEBUG] [LOCAL     ] No optimal features file found for FSS: ./output/feature-sets/FSS.txt
[2025-12-22T20:22:27.126086] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:22:27.126118] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:22:27.126145] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:22:27.126201] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:22:27.183230] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:22:27.184134] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:22:27.184230] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:22:27.184263] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:22:27.308126] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:22:27.308277] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:22:27.308317] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:22:27.308346] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:22:27.311769] [DEBUG] [FORECASTER] FSS: Forecast T+1@11:T+2@11: DOWN (p=31.67%)
[2025-12-22T20:22:27.312042] [INFO ] [FORECASTER] Completed predict_future for FSS
[2025-12-22T20:22:27.312164] [INFO ] [sig       ] FSS: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:22:27.448534] [INFO ] [LOCAL     ] Saved forecast: FSS	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/FSS.txt
[2025-12-22T20:22:27.448690] [INFO ] [sig       ] [1301/3560] Completed FSS in 0.3s | 2.93 sym/s | Total: 7.4m | ETA: 12.8m
[2025-12-22T20:22:27.448729] [INFO ] [sig       ] [1302/3560] Forecasting FTA...
[2025-12-22T20:22:27.448759] [INFO ] [sig       ] Generating forecast for: FTA
[2025-12-22T20:22:27.448788] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTA' from 'https://tdm.silogroup.org/data/derivative_storage/FTA.csv'.
[2025-12-22T20:22:27.459173] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTA'.
[2025-12-22T20:22:27.459487] [INFO ] [FORECASTER] Starting predict_future for FTA
[2025-12-22T20:22:27.460286] [DEBUG] [LOCAL     ] No optimal features file found for FTA: ./output/feature-sets/FTA.txt
[2025-12-22T20:22:27.460339] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:22:27.460371] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:22:27.460399] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:22:27.460455] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:22:27.518186] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:22:27.519058] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:22:27.519137] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:22:27.519170] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:22:27.637951] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:22:27.638093] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:22:27.638133] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:22:27.638161] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:22:27.641501] [DEBUG] [FORECASTER] FTA: Forecast T+1@11:T+2@11: UP (p=88.18%)
[2025-12-22T20:22:27.641785] [INFO ] [FORECASTER] Completed predict_future for FTA
[2025-12-22T20:22:27.641907] [INFO ] [sig       ] FTA: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:22:27.777938] [INFO ] [LOCAL     ] Saved forecast: FTA	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/FTA.txt
[2025-12-22T20:22:27.778105] [INFO ] [sig       ] [1302/3560] Completed FTA in 0.3s | 2.93 sym/s | Total: 7.4m | ETA: 12.8m
[2025-12-22T20:22:27.778145] [INFO ] [sig       ] [1303/3560] Forecasting FTAI...
[2025-12-22T20:22:27.778174] [INFO ] [sig       ] Generating forecast for: FTAI
[2025-12-22T20:22:27.778207] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTAI' from 'https://tdm.silogroup.org/data/derivative_storage/FTAI.csv'.
[2025-12-22T20:22:27.789058] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTAI'.
[2025-12-22T20:22:27.789360] [INFO ] [FORECASTER] Starting predict_future for FTAI
[2025-12-22T20:22:27.790148] [DEBUG] [LOCAL     ] No optimal features file found for FTAI: ./output/feature-sets/FTAI.txt
[2025-12-22T20:22:27.790200] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:22:27.790232] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:22:27.790274] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:22:27.790332] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:22:27.847511] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:22:27.848151] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:22:27.848225] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:22:27.848257] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:22:27.966947] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:22:27.967091] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:22:27.967131] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:22:27.967159] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:22:27.970538] [DEBUG] [FORECASTER] FTAI: Forecast T+1@11:T+2@11: DOWN (p=49.05%)
[2025-12-22T20:22:27.970829] [INFO ] [FORECASTER] Completed predict_future for FTAI
[2025-12-22T20:22:27.970952] [INFO ] [sig       ] FTAI: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:22:28.107149] [INFO ] [LOCAL     ] Saved forecast: FTAI	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/FTAI.txt
[2025-12-22T20:22:28.107281] [INFO ] [sig       ] [1303/3560] Completed FTAI in 0.3s | 2.93 sym/s | Total: 7.4m | ETA: 12.8m
[2025-12-22T20:22:28.107321] [INFO ] [sig       ] [1304/3560] Forecasting FTC...
[2025-12-22T20:22:28.107351] [INFO ] [sig       ] Generating forecast for: FTC
[2025-12-22T20:22:28.107381] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTC' from 'https://tdm.silogroup.org/data/derivative_storage/FTC.csv'.
[2025-12-22T20:22:28.118281] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTC'.
[2025-12-22T20:22:28.118606] [INFO ] [FORECASTER] Starting predict_future for FTC
[2025-12-22T20:22:28.119450] [DEBUG] [LOCAL     ] No optimal features file found for FTC: ./output/feature-sets/FTC.txt
[2025-12-22T20:22:28.119502] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:22:28.119534] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:22:28.119559] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:22:28.119635] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:22:28.176377] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:22:28.177406] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:22:28.177493] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:22:28.177525] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:22:28.293187] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:22:28.293350] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:22:28.293390] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:22:28.293418] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:22:28.296804] [DEBUG] [FORECASTER] FTC: Forecast T+1@11:T+2@11: DOWN (p=8.16%)
[2025-12-22T20:22:28.297073] [INFO ] [FORECASTER] Completed predict_future for FTC
[2025-12-22T20:22:28.297192] [INFO ] [sig       ] FTC: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:22:28.430237] [INFO ] [LOCAL     ] Saved forecast: FTC	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/FTC.txt
[2025-12-22T20:22:28.430378] [INFO ] [sig       ] [1304/3560] Completed FTC in 0.3s | 2.93 sym/s | Total: 7.4m | ETA: 12.8m
[2025-12-22T20:22:28.430416] [INFO ] [sig       ] [1305/3560] Forecasting FTCI...
[2025-12-22T20:22:28.430444] [INFO ] [sig       ] Generating forecast for: FTCI
[2025-12-22T20:22:28.430474] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTCI' from 'https://tdm.silogroup.org/data/derivative_storage/FTCI.csv'.
[2025-12-22T20:22:28.441440] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTCI'.
[2025-12-22T20:22:28.441812] [INFO ] [FORECASTER] Starting predict_future for FTCI
[2025-12-22T20:22:28.442616] [DEBUG] [LOCAL     ] No optimal features file found for FTCI: ./output/feature-sets/FTCI.txt
[2025-12-22T20:22:28.442667] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:22:28.442725] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:22:28.442754] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:22:28.442810] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:22:28.497859] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:22:28.498674] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:22:28.498752] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:22:28.498785] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:22:28.622438] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:22:28.622606] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:22:28.622647] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:22:28.622675] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:22:28.625983] [DEBUG] [FORECASTER] FTCI: Forecast T+1@11:T+2@11: DOWN (p=9.45%)
[2025-12-22T20:22:28.626253] [INFO ] [FORECASTER] Completed predict_future for FTCI
[2025-12-22T20:22:28.626378] [INFO ] [sig       ] FTCI: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:22:28.761621] [INFO ] [LOCAL     ] Saved forecast: FTCI	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/FTCI.txt
[2025-12-22T20:22:28.761766] [INFO ] [sig       ] [1305/3560] Completed FTCI in 0.3s | 2.93 sym/s | Total: 7.4m | ETA: 12.8m
[2025-12-22T20:22:28.761805] [INFO ] [sig       ] [1306/3560] Forecasting FTCS...
[2025-12-22T20:22:28.761832] [INFO ] [sig       ] Generating forecast for: FTCS
[2025-12-22T20:22:28.761862] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTCS' from 'https://tdm.silogroup.org/data/derivative_storage/FTCS.csv'.
[2025-12-22T20:22:28.772731] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTCS'.
[2025-12-22T20:22:28.773075] [INFO ] [FORECASTER] Starting predict_future for FTCS
[2025-12-22T20:22:28.773846] [DEBUG] [LOCAL     ] No optimal features file found for FTCS: ./output/feature-sets/FTCS.txt
[2025-12-22T20:22:28.773898] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:22:28.773929] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:22:28.773956] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:22:28.774011] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:22:28.829842] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:22:28.830536] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:22:28.830636] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:22:28.830676] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:22:28.946402] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:22:28.946557] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:22:28.946614] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:22:28.946644] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:22:28.950029] [DEBUG] [FORECASTER] FTCS: Forecast T+1@11:T+2@11: UP (p=54.03%)
[2025-12-22T20:22:28.950298] [INFO ] [FORECASTER] Completed predict_future for FTCS
[2025-12-22T20:22:28.950420] [INFO ] [sig       ] FTCS: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:22:29.086219] [INFO ] [LOCAL     ] Saved forecast: FTCS	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/FTCS.txt
[2025-12-22T20:22:29.086357] [INFO ] [sig       ] [1306/3560] Completed FTCS in 0.3s | 2.93 sym/s | Total: 7.4m | ETA: 12.8m
[2025-12-22T20:22:29.086397] [INFO ] [sig       ] [1307/3560] Forecasting FTEK...
[2025-12-22T20:22:29.086425] [INFO ] [sig       ] Generating forecast for: FTEK
[2025-12-22T20:22:29.086459] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTEK' from 'https://tdm.silogroup.org/data/derivative_storage/FTEK.csv'.
[2025-12-22T20:22:29.098492] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTEK'.
[2025-12-22T20:22:29.098857] [INFO ] [FORECASTER] Starting predict_future for FTEK
[2025-12-22T20:22:29.099659] [DEBUG] [LOCAL     ] No optimal features file found for FTEK: ./output/feature-sets/FTEK.txt
[2025-12-22T20:22:29.099711] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:22:29.099743] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:22:29.099769] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:22:29.099824] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:22:29.155979] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:22:29.156791] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:22:29.156869] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:22:29.156902] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:22:29.271549] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:22:29.271727] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:22:29.271773] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:22:29.271807] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:22:29.275068] [DEBUG] [FORECASTER] FTEK: Forecast T+1@11:T+2@11: DOWN (p=43.11%)
[2025-12-22T20:22:29.275333] [INFO ] [FORECASTER] Completed predict_future for FTEK
[2025-12-22T20:22:29.275452] [INFO ] [sig       ] FTEK: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:22:29.410300] [INFO ] [LOCAL     ] Saved forecast: FTEK	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/FTEK.txt
[2025-12-22T20:22:29.410441] [INFO ] [sig       ] [1307/3560] Completed FTEK in 0.3s | 2.93 sym/s | Total: 7.4m | ETA: 12.8m
[2025-12-22T20:22:29.410482] [INFO ] [sig       ] [1308/3560] Forecasting FTGC...
[2025-12-22T20:22:29.410511] [INFO ] [sig       ] Generating forecast for: FTGC
[2025-12-22T20:22:29.410542] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTGC' from 'https://tdm.silogroup.org/data/derivative_storage/FTGC.csv'.
[2025-12-22T20:22:29.421504] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTGC'.
[2025-12-22T20:22:29.421868] [INFO ] [FORECASTER] Starting predict_future for FTGC
[2025-12-22T20:22:29.422641] [DEBUG] [LOCAL     ] No optimal features file found for FTGC: ./output/feature-sets/FTGC.txt
[2025-12-22T20:22:29.422693] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:22:29.422725] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:22:29.422751] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:22:29.422807] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:22:29.479794] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:22:29.480622] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:22:29.480704] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:22:29.480738] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:22:29.599788] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:22:29.599946] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:22:29.599987] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:22:29.600048] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:22:29.603497] [DEBUG] [FORECASTER] FTGC: Forecast T+1@11:T+2@11: UP (p=77.54%)
[2025-12-22T20:22:29.603808] [INFO ] [FORECASTER] Completed predict_future for FTGC
[2025-12-22T20:22:29.603952] [INFO ] [sig       ] FTGC: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:22:29.744200] [INFO ] [LOCAL     ] Saved forecast: FTGC	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/FTGC.txt
[2025-12-22T20:22:29.744364] [INFO ] [sig       ] [1308/3560] Completed FTGC in 0.3s | 2.93 sym/s | Total: 7.4m | ETA: 12.8m
[2025-12-22T20:22:29.744404] [INFO ] [sig       ] [1309/3560] Forecasting FTGS...
[2025-12-22T20:22:29.744433] [INFO ] [sig       ] Generating forecast for: FTGS
[2025-12-22T20:22:29.744464] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTGS' from 'https://tdm.silogroup.org/data/derivative_storage/FTGS.csv'.
[2025-12-22T20:22:29.755878] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTGS'.
[2025-12-22T20:22:29.756235] [INFO ] [FORECASTER] Starting predict_future for FTGS
[2025-12-22T20:22:29.757044] [DEBUG] [LOCAL     ] No optimal features file found for FTGS: ./output/feature-sets/FTGS.txt
[2025-12-22T20:22:29.757096] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:22:29.757129] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:22:29.757155] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:22:29.757212] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:22:29.814041] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:22:29.814851] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:22:29.814932] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:22:29.814964] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:22:29.937650] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:22:29.937808] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:22:29.937849] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:22:29.937878] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:22:29.941600] [DEBUG] [FORECASTER] FTGS: Forecast T+1@11:T+2@11: DOWN (p=43.72%)
[2025-12-22T20:22:29.941912] [INFO ] [FORECASTER] Completed predict_future for FTGS
[2025-12-22T20:22:29.942057] [INFO ] [sig       ] FTGS: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:22:30.154735] [INFO ] [LOCAL     ] Saved forecast: FTGS	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/FTGS.txt
[2025-12-22T20:22:30.154900] [INFO ] [sig       ] [1309/3560] Completed FTGS in 0.4s | 2.93 sym/s | Total: 7.4m | ETA: 12.8m
[2025-12-22T20:22:30.154940] [INFO ] [sig       ] [1310/3560] Forecasting FTHI...
[2025-12-22T20:22:30.154969] [INFO ] [sig       ] Generating forecast for: FTHI
[2025-12-22T20:22:30.154999] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTHI' from 'https://tdm.silogroup.org/data/derivative_storage/FTHI.csv'.
[2025-12-22T20:22:30.166070] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTHI'.
[2025-12-22T20:22:30.166431] [INFO ] [FORECASTER] Starting predict_future for FTHI
[2025-12-22T20:22:30.167204] [DEBUG] [LOCAL     ] No optimal features file found for FTHI: ./output/feature-sets/FTHI.txt
[2025-12-22T20:22:30.167256] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:22:30.167288] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:22:30.167314] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:22:30.167371] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:22:30.227991] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:22:30.228952] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:22:30.229066] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:22:30.229104] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:22:30.348152] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:22:30.348309] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:22:30.348348] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:22:30.348395] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:22:30.351884] [DEBUG] [FORECASTER] FTHI: Forecast T+1@11:T+2@11: DOWN (p=3.46%)
[2025-12-22T20:22:30.352203] [INFO ] [FORECASTER] Completed predict_future for FTHI
[2025-12-22T20:22:30.352344] [INFO ] [sig       ] FTHI: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:22:30.492510] [INFO ] [LOCAL     ] Saved forecast: FTHI	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/FTHI.txt
[2025-12-22T20:22:30.492689] [INFO ] [sig       ] [1310/3560] Completed FTHI in 0.3s | 2.93 sym/s | Total: 7.4m | ETA: 12.8m
[2025-12-22T20:22:30.492732] [INFO ] [sig       ] [1311/3560] Forecasting FTHM...
[2025-12-22T20:22:30.492767] [INFO ] [sig       ] Generating forecast for: FTHM
[2025-12-22T20:22:30.492798] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTHM' from 'https://tdm.silogroup.org/data/derivative_storage/FTHM.csv'.
[2025-12-22T20:22:30.503944] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTHM'.
[2025-12-22T20:22:30.504344] [INFO ] [FORECASTER] Starting predict_future for FTHM
[2025-12-22T20:22:30.505150] [DEBUG] [LOCAL     ] No optimal features file found for FTHM: ./output/feature-sets/FTHM.txt
[2025-12-22T20:22:30.505205] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:22:30.505237] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:22:30.505264] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:22:30.505321] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:22:30.561837] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:22:30.562743] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:22:30.562823] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:22:30.562855] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:22:30.685191] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:22:30.685342] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:22:30.685381] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:22:30.685410] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:22:30.688823] [DEBUG] [FORECASTER] FTHM: Forecast T+1@11:T+2@11: UP (p=53.87%)
[2025-12-22T20:22:30.689272] [INFO ] [FORECASTER] Completed predict_future for FTHM
[2025-12-22T20:22:30.689401] [INFO ] [sig       ] FTHM: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:22:30.830058] [INFO ] [LOCAL     ] Saved forecast: FTHM	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/FTHM.txt
[2025-12-22T20:22:30.830216] [INFO ] [sig       ] [1311/3560] Completed FTHM in 0.3s | 2.93 sym/s | Total: 7.4m | ETA: 12.8m
[2025-12-22T20:22:30.830258] [INFO ] [sig       ] [1312/3560] Forecasting FTHY...
[2025-12-22T20:22:30.830287] [INFO ] [sig       ] Generating forecast for: FTHY
[2025-12-22T20:22:30.830317] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTHY' from 'https://tdm.silogroup.org/data/derivative_storage/FTHY.csv'.
[2025-12-22T20:22:30.841524] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTHY'.
[2025-12-22T20:22:30.841924] [INFO ] [FORECASTER] Starting predict_future for FTHY
[2025-12-22T20:22:30.842768] [DEBUG] [LOCAL     ] No optimal features file found for FTHY: ./output/feature-sets/FTHY.txt
[2025-12-22T20:22:30.842821] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:22:30.842854] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:22:30.842881] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:22:30.842937] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:22:30.899734] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:22:30.900624] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:22:30.900709] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:22:30.900759] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:22:31.017120] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:22:31.017274] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:22:31.017314] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:22:31.017343] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:22:31.020886] [DEBUG] [FORECASTER] FTHY: Forecast T+1@11:T+2@11: DOWN (p=30.04%)
[2025-12-22T20:22:31.021168] [INFO ] [FORECASTER] Completed predict_future for FTHY
[2025-12-22T20:22:31.021295] [INFO ] [sig       ] FTHY: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:22:31.160074] [INFO ] [LOCAL     ] Saved forecast: FTHY	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/FTHY.txt
[2025-12-22T20:22:31.160213] [INFO ] [sig       ] [1312/3560] Completed FTHY in 0.3s | 2.93 sym/s | Total: 7.5m | ETA: 12.8m
[2025-12-22T20:22:31.160252] [INFO ] [sig       ] [1313/3560] Forecasting FTI...
[2025-12-22T20:22:31.160281] [INFO ] [sig       ] Generating forecast for: FTI
[2025-12-22T20:22:31.160311] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTI' from 'https://tdm.silogroup.org/data/derivative_storage/FTI.csv'.
[2025-12-22T20:22:31.171351] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTI'.
[2025-12-22T20:22:31.171757] [INFO ] [FORECASTER] Starting predict_future for FTI
[2025-12-22T20:22:31.172523] [DEBUG] [LOCAL     ] No optimal features file found for FTI: ./output/feature-sets/FTI.txt
[2025-12-22T20:22:31.172593] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:22:31.172627] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:22:31.172653] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:22:31.172709] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:22:31.229916] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:22:31.230885] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:22:31.230978] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:22:31.231011] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:22:31.352610] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:22:31.352765] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:22:31.352813] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:22:31.352842] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:22:31.357125] [DEBUG] [FORECASTER] FTI: Forecast T+1@11:T+2@11: UP (p=80.70%)
[2025-12-22T20:22:31.357487] [INFO ] [FORECASTER] Completed predict_future for FTI
[2025-12-22T20:22:31.357665] [INFO ] [sig       ] FTI: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:22:31.495893] [INFO ] [LOCAL     ] Saved forecast: FTI	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/FTI.txt
[2025-12-22T20:22:31.496029] [INFO ] [sig       ] [1313/3560] Completed FTI in 0.3s | 2.93 sym/s | Total: 7.5m | ETA: 12.8m
[2025-12-22T20:22:31.496068] [INFO ] [sig       ] [1314/3560] Forecasting FTK...
[2025-12-22T20:22:31.496098] [INFO ] [sig       ] Generating forecast for: FTK
[2025-12-22T20:22:31.496128] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTK' from 'https://tdm.silogroup.org/data/derivative_storage/FTK.csv'.
[2025-12-22T20:22:31.507398] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTK'.
[2025-12-22T20:22:31.507749] [INFO ] [FORECASTER] Starting predict_future for FTK
[2025-12-22T20:22:31.508522] [DEBUG] [LOCAL     ] No optimal features file found for FTK: ./output/feature-sets/FTK.txt
[2025-12-22T20:22:31.508593] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:22:31.508627] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:22:31.508655] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:22:31.508738] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:22:31.565290] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:22:31.565924] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:22:31.566000] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:22:31.566032] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:22:31.684779] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:22:31.684931] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:22:31.684969] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:22:31.684997] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:22:31.688362] [DEBUG] [FORECASTER] FTK: Forecast T+1@11:T+2@11: DOWN (p=31.40%)
[2025-12-22T20:22:31.688657] [INFO ] [FORECASTER] Completed predict_future for FTK
[2025-12-22T20:22:31.688785] [INFO ] [sig       ] FTK: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:22:31.830247] [INFO ] [LOCAL     ] Saved forecast: FTK	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/FTK.txt
[2025-12-22T20:22:31.830421] [INFO ] [sig       ] [1314/3560] Completed FTK in 0.3s | 2.93 sym/s | Total: 7.5m | ETA: 12.8m
[2025-12-22T20:22:31.830464] [INFO ] [sig       ] [1315/3560] Forecasting FTLF...
[2025-12-22T20:22:31.830495] [INFO ] [sig       ] Generating forecast for: FTLF
[2025-12-22T20:22:31.830527] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTLF' from 'https://tdm.silogroup.org/data/derivative_storage/FTLF.csv'.
[2025-12-22T20:22:31.841352] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTLF'.
[2025-12-22T20:22:31.841681] [INFO ] [FORECASTER] Starting predict_future for FTLF
[2025-12-22T20:22:31.842447] [DEBUG] [LOCAL     ] No optimal features file found for FTLF: ./output/feature-sets/FTLF.txt
[2025-12-22T20:22:31.842499] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:22:31.842532] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:22:31.842559] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:22:31.842652] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:22:31.900721] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:22:31.901523] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:22:31.901672] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:22:31.901709] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:22:32.015469] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:22:32.015632] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:22:32.015674] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:22:32.015703] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:22:32.019266] [DEBUG] [FORECASTER] FTLF: Forecast T+1@11:T+2@11: UP (p=50.48%)
[2025-12-22T20:22:32.019541] [INFO ] [FORECASTER] Completed predict_future for FTLF
[2025-12-22T20:22:32.019699] [INFO ] [sig       ] FTLF: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:22:32.159034] [INFO ] [LOCAL     ] Saved forecast: FTLF	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/FTLF.txt
[2025-12-22T20:22:32.159183] [INFO ] [sig       ] [1315/3560] Completed FTLF in 0.3s | 2.93 sym/s | Total: 7.5m | ETA: 12.8m
[2025-12-22T20:22:32.159225] [INFO ] [sig       ] [1316/3560] Forecasting FTQI...
[2025-12-22T20:22:32.159254] [INFO ] [sig       ] Generating forecast for: FTQI
[2025-12-22T20:22:32.159284] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTQI' from 'https://tdm.silogroup.org/data/derivative_storage/FTQI.csv'.
[2025-12-22T20:22:32.170201] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTQI'.
[2025-12-22T20:22:32.170504] [INFO ] [FORECASTER] Starting predict_future for FTQI
[2025-12-22T20:22:32.171272] [DEBUG] [LOCAL     ] No optimal features file found for FTQI: ./output/feature-sets/FTQI.txt
[2025-12-22T20:22:32.171338] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:22:32.171372] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:22:32.171399] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:22:32.171454] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:22:32.227818] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:22:32.228512] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:22:32.228607] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:22:32.228644] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:22:32.348424] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:22:32.348593] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:22:32.348636] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:22:32.348664] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:22:32.352072] [DEBUG] [FORECASTER] FTQI: Forecast T+1@11:T+2@11: DOWN (p=41.21%)
[2025-12-22T20:22:32.352350] [INFO ] [FORECASTER] Completed predict_future for FTQI
[2025-12-22T20:22:32.352472] [INFO ] [sig       ] FTQI: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:22:32.490319] [INFO ] [LOCAL     ] Saved forecast: FTQI	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/FTQI.txt
[2025-12-22T20:22:32.490450] [INFO ] [sig       ] [1316/3560] Completed FTQI in 0.3s | 2.93 sym/s | Total: 7.5m | ETA: 12.7m
[2025-12-22T20:22:32.490489] [INFO ] [sig       ] [1317/3560] Forecasting FTRE...
[2025-12-22T20:22:32.490518] [INFO ] [sig       ] Generating forecast for: FTRE
[2025-12-22T20:22:32.490547] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTRE' from 'https://tdm.silogroup.org/data/derivative_storage/FTRE.csv'.
[2025-12-22T20:22:32.501763] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTRE'.
[2025-12-22T20:22:32.502093] [INFO ] [FORECASTER] Starting predict_future for FTRE
[2025-12-22T20:22:32.502880] [DEBUG] [LOCAL     ] No optimal features file found for FTRE: ./output/feature-sets/FTRE.txt
[2025-12-22T20:22:32.502931] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:22:32.502964] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:22:32.502992] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:22:32.503048] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:22:32.563023] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:22:32.563884] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:22:32.563966] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:22:32.563998] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:22:32.686881] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:22:32.687030] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:22:32.687068] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:22:32.687097] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:22:32.690536] [DEBUG] [FORECASTER] FTRE: Forecast T+1@11:T+2@11: DOWN (p=18.69%)
[2025-12-22T20:22:32.690834] [INFO ] [FORECASTER] Completed predict_future for FTRE
[2025-12-22T20:22:32.690962] [INFO ] [sig       ] FTRE: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:22:32.832307] [INFO ] [LOCAL     ] Saved forecast: FTRE	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/FTRE.txt
[2025-12-22T20:22:32.832466] [INFO ] [sig       ] [1317/3560] Completed FTRE in 0.3s | 2.93 sym/s | Total: 7.5m | ETA: 12.7m
[2025-12-22T20:22:32.832506] [INFO ] [sig       ] [1318/3560] Forecasting FTRI...
[2025-12-22T20:22:32.832539] [INFO ] [sig       ] Generating forecast for: FTRI
[2025-12-22T20:22:32.832588] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTRI' from 'https://tdm.silogroup.org/data/derivative_storage/FTRI.csv'.
[2025-12-22T20:22:32.844199] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTRI'.
[2025-12-22T20:22:32.844598] [INFO ] [FORECASTER] Starting predict_future for FTRI
[2025-12-22T20:22:32.845403] [DEBUG] [LOCAL     ] No optimal features file found for FTRI: ./output/feature-sets/FTRI.txt
[2025-12-22T20:22:32.845456] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:22:32.845489] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:22:32.845516] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:22:32.845593] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:22:32.904553] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:22:32.905431] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:22:32.905516] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:22:32.905550] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:22:33.025851] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:22:33.026007] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:22:33.026045] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:22:33.026074] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:22:33.029551] [DEBUG] [FORECASTER] FTRI: Forecast T+1@11:T+2@11: DOWN (p=49.93%)
[2025-12-22T20:22:33.029877] [INFO ] [FORECASTER] Completed predict_future for FTRI
[2025-12-22T20:22:33.030008] [INFO ] [sig       ] FTRI: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:22:33.171277] [INFO ] [LOCAL     ] Saved forecast: FTRI	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/FTRI.txt
[2025-12-22T20:22:33.171446] [INFO ] [sig       ] [1318/3560] Completed FTRI in 0.3s | 2.93 sym/s | Total: 7.5m | ETA: 12.7m
[2025-12-22T20:22:33.171487] [INFO ] [sig       ] [1319/3560] Forecasting FTS...
[2025-12-22T20:22:33.171516] [INFO ] [sig       ] Generating forecast for: FTS
[2025-12-22T20:22:33.171546] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTS' from 'https://tdm.silogroup.org/data/derivative_storage/FTS.csv'.
[2025-12-22T20:22:33.182244] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTS'.
[2025-12-22T20:22:33.182611] [INFO ] [FORECASTER] Starting predict_future for FTS
[2025-12-22T20:22:33.183363] [DEBUG] [LOCAL     ] No optimal features file found for FTS: ./output/feature-sets/FTS.txt
[2025-12-22T20:22:33.183415] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:22:33.183447] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:22:33.183474] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:22:33.183530] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:22:33.240613] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:22:33.241391] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:22:33.241467] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:22:33.241499] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:22:33.365162] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:22:33.365310] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:22:33.365348] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:22:33.365377] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:22:33.368895] [DEBUG] [FORECASTER] FTS: Forecast T+1@11:T+2@11: DOWN (p=21.66%)
[2025-12-22T20:22:33.369172] [INFO ] [FORECASTER] Completed predict_future for FTS
[2025-12-22T20:22:33.369290] [INFO ] [sig       ] FTS: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:22:33.510242] [INFO ] [LOCAL     ] Saved forecast: FTS	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/FTS.txt
[2025-12-22T20:22:33.510376] [INFO ] [sig       ] [1319/3560] Completed FTS in 0.3s | 2.93 sym/s | Total: 7.5m | ETA: 12.7m
[2025-12-22T20:22:33.510415] [INFO ] [sig       ] [1320/3560] Forecasting FTSL...
[2025-12-22T20:22:33.510445] [INFO ] [sig       ] Generating forecast for: FTSL
[2025-12-22T20:22:33.510477] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTSL' from 'https://tdm.silogroup.org/data/derivative_storage/FTSL.csv'.
[2025-12-22T20:22:33.521828] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTSL'.
[2025-12-22T20:22:33.522133] [INFO ] [FORECASTER] Starting predict_future for FTSL
[2025-12-22T20:22:33.522901] [DEBUG] [LOCAL     ] No optimal features file found for FTSL: ./output/feature-sets/FTSL.txt
[2025-12-22T20:22:33.522952] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:22:33.522984] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:22:33.523011] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:22:33.523066] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:22:33.579612] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:22:33.580443] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:22:33.580542] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:22:33.580591] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:22:33.696704] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:22:33.696852] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:22:33.696891] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:22:33.696919] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:22:33.700268] [DEBUG] [FORECASTER] FTSL: Forecast T+1@11:T+2@11: DOWN (p=47.71%)
[2025-12-22T20:22:33.700550] [INFO ] [FORECASTER] Completed predict_future for FTSL
[2025-12-22T20:22:33.700715] [INFO ] [sig       ] FTSL: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:22:33.839881] [INFO ] [LOCAL     ] Saved forecast: FTSL	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/FTSL.txt
[2025-12-22T20:22:33.840014] [INFO ] [sig       ] [1320/3560] Completed FTSL in 0.3s | 2.93 sym/s | Total: 7.5m | ETA: 12.7m
[2025-12-22T20:22:33.840052] [INFO ] [sig       ] [1321/3560] Forecasting FTSM...
[2025-12-22T20:22:33.840081] [INFO ] [sig       ] Generating forecast for: FTSM
[2025-12-22T20:22:33.840110] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTSM' from 'https://tdm.silogroup.org/data/derivative_storage/FTSM.csv'.
[2025-12-22T20:22:33.851375] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTSM'.
[2025-12-22T20:22:33.851807] [INFO ] [FORECASTER] Starting predict_future for FTSM
[2025-12-22T20:22:33.852696] [DEBUG] [LOCAL     ] No optimal features file found for FTSM: ./output/feature-sets/FTSM.txt
[2025-12-22T20:22:33.852750] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:22:33.852789] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:22:33.852829] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:22:33.852891] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:22:33.912780] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:22:33.913442] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:22:33.913520] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:22:33.913553] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:22:34.019911] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:22:34.020051] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:22:34.020090] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:22:34.020117] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:22:34.023428] [DEBUG] [FORECASTER] FTSM: Forecast T+1@11:T+2@11: UP (p=91.69%)
[2025-12-22T20:22:34.023710] [INFO ] [FORECASTER] Completed predict_future for FTSM
[2025-12-22T20:22:34.023828] [INFO ] [sig       ] FTSM: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:22:34.168188] [INFO ] [LOCAL     ] Saved forecast: FTSM	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/FTSM.txt
[2025-12-22T20:22:34.168363] [INFO ] [sig       ] [1321/3560] Completed FTSM in 0.3s | 2.93 sym/s | Total: 7.5m | ETA: 12.7m
[2025-12-22T20:22:34.168421] [INFO ] [sig       ] [1322/3560] Forecasting FTXL...
[2025-12-22T20:22:34.168465] [INFO ] [sig       ] Generating forecast for: FTXL
[2025-12-22T20:22:34.168509] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTXL' from 'https://tdm.silogroup.org/data/derivative_storage/FTXL.csv'.
[2025-12-22T20:22:34.180385] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTXL'.
[2025-12-22T20:22:34.180745] [INFO ] [FORECASTER] Starting predict_future for FTXL
[2025-12-22T20:22:34.181516] [DEBUG] [LOCAL     ] No optimal features file found for FTXL: ./output/feature-sets/FTXL.txt
[2025-12-22T20:22:34.181567] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:22:34.181644] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:22:34.181673] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:22:34.181731] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:22:34.245711] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:22:34.246427] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:22:34.246506] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:22:34.246539] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:22:34.375124] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:22:34.375274] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:22:34.375319] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:22:34.375348] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:22:34.378768] [DEBUG] [FORECASTER] FTXL: Forecast T+1@11:T+2@11: UP (p=86.98%)
[2025-12-22T20:22:34.379260] [INFO ] [FORECASTER] Completed predict_future for FTXL
[2025-12-22T20:22:34.379413] [INFO ] [sig       ] FTXL: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:22:34.528136] [INFO ] [LOCAL     ] Saved forecast: FTXL	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/FTXL.txt
[2025-12-22T20:22:34.528274] [INFO ] [sig       ] [1322/3560] Completed FTXL in 0.4s | 2.93 sym/s | Total: 7.5m | ETA: 12.7m
[2025-12-22T20:22:34.528313] [INFO ] [sig       ] [1323/3560] Forecasting FTXN...
[2025-12-22T20:22:34.528345] [INFO ] [sig       ] Generating forecast for: FTXN
[2025-12-22T20:22:34.528376] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTXN' from 'https://tdm.silogroup.org/data/derivative_storage/FTXN.csv'.
[2025-12-22T20:22:34.539739] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTXN'.
[2025-12-22T20:22:34.540093] [INFO ] [FORECASTER] Starting predict_future for FTXN
[2025-12-22T20:22:34.540943] [DEBUG] [LOCAL     ] No optimal features file found for FTXN: ./output/feature-sets/FTXN.txt
[2025-12-22T20:22:34.540996] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:22:34.541030] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:22:34.541057] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:22:34.541113] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:22:34.601566] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:22:34.602327] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:22:34.602407] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:22:34.602441] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:22:34.725030] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:22:34.725197] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:22:34.725238] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:22:34.725267] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:22:34.728675] [DEBUG] [FORECASTER] FTXN: Forecast T+1@11:T+2@11: UP (p=94.38%)
[2025-12-22T20:22:34.728972] [INFO ] [FORECASTER] Completed predict_future for FTXN
[2025-12-22T20:22:34.729123] [INFO ] [sig       ] FTXN: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:22:34.871762] [INFO ] [LOCAL     ] Saved forecast: FTXN	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/FTXN.txt
[2025-12-22T20:22:34.871913] [INFO ] [sig       ] [1323/3560] Completed FTXN in 0.3s | 2.93 sym/s | Total: 7.5m | ETA: 12.7m
[2025-12-22T20:22:34.871952] [INFO ] [sig       ] [1324/3560] Forecasting FTXO...
[2025-12-22T20:22:34.871983] [INFO ] [sig       ] Generating forecast for: FTXO
[2025-12-22T20:22:34.872015] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTXO' from 'https://tdm.silogroup.org/data/derivative_storage/FTXO.csv'.
[2025-12-22T20:22:34.883451] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTXO'.
[2025-12-22T20:22:34.883851] [INFO ] [FORECASTER] Starting predict_future for FTXO
[2025-12-22T20:22:34.884751] [DEBUG] [LOCAL     ] No optimal features file found for FTXO: ./output/feature-sets/FTXO.txt
[2025-12-22T20:22:34.884805] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:22:34.884854] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:22:34.884898] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:22:34.884959] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:22:34.949103] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:22:34.949886] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:22:34.949965] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:22:34.949999] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:22:35.076505] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:22:35.076671] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:22:35.076726] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:22:35.076757] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:22:35.080193] [DEBUG] [FORECASTER] FTXO: Forecast T+1@11:T+2@11: UP (p=91.36%)
[2025-12-22T20:22:35.080470] [INFO ] [FORECASTER] Completed predict_future for FTXO
[2025-12-22T20:22:35.080617] [INFO ] [sig       ] FTXO: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:22:35.219388] [INFO ] [LOCAL     ] Saved forecast: FTXO	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/FTXO.txt
[2025-12-22T20:22:35.219521] [INFO ] [sig       ] [1324/3560] Completed FTXO in 0.3s | 2.93 sym/s | Total: 7.5m | ETA: 12.7m
[2025-12-22T20:22:35.219561] [INFO ] [sig       ] [1325/3560] Forecasting FUBO...
[2025-12-22T20:22:35.219608] [INFO ] [sig       ] Generating forecast for: FUBO
[2025-12-22T20:22:35.219640] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FUBO' from 'https://tdm.silogroup.org/data/derivative_storage/FUBO.csv'.
[2025-12-22T20:22:35.230635] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FUBO'.
[2025-12-22T20:22:35.230949] [INFO ] [FORECASTER] Starting predict_future for FUBO
[2025-12-22T20:22:35.231713] [DEBUG] [LOCAL     ] No optimal features file found for FUBO: ./output/feature-sets/FUBO.txt
[2025-12-22T20:22:35.231764] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:22:35.231797] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:22:35.231826] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:22:35.231886] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:22:35.289845] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:22:35.290528] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:22:35.290625] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:22:35.290660] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:22:35.415318] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:22:35.415462] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:22:35.415501] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:22:35.415560] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:22:35.418965] [DEBUG] [FORECASTER] FUBO: Forecast T+1@11:T+2@11: DOWN (p=0.29%)
[2025-12-22T20:22:35.419254] [INFO ] [FORECASTER] Completed predict_future for FUBO
[2025-12-22T20:22:35.419378] [INFO ] [sig       ] FUBO: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:22:35.555491] [INFO ] [LOCAL     ] Saved forecast: FUBO	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/FUBO.txt
[2025-12-22T20:22:35.555628] [INFO ] [sig       ] [1325/3560] Completed FUBO in 0.3s | 2.93 sym/s | Total: 7.5m | ETA: 12.7m
[2025-12-22T20:22:35.555668] [INFO ] [sig       ] [1326/3560] Forecasting FUL...
[2025-12-22T20:22:35.555698] [INFO ] [sig       ] Generating forecast for: FUL
[2025-12-22T20:22:35.555728] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FUL' from 'https://tdm.silogroup.org/data/derivative_storage/FUL.csv'.
[2025-12-22T20:22:35.566860] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FUL'.
[2025-12-22T20:22:35.567169] [INFO ] [FORECASTER] Starting predict_future for FUL
[2025-12-22T20:22:35.568006] [DEBUG] [LOCAL     ] No optimal features file found for FUL: ./output/feature-sets/FUL.txt
[2025-12-22T20:22:35.568060] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:22:35.568091] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:22:35.568118] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:22:35.568173] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:22:35.626770] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:22:35.627559] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:22:35.627659] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:22:35.627692] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:22:35.762616] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:22:35.762768] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:22:35.762807] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:22:35.762835] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:22:35.766236] [DEBUG] [FORECASTER] FUL: Forecast T+1@11:T+2@11: UP (p=67.37%)
[2025-12-22T20:22:35.766505] [INFO ] [FORECASTER] Completed predict_future for FUL
[2025-12-22T20:22:35.766657] [INFO ] [sig       ] FUL: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:22:35.901752] [INFO ] [LOCAL     ] Saved forecast: FUL	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/FUL.txt
[2025-12-22T20:22:35.901904] [INFO ] [sig       ] [1326/3560] Completed FUL in 0.3s | 2.93 sym/s | Total: 7.5m | ETA: 12.7m
[2025-12-22T20:22:35.901952] [INFO ] [sig       ] [1327/3560] Forecasting FULC...
[2025-12-22T20:22:35.901988] [INFO ] [sig       ] Generating forecast for: FULC
[2025-12-22T20:22:35.902024] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FULC' from 'https://tdm.silogroup.org/data/derivative_storage/FULC.csv'.
[2025-12-22T20:22:35.912874] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FULC'.
[2025-12-22T20:22:35.913252] [INFO ] [FORECASTER] Starting predict_future for FULC
[2025-12-22T20:22:35.914036] [DEBUG] [LOCAL     ] No optimal features file found for FULC: ./output/feature-sets/FULC.txt
[2025-12-22T20:22:35.914102] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:22:35.914135] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:22:35.914160] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:22:35.914216] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:22:35.969552] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:22:35.970242] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:22:35.970318] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:22:35.970349] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:22:36.099506] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:22:36.099671] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:22:36.099711] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:22:36.099740] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:22:36.103100] [DEBUG] [FORECASTER] FULC: Forecast T+1@11:T+2@11: UP (p=63.91%)
[2025-12-22T20:22:36.103364] [INFO ] [FORECASTER] Completed predict_future for FULC
[2025-12-22T20:22:36.103485] [INFO ] [sig       ] FULC: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:22:36.238515] [INFO ] [LOCAL     ] Saved forecast: FULC	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/FULC.txt
[2025-12-22T20:22:36.238648] [INFO ] [sig       ] [1327/3560] Completed FULC in 0.3s | 2.93 sym/s | Total: 7.5m | ETA: 12.7m
[2025-12-22T20:22:36.238687] [INFO ] [sig       ] [1328/3560] Forecasting FUN...
[2025-12-22T20:22:36.238717] [INFO ] [sig       ] Generating forecast for: FUN
[2025-12-22T20:22:36.238747] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FUN' from 'https://tdm.silogroup.org/data/derivative_storage/FUN.csv'.
[2025-12-22T20:22:36.249612] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FUN'.
[2025-12-22T20:22:36.249901] [INFO ] [FORECASTER] Starting predict_future for FUN
[2025-12-22T20:22:36.250668] [DEBUG] [LOCAL     ] No optimal features file found for FUN: ./output/feature-sets/FUN.txt
[2025-12-22T20:22:36.250720] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:22:36.250752] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:22:36.250780] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:22:36.250836] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:22:36.306838] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:22:36.307448] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:22:36.307526] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:22:36.307557] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:22:36.429739] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:22:36.429914] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:22:36.429965] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:22:36.429999] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:22:36.434233] [DEBUG] [FORECASTER] FUN: Forecast T+1@11:T+2@11: DOWN (p=27.91%)
[2025-12-22T20:22:36.434623] [INFO ] [FORECASTER] Completed predict_future for FUN
[2025-12-22T20:22:36.434822] [INFO ] [sig       ] FUN: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:22:36.573709] [INFO ] [LOCAL     ] Saved forecast: FUN	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/FUN.txt
[2025-12-22T20:22:36.573840] [INFO ] [sig       ] [1328/3560] Completed FUN in 0.3s | 2.93 sym/s | Total: 7.5m | ETA: 12.7m
[2025-12-22T20:22:36.573879] [INFO ] [sig       ] [1329/3560] Forecasting FUNC...
[2025-12-22T20:22:36.573908] [INFO ] [sig       ] Generating forecast for: FUNC
[2025-12-22T20:22:36.573938] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FUNC' from 'https://tdm.silogroup.org/data/derivative_storage/FUNC.csv'.
[2025-12-22T20:22:36.585088] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FUNC'.
[2025-12-22T20:22:36.585403] [INFO ] [FORECASTER] Starting predict_future for FUNC
[2025-12-22T20:22:36.586344] [DEBUG] [LOCAL     ] No optimal features file found for FUNC: ./output/feature-sets/FUNC.txt
[2025-12-22T20:22:36.586396] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:22:36.586428] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:22:36.586454] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:22:36.586509] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:22:36.646406] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:22:36.647119] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:22:36.647203] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:22:36.647236] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:22:36.764234] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:22:36.764386] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:22:36.764424] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:22:36.764453] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:22:36.767792] [DEBUG] [FORECASTER] FUNC: Forecast T+1@11:T+2@11: DOWN (p=10.74%)
[2025-12-22T20:22:36.768071] [INFO ] [FORECASTER] Completed predict_future for FUNC
[2025-12-22T20:22:36.768194] [INFO ] [sig       ] FUNC: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:22:36.904462] [INFO ] [LOCAL     ] Saved forecast: FUNC	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/FUNC.txt
[2025-12-22T20:22:36.904616] [INFO ] [sig       ] [1329/3560] Completed FUNC in 0.3s | 2.93 sym/s | Total: 7.5m | ETA: 12.7m
[2025-12-22T20:22:36.904657] [INFO ] [sig       ] [1330/3560] Forecasting FUND...
[2025-12-22T20:22:36.904689] [INFO ] [sig       ] Generating forecast for: FUND
[2025-12-22T20:22:36.904719] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FUND' from 'https://tdm.silogroup.org/data/derivative_storage/FUND.csv'.
[2025-12-22T20:22:36.915096] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FUND'.
[2025-12-22T20:22:36.915410] [INFO ] [FORECASTER] Starting predict_future for FUND
[2025-12-22T20:22:36.916194] [DEBUG] [LOCAL     ] No optimal features file found for FUND: ./output/feature-sets/FUND.txt
[2025-12-22T20:22:36.916246] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:22:36.916278] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:22:36.916304] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:22:36.916359] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:22:36.973510] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:22:36.974223] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:22:36.974300] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:22:36.974334] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:22:37.089967] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:22:37.090145] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:22:37.090185] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:22:37.090213] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:22:37.093596] [DEBUG] [FORECASTER] FUND: Forecast T+1@11:T+2@11: UP (p=80.13%)
[2025-12-22T20:22:37.093874] [INFO ] [FORECASTER] Completed predict_future for FUND
[2025-12-22T20:22:37.093996] [INFO ] [sig       ] FUND: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:22:37.231939] [INFO ] [LOCAL     ] Saved forecast: FUND	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/FUND.txt
[2025-12-22T20:22:37.232290] [INFO ] [sig       ] [1330/3560] Completed FUND in 0.3s | 2.93 sym/s | Total: 7.6m | ETA: 12.7m
[2025-12-22T20:22:37.232357] [INFO ] [sig       ] [1331/3560] Forecasting FVCB...
[2025-12-22T20:22:37.232388] [INFO ] [sig       ] Generating forecast for: FVCB
[2025-12-22T20:22:37.232417] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FVCB' from 'https://tdm.silogroup.org/data/derivative_storage/FVCB.csv'.
[2025-12-22T20:22:37.243248] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FVCB'.
[2025-12-22T20:22:37.243650] [INFO ] [FORECASTER] Starting predict_future for FVCB
[2025-12-22T20:22:37.244415] [DEBUG] [LOCAL     ] No optimal features file found for FVCB: ./output/feature-sets/FVCB.txt
[2025-12-22T20:22:37.244469] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:22:37.244500] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:22:37.244527] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:22:37.244601] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:22:37.303273] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:22:37.304148] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:22:37.304245] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:22:37.304277] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:22:37.412227] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:22:37.412383] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:22:37.412424] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:22:37.412454] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:22:37.415946] [DEBUG] [FORECASTER] FVCB: Forecast T+1@11:T+2@11: DOWN (p=38.14%)
[2025-12-22T20:22:37.416218] [INFO ] [FORECASTER] Completed predict_future for FVCB
[2025-12-22T20:22:37.416340] [INFO ] [sig       ] FVCB: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:22:37.556232] [INFO ] [LOCAL     ] Saved forecast: FVCB	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/FVCB.txt
[2025-12-22T20:22:37.556385] [INFO ] [sig       ] [1331/3560] Completed FVCB in 0.3s | 2.93 sym/s | Total: 7.6m | ETA: 12.7m
[2025-12-22T20:22:37.556423] [INFO ] [sig       ] [1332/3560] Forecasting FWONA...
[2025-12-22T20:22:37.556453] [INFO ] [sig       ] Generating forecast for: FWONA
[2025-12-22T20:22:37.556483] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FWONA' from 'https://tdm.silogroup.org/data/derivative_storage/FWONA.csv'.
[2025-12-22T20:22:37.568436] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FWONA'.
[2025-12-22T20:22:37.568807] [INFO ] [FORECASTER] Starting predict_future for FWONA
[2025-12-22T20:22:37.569617] [DEBUG] [LOCAL     ] No optimal features file found for FWONA: ./output/feature-sets/FWONA.txt
[2025-12-22T20:22:37.569668] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:22:37.569700] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:22:37.569727] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:22:37.569784] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:22:37.628982] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:22:37.630391] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:22:37.630518] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:22:37.630563] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:22:37.766735] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:22:37.766921] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:22:37.766979] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:22:37.767010] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:22:37.771188] [DEBUG] [FORECASTER] FWONA: Forecast T+1@11:T+2@11: UP (p=98.72%)
[2025-12-22T20:22:37.771680] [INFO ] [FORECASTER] Completed predict_future for FWONA
[2025-12-22T20:22:37.771841] [INFO ] [sig       ] FWONA: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:22:37.924433] [INFO ] [LOCAL     ] Saved forecast: FWONA	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/FWONA.txt
[2025-12-22T20:22:37.924608] [INFO ] [sig       ] [1332/3560] Completed FWONA in 0.4s | 2.93 sym/s | Total: 7.6m | ETA: 12.7m
[2025-12-22T20:22:37.924650] [INFO ] [sig       ] [1333/3560] Forecasting FWONK...
[2025-12-22T20:22:37.924679] [INFO ] [sig       ] Generating forecast for: FWONK
[2025-12-22T20:22:37.924709] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FWONK' from 'https://tdm.silogroup.org/data/derivative_storage/FWONK.csv'.
[2025-12-22T20:22:37.935775] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FWONK'.
[2025-12-22T20:22:37.936323] [INFO ] [FORECASTER] Starting predict_future for FWONK
[2025-12-22T20:22:37.937099] [DEBUG] [LOCAL     ] No optimal features file found for FWONK: ./output/feature-sets/FWONK.txt
[2025-12-22T20:22:37.937152] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:22:37.937184] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:22:37.937210] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:22:37.937265] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:22:37.994504] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:22:37.995399] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:22:37.995481] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:22:37.995513] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:22:38.116751] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:22:38.116911] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:22:38.116951] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:22:38.116981] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:22:38.120401] [DEBUG] [FORECASTER] FWONK: Forecast T+1@11:T+2@11: DOWN (p=3.95%)
[2025-12-22T20:22:38.120694] [INFO ] [FORECASTER] Completed predict_future for FWONK
[2025-12-22T20:22:38.120820] [INFO ] [sig       ] FWONK: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:22:38.263969] [INFO ] [LOCAL     ] Saved forecast: FWONK	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/FWONK.txt
[2025-12-22T20:22:38.264136] [INFO ] [sig       ] [1333/3560] Completed FWONK in 0.3s | 2.93 sym/s | Total: 7.6m | ETA: 12.6m
[2025-12-22T20:22:38.264184] [INFO ] [sig       ] [1334/3560] Forecasting FWRD...
[2025-12-22T20:22:38.264222] [INFO ] [sig       ] Generating forecast for: FWRD
[2025-12-22T20:22:38.264255] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FWRD' from 'https://tdm.silogroup.org/data/derivative_storage/FWRD.csv'.
[2025-12-22T20:22:38.276818] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FWRD'.
[2025-12-22T20:22:38.277186] [INFO ] [FORECASTER] Starting predict_future for FWRD
[2025-12-22T20:22:38.277989] [DEBUG] [LOCAL     ] No optimal features file found for FWRD: ./output/feature-sets/FWRD.txt
[2025-12-22T20:22:38.278041] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:22:38.278075] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:22:38.278102] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:22:38.278163] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:22:38.336378] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:22:38.337243] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:22:38.337325] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:22:38.337359] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:22:38.463429] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:22:38.463616] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:22:38.463660] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:22:38.463689] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:22:38.467679] [DEBUG] [FORECASTER] FWRD: Forecast T+1@11:T+2@11: UP (p=95.84%)
[2025-12-22T20:22:38.468017] [INFO ] [FORECASTER] Completed predict_future for FWRD
[2025-12-22T20:22:38.468168] [INFO ] [sig       ] FWRD: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:22:38.610427] [INFO ] [LOCAL     ] Saved forecast: FWRD	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/FWRD.txt
[2025-12-22T20:22:38.610613] [INFO ] [sig       ] [1334/3560] Completed FWRD in 0.3s | 2.93 sym/s | Total: 7.6m | ETA: 12.6m
[2025-12-22T20:22:38.610664] [INFO ] [sig       ] [1335/3560] Forecasting FWRG...
[2025-12-22T20:22:38.610696] [INFO ] [sig       ] Generating forecast for: FWRG
[2025-12-22T20:22:38.610726] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FWRG' from 'https://tdm.silogroup.org/data/derivative_storage/FWRG.csv'.
[2025-12-22T20:22:38.621810] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FWRG'.
[2025-12-22T20:22:38.622156] [INFO ] [FORECASTER] Starting predict_future for FWRG
[2025-12-22T20:22:38.622952] [DEBUG] [LOCAL     ] No optimal features file found for FWRG: ./output/feature-sets/FWRG.txt
[2025-12-22T20:22:38.623004] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:22:38.623037] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:22:38.623064] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:22:38.623122] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:22:38.682643] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:22:38.683513] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:22:38.683612] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:22:38.683648] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:22:38.812204] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:22:38.812357] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:22:38.812397] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:22:38.812427] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:22:38.815934] [DEBUG] [FORECASTER] FWRG: Forecast T+1@11:T+2@11: UP (p=94.36%)
[2025-12-22T20:22:38.816405] [INFO ] [FORECASTER] Completed predict_future for FWRG
[2025-12-22T20:22:38.816531] [INFO ] [sig       ] FWRG: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:22:38.954795] [INFO ] [LOCAL     ] Saved forecast: FWRG	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/FWRG.txt
[2025-12-22T20:22:38.954950] [INFO ] [sig       ] [1335/3560] Completed FWRG in 0.3s | 2.93 sym/s | Total: 7.6m | ETA: 12.6m
[2025-12-22T20:22:38.954990] [INFO ] [sig       ] [1336/3560] Forecasting FYC...
[2025-12-22T20:22:38.955019] [INFO ] [sig       ] Generating forecast for: FYC
[2025-12-22T20:22:38.955050] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FYC' from 'https://tdm.silogroup.org/data/derivative_storage/FYC.csv'.
[2025-12-22T20:22:38.967838] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FYC'.
[2025-12-22T20:22:38.968452] [INFO ] [FORECASTER] Starting predict_future for FYC
[2025-12-22T20:22:38.969494] [DEBUG] [LOCAL     ] No optimal features file found for FYC: ./output/feature-sets/FYC.txt
[2025-12-22T20:22:38.969546] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:22:38.969602] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:22:38.969631] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:22:38.969686] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:22:39.027652] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:22:39.028524] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:22:39.028624] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:22:39.028658] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:22:39.157007] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:22:39.157165] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:22:39.157204] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:22:39.157233] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:22:39.160738] [DEBUG] [FORECASTER] FYC: Forecast T+1@11:T+2@11: DOWN (p=2.24%)
[2025-12-22T20:22:39.161050] [INFO ] [FORECASTER] Completed predict_future for FYC
[2025-12-22T20:22:39.161176] [INFO ] [sig       ] FYC: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:22:39.298141] [INFO ] [LOCAL     ] Saved forecast: FYC	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/FYC.txt
[2025-12-22T20:22:39.298301] [INFO ] [sig       ] [1336/3560] Completed FYC in 0.3s | 2.93 sym/s | Total: 7.6m | ETA: 12.6m
[2025-12-22T20:22:39.298340] [INFO ] [sig       ] [1337/3560] Forecasting FYX...
[2025-12-22T20:22:39.298370] [INFO ] [sig       ] Generating forecast for: FYX
[2025-12-22T20:22:39.298401] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FYX' from 'https://tdm.silogroup.org/data/derivative_storage/FYX.csv'.
[2025-12-22T20:22:39.309750] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FYX'.
[2025-12-22T20:22:39.310303] [INFO ] [FORECASTER] Starting predict_future for FYX
[2025-12-22T20:22:39.311293] [DEBUG] [LOCAL     ] No optimal features file found for FYX: ./output/feature-sets/FYX.txt
[2025-12-22T20:22:39.311344] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:22:39.311376] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:22:39.311402] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:22:39.311458] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:22:39.367131] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:22:39.367991] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:22:39.368070] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:22:39.368102] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:22:39.487260] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:22:39.487411] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:22:39.487448] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:22:39.487476] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:22:39.491012] [DEBUG] [FORECASTER] FYX: Forecast T+1@11:T+2@11: DOWN (p=1.83%)
[2025-12-22T20:22:39.491276] [INFO ] [FORECASTER] Completed predict_future for FYX
[2025-12-22T20:22:39.491393] [INFO ] [sig       ] FYX: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:22:39.630758] [INFO ] [LOCAL     ] Saved forecast: FYX	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/FYX.txt
[2025-12-22T20:22:39.630914] [INFO ] [sig       ] [1337/3560] Completed FYX in 0.3s | 2.93 sym/s | Total: 7.6m | ETA: 12.6m
[2025-12-22T20:22:39.630952] [INFO ] [sig       ] [1338/3560] Forecasting G...
[2025-12-22T20:22:39.630982] [INFO ] [sig       ] Generating forecast for: G
[2025-12-22T20:22:39.631013] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'G' from 'https://tdm.silogroup.org/data/derivative_storage/G.csv'.
[2025-12-22T20:22:39.642459] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'G'.
[2025-12-22T20:22:39.642831] [INFO ] [FORECASTER] Starting predict_future for G
[2025-12-22T20:22:39.643630] [DEBUG] [LOCAL     ] No optimal features file found for G: ./output/feature-sets/G.txt
[2025-12-22T20:22:39.643683] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:22:39.643732] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:22:39.643761] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:22:39.643820] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:22:39.705283] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:22:39.706161] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:22:39.706240] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:22:39.706273] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:22:39.831653] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:22:39.831805] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:22:39.831846] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:22:39.831874] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:22:39.835735] [DEBUG] [FORECASTER] G: Forecast T+1@11:T+2@11: UP (p=98.28%)
[2025-12-22T20:22:39.836025] [INFO ] [FORECASTER] Completed predict_future for G
[2025-12-22T20:22:39.836151] [INFO ] [sig       ] G: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:22:39.980162] [INFO ] [LOCAL     ] Saved forecast: G	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/G.txt
[2025-12-22T20:22:39.980526] [INFO ] [sig       ] [1338/3560] Completed G in 0.3s | 2.93 sym/s | Total: 7.6m | ETA: 12.6m
[2025-12-22T20:22:39.980567] [INFO ] [sig       ] [1339/3560] Forecasting GAB...
[2025-12-22T20:22:39.980615] [INFO ] [sig       ] Generating forecast for: GAB
[2025-12-22T20:22:39.980655] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GAB' from 'https://tdm.silogroup.org/data/derivative_storage/GAB.csv'.
[2025-12-22T20:22:39.993524] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GAB'.
[2025-12-22T20:22:39.993905] [INFO ] [FORECASTER] Starting predict_future for GAB
[2025-12-22T20:22:39.994900] [DEBUG] [LOCAL     ] No optimal features file found for GAB: ./output/feature-sets/GAB.txt
[2025-12-22T20:22:39.995000] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:22:39.995042] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:22:39.995076] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:22:39.995136] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:22:40.054234] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:22:40.055132] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:22:40.055416] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:22:40.055449] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:22:40.179793] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:22:40.179949] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:22:40.179990] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:22:40.180018] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:22:40.183321] [DEBUG] [FORECASTER] GAB: Forecast T+1@11:T+2@11: DOWN (p=19.49%)
[2025-12-22T20:22:40.183606] [INFO ] [FORECASTER] Completed predict_future for GAB
[2025-12-22T20:22:40.183727] [INFO ] [sig       ] GAB: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:22:40.322126] [INFO ] [LOCAL     ] Saved forecast: GAB	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/GAB.txt
[2025-12-22T20:22:40.322256] [INFO ] [sig       ] [1339/3560] Completed GAB in 0.3s | 2.93 sym/s | Total: 7.6m | ETA: 12.6m
[2025-12-22T20:22:40.322295] [INFO ] [sig       ] [1340/3560] Forecasting GABC...
[2025-12-22T20:22:40.322324] [INFO ] [sig       ] Generating forecast for: GABC
[2025-12-22T20:22:40.322353] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GABC' from 'https://tdm.silogroup.org/data/derivative_storage/GABC.csv'.
[2025-12-22T20:22:40.332770] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GABC'.
[2025-12-22T20:22:40.333079] [INFO ] [FORECASTER] Starting predict_future for GABC
[2025-12-22T20:22:40.333855] [DEBUG] [LOCAL     ] No optimal features file found for GABC: ./output/feature-sets/GABC.txt
[2025-12-22T20:22:40.333906] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:22:40.333937] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:22:40.333964] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:22:40.334019] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:22:40.390676] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:22:40.391251] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:22:40.391323] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:22:40.391355] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:22:40.505165] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:22:40.505287] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:22:40.505323] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:22:40.505349] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:22:40.508517] [DEBUG] [FORECASTER] GABC: Forecast T+1@11:T+2@11: DOWN (p=39.96%)
[2025-12-22T20:22:40.508794] [INFO ] [FORECASTER] Completed predict_future for GABC
[2025-12-22T20:22:40.508912] [INFO ] [sig       ] GABC: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:22:40.644816] [INFO ] [LOCAL     ] Saved forecast: GABC	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/GABC.txt
[2025-12-22T20:22:40.644940] [INFO ] [sig       ] [1340/3560] Completed GABC in 0.3s | 2.93 sym/s | Total: 7.6m | ETA: 12.6m
[2025-12-22T20:22:40.644986] [INFO ] [sig       ] [1341/3560] Forecasting GAIA...
[2025-12-22T20:22:40.645020] [INFO ] [sig       ] Generating forecast for: GAIA
[2025-12-22T20:22:40.645056] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GAIA' from 'https://tdm.silogroup.org/data/derivative_storage/GAIA.csv'.
[2025-12-22T20:22:40.655659] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GAIA'.
[2025-12-22T20:22:40.656032] [INFO ] [FORECASTER] Starting predict_future for GAIA
[2025-12-22T20:22:40.656869] [DEBUG] [LOCAL     ] No optimal features file found for GAIA: ./output/feature-sets/GAIA.txt
[2025-12-22T20:22:40.656922] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:22:40.656958] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:22:40.656987] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:22:40.657044] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:22:40.715091] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:22:40.715717] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:22:40.715793] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:22:40.715827] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:22:40.830153] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:22:40.830286] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:22:40.830324] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:22:40.830351] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:22:40.834048] [DEBUG] [FORECASTER] GAIA: Forecast T+1@11:T+2@11: UP (p=96.18%)
[2025-12-22T20:22:40.834311] [INFO ] [FORECASTER] Completed predict_future for GAIA
[2025-12-22T20:22:40.834430] [INFO ] [sig       ] GAIA: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:22:40.969870] [INFO ] [LOCAL     ] Saved forecast: GAIA	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/GAIA.txt
[2025-12-22T20:22:40.970008] [INFO ] [sig       ] [1341/3560] Completed GAIA in 0.3s | 2.93 sym/s | Total: 7.6m | ETA: 12.6m
[2025-12-22T20:22:40.970044] [INFO ] [sig       ] [1342/3560] Forecasting GAIN...
[2025-12-22T20:22:40.970080] [INFO ] [sig       ] Generating forecast for: GAIN
[2025-12-22T20:22:40.970111] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GAIN' from 'https://tdm.silogroup.org/data/derivative_storage/GAIN.csv'.
[2025-12-22T20:22:40.981320] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GAIN'.
[2025-12-22T20:22:40.981647] [INFO ] [FORECASTER] Starting predict_future for GAIN
[2025-12-22T20:22:40.982441] [DEBUG] [LOCAL     ] No optimal features file found for GAIN: ./output/feature-sets/GAIN.txt
[2025-12-22T20:22:40.982494] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:22:40.982526] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:22:40.982553] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:22:40.982637] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:22:41.040524] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:22:41.041325] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:22:41.041403] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:22:41.041435] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:22:41.160035] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:22:41.160199] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:22:41.160288] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:22:41.160333] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:22:41.164133] [DEBUG] [FORECASTER] GAIN: Forecast T+1@11:T+2@11: DOWN (p=3.67%)
[2025-12-22T20:22:41.164435] [INFO ] [FORECASTER] Completed predict_future for GAIN
[2025-12-22T20:22:41.164558] [INFO ] [sig       ] GAIN: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:22:41.300617] [INFO ] [LOCAL     ] Saved forecast: GAIN	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/GAIN.txt
[2025-12-22T20:22:41.300748] [INFO ] [sig       ] [1342/3560] Completed GAIN in 0.3s | 2.93 sym/s | Total: 7.6m | ETA: 12.6m
[2025-12-22T20:22:41.300787] [INFO ] [sig       ] [1343/3560] Forecasting GAM...
[2025-12-22T20:22:41.300816] [INFO ] [sig       ] Generating forecast for: GAM
[2025-12-22T20:22:41.300845] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GAM' from 'https://tdm.silogroup.org/data/derivative_storage/GAM.csv'.
[2025-12-22T20:22:41.311776] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GAM'.
[2025-12-22T20:22:41.312103] [INFO ] [FORECASTER] Starting predict_future for GAM
[2025-12-22T20:22:41.312974] [DEBUG] [LOCAL     ] No optimal features file found for GAM: ./output/feature-sets/GAM.txt
[2025-12-22T20:22:41.313027] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:22:41.313060] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:22:41.313088] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:22:41.313145] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:22:41.369993] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:22:41.370937] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:22:41.371052] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:22:41.371093] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:22:41.490406] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:22:41.490555] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:22:41.490611] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:22:41.490641] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:22:41.494128] [DEBUG] [FORECASTER] GAM: Forecast T+1@11:T+2@11: DOWN (p=11.84%)
[2025-12-22T20:22:41.494417] [INFO ] [FORECASTER] Completed predict_future for GAM
[2025-12-22T20:22:41.494548] [INFO ] [sig       ] GAM: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:22:41.636368] [INFO ] [LOCAL     ] Saved forecast: GAM	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/GAM.txt
[2025-12-22T20:22:41.636501] [INFO ] [sig       ] [1343/3560] Completed GAM in 0.3s | 2.93 sym/s | Total: 7.6m | ETA: 12.6m
[2025-12-22T20:22:41.636541] [INFO ] [sig       ] [1344/3560] Forecasting GAMB...
[2025-12-22T20:22:41.636585] [INFO ] [sig       ] Generating forecast for: GAMB
[2025-12-22T20:22:41.636619] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GAMB' from 'https://tdm.silogroup.org/data/derivative_storage/GAMB.csv'.
[2025-12-22T20:22:41.647738] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GAMB'.
[2025-12-22T20:22:41.648141] [INFO ] [FORECASTER] Starting predict_future for GAMB
[2025-12-22T20:22:41.649102] [DEBUG] [LOCAL     ] No optimal features file found for GAMB: ./output/feature-sets/GAMB.txt
[2025-12-22T20:22:41.649159] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:22:41.649191] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:22:41.649219] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:22:41.649276] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:22:41.706481] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:22:41.707359] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:22:41.707439] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:22:41.707471] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:22:41.828126] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:22:41.828274] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:22:41.828313] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:22:41.828341] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:22:41.831733] [DEBUG] [FORECASTER] GAMB: Forecast T+1@11:T+2@11: DOWN (p=9.63%)
[2025-12-22T20:22:41.831992] [INFO ] [FORECASTER] Completed predict_future for GAMB
[2025-12-22T20:22:41.832111] [INFO ] [sig       ] GAMB: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:22:41.966978] [INFO ] [LOCAL     ] Saved forecast: GAMB	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/GAMB.txt
[2025-12-22T20:22:41.967134] [INFO ] [sig       ] [1344/3560] Completed GAMB in 0.3s | 2.93 sym/s | Total: 7.6m | ETA: 12.6m
[2025-12-22T20:22:41.967173] [INFO ] [sig       ] [1345/3560] Forecasting GANX...
[2025-12-22T20:22:41.967204] [INFO ] [sig       ] Generating forecast for: GANX
[2025-12-22T20:22:41.967234] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GANX' from 'https://tdm.silogroup.org/data/derivative_storage/GANX.csv'.
[2025-12-22T20:22:41.978111] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GANX'.
[2025-12-22T20:22:41.978434] [INFO ] [FORECASTER] Starting predict_future for GANX
[2025-12-22T20:22:41.979306] [DEBUG] [LOCAL     ] No optimal features file found for GANX: ./output/feature-sets/GANX.txt
[2025-12-22T20:22:41.979360] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:22:41.979393] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:22:41.979420] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:22:41.979477] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:22:42.035898] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:22:42.036517] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:22:42.036609] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:22:42.036644] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:22:42.154309] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:22:42.154456] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:22:42.154495] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:22:42.154539] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:22:42.157819] [DEBUG] [FORECASTER] GANX: Forecast T+1@11:T+2@11: UP (p=70.87%)
[2025-12-22T20:22:42.158080] [INFO ] [FORECASTER] Completed predict_future for GANX
[2025-12-22T20:22:42.158200] [INFO ] [sig       ] GANX: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:22:42.292660] [INFO ] [LOCAL     ] Saved forecast: GANX	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/GANX.txt
[2025-12-22T20:22:42.292784] [INFO ] [sig       ] [1345/3560] Completed GANX in 0.3s | 2.93 sym/s | Total: 7.6m | ETA: 12.6m
[2025-12-22T20:22:42.292820] [INFO ] [sig       ] [1346/3560] Forecasting GASS...
[2025-12-22T20:22:42.292883] [INFO ] [sig       ] Generating forecast for: GASS
[2025-12-22T20:22:42.292926] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GASS' from 'https://tdm.silogroup.org/data/derivative_storage/GASS.csv'.
[2025-12-22T20:22:42.303290] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GASS'.
[2025-12-22T20:22:42.303641] [INFO ] [FORECASTER] Starting predict_future for GASS
[2025-12-22T20:22:42.304395] [DEBUG] [LOCAL     ] No optimal features file found for GASS: ./output/feature-sets/GASS.txt
[2025-12-22T20:22:42.304446] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:22:42.304478] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:22:42.304506] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:22:42.304561] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:22:42.360810] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:22:42.361447] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:22:42.361528] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:22:42.361561] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:22:42.482297] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:22:42.482438] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:22:42.482476] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:22:42.482504] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:22:42.485847] [DEBUG] [FORECASTER] GASS: Forecast T+1@11:T+2@11: DOWN (p=11.45%)
[2025-12-22T20:22:42.486108] [INFO ] [FORECASTER] Completed predict_future for GASS
[2025-12-22T20:22:42.486229] [INFO ] [sig       ] GASS: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:22:42.620945] [INFO ] [LOCAL     ] Saved forecast: GASS	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/GASS.txt
[2025-12-22T20:22:42.621092] [INFO ] [sig       ] [1346/3560] Completed GASS in 0.3s | 2.94 sym/s | Total: 7.6m | ETA: 12.6m
[2025-12-22T20:22:42.621135] [INFO ] [sig       ] [1347/3560] Forecasting GATX...
[2025-12-22T20:22:42.621165] [INFO ] [sig       ] Generating forecast for: GATX
[2025-12-22T20:22:42.621194] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GATX' from 'https://tdm.silogroup.org/data/derivative_storage/GATX.csv'.
[2025-12-22T20:22:42.631848] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GATX'.
[2025-12-22T20:22:42.632151] [INFO ] [FORECASTER] Starting predict_future for GATX
[2025-12-22T20:22:42.632919] [DEBUG] [LOCAL     ] No optimal features file found for GATX: ./output/feature-sets/GATX.txt
[2025-12-22T20:22:42.632970] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:22:42.633001] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:22:42.633027] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:22:42.633082] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:22:42.690126] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:22:42.690758] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:22:42.690846] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:22:42.690878] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:22:42.813546] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:22:42.813738] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:22:42.813785] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:22:42.813814] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:22:42.817230] [DEBUG] [FORECASTER] GATX: Forecast T+1@11:T+2@11: UP (p=60.52%)
[2025-12-22T20:22:42.817488] [INFO ] [FORECASTER] Completed predict_future for GATX
[2025-12-22T20:22:42.817622] [INFO ] [sig       ] GATX: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:22:42.951911] [INFO ] [LOCAL     ] Saved forecast: GATX	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/GATX.txt
[2025-12-22T20:22:42.952033] [INFO ] [sig       ] [1347/3560] Completed GATX in 0.3s | 2.94 sym/s | Total: 7.6m | ETA: 12.6m
[2025-12-22T20:22:42.952070] [INFO ] [sig       ] [1348/3560] Forecasting GAUZ...
[2025-12-22T20:22:42.952099] [INFO ] [sig       ] Generating forecast for: GAUZ
[2025-12-22T20:22:42.952136] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GAUZ' from 'https://tdm.silogroup.org/data/derivative_storage/GAUZ.csv'.
[2025-12-22T20:22:42.964000] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GAUZ'.
[2025-12-22T20:22:42.964310] [INFO ] [FORECASTER] Starting predict_future for GAUZ
[2025-12-22T20:22:42.965075] [DEBUG] [LOCAL     ] No optimal features file found for GAUZ: ./output/feature-sets/GAUZ.txt
[2025-12-22T20:22:42.965126] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:22:42.965158] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:22:42.965185] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:22:42.965243] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:22:43.020654] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:22:43.021259] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:22:43.021335] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:22:43.021366] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:22:43.139121] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:22:43.139248] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:22:43.139284] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:22:43.139311] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:22:43.142509] [DEBUG] [FORECASTER] GAUZ: Forecast T+1@11:T+2@11: DOWN (p=12.38%)
[2025-12-22T20:22:43.142788] [INFO ] [FORECASTER] Completed predict_future for GAUZ
[2025-12-22T20:22:43.142911] [INFO ] [sig       ] GAUZ: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:22:43.278207] [INFO ] [LOCAL     ] Saved forecast: GAUZ	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/GAUZ.txt
[2025-12-22T20:22:43.278323] [INFO ] [sig       ] [1348/3560] Completed GAUZ in 0.3s | 2.94 sym/s | Total: 7.7m | ETA: 12.6m
[2025-12-22T20:22:43.278360] [INFO ] [sig       ] [1349/3560] Forecasting GBAB...
[2025-12-22T20:22:43.278389] [INFO ] [sig       ] Generating forecast for: GBAB
[2025-12-22T20:22:43.278418] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GBAB' from 'https://tdm.silogroup.org/data/derivative_storage/GBAB.csv'.
[2025-12-22T20:22:43.289232] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GBAB'.
[2025-12-22T20:22:43.289541] [INFO ] [FORECASTER] Starting predict_future for GBAB
[2025-12-22T20:22:43.290314] [DEBUG] [LOCAL     ] No optimal features file found for GBAB: ./output/feature-sets/GBAB.txt
[2025-12-22T20:22:43.290365] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:22:43.290396] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:22:43.290436] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:22:43.290537] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:22:43.346892] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:22:43.347509] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:22:43.347598] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:22:43.347633] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:22:43.465521] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:22:43.465667] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:22:43.465705] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:22:43.465733] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:22:43.469005] [DEBUG] [FORECASTER] GBAB: Forecast T+1@11:T+2@11: DOWN (p=10.75%)
[2025-12-22T20:22:43.469298] [INFO ] [FORECASTER] Completed predict_future for GBAB
[2025-12-22T20:22:43.469415] [INFO ] [sig       ] GBAB: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:22:43.604200] [INFO ] [LOCAL     ] Saved forecast: GBAB	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/GBAB.txt
[2025-12-22T20:22:43.604324] [INFO ] [sig       ] [1349/3560] Completed GBAB in 0.3s | 2.94 sym/s | Total: 7.7m | ETA: 12.6m
[2025-12-22T20:22:43.604362] [INFO ] [sig       ] [1350/3560] Forecasting GBCI...
[2025-12-22T20:22:43.604390] [INFO ] [sig       ] Generating forecast for: GBCI
[2025-12-22T20:22:43.604420] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GBCI' from 'https://tdm.silogroup.org/data/derivative_storage/GBCI.csv'.
[2025-12-22T20:22:43.614694] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GBCI'.
[2025-12-22T20:22:43.614996] [INFO ] [FORECASTER] Starting predict_future for GBCI
[2025-12-22T20:22:43.615772] [DEBUG] [LOCAL     ] No optimal features file found for GBCI: ./output/feature-sets/GBCI.txt
[2025-12-22T20:22:43.615823] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:22:43.615854] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:22:43.615880] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:22:43.615936] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:22:43.672650] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:22:43.673294] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:22:43.673371] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:22:43.673403] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:22:43.793402] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:22:43.793548] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:22:43.793614] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:22:43.793646] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:22:43.796910] [DEBUG] [FORECASTER] GBCI: Forecast T+1@11:T+2@11: DOWN (p=0.34%)
[2025-12-22T20:22:43.797176] [INFO ] [FORECASTER] Completed predict_future for GBCI
[2025-12-22T20:22:43.797295] [INFO ] [sig       ] GBCI: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:22:43.933602] [INFO ] [LOCAL     ] Saved forecast: GBCI	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/GBCI.txt
[2025-12-22T20:22:43.933731] [INFO ] [sig       ] [1350/3560] Completed GBCI in 0.3s | 2.94 sym/s | Total: 7.7m | ETA: 12.5m
[2025-12-22T20:22:43.933769] [INFO ] [sig       ] [1351/3560] Forecasting GBDC...
[2025-12-22T20:22:43.933800] [INFO ] [sig       ] Generating forecast for: GBDC
[2025-12-22T20:22:43.933830] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GBDC' from 'https://tdm.silogroup.org/data/derivative_storage/GBDC.csv'.
[2025-12-22T20:22:43.945475] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GBDC'.
[2025-12-22T20:22:43.945802] [INFO ] [FORECASTER] Starting predict_future for GBDC
[2025-12-22T20:22:43.946610] [DEBUG] [LOCAL     ] No optimal features file found for GBDC: ./output/feature-sets/GBDC.txt
[2025-12-22T20:22:43.946663] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:22:43.946699] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:22:43.946729] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:22:43.946786] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:22:44.003455] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:22:44.004113] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:22:44.004189] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:22:44.004222] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:22:44.122159] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:22:44.122297] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:22:44.122340] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:22:44.122384] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:22:44.125653] [DEBUG] [FORECASTER] GBDC: Forecast T+1@11:T+2@11: UP (p=92.66%)
[2025-12-22T20:22:44.125913] [INFO ] [FORECASTER] Completed predict_future for GBDC
[2025-12-22T20:22:44.126038] [INFO ] [sig       ] GBDC: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:22:44.264836] [INFO ] [LOCAL     ] Saved forecast: GBDC	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/GBDC.txt
[2025-12-22T20:22:44.264960] [INFO ] [sig       ] [1351/3560] Completed GBDC in 0.3s | 2.94 sym/s | Total: 7.7m | ETA: 12.5m
[2025-12-22T20:22:44.264998] [INFO ] [sig       ] [1352/3560] Forecasting GBIO...
[2025-12-22T20:22:44.265028] [INFO ] [sig       ] Generating forecast for: GBIO
[2025-12-22T20:22:44.265061] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GBIO' from 'https://tdm.silogroup.org/data/derivative_storage/GBIO.csv'.
[2025-12-22T20:22:44.275548] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GBIO'.
[2025-12-22T20:22:44.275896] [INFO ] [FORECASTER] Starting predict_future for GBIO
[2025-12-22T20:22:44.276690] [DEBUG] [LOCAL     ] No optimal features file found for GBIO: ./output/feature-sets/GBIO.txt
[2025-12-22T20:22:44.276742] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:22:44.276773] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:22:44.276800] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:22:44.276872] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:22:44.336088] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:22:44.336807] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:22:44.336895] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:22:44.336928] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:22:44.450890] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:22:44.451036] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:22:44.451081] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:22:44.451115] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:22:44.454393] [DEBUG] [FORECASTER] GBIO: Forecast T+1@11:T+2@11: DOWN (p=0.73%)
[2025-12-22T20:22:44.454722] [INFO ] [FORECASTER] Completed predict_future for GBIO
[2025-12-22T20:22:44.454846] [INFO ] [sig       ] GBIO: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:22:44.589102] [INFO ] [LOCAL     ] Saved forecast: GBIO	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/GBIO.txt
[2025-12-22T20:22:44.589228] [INFO ] [sig       ] [1352/3560] Completed GBIO in 0.3s | 2.94 sym/s | Total: 7.7m | ETA: 12.5m
[2025-12-22T20:22:44.589266] [INFO ] [sig       ] [1353/3560] Forecasting GBTG...
[2025-12-22T20:22:44.589300] [INFO ] [sig       ] Generating forecast for: GBTG
[2025-12-22T20:22:44.589331] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GBTG' from 'https://tdm.silogroup.org/data/derivative_storage/GBTG.csv'.
[2025-12-22T20:22:44.599921] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GBTG'.
[2025-12-22T20:22:44.600254] [INFO ] [FORECASTER] Starting predict_future for GBTG
[2025-12-22T20:22:44.601046] [DEBUG] [LOCAL     ] No optimal features file found for GBTG: ./output/feature-sets/GBTG.txt
[2025-12-22T20:22:44.601097] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:22:44.601129] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:22:44.601155] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:22:44.601212] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:22:44.657078] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:22:44.657709] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:22:44.657784] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:22:44.657817] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:22:44.778378] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:22:44.778525] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:22:44.778565] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:22:44.778611] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:22:44.781893] [DEBUG] [FORECASTER] GBTG: Forecast T+1@11:T+2@11: DOWN (p=35.84%)
[2025-12-22T20:22:44.782160] [INFO ] [FORECASTER] Completed predict_future for GBTG
[2025-12-22T20:22:44.782278] [INFO ] [sig       ] GBTG: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:22:44.916076] [INFO ] [LOCAL     ] Saved forecast: GBTG	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/GBTG.txt
[2025-12-22T20:22:44.916211] [INFO ] [sig       ] [1353/3560] Completed GBTG in 0.3s | 2.94 sym/s | Total: 7.7m | ETA: 12.5m
[2025-12-22T20:22:44.916250] [INFO ] [sig       ] [1354/3560] Forecasting GBX...
[2025-12-22T20:22:44.916278] [INFO ] [sig       ] Generating forecast for: GBX
[2025-12-22T20:22:44.916308] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GBX' from 'https://tdm.silogroup.org/data/derivative_storage/GBX.csv'.
[2025-12-22T20:22:44.926878] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GBX'.
[2025-12-22T20:22:44.927216] [INFO ] [FORECASTER] Starting predict_future for GBX
[2025-12-22T20:22:44.928003] [DEBUG] [LOCAL     ] No optimal features file found for GBX: ./output/feature-sets/GBX.txt
[2025-12-22T20:22:44.928054] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:22:44.928087] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:22:44.928114] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:22:44.928171] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:22:44.984284] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:22:44.984981] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:22:44.985058] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:22:44.985089] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:22:45.095548] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:22:45.095702] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:22:45.095742] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:22:45.095770] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:22:45.099032] [DEBUG] [FORECASTER] GBX: Forecast T+1@11:T+2@11: DOWN (p=4.15%)
[2025-12-22T20:22:45.099308] [INFO ] [FORECASTER] Completed predict_future for GBX
[2025-12-22T20:22:45.099426] [INFO ] [sig       ] GBX: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:22:45.234161] [INFO ] [LOCAL     ] Saved forecast: GBX	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/GBX.txt
[2025-12-22T20:22:45.234284] [INFO ] [sig       ] [1354/3560] Completed GBX in 0.3s | 2.94 sym/s | Total: 7.7m | ETA: 12.5m
[2025-12-22T20:22:45.234324] [INFO ] [sig       ] [1355/3560] Forecasting GCBC...
[2025-12-22T20:22:45.234353] [INFO ] [sig       ] Generating forecast for: GCBC
[2025-12-22T20:22:45.234382] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GCBC' from 'https://tdm.silogroup.org/data/derivative_storage/GCBC.csv'.
[2025-12-22T20:22:45.244262] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GCBC'.
[2025-12-22T20:22:45.244565] [INFO ] [FORECASTER] Starting predict_future for GCBC
[2025-12-22T20:22:45.245332] [DEBUG] [LOCAL     ] No optimal features file found for GCBC: ./output/feature-sets/GCBC.txt
[2025-12-22T20:22:45.245383] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:22:45.245414] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:22:45.245441] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:22:45.245496] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:22:45.301400] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:22:45.302024] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:22:45.302099] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:22:45.302131] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:22:45.410246] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:22:45.410384] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:22:45.410422] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:22:45.410449] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:22:45.413726] [DEBUG] [FORECASTER] GCBC: Forecast T+1@11:T+2@11: DOWN (p=18.87%)
[2025-12-22T20:22:45.413989] [INFO ] [FORECASTER] Completed predict_future for GCBC
[2025-12-22T20:22:45.414110] [INFO ] [sig       ] GCBC: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:22:45.549658] [INFO ] [LOCAL     ] Saved forecast: GCBC	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/GCBC.txt
[2025-12-22T20:22:45.549802] [INFO ] [sig       ] [1355/3560] Completed GCBC in 0.3s | 2.94 sym/s | Total: 7.7m | ETA: 12.5m
[2025-12-22T20:22:45.549848] [INFO ] [sig       ] [1356/3560] Forecasting GCMG...
[2025-12-22T20:22:45.549886] [INFO ] [sig       ] Generating forecast for: GCMG
[2025-12-22T20:22:45.549917] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GCMG' from 'https://tdm.silogroup.org/data/derivative_storage/GCMG.csv'.
[2025-12-22T20:22:45.560722] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GCMG'.
[2025-12-22T20:22:45.561093] [INFO ] [FORECASTER] Starting predict_future for GCMG
[2025-12-22T20:22:45.561877] [DEBUG] [LOCAL     ] No optimal features file found for GCMG: ./output/feature-sets/GCMG.txt
[2025-12-22T20:22:45.561927] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:22:45.561959] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:22:45.561986] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:22:45.562042] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:22:45.619331] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:22:45.620006] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:22:45.620082] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:22:45.620114] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:22:45.744956] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:22:45.745105] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:22:45.745145] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:22:45.745191] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:22:45.749047] [DEBUG] [FORECASTER] GCMG: Forecast T+1@11:T+2@11: UP (p=92.85%)
[2025-12-22T20:22:45.749541] [INFO ] [FORECASTER] Completed predict_future for GCMG
[2025-12-22T20:22:45.749697] [INFO ] [sig       ] GCMG: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:22:45.906752] [INFO ] [LOCAL     ] Saved forecast: GCMG	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/GCMG.txt
[2025-12-22T20:22:45.906977] [INFO ] [sig       ] [1356/3560] Completed GCMG in 0.4s | 2.94 sym/s | Total: 7.7m | ETA: 12.5m
[2025-12-22T20:22:45.907042] [INFO ] [sig       ] [1357/3560] Forecasting GCO...
[2025-12-22T20:22:45.907095] [INFO ] [sig       ] Generating forecast for: GCO
[2025-12-22T20:22:45.907151] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GCO' from 'https://tdm.silogroup.org/data/derivative_storage/GCO.csv'.
[2025-12-22T20:22:45.924737] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GCO'.
[2025-12-22T20:22:45.925243] [INFO ] [FORECASTER] Starting predict_future for GCO
[2025-12-22T20:22:45.926387] [DEBUG] [LOCAL     ] No optimal features file found for GCO: ./output/feature-sets/GCO.txt
[2025-12-22T20:22:45.926456] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:22:45.926506] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:22:45.926549] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:22:45.926664] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:22:46.006876] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:22:46.008090] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:22:46.008205] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:22:46.008256] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:22:46.168117] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:22:46.168282] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:22:46.168323] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:22:46.168352] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:22:46.172735] [DEBUG] [FORECASTER] GCO: Forecast T+1@11:T+2@11: DOWN (p=41.25%)
[2025-12-22T20:22:46.173168] [INFO ] [FORECASTER] Completed predict_future for GCO
[2025-12-22T20:22:46.173345] [INFO ] [sig       ] GCO: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:22:46.384715] [INFO ] [LOCAL     ] Saved forecast: GCO	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/GCO.txt
[2025-12-22T20:22:46.384970] [INFO ] [sig       ] [1357/3560] Completed GCO in 0.5s | 2.93 sym/s | Total: 7.7m | ETA: 12.5m
[2025-12-22T20:22:46.385032] [INFO ] [sig       ] [1358/3560] Forecasting GD...
[2025-12-22T20:22:46.385087] [INFO ] [sig       ] Generating forecast for: GD
[2025-12-22T20:22:46.385133] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GD' from 'https://tdm.silogroup.org/data/derivative_storage/GD.csv'.
[2025-12-22T20:22:46.407984] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GD'.
[2025-12-22T20:22:46.408502] [INFO ] [FORECASTER] Starting predict_future for GD
[2025-12-22T20:22:46.409736] [DEBUG] [LOCAL     ] No optimal features file found for GD: ./output/feature-sets/GD.txt
[2025-12-22T20:22:46.409806] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:22:46.409845] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:22:46.409875] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:22:46.409951] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:22:46.495854] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:22:46.497054] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:22:46.497170] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:22:46.497231] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:22:46.648854] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:22:46.649056] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:22:46.649113] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:22:46.649154] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:22:46.652747] [DEBUG] [FORECASTER] GD: Forecast T+1@11:T+2@11: UP (p=80.55%)
[2025-12-22T20:22:46.653082] [INFO ] [FORECASTER] Completed predict_future for GD
[2025-12-22T20:22:46.653221] [INFO ] [sig       ] GD: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:22:46.825631] [INFO ] [LOCAL     ] Saved forecast: GD	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/GD.txt
[2025-12-22T20:22:46.825857] [INFO ] [sig       ] [1358/3560] Completed GD in 0.4s | 2.93 sym/s | Total: 7.7m | ETA: 12.5m
[2025-12-22T20:22:46.825919] [INFO ] [sig       ] [1359/3560] Forecasting GDC...
[2025-12-22T20:22:46.825966] [INFO ] [sig       ] Generating forecast for: GDC
[2025-12-22T20:22:46.826013] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDC' from 'https://tdm.silogroup.org/data/derivative_storage/GDC.csv'.
[2025-12-22T20:22:46.838938] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GDC'.
[2025-12-22T20:22:46.839402] [INFO ] [FORECASTER] Starting predict_future for GDC
[2025-12-22T20:22:46.840357] [DEBUG] [LOCAL     ] No optimal features file found for GDC: ./output/feature-sets/GDC.txt
[2025-12-22T20:22:46.840419] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:22:46.840453] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:22:46.840480] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:22:46.840537] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:22:46.911192] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:22:46.912284] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:22:46.912414] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:22:46.912456] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:22:47.035084] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:22:47.035247] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:22:47.035290] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:22:47.035321] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:22:47.038941] [DEBUG] [FORECASTER] GDC: Forecast T+1@11:T+2@11: UP (p=90.04%)
[2025-12-22T20:22:47.039340] [INFO ] [FORECASTER] Completed predict_future for GDC
[2025-12-22T20:22:47.039492] [INFO ] [sig       ] GDC: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:22:47.179937] [INFO ] [LOCAL     ] Saved forecast: GDC	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/GDC.txt
[2025-12-22T20:22:47.180156] [INFO ] [sig       ] [1359/3560] Completed GDC in 0.4s | 2.93 sym/s | Total: 7.7m | ETA: 12.5m
[2025-12-22T20:22:47.180221] [INFO ] [sig       ] [1360/3560] Forecasting GDDY...
[2025-12-22T20:22:47.180267] [INFO ] [sig       ] Generating forecast for: GDDY
[2025-12-22T20:22:47.180311] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDDY' from 'https://tdm.silogroup.org/data/derivative_storage/GDDY.csv'.
[2025-12-22T20:22:47.193537] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GDDY'.
[2025-12-22T20:22:47.193994] [INFO ] [FORECASTER] Starting predict_future for GDDY
[2025-12-22T20:22:47.194839] [DEBUG] [LOCAL     ] No optimal features file found for GDDY: ./output/feature-sets/GDDY.txt
[2025-12-22T20:22:47.194893] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:22:47.194925] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:22:47.194952] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:22:47.195022] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:22:47.258240] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:22:47.259180] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:22:47.259262] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:22:47.259295] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:22:47.394081] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:22:47.394230] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:22:47.394269] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:22:47.394297] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:22:47.397682] [DEBUG] [FORECASTER] GDDY: Forecast T+1@11:T+2@11: DOWN (p=16.30%)
[2025-12-22T20:22:47.397948] [INFO ] [FORECASTER] Completed predict_future for GDDY
[2025-12-22T20:22:47.398071] [INFO ] [sig       ] GDDY: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:22:47.531996] [INFO ] [LOCAL     ] Saved forecast: GDDY	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/GDDY.txt
[2025-12-22T20:22:47.532130] [INFO ] [sig       ] [1360/3560] Completed GDDY in 0.4s | 2.93 sym/s | Total: 7.7m | ETA: 12.5m
[2025-12-22T20:22:47.532170] [INFO ] [sig       ] [1361/3560] Forecasting GDEN...
[2025-12-22T20:22:47.532200] [INFO ] [sig       ] Generating forecast for: GDEN
[2025-12-22T20:22:47.532230] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDEN' from 'https://tdm.silogroup.org/data/derivative_storage/GDEN.csv'.
[2025-12-22T20:22:47.542505] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GDEN'.
[2025-12-22T20:22:47.542856] [INFO ] [FORECASTER] Starting predict_future for GDEN
[2025-12-22T20:22:47.543639] [DEBUG] [LOCAL     ] No optimal features file found for GDEN: ./output/feature-sets/GDEN.txt
[2025-12-22T20:22:47.543691] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:22:47.543722] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:22:47.543749] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:22:47.543805] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:22:47.608644] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:22:47.609743] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:22:47.609853] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:22:47.609906] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:22:47.731815] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:22:47.731960] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:22:47.731998] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:22:47.732025] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:22:47.735347] [DEBUG] [FORECASTER] GDEN: Forecast T+1@11:T+2@11: DOWN (p=12.42%)
[2025-12-22T20:22:47.735628] [INFO ] [FORECASTER] Completed predict_future for GDEN
[2025-12-22T20:22:47.735747] [INFO ] [sig       ] GDEN: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:22:47.870185] [INFO ] [LOCAL     ] Saved forecast: GDEN	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/GDEN.txt
[2025-12-22T20:22:47.870313] [INFO ] [sig       ] [1361/3560] Completed GDEN in 0.3s | 2.93 sym/s | Total: 7.7m | ETA: 12.5m
[2025-12-22T20:22:47.870352] [INFO ] [sig       ] [1362/3560] Forecasting GDRX...
[2025-12-22T20:22:47.870381] [INFO ] [sig       ] Generating forecast for: GDRX
[2025-12-22T20:22:47.870410] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDRX' from 'https://tdm.silogroup.org/data/derivative_storage/GDRX.csv'.
[2025-12-22T20:22:47.881253] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GDRX'.
[2025-12-22T20:22:47.881617] [INFO ] [FORECASTER] Starting predict_future for GDRX
[2025-12-22T20:22:47.882414] [DEBUG] [LOCAL     ] No optimal features file found for GDRX: ./output/feature-sets/GDRX.txt
[2025-12-22T20:22:47.882480] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:22:47.882514] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:22:47.882542] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:22:47.882625] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:22:47.939126] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:22:47.939965] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:22:47.940043] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:22:47.940075] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:22:48.055229] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:22:48.055376] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:22:48.055414] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:22:48.055441] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:22:48.058774] [DEBUG] [FORECASTER] GDRX: Forecast T+1@11:T+2@11: DOWN (p=34.70%)
[2025-12-22T20:22:48.059062] [INFO ] [FORECASTER] Completed predict_future for GDRX
[2025-12-22T20:22:48.059205] [INFO ] [sig       ] GDRX: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:22:48.193232] [INFO ] [LOCAL     ] Saved forecast: GDRX	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/GDRX.txt
[2025-12-22T20:22:48.193369] [INFO ] [sig       ] [1362/3560] Completed GDRX in 0.3s | 2.93 sym/s | Total: 7.7m | ETA: 12.5m
[2025-12-22T20:22:48.193442] [INFO ] [sig       ] [1363/3560] Forecasting GDS...
[2025-12-22T20:22:48.193474] [INFO ] [sig       ] Generating forecast for: GDS
[2025-12-22T20:22:48.193505] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDS' from 'https://tdm.silogroup.org/data/derivative_storage/GDS.csv'.
[2025-12-22T20:22:48.204177] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GDS'.
[2025-12-22T20:22:48.204530] [INFO ] [FORECASTER] Starting predict_future for GDS
[2025-12-22T20:22:48.205318] [DEBUG] [LOCAL     ] No optimal features file found for GDS: ./output/feature-sets/GDS.txt
[2025-12-22T20:22:48.205370] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:22:48.205402] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:22:48.205428] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:22:48.205483] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:22:48.263442] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:22:48.264235] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:22:48.264313] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:22:48.264345] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:22:48.390974] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:22:48.391156] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:22:48.391216] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:22:48.391263] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:22:48.396005] [DEBUG] [FORECASTER] GDS: Forecast T+1@11:T+2@11: DOWN (p=23.45%)
[2025-12-22T20:22:48.396468] [INFO ] [FORECASTER] Completed predict_future for GDS
[2025-12-22T20:22:48.396673] [INFO ] [sig       ] GDS: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:22:48.539225] [INFO ] [LOCAL     ] Saved forecast: GDS	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/GDS.txt
[2025-12-22T20:22:48.539373] [INFO ] [sig       ] [1363/3560] Completed GDS in 0.3s | 2.93 sym/s | Total: 7.7m | ETA: 12.5m
[2025-12-22T20:22:48.539411] [INFO ] [sig       ] [1364/3560] Forecasting GDYN...
[2025-12-22T20:22:48.539441] [INFO ] [sig       ] Generating forecast for: GDYN
[2025-12-22T20:22:48.539471] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDYN' from 'https://tdm.silogroup.org/data/derivative_storage/GDYN.csv'.
[2025-12-22T20:22:48.550458] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GDYN'.
[2025-12-22T20:22:48.550844] [INFO ] [FORECASTER] Starting predict_future for GDYN
[2025-12-22T20:22:48.551629] [DEBUG] [LOCAL     ] No optimal features file found for GDYN: ./output/feature-sets/GDYN.txt
[2025-12-22T20:22:48.551681] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:22:48.551713] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:22:48.551739] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:22:48.551796] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:22:48.607329] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:22:48.608089] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:22:48.608166] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:22:48.608199] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:22:48.737837] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:22:48.737986] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:22:48.738027] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:22:48.738056] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:22:48.742070] [DEBUG] [FORECASTER] GDYN: Forecast T+1@11:T+2@11: UP (p=55.81%)
[2025-12-22T20:22:48.742533] [INFO ] [FORECASTER] Completed predict_future for GDYN
[2025-12-22T20:22:48.742675] [INFO ] [sig       ] GDYN: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:22:48.878219] [INFO ] [LOCAL     ] Saved forecast: GDYN	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/GDYN.txt
[2025-12-22T20:22:48.878342] [INFO ] [sig       ] [1364/3560] Completed GDYN in 0.3s | 2.93 sym/s | Total: 7.7m | ETA: 12.5m
[2025-12-22T20:22:48.878381] [INFO ] [sig       ] [1365/3560] Forecasting GE...
[2025-12-22T20:22:48.878409] [INFO ] [sig       ] Generating forecast for: GE
[2025-12-22T20:22:48.878439] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GE' from 'https://tdm.silogroup.org/data/derivative_storage/GE.csv'.
[2025-12-22T20:22:48.888964] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GE'.
[2025-12-22T20:22:48.889297] [INFO ] [FORECASTER] Starting predict_future for GE
[2025-12-22T20:22:48.890062] [DEBUG] [LOCAL     ] No optimal features file found for GE: ./output/feature-sets/GE.txt
[2025-12-22T20:22:48.890113] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:22:48.890144] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:22:48.890176] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:22:48.890232] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:22:48.946967] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:22:48.947622] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:22:48.947699] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:22:48.947731] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:22:49.065793] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:22:49.065935] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:22:49.065971] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:22:49.065998] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:22:49.069270] [DEBUG] [FORECASTER] GE: Forecast T+1@11:T+2@11: DOWN (p=2.62%)
[2025-12-22T20:22:49.069533] [INFO ] [FORECASTER] Completed predict_future for GE
[2025-12-22T20:22:49.069669] [INFO ] [sig       ] GE: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:22:49.204917] [INFO ] [LOCAL     ] Saved forecast: GE	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/GE.txt
[2025-12-22T20:22:49.205054] [INFO ] [sig       ] [1365/3560] Completed GE in 0.3s | 2.93 sym/s | Total: 7.8m | ETA: 12.5m
[2025-12-22T20:22:49.205114] [INFO ] [sig       ] [1366/3560] Forecasting GECC...
[2025-12-22T20:22:49.205147] [INFO ] [sig       ] Generating forecast for: GECC
[2025-12-22T20:22:49.205177] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GECC' from 'https://tdm.silogroup.org/data/derivative_storage/GECC.csv'.
[2025-12-22T20:22:49.216315] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GECC'.
[2025-12-22T20:22:49.216720] [INFO ] [FORECASTER] Starting predict_future for GECC
[2025-12-22T20:22:49.217502] [DEBUG] [LOCAL     ] No optimal features file found for GECC: ./output/feature-sets/GECC.txt
[2025-12-22T20:22:49.217553] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:22:49.217606] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:22:49.217665] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:22:49.217722] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:22:49.275306] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:22:49.276159] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:22:49.276242] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:22:49.276274] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:22:49.394802] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:22:49.394958] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:22:49.394996] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:22:49.395023] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:22:49.398385] [DEBUG] [FORECASTER] GECC: Forecast T+1@11:T+2@11: DOWN (p=2.94%)
[2025-12-22T20:22:49.398677] [INFO ] [FORECASTER] Completed predict_future for GECC
[2025-12-22T20:22:49.398801] [INFO ] [sig       ] GECC: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:22:49.535036] [INFO ] [LOCAL     ] Saved forecast: GECC	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/GECC.txt
[2025-12-22T20:22:49.535173] [INFO ] [sig       ] [1366/3560] Completed GECC in 0.3s | 2.93 sym/s | Total: 7.8m | ETA: 12.5m
[2025-12-22T20:22:49.535214] [INFO ] [sig       ] [1367/3560] Forecasting GEF...
[2025-12-22T20:22:49.535243] [INFO ] [sig       ] Generating forecast for: GEF
[2025-12-22T20:22:49.535273] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GEF' from 'https://tdm.silogroup.org/data/derivative_storage/GEF.csv'.
[2025-12-22T20:22:49.545704] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GEF'.
[2025-12-22T20:22:49.546067] [INFO ] [FORECASTER] Starting predict_future for GEF
[2025-12-22T20:22:49.546833] [DEBUG] [LOCAL     ] No optimal features file found for GEF: ./output/feature-sets/GEF.txt
[2025-12-22T20:22:49.546883] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:22:49.546914] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:22:49.546940] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:22:49.546996] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:22:49.603865] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:22:49.604723] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:22:49.604802] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:22:49.604835] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:22:49.724772] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:22:49.724928] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:22:49.724966] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:22:49.724995] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:22:49.728292] [DEBUG] [FORECASTER] GEF: Forecast T+1@11:T+2@11: DOWN (p=1.31%)
[2025-12-22T20:22:49.728616] [INFO ] [FORECASTER] Completed predict_future for GEF
[2025-12-22T20:22:49.728736] [INFO ] [sig       ] GEF: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:22:49.866170] [INFO ] [LOCAL     ] Saved forecast: GEF	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/GEF.txt
[2025-12-22T20:22:49.866336] [INFO ] [sig       ] [1367/3560] Completed GEF in 0.3s | 2.93 sym/s | Total: 7.8m | ETA: 12.5m
[2025-12-22T20:22:49.866377] [INFO ] [sig       ] [1368/3560] Forecasting GEHC...
[2025-12-22T20:22:49.866407] [INFO ] [sig       ] Generating forecast for: GEHC
[2025-12-22T20:22:49.866436] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GEHC' from 'https://tdm.silogroup.org/data/derivative_storage/GEHC.csv'.
[2025-12-22T20:22:49.878144] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GEHC'.
[2025-12-22T20:22:49.878551] [INFO ] [FORECASTER] Starting predict_future for GEHC
[2025-12-22T20:22:49.879401] [DEBUG] [LOCAL     ] No optimal features file found for GEHC: ./output/feature-sets/GEHC.txt
[2025-12-22T20:22:49.879452] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:22:49.879482] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:22:49.879509] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:22:49.879564] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:22:49.940011] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:22:49.941033] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:22:49.941112] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:22:49.941143] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:22:50.065759] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:22:50.065913] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:22:50.065954] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:22:50.065981] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:22:50.069338] [DEBUG] [FORECASTER] GEHC: Forecast T+1@11:T+2@11: UP (p=87.38%)
[2025-12-22T20:22:50.069626] [INFO ] [FORECASTER] Completed predict_future for GEHC
[2025-12-22T20:22:50.069750] [INFO ] [sig       ] GEHC: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:22:50.206308] [INFO ] [LOCAL     ] Saved forecast: GEHC	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/GEHC.txt
[2025-12-22T20:22:50.206451] [INFO ] [sig       ] [1368/3560] Completed GEHC in 0.3s | 2.93 sym/s | Total: 7.8m | ETA: 12.4m
[2025-12-22T20:22:50.206490] [INFO ] [sig       ] [1369/3560] Forecasting GEL...
[2025-12-22T20:22:50.206520] [INFO ] [sig       ] Generating forecast for: GEL
[2025-12-22T20:22:50.206550] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GEL' from 'https://tdm.silogroup.org/data/derivative_storage/GEL.csv'.
[2025-12-22T20:22:50.224263] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GEL'.
[2025-12-22T20:22:50.224667] [INFO ] [FORECASTER] Starting predict_future for GEL
[2025-12-22T20:22:50.225464] [DEBUG] [LOCAL     ] No optimal features file found for GEL: ./output/feature-sets/GEL.txt
[2025-12-22T20:22:50.225517] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:22:50.225549] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:22:50.225596] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:22:50.225664] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:22:50.282503] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:22:50.283386] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:22:50.283476] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:22:50.283509] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:22:50.402942] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:22:50.403085] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:22:50.403138] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:22:50.403167] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:22:50.406545] [DEBUG] [FORECASTER] GEL: Forecast T+1@11:T+2@11: UP (p=63.87%)
[2025-12-22T20:22:50.406829] [INFO ] [FORECASTER] Completed predict_future for GEL
[2025-12-22T20:22:50.406949] [INFO ] [sig       ] GEL: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:22:50.543162] [INFO ] [LOCAL     ] Saved forecast: GEL	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/GEL.txt
[2025-12-22T20:22:50.543290] [INFO ] [sig       ] [1369/3560] Completed GEL in 0.3s | 2.93 sym/s | Total: 7.8m | ETA: 12.4m
[2025-12-22T20:22:50.543327] [INFO ] [sig       ] [1370/3560] Forecasting GEN...
[2025-12-22T20:22:50.543356] [INFO ] [sig       ] Generating forecast for: GEN
[2025-12-22T20:22:50.543385] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GEN' from 'https://tdm.silogroup.org/data/derivative_storage/GEN.csv'.
[2025-12-22T20:22:50.554484] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GEN'.
[2025-12-22T20:22:50.554810] [INFO ] [FORECASTER] Starting predict_future for GEN
[2025-12-22T20:22:50.555642] [DEBUG] [LOCAL     ] No optimal features file found for GEN: ./output/feature-sets/GEN.txt
[2025-12-22T20:22:50.555693] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:22:50.555726] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:22:50.555753] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:22:50.555808] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:22:50.612549] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:22:50.613173] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:22:50.613250] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:22:50.613281] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:22:50.734264] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:22:50.734423] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:22:50.734467] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:22:50.734497] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:22:50.737963] [DEBUG] [FORECASTER] GEN: Forecast T+1@11:T+2@11: DOWN (p=3.01%)
[2025-12-22T20:22:50.738228] [INFO ] [FORECASTER] Completed predict_future for GEN
[2025-12-22T20:22:50.738359] [INFO ] [sig       ] GEN: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:22:50.873749] [INFO ] [LOCAL     ] Saved forecast: GEN	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/GEN.txt
[2025-12-22T20:22:50.873871] [INFO ] [sig       ] [1370/3560] Completed GEN in 0.3s | 2.93 sym/s | Total: 7.8m | ETA: 12.4m
[2025-12-22T20:22:50.873909] [INFO ] [sig       ] [1371/3560] Forecasting GENI...
[2025-12-22T20:22:50.873937] [INFO ] [sig       ] Generating forecast for: GENI
[2025-12-22T20:22:50.873966] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GENI' from 'https://tdm.silogroup.org/data/derivative_storage/GENI.csv'.
[2025-12-22T20:22:50.885716] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GENI'.
[2025-12-22T20:22:50.886039] [INFO ] [FORECASTER] Starting predict_future for GENI
[2025-12-22T20:22:50.886873] [DEBUG] [LOCAL     ] No optimal features file found for GENI: ./output/feature-sets/GENI.txt
[2025-12-22T20:22:50.886926] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:22:50.886958] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:22:50.886985] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:22:50.887042] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:22:50.944920] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:22:50.945768] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:22:50.945842] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:22:50.945874] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:22:51.063580] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:22:51.063706] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:22:51.063742] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:22:51.063770] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:22:51.067288] [DEBUG] [FORECASTER] GENI: Forecast T+1@11:T+2@11: UP (p=95.11%)
[2025-12-22T20:22:51.067549] [INFO ] [FORECASTER] Completed predict_future for GENI
[2025-12-22T20:22:51.067686] [INFO ] [sig       ] GENI: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:22:51.204092] [INFO ] [LOCAL     ] Saved forecast: GENI	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/GENI.txt
[2025-12-22T20:22:51.204208] [INFO ] [sig       ] [1371/3560] Completed GENI in 0.3s | 2.93 sym/s | Total: 7.8m | ETA: 12.4m
[2025-12-22T20:22:51.204246] [INFO ] [sig       ] [1372/3560] Forecasting GENK...
[2025-12-22T20:22:51.204274] [INFO ] [sig       ] Generating forecast for: GENK
[2025-12-22T20:22:51.204304] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GENK' from 'https://tdm.silogroup.org/data/derivative_storage/GENK.csv'.
[2025-12-22T20:22:51.215147] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GENK'.
[2025-12-22T20:22:51.215463] [INFO ] [FORECASTER] Starting predict_future for GENK
[2025-12-22T20:22:51.216285] [DEBUG] [LOCAL     ] No optimal features file found for GENK: ./output/feature-sets/GENK.txt
[2025-12-22T20:22:51.216338] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:22:51.216370] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:22:51.216397] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:22:51.216453] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:22:51.272063] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:22:51.272675] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:22:51.272748] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:22:51.272779] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:22:51.399586] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:22:51.399732] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:22:51.399771] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:22:51.399798] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:22:51.403075] [DEBUG] [FORECASTER] GENK: Forecast T+1@11:T+2@11: UP (p=83.19%)
[2025-12-22T20:22:51.403341] [INFO ] [FORECASTER] Completed predict_future for GENK
[2025-12-22T20:22:51.403462] [INFO ] [sig       ] GENK: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:22:51.538408] [INFO ] [LOCAL     ] Saved forecast: GENK	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/GENK.txt
[2025-12-22T20:22:51.538518] [INFO ] [sig       ] [1372/3560] Completed GENK in 0.3s | 2.93 sym/s | Total: 7.8m | ETA: 12.4m
[2025-12-22T20:22:51.538556] [INFO ] [sig       ] [1373/3560] Forecasting GEOS...
[2025-12-22T20:22:51.538602] [INFO ] [sig       ] Generating forecast for: GEOS
[2025-12-22T20:22:51.538634] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GEOS' from 'https://tdm.silogroup.org/data/derivative_storage/GEOS.csv'.
[2025-12-22T20:22:51.549075] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GEOS'.
[2025-12-22T20:22:51.549392] [INFO ] [FORECASTER] Starting predict_future for GEOS
[2025-12-22T20:22:51.550168] [DEBUG] [LOCAL     ] No optimal features file found for GEOS: ./output/feature-sets/GEOS.txt
[2025-12-22T20:22:51.550219] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:22:51.550268] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:22:51.550296] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:22:51.550352] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:22:51.607086] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:22:51.607764] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:22:51.607840] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:22:51.607873] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:22:51.725584] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:22:51.725729] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:22:51.725768] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:22:51.725796] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:22:51.729077] [DEBUG] [FORECASTER] GEOS: Forecast T+1@11:T+2@11: DOWN (p=20.55%)
[2025-12-22T20:22:51.729343] [INFO ] [FORECASTER] Completed predict_future for GEOS
[2025-12-22T20:22:51.729462] [INFO ] [sig       ] GEOS: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:22:51.862853] [INFO ] [LOCAL     ] Saved forecast: GEOS	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/GEOS.txt
[2025-12-22T20:22:51.862977] [INFO ] [sig       ] [1373/3560] Completed GEOS in 0.3s | 2.93 sym/s | Total: 7.8m | ETA: 12.4m
[2025-12-22T20:22:51.863015] [INFO ] [sig       ] [1374/3560] Forecasting GERN...
[2025-12-22T20:22:51.863044] [INFO ] [sig       ] Generating forecast for: GERN
[2025-12-22T20:22:51.863073] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GERN' from 'https://tdm.silogroup.org/data/derivative_storage/GERN.csv'.
[2025-12-22T20:22:51.873620] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GERN'.
[2025-12-22T20:22:51.873948] [INFO ] [FORECASTER] Starting predict_future for GERN
[2025-12-22T20:22:51.874718] [DEBUG] [LOCAL     ] No optimal features file found for GERN: ./output/feature-sets/GERN.txt
[2025-12-22T20:22:51.874769] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:22:51.874801] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:22:51.874827] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:22:51.874882] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:22:51.930384] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:22:51.931038] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:22:51.931113] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:22:51.931145] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:22:52.058944] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:22:52.059125] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:22:52.059165] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:22:52.059195] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:22:52.062661] [DEBUG] [FORECASTER] GERN: Forecast T+1@11:T+2@11: UP (p=74.10%)
[2025-12-22T20:22:52.062941] [INFO ] [FORECASTER] Completed predict_future for GERN
[2025-12-22T20:22:52.063069] [INFO ] [sig       ] GERN: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:22:52.202032] [INFO ] [LOCAL     ] Saved forecast: GERN	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/GERN.txt
[2025-12-22T20:22:52.202205] [INFO ] [sig       ] [1374/3560] Completed GERN in 0.3s | 2.93 sym/s | Total: 7.8m | ETA: 12.4m
[2025-12-22T20:22:52.202263] [INFO ] [sig       ] [1375/3560] Forecasting GES...
[2025-12-22T20:22:52.202300] [INFO ] [sig       ] Generating forecast for: GES
[2025-12-22T20:22:52.202336] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GES' from 'https://tdm.silogroup.org/data/derivative_storage/GES.csv'.
[2025-12-22T20:22:52.213615] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GES'.
[2025-12-22T20:22:52.213987] [INFO ] [FORECASTER] Starting predict_future for GES
[2025-12-22T20:22:52.214791] [DEBUG] [LOCAL     ] No optimal features file found for GES: ./output/feature-sets/GES.txt
[2025-12-22T20:22:52.214845] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:22:52.214879] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:22:52.214907] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:22:52.214965] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:22:52.270791] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:22:52.271708] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:22:52.271786] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:22:52.271819] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:22:52.389461] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:22:52.389625] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:22:52.389666] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:22:52.389694] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:22:52.393010] [DEBUG] [FORECASTER] GES: Forecast T+1@11:T+2@11: UP (p=91.75%)
[2025-12-22T20:22:52.393271] [INFO ] [FORECASTER] Completed predict_future for GES
[2025-12-22T20:22:52.393391] [INFO ] [sig       ] GES: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:22:52.538235] [INFO ] [LOCAL     ] Saved forecast: GES	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/GES.txt
[2025-12-22T20:22:52.538395] [INFO ] [sig       ] [1375/3560] Completed GES in 0.3s | 2.93 sym/s | Total: 7.8m | ETA: 12.4m
[2025-12-22T20:22:52.538434] [INFO ] [sig       ] [1376/3560] Forecasting GEVO...
[2025-12-22T20:22:52.538463] [INFO ] [sig       ] Generating forecast for: GEVO
[2025-12-22T20:22:52.538493] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GEVO' from 'https://tdm.silogroup.org/data/derivative_storage/GEVO.csv'.
[2025-12-22T20:22:52.549153] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GEVO'.
[2025-12-22T20:22:52.549492] [INFO ] [FORECASTER] Starting predict_future for GEVO
[2025-12-22T20:22:52.550268] [DEBUG] [LOCAL     ] No optimal features file found for GEVO: ./output/feature-sets/GEVO.txt
[2025-12-22T20:22:52.550319] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:22:52.550350] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:22:52.550377] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:22:52.550433] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:22:52.605560] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:22:52.606291] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:22:52.606396] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:22:52.606430] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:22:52.725714] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:22:52.725862] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:22:52.725900] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:22:52.725928] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:22:52.729220] [DEBUG] [FORECASTER] GEVO: Forecast T+1@11:T+2@11: UP (p=85.38%)
[2025-12-22T20:22:52.729484] [INFO ] [FORECASTER] Completed predict_future for GEVO
[2025-12-22T20:22:52.729622] [INFO ] [sig       ] GEVO: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:22:52.862886] [INFO ] [LOCAL     ] Saved forecast: GEVO	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/GEVO.txt
[2025-12-22T20:22:52.863016] [INFO ] [sig       ] [1376/3560] Completed GEVO in 0.3s | 2.93 sym/s | Total: 7.8m | ETA: 12.4m
[2025-12-22T20:22:52.863055] [INFO ] [sig       ] [1377/3560] Forecasting GFF...
[2025-12-22T20:22:52.863090] [INFO ] [sig       ] Generating forecast for: GFF
[2025-12-22T20:22:52.863120] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GFF' from 'https://tdm.silogroup.org/data/derivative_storage/GFF.csv'.
[2025-12-22T20:22:52.873246] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GFF'.
[2025-12-22T20:22:52.873565] [INFO ] [FORECASTER] Starting predict_future for GFF
[2025-12-22T20:22:52.874331] [DEBUG] [LOCAL     ] No optimal features file found for GFF: ./output/feature-sets/GFF.txt
[2025-12-22T20:22:52.874382] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:22:52.874414] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:22:52.874440] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:22:52.874495] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:22:52.929708] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:22:52.930363] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:22:52.930441] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:22:52.930472] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:22:53.044635] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:22:53.044786] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:22:53.044826] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:22:53.044854] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:22:53.048158] [DEBUG] [FORECASTER] GFF: Forecast T+1@11:T+2@11: DOWN (p=3.09%)
[2025-12-22T20:22:53.048425] [INFO ] [FORECASTER] Completed predict_future for GFF
[2025-12-22T20:22:53.048541] [INFO ] [sig       ] GFF: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:22:53.182307] [INFO ] [LOCAL     ] Saved forecast: GFF	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/GFF.txt
[2025-12-22T20:22:53.182456] [INFO ] [sig       ] [1377/3560] Completed GFF in 0.3s | 2.94 sym/s | Total: 7.8m | ETA: 12.4m
[2025-12-22T20:22:53.182497] [INFO ] [sig       ] [1378/3560] Forecasting GFI...
[2025-12-22T20:22:53.182525] [INFO ] [sig       ] Generating forecast for: GFI
[2025-12-22T20:22:53.182554] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GFI' from 'https://tdm.silogroup.org/data/derivative_storage/GFI.csv'.
[2025-12-22T20:22:53.193122] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GFI'.
[2025-12-22T20:22:53.193488] [INFO ] [FORECASTER] Starting predict_future for GFI
[2025-12-22T20:22:53.194285] [DEBUG] [LOCAL     ] No optimal features file found for GFI: ./output/feature-sets/GFI.txt
[2025-12-22T20:22:53.194338] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:22:53.194369] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:22:53.194395] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:22:53.194450] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:22:53.250244] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:22:53.251114] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:22:53.251197] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:22:53.251229] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:22:53.374790] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:22:53.374939] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:22:53.374977] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:22:53.375004] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:22:53.378301] [DEBUG] [FORECASTER] GFI: Forecast T+1@11:T+2@11: UP (p=76.81%)
[2025-12-22T20:22:53.378560] [INFO ] [FORECASTER] Completed predict_future for GFI
[2025-12-22T20:22:53.378700] [INFO ] [sig       ] GFI: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:22:53.511907] [INFO ] [LOCAL     ] Saved forecast: GFI	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/GFI.txt
[2025-12-22T20:22:53.512033] [INFO ] [sig       ] [1378/3560] Completed GFI in 0.3s | 2.94 sym/s | Total: 7.8m | ETA: 12.4m
[2025-12-22T20:22:53.512072] [INFO ] [sig       ] [1379/3560] Forecasting GFL...
[2025-12-22T20:22:53.512100] [INFO ] [sig       ] Generating forecast for: GFL
[2025-12-22T20:22:53.512129] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GFL' from 'https://tdm.silogroup.org/data/derivative_storage/GFL.csv'.
[2025-12-22T20:22:53.522434] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GFL'.
[2025-12-22T20:22:53.522788] [INFO ] [FORECASTER] Starting predict_future for GFL
[2025-12-22T20:22:53.523544] [DEBUG] [LOCAL     ] No optimal features file found for GFL: ./output/feature-sets/GFL.txt
[2025-12-22T20:22:53.523626] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:22:53.523662] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:22:53.523689] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:22:53.523745] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:22:53.578848] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:22:53.579489] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:22:53.579565] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:22:53.579614] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:22:53.702824] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:22:53.702989] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:22:53.703028] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:22:53.703057] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:22:53.706455] [DEBUG] [FORECASTER] GFL: Forecast T+1@11:T+2@11: DOWN (p=30.29%)
[2025-12-22T20:22:53.706757] [INFO ] [FORECASTER] Completed predict_future for GFL
[2025-12-22T20:22:53.706886] [INFO ] [sig       ] GFL: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:22:53.840870] [INFO ] [LOCAL     ] Saved forecast: GFL	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/GFL.txt
[2025-12-22T20:22:53.841039] [INFO ] [sig       ] [1379/3560] Completed GFL in 0.3s | 2.94 sym/s | Total: 7.8m | ETA: 12.4m
[2025-12-22T20:22:53.841080] [INFO ] [sig       ] [1380/3560] Forecasting GFS...
[2025-12-22T20:22:53.841110] [INFO ] [sig       ] Generating forecast for: GFS
[2025-12-22T20:22:53.841141] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GFS' from 'https://tdm.silogroup.org/data/derivative_storage/GFS.csv'.
[2025-12-22T20:22:53.851999] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GFS'.
[2025-12-22T20:22:53.852321] [INFO ] [FORECASTER] Starting predict_future for GFS
[2025-12-22T20:22:53.853114] [DEBUG] [LOCAL     ] No optimal features file found for GFS: ./output/feature-sets/GFS.txt
[2025-12-22T20:22:53.853166] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:22:53.853199] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:22:53.853227] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:22:53.853283] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:22:53.909383] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:22:53.910046] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:22:53.910120] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:22:53.910152] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:22:54.029195] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:22:54.029339] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:22:54.029378] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:22:54.029425] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:22:54.032713] [DEBUG] [FORECASTER] GFS: Forecast T+1@11:T+2@11: DOWN (p=7.44%)
[2025-12-22T20:22:54.032976] [INFO ] [FORECASTER] Completed predict_future for GFS
[2025-12-22T20:22:54.033098] [INFO ] [sig       ] GFS: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:22:54.166610] [INFO ] [LOCAL     ] Saved forecast: GFS	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/GFS.txt
[2025-12-22T20:22:54.166735] [INFO ] [sig       ] [1380/3560] Completed GFS in 0.3s | 2.94 sym/s | Total: 7.8m | ETA: 12.4m
[2025-12-22T20:22:54.166772] [INFO ] [sig       ] [1381/3560] Forecasting GGAL...
[2025-12-22T20:22:54.166801] [INFO ] [sig       ] Generating forecast for: GGAL
[2025-12-22T20:22:54.166831] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GGAL' from 'https://tdm.silogroup.org/data/derivative_storage/GGAL.csv'.
[2025-12-22T20:22:54.177504] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GGAL'.
[2025-12-22T20:22:54.177829] [INFO ] [FORECASTER] Starting predict_future for GGAL
[2025-12-22T20:22:54.178596] [DEBUG] [LOCAL     ] No optimal features file found for GGAL: ./output/feature-sets/GGAL.txt
[2025-12-22T20:22:54.178647] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:22:54.178678] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:22:54.178705] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:22:54.178761] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:22:54.234381] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:22:54.235014] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:22:54.235094] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:22:54.235125] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:22:54.351516] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:22:54.351668] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:22:54.351706] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:22:54.351733] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:22:54.355006] [DEBUG] [FORECASTER] GGAL: Forecast T+1@11:T+2@11: UP (p=66.91%)
[2025-12-22T20:22:54.355270] [INFO ] [FORECASTER] Completed predict_future for GGAL
[2025-12-22T20:22:54.355389] [INFO ] [sig       ] GGAL: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:22:54.490533] [INFO ] [LOCAL     ] Saved forecast: GGAL	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/GGAL.txt
[2025-12-22T20:22:54.490681] [INFO ] [sig       ] [1381/3560] Completed GGAL in 0.3s | 2.94 sym/s | Total: 7.8m | ETA: 12.4m
[2025-12-22T20:22:54.490721] [INFO ] [sig       ] [1382/3560] Forecasting GGB...
[2025-12-22T20:22:54.490749] [INFO ] [sig       ] Generating forecast for: GGB
[2025-12-22T20:22:54.490778] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GGB' from 'https://tdm.silogroup.org/data/derivative_storage/GGB.csv'.
[2025-12-22T20:22:54.501740] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GGB'.
[2025-12-22T20:22:54.502062] [INFO ] [FORECASTER] Starting predict_future for GGB
[2025-12-22T20:22:54.502889] [DEBUG] [LOCAL     ] No optimal features file found for GGB: ./output/feature-sets/GGB.txt
[2025-12-22T20:22:54.502943] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:22:54.502979] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:22:54.503006] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:22:54.503063] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:22:54.566995] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:22:54.567905] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:22:54.567999] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:22:54.568080] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:22:54.687781] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:22:54.687931] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:22:54.687971] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:22:54.688000] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:22:54.691861] [DEBUG] [FORECASTER] GGB: Forecast T+1@11:T+2@11: UP (p=97.74%)
[2025-12-22T20:22:54.692127] [INFO ] [FORECASTER] Completed predict_future for GGB
[2025-12-22T20:22:54.692246] [INFO ] [sig       ] GGB: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:22:54.827300] [INFO ] [LOCAL     ] Saved forecast: GGB	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/GGB.txt
[2025-12-22T20:22:54.827437] [INFO ] [sig       ] [1382/3560] Completed GGB in 0.3s | 2.94 sym/s | Total: 7.8m | ETA: 12.4m
[2025-12-22T20:22:54.827475] [INFO ] [sig       ] [1383/3560] Forecasting GGG...
[2025-12-22T20:22:54.827504] [INFO ] [sig       ] Generating forecast for: GGG
[2025-12-22T20:22:54.827534] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GGG' from 'https://tdm.silogroup.org/data/derivative_storage/GGG.csv'.
[2025-12-22T20:22:54.838375] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GGG'.
[2025-12-22T20:22:54.838752] [INFO ] [FORECASTER] Starting predict_future for GGG
[2025-12-22T20:22:54.839543] [DEBUG] [LOCAL     ] No optimal features file found for GGG: ./output/feature-sets/GGG.txt
[2025-12-22T20:22:54.839619] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:22:54.839677] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:22:54.839706] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:22:54.839762] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:22:54.895058] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:22:54.895975] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:22:54.896054] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:22:54.896086] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:22:55.013426] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:22:55.013595] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:22:55.013637] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:22:55.013665] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:22:55.016944] [DEBUG] [FORECASTER] GGG: Forecast T+1@11:T+2@11: DOWN (p=2.03%)
[2025-12-22T20:22:55.017210] [INFO ] [FORECASTER] Completed predict_future for GGG
[2025-12-22T20:22:55.017337] [INFO ] [sig       ] GGG: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:22:55.152026] [INFO ] [LOCAL     ] Saved forecast: GGG	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/GGG.txt
[2025-12-22T20:22:55.152178] [INFO ] [sig       ] [1383/3560] Completed GGG in 0.3s | 2.94 sym/s | Total: 7.9m | ETA: 12.4m
[2025-12-22T20:22:55.152217] [INFO ] [sig       ] [1384/3560] Forecasting GGLL...
[2025-12-22T20:22:55.152247] [INFO ] [sig       ] Generating forecast for: GGLL
[2025-12-22T20:22:55.152276] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GGLL' from 'https://tdm.silogroup.org/data/derivative_storage/GGLL.csv'.
[2025-12-22T20:22:55.163188] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GGLL'.
[2025-12-22T20:22:55.163544] [INFO ] [FORECASTER] Starting predict_future for GGLL
[2025-12-22T20:22:55.164332] [DEBUG] [LOCAL     ] No optimal features file found for GGLL: ./output/feature-sets/GGLL.txt
[2025-12-22T20:22:55.164384] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:22:55.164415] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:22:55.164441] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:22:55.164512] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:22:55.220279] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:22:55.221149] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:22:55.221225] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:22:55.221258] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:22:55.336742] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:22:55.336896] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:22:55.336935] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:22:55.336962] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:22:55.340338] [DEBUG] [FORECASTER] GGLL: Forecast T+1@11:T+2@11: UP (p=95.99%)
[2025-12-22T20:22:55.340638] [INFO ] [FORECASTER] Completed predict_future for GGLL
[2025-12-22T20:22:55.340759] [INFO ] [sig       ] GGLL: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:22:55.474184] [INFO ] [LOCAL     ] Saved forecast: GGLL	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/GGLL.txt
[2025-12-22T20:22:55.474313] [INFO ] [sig       ] [1384/3560] Completed GGLL in 0.3s | 2.94 sym/s | Total: 7.9m | ETA: 12.4m
[2025-12-22T20:22:55.474350] [INFO ] [sig       ] [1385/3560] Forecasting GGLS...
[2025-12-22T20:22:55.474380] [INFO ] [sig       ] Generating forecast for: GGLS
[2025-12-22T20:22:55.474409] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GGLS' from 'https://tdm.silogroup.org/data/derivative_storage/GGLS.csv'.
[2025-12-22T20:22:55.485335] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GGLS'.
[2025-12-22T20:22:55.485670] [INFO ] [FORECASTER] Starting predict_future for GGLS
[2025-12-22T20:22:55.486420] [DEBUG] [LOCAL     ] No optimal features file found for GGLS: ./output/feature-sets/GGLS.txt
[2025-12-22T20:22:55.486470] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:22:55.486502] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:22:55.486529] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:22:55.486601] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:22:55.541866] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:22:55.542522] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:22:55.542614] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:22:55.542648] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:22:55.659523] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:22:55.659681] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:22:55.659721] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:22:55.659748] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:22:55.663043] [DEBUG] [FORECASTER] GGLS: Forecast T+1@11:T+2@11: DOWN (p=22.63%)
[2025-12-22T20:22:55.663304] [INFO ] [FORECASTER] Completed predict_future for GGLS
[2025-12-22T20:22:55.663424] [INFO ] [sig       ] GGLS: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:22:55.796329] [INFO ] [LOCAL     ] Saved forecast: GGLS	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/GGLS.txt
[2025-12-22T20:22:55.796462] [INFO ] [sig       ] [1385/3560] Completed GGLS in 0.3s | 2.94 sym/s | Total: 7.9m | ETA: 12.3m
[2025-12-22T20:22:55.796500] [INFO ] [sig       ] [1386/3560] Forecasting GH...
[2025-12-22T20:22:55.796529] [INFO ] [sig       ] Generating forecast for: GH
[2025-12-22T20:22:55.796559] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GH' from 'https://tdm.silogroup.org/data/derivative_storage/GH.csv'.
[2025-12-22T20:22:55.807155] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GH'.
[2025-12-22T20:22:55.807488] [INFO ] [FORECASTER] Starting predict_future for GH
[2025-12-22T20:22:55.808296] [DEBUG] [LOCAL     ] No optimal features file found for GH: ./output/feature-sets/GH.txt
[2025-12-22T20:22:55.808352] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:22:55.808384] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:22:55.808410] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:22:55.808465] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:22:55.864092] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:22:55.864735] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:22:55.864809] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:22:55.864841] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:22:55.987483] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:22:55.987652] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:22:55.987693] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:22:55.987779] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:22:55.991751] [DEBUG] [FORECASTER] GH: Forecast T+1@11:T+2@11: DOWN (p=10.72%)
[2025-12-22T20:22:55.992056] [INFO ] [FORECASTER] Completed predict_future for GH
[2025-12-22T20:22:55.992192] [INFO ] [sig       ] GH: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:22:56.137994] [INFO ] [LOCAL     ] Saved forecast: GH	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/GH.txt
[2025-12-22T20:22:56.138128] [INFO ] [sig       ] [1386/3560] Completed GH in 0.3s | 2.94 sym/s | Total: 7.9m | ETA: 12.3m
[2025-12-22T20:22:56.138168] [INFO ] [sig       ] [1387/3560] Forecasting GHI...
[2025-12-22T20:22:56.138197] [INFO ] [sig       ] Generating forecast for: GHI
[2025-12-22T20:22:56.138229] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GHI' from 'https://tdm.silogroup.org/data/derivative_storage/GHI.csv'.
[2025-12-22T20:22:56.149300] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GHI'.
[2025-12-22T20:22:56.149651] [INFO ] [FORECASTER] Starting predict_future for GHI
[2025-12-22T20:22:56.150450] [DEBUG] [LOCAL     ] No optimal features file found for GHI: ./output/feature-sets/GHI.txt
[2025-12-22T20:22:56.150505] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:22:56.150539] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:22:56.150568] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:22:56.150649] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:22:56.208298] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:22:56.208928] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:22:56.209003] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:22:56.209055] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:22:56.329375] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:22:56.329511] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:22:56.329553] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:22:56.329600] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:22:56.333020] [DEBUG] [FORECASTER] GHI: Forecast T+1@11:T+2@11: DOWN (p=12.36%)
[2025-12-22T20:22:56.333291] [INFO ] [FORECASTER] Completed predict_future for GHI
[2025-12-22T20:22:56.333448] [INFO ] [sig       ] GHI: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:22:56.478242] [INFO ] [LOCAL     ] Saved forecast: GHI	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/GHI.txt
[2025-12-22T20:22:56.478379] [INFO ] [sig       ] [1387/3560] Completed GHI in 0.3s | 2.94 sym/s | Total: 7.9m | ETA: 12.3m
[2025-12-22T20:22:56.478433] [INFO ] [sig       ] [1388/3560] Forecasting GHM...
[2025-12-22T20:22:56.478479] [INFO ] [sig       ] Generating forecast for: GHM
[2025-12-22T20:22:56.478518] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GHM' from 'https://tdm.silogroup.org/data/derivative_storage/GHM.csv'.
[2025-12-22T20:22:56.490009] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GHM'.
[2025-12-22T20:22:56.490363] [INFO ] [FORECASTER] Starting predict_future for GHM
[2025-12-22T20:22:56.491357] [DEBUG] [LOCAL     ] No optimal features file found for GHM: ./output/feature-sets/GHM.txt
[2025-12-22T20:22:56.491419] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:22:56.491454] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:22:56.491483] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:22:56.491564] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:22:56.552875] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:22:56.553589] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:22:56.553668] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:22:56.553701] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:22:56.678358] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:22:56.678504] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:22:56.678545] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:22:56.678590] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:22:56.682160] [DEBUG] [FORECASTER] GHM: Forecast T+1@11:T+2@11: DOWN (p=36.64%)
[2025-12-22T20:22:56.682439] [INFO ] [FORECASTER] Completed predict_future for GHM
[2025-12-22T20:22:56.682603] [INFO ] [sig       ] GHM: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:22:56.827370] [INFO ] [LOCAL     ] Saved forecast: GHM	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/GHM.txt
[2025-12-22T20:22:56.827505] [INFO ] [sig       ] [1388/3560] Completed GHM in 0.3s | 2.94 sym/s | Total: 7.9m | ETA: 12.3m
[2025-12-22T20:22:56.827545] [INFO ] [sig       ] [1389/3560] Forecasting GHRS...
[2025-12-22T20:22:56.827593] [INFO ] [sig       ] Generating forecast for: GHRS
[2025-12-22T20:22:56.827628] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GHRS' from 'https://tdm.silogroup.org/data/derivative_storage/GHRS.csv'.
[2025-12-22T20:22:56.839219] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GHRS'.
[2025-12-22T20:22:56.839590] [INFO ] [FORECASTER] Starting predict_future for GHRS
[2025-12-22T20:22:56.840403] [DEBUG] [LOCAL     ] No optimal features file found for GHRS: ./output/feature-sets/GHRS.txt
[2025-12-22T20:22:56.840457] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:22:56.840490] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:22:56.840519] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:22:56.840597] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:22:56.905895] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:22:56.906757] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:22:56.906853] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:22:56.906891] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:22:57.032326] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:22:57.032478] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:22:57.032528] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:22:57.032560] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:22:57.036089] [DEBUG] [FORECASTER] GHRS: Forecast T+1@11:T+2@11: UP (p=90.31%)
[2025-12-22T20:22:57.036402] [INFO ] [FORECASTER] Completed predict_future for GHRS
[2025-12-22T20:22:57.036530] [INFO ] [sig       ] GHRS: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:22:57.179659] [INFO ] [LOCAL     ] Saved forecast: GHRS	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/GHRS.txt
[2025-12-22T20:22:57.179827] [INFO ] [sig       ] [1389/3560] Completed GHRS in 0.4s | 2.94 sym/s | Total: 7.9m | ETA: 12.3m
[2025-12-22T20:22:57.179878] [INFO ] [sig       ] [1390/3560] Forecasting GHY...
[2025-12-22T20:22:57.179909] [INFO ] [sig       ] Generating forecast for: GHY
[2025-12-22T20:22:57.179940] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GHY' from 'https://tdm.silogroup.org/data/derivative_storage/GHY.csv'.
[2025-12-22T20:22:57.191449] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GHY'.
[2025-12-22T20:22:57.191804] [INFO ] [FORECASTER] Starting predict_future for GHY
[2025-12-22T20:22:57.192596] [DEBUG] [LOCAL     ] No optimal features file found for GHY: ./output/feature-sets/GHY.txt
[2025-12-22T20:22:57.192650] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:22:57.192683] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:22:57.192711] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:22:57.192769] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:22:57.252881] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:22:57.253592] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:22:57.253670] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:22:57.253704] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:22:57.377565] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:22:57.377722] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:22:57.377763] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:22:57.377794] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:22:57.381357] [DEBUG] [FORECASTER] GHY: Forecast T+1@11:T+2@11: UP (p=82.72%)
[2025-12-22T20:22:57.381661] [INFO ] [FORECASTER] Completed predict_future for GHY
[2025-12-22T20:22:57.381799] [INFO ] [sig       ] GHY: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:22:57.523898] [INFO ] [LOCAL     ] Saved forecast: GHY	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/GHY.txt
[2025-12-22T20:22:57.524063] [INFO ] [sig       ] [1390/3560] Completed GHY in 0.3s | 2.94 sym/s | Total: 7.9m | ETA: 12.3m
[2025-12-22T20:22:57.524123] [INFO ] [sig       ] [1391/3560] Forecasting GIB...
[2025-12-22T20:22:57.524162] [INFO ] [sig       ] Generating forecast for: GIB
[2025-12-22T20:22:57.524194] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GIB' from 'https://tdm.silogroup.org/data/derivative_storage/GIB.csv'.
[2025-12-22T20:22:57.535378] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GIB'.
[2025-12-22T20:22:57.535717] [INFO ] [FORECASTER] Starting predict_future for GIB
[2025-12-22T20:22:57.536475] [DEBUG] [LOCAL     ] No optimal features file found for GIB: ./output/feature-sets/GIB.txt
[2025-12-22T20:22:57.536528] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:22:57.536559] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:22:57.536604] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:22:57.536661] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:22:57.592389] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:22:57.593038] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:22:57.593113] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:22:57.593145] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:22:57.707270] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:22:57.707410] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:22:57.707451] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:22:57.707479] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:22:57.710833] [DEBUG] [FORECASTER] GIB: Forecast T+1@11:T+2@11: UP (p=67.98%)
[2025-12-22T20:22:57.711117] [INFO ] [FORECASTER] Completed predict_future for GIB
[2025-12-22T20:22:57.711240] [INFO ] [sig       ] GIB: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:22:57.845492] [INFO ] [LOCAL     ] Saved forecast: GIB	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/GIB.txt
[2025-12-22T20:22:57.845630] [INFO ] [sig       ] [1391/3560] Completed GIB in 0.3s | 2.94 sym/s | Total: 7.9m | ETA: 12.3m
[2025-12-22T20:22:57.845670] [INFO ] [sig       ] [1392/3560] Forecasting GIFI...
[2025-12-22T20:22:57.845699] [INFO ] [sig       ] Generating forecast for: GIFI
[2025-12-22T20:22:57.845728] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GIFI' from 'https://tdm.silogroup.org/data/derivative_storage/GIFI.csv'.
[2025-12-22T20:22:57.856009] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GIFI'.
[2025-12-22T20:22:57.856330] [INFO ] [FORECASTER] Starting predict_future for GIFI
[2025-12-22T20:22:57.857095] [DEBUG] [LOCAL     ] No optimal features file found for GIFI: ./output/feature-sets/GIFI.txt
[2025-12-22T20:22:57.857146] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:22:57.857177] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:22:57.857203] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:22:57.857259] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:22:57.912214] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:22:57.912856] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:22:57.912930] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:22:57.912962] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:22:58.028476] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:22:58.028634] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:22:58.028673] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:22:58.028701] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:22:58.032058] [DEBUG] [FORECASTER] GIFI: Forecast T+1@11:T+2@11: DOWN (p=43.31%)
[2025-12-22T20:22:58.032321] [INFO ] [FORECASTER] Completed predict_future for GIFI
[2025-12-22T20:22:58.032446] [INFO ] [sig       ] GIFI: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:22:58.166605] [INFO ] [LOCAL     ] Saved forecast: GIFI	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/GIFI.txt
[2025-12-22T20:22:58.166728] [INFO ] [sig       ] [1392/3560] Completed GIFI in 0.3s | 2.94 sym/s | Total: 7.9m | ETA: 12.3m
[2025-12-22T20:22:58.166767] [INFO ] [sig       ] [1393/3560] Forecasting GIII...
[2025-12-22T20:22:58.166795] [INFO ] [sig       ] Generating forecast for: GIII
[2025-12-22T20:22:58.166825] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GIII' from 'https://tdm.silogroup.org/data/derivative_storage/GIII.csv'.
[2025-12-22T20:22:58.177775] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GIII'.
[2025-12-22T20:22:58.178097] [INFO ] [FORECASTER] Starting predict_future for GIII
[2025-12-22T20:22:58.178870] [DEBUG] [LOCAL     ] No optimal features file found for GIII: ./output/feature-sets/GIII.txt
[2025-12-22T20:22:58.178921] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:22:58.178952] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:22:58.178977] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:22:58.179052] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:22:58.234198] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:22:58.234846] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:22:58.234951] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:22:58.234984] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:22:58.349660] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:22:58.349804] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:22:58.349843] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:22:58.349871] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:22:58.353133] [DEBUG] [FORECASTER] GIII: Forecast T+1@11:T+2@11: UP (p=78.49%)
[2025-12-22T20:22:58.353399] [INFO ] [FORECASTER] Completed predict_future for GIII
[2025-12-22T20:22:58.353522] [INFO ] [sig       ] GIII: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:22:58.486924] [INFO ] [LOCAL     ] Saved forecast: GIII	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/GIII.txt
[2025-12-22T20:22:58.487053] [INFO ] [sig       ] [1393/3560] Completed GIII in 0.3s | 2.94 sym/s | Total: 7.9m | ETA: 12.3m
[2025-12-22T20:22:58.487090] [INFO ] [sig       ] [1394/3560] Forecasting GIL...
[2025-12-22T20:22:58.487120] [INFO ] [sig       ] Generating forecast for: GIL
[2025-12-22T20:22:58.487149] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GIL' from 'https://tdm.silogroup.org/data/derivative_storage/GIL.csv'.
[2025-12-22T20:22:58.497542] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GIL'.
[2025-12-22T20:22:58.497880] [INFO ] [FORECASTER] Starting predict_future for GIL
[2025-12-22T20:22:58.498650] [DEBUG] [LOCAL     ] No optimal features file found for GIL: ./output/feature-sets/GIL.txt
[2025-12-22T20:22:58.498702] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:22:58.498733] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:22:58.498760] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:22:58.498816] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:22:58.553970] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:22:58.554625] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:22:58.554698] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:22:58.554729] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:22:58.675053] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:22:58.675203] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:22:58.675241] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:22:58.675270] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:22:58.678613] [DEBUG] [FORECASTER] GIL: Forecast T+1@11:T+2@11: UP (p=73.93%)
[2025-12-22T20:22:58.678877] [INFO ] [FORECASTER] Completed predict_future for GIL
[2025-12-22T20:22:58.678996] [INFO ] [sig       ] GIL: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:22:58.812568] [INFO ] [LOCAL     ] Saved forecast: GIL	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/GIL.txt
[2025-12-22T20:22:58.812710] [INFO ] [sig       ] [1394/3560] Completed GIL in 0.3s | 2.94 sym/s | Total: 7.9m | ETA: 12.3m
[2025-12-22T20:22:58.812747] [INFO ] [sig       ] [1395/3560] Forecasting GILD...
[2025-12-22T20:22:58.812776] [INFO ] [sig       ] Generating forecast for: GILD
[2025-12-22T20:22:58.812806] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GILD' from 'https://tdm.silogroup.org/data/derivative_storage/GILD.csv'.
[2025-12-22T20:22:58.823423] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GILD'.
[2025-12-22T20:22:58.823769] [INFO ] [FORECASTER] Starting predict_future for GILD
[2025-12-22T20:22:58.824521] [DEBUG] [LOCAL     ] No optimal features file found for GILD: ./output/feature-sets/GILD.txt
[2025-12-22T20:22:58.824588] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:22:58.824622] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:22:58.824649] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:22:58.824708] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:22:58.880147] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:22:58.880818] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:22:58.880893] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:22:58.880925] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:22:59.000634] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:22:59.000772] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:22:59.000810] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:22:59.000838] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:22:59.004104] [DEBUG] [FORECASTER] GILD: Forecast T+1@11:T+2@11: DOWN (p=3.32%)
[2025-12-22T20:22:59.004375] [INFO ] [FORECASTER] Completed predict_future for GILD
[2025-12-22T20:22:59.004496] [INFO ] [sig       ] GILD: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:22:59.141343] [INFO ] [LOCAL     ] Saved forecast: GILD	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/GILD.txt
[2025-12-22T20:22:59.141480] [INFO ] [sig       ] [1395/3560] Completed GILD in 0.3s | 2.94 sym/s | Total: 7.9m | ETA: 12.3m
[2025-12-22T20:22:59.141519] [INFO ] [sig       ] [1396/3560] Forecasting GIS...
[2025-12-22T20:22:59.141548] [INFO ] [sig       ] Generating forecast for: GIS
[2025-12-22T20:22:59.141595] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GIS' from 'https://tdm.silogroup.org/data/derivative_storage/GIS.csv'.
[2025-12-22T20:22:59.152277] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GIS'.
[2025-12-22T20:22:59.152652] [INFO ] [FORECASTER] Starting predict_future for GIS
[2025-12-22T20:22:59.153415] [DEBUG] [LOCAL     ] No optimal features file found for GIS: ./output/feature-sets/GIS.txt
[2025-12-22T20:22:59.153467] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:22:59.153499] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:22:59.153526] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:22:59.153599] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:22:59.209885] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:22:59.210518] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:22:59.210611] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:22:59.210645] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:22:59.326545] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:22:59.326712] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:22:59.326752] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:22:59.326780] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:22:59.330157] [DEBUG] [FORECASTER] GIS: Forecast T+1@11:T+2@11: UP (p=50.63%)
[2025-12-22T20:22:59.330446] [INFO ] [FORECASTER] Completed predict_future for GIS
[2025-12-22T20:22:59.330590] [INFO ] [sig       ] GIS: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:22:59.466294] [INFO ] [LOCAL     ] Saved forecast: GIS	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/GIS.txt
[2025-12-22T20:22:59.466478] [INFO ] [sig       ] [1396/3560] Completed GIS in 0.3s | 2.94 sym/s | Total: 7.9m | ETA: 12.3m
[2025-12-22T20:22:59.466517] [INFO ] [sig       ] [1397/3560] Forecasting GKOS...
[2025-12-22T20:22:59.466548] [INFO ] [sig       ] Generating forecast for: GKOS
[2025-12-22T20:22:59.466596] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GKOS' from 'https://tdm.silogroup.org/data/derivative_storage/GKOS.csv'.
[2025-12-22T20:22:59.477106] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GKOS'.
[2025-12-22T20:22:59.477454] [INFO ] [FORECASTER] Starting predict_future for GKOS
[2025-12-22T20:22:59.478223] [DEBUG] [LOCAL     ] No optimal features file found for GKOS: ./output/feature-sets/GKOS.txt
[2025-12-22T20:22:59.478274] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:22:59.478321] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:22:59.478349] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:22:59.478404] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:22:59.535200] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:22:59.536059] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:22:59.536140] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:22:59.536173] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:22:59.655219] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:22:59.655344] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:22:59.655381] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:22:59.655409] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:22:59.658619] [DEBUG] [FORECASTER] GKOS: Forecast T+1@11:T+2@11: UP (p=96.78%)
[2025-12-22T20:22:59.658886] [INFO ] [FORECASTER] Completed predict_future for GKOS
[2025-12-22T20:22:59.659037] [INFO ] [sig       ] GKOS: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:22:59.793863] [INFO ] [LOCAL     ] Saved forecast: GKOS	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/GKOS.txt
[2025-12-22T20:22:59.793991] [INFO ] [sig       ] [1397/3560] Completed GKOS in 0.3s | 2.94 sym/s | Total: 7.9m | ETA: 12.3m
[2025-12-22T20:22:59.794028] [INFO ] [sig       ] [1398/3560] Forecasting GL...
[2025-12-22T20:22:59.794057] [INFO ] [sig       ] Generating forecast for: GL
[2025-12-22T20:22:59.794088] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GL' from 'https://tdm.silogroup.org/data/derivative_storage/GL.csv'.
[2025-12-22T20:22:59.804993] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GL'.
[2025-12-22T20:22:59.805284] [INFO ] [FORECASTER] Starting predict_future for GL
[2025-12-22T20:22:59.806067] [DEBUG] [LOCAL     ] No optimal features file found for GL: ./output/feature-sets/GL.txt
[2025-12-22T20:22:59.806118] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:22:59.806150] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:22:59.806177] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:22:59.806233] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:22:59.867411] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:22:59.868373] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:22:59.868455] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:22:59.868488] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:22:59.991647] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:22:59.991801] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:22:59.991840] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:22:59.991869] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:22:59.995161] [DEBUG] [FORECASTER] GL: Forecast T+1@11:T+2@11: DOWN (p=32.65%)
[2025-12-22T20:22:59.995432] [INFO ] [FORECASTER] Completed predict_future for GL
[2025-12-22T20:22:59.995557] [INFO ] [sig       ] GL: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:23:00.132064] [INFO ] [LOCAL     ] Saved forecast: GL	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/GL.txt
[2025-12-22T20:23:00.132222] [INFO ] [sig       ] [1398/3560] Completed GL in 0.3s | 2.94 sym/s | Total: 7.9m | ETA: 12.3m
[2025-12-22T20:23:00.132260] [INFO ] [sig       ] [1399/3560] Forecasting GLAD...
[2025-12-22T20:23:00.132289] [INFO ] [sig       ] Generating forecast for: GLAD
[2025-12-22T20:23:00.132320] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLAD' from 'https://tdm.silogroup.org/data/derivative_storage/GLAD.csv'.
[2025-12-22T20:23:00.143696] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLAD'.
[2025-12-22T20:23:00.144110] [INFO ] [FORECASTER] Starting predict_future for GLAD
[2025-12-22T20:23:00.144919] [DEBUG] [LOCAL     ] No optimal features file found for GLAD: ./output/feature-sets/GLAD.txt
[2025-12-22T20:23:00.144974] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:23:00.145008] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:23:00.145036] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:23:00.145093] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:23:00.204457] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:23:00.205338] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:23:00.205425] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:23:00.205460] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:23:00.321733] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:23:00.321884] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:23:00.321923] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:23:00.321951] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:23:00.325239] [DEBUG] [FORECASTER] GLAD: Forecast T+1@11:T+2@11: UP (p=66.61%)
[2025-12-22T20:23:00.325507] [INFO ] [FORECASTER] Completed predict_future for GLAD
[2025-12-22T20:23:00.325647] [INFO ] [sig       ] GLAD: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:23:00.460088] [INFO ] [LOCAL     ] Saved forecast: GLAD	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/GLAD.txt
[2025-12-22T20:23:00.460240] [INFO ] [sig       ] [1399/3560] Completed GLAD in 0.3s | 2.94 sym/s | Total: 7.9m | ETA: 12.3m
[2025-12-22T20:23:00.460279] [INFO ] [sig       ] [1400/3560] Forecasting GLBE...
[2025-12-22T20:23:00.460308] [INFO ] [sig       ] Generating forecast for: GLBE
[2025-12-22T20:23:00.460338] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLBE' from 'https://tdm.silogroup.org/data/derivative_storage/GLBE.csv'.
[2025-12-22T20:23:00.471233] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLBE'.
[2025-12-22T20:23:00.471607] [INFO ] [FORECASTER] Starting predict_future for GLBE
[2025-12-22T20:23:00.472392] [DEBUG] [LOCAL     ] No optimal features file found for GLBE: ./output/feature-sets/GLBE.txt
[2025-12-22T20:23:00.472445] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:23:00.472506] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:23:00.472537] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:23:00.472634] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:23:00.535125] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:23:00.535966] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:23:00.536050] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:23:00.536084] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:23:00.662281] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:23:00.662454] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:23:00.662499] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:23:00.662529] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:23:00.666003] [DEBUG] [FORECASTER] GLBE: Forecast T+1@11:T+2@11: UP (p=80.06%)
[2025-12-22T20:23:00.666290] [INFO ] [FORECASTER] Completed predict_future for GLBE
[2025-12-22T20:23:00.666414] [INFO ] [sig       ] GLBE: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:23:00.811886] [INFO ] [LOCAL     ] Saved forecast: GLBE	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/GLBE.txt
[2025-12-22T20:23:00.812024] [INFO ] [sig       ] [1400/3560] Completed GLBE in 0.4s | 2.94 sym/s | Total: 7.9m | ETA: 12.3m
[2025-12-22T20:23:00.812069] [INFO ] [sig       ] [1401/3560] Forecasting GLBS...
[2025-12-22T20:23:00.812100] [INFO ] [sig       ] Generating forecast for: GLBS
[2025-12-22T20:23:00.812129] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLBS' from 'https://tdm.silogroup.org/data/derivative_storage/GLBS.csv'.
[2025-12-22T20:23:00.826642] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLBS'.
[2025-12-22T20:23:00.826950] [INFO ] [FORECASTER] Starting predict_future for GLBS
[2025-12-22T20:23:00.827718] [DEBUG] [LOCAL     ] No optimal features file found for GLBS: ./output/feature-sets/GLBS.txt
[2025-12-22T20:23:00.827771] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:23:00.827804] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:23:00.827830] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:23:00.827886] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:23:00.889644] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:23:00.890450] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:23:00.890533] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:23:00.890567] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:23:01.006110] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:23:01.006223] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:23:01.006263] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:23:01.006291] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:23:01.009900] [DEBUG] [FORECASTER] GLBS: Forecast T+1@11:T+2@11: UP (p=88.29%)
[2025-12-22T20:23:01.010206] [INFO ] [FORECASTER] Completed predict_future for GLBS
[2025-12-22T20:23:01.010336] [INFO ] [sig       ] GLBS: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:23:01.147405] [INFO ] [LOCAL     ] Saved forecast: GLBS	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/GLBS.txt
[2025-12-22T20:23:01.147559] [INFO ] [sig       ] [1401/3560] Completed GLBS in 0.3s | 2.94 sym/s | Total: 8.0m | ETA: 12.3m
[2025-12-22T20:23:01.147617] [INFO ] [sig       ] [1402/3560] Forecasting GLDD...
[2025-12-22T20:23:01.147648] [INFO ] [sig       ] Generating forecast for: GLDD
[2025-12-22T20:23:01.147677] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLDD' from 'https://tdm.silogroup.org/data/derivative_storage/GLDD.csv'.
[2025-12-22T20:23:01.158850] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLDD'.
[2025-12-22T20:23:01.159251] [INFO ] [FORECASTER] Starting predict_future for GLDD
[2025-12-22T20:23:01.160037] [DEBUG] [LOCAL     ] No optimal features file found for GLDD: ./output/feature-sets/GLDD.txt
[2025-12-22T20:23:01.160089] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:23:01.160121] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:23:01.160148] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:23:01.160203] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:23:01.216750] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:23:01.217528] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:23:01.217637] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:23:01.217670] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:23:01.337887] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:23:01.338044] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:23:01.338082] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:23:01.338109] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:23:01.341551] [DEBUG] [FORECASTER] GLDD: Forecast T+1@11:T+2@11: DOWN (p=11.29%)
[2025-12-22T20:23:01.341844] [INFO ] [FORECASTER] Completed predict_future for GLDD
[2025-12-22T20:23:01.341994] [INFO ] [sig       ] GLDD: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:23:01.478561] [INFO ] [LOCAL     ] Saved forecast: GLDD	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/GLDD.txt
[2025-12-22T20:23:01.478715] [INFO ] [sig       ] [1402/3560] Completed GLDD in 0.3s | 2.94 sym/s | Total: 8.0m | ETA: 12.2m
[2025-12-22T20:23:01.478755] [INFO ] [sig       ] [1403/3560] Forecasting GLNG...
[2025-12-22T20:23:01.478785] [INFO ] [sig       ] Generating forecast for: GLNG
[2025-12-22T20:23:01.478816] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLNG' from 'https://tdm.silogroup.org/data/derivative_storage/GLNG.csv'.
[2025-12-22T20:23:01.490143] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLNG'.
[2025-12-22T20:23:01.490507] [INFO ] [FORECASTER] Starting predict_future for GLNG
[2025-12-22T20:23:01.491286] [DEBUG] [LOCAL     ] No optimal features file found for GLNG: ./output/feature-sets/GLNG.txt
[2025-12-22T20:23:01.491339] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:23:01.491371] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:23:01.491396] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:23:01.491452] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:23:01.547978] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:23:01.548826] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:23:01.548906] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:23:01.548938] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:23:01.669048] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:23:01.669199] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:23:01.669240] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:23:01.669305] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:23:01.672802] [DEBUG] [FORECASTER] GLNG: Forecast T+1@11:T+2@11: UP (p=89.44%)
[2025-12-22T20:23:01.673109] [INFO ] [FORECASTER] Completed predict_future for GLNG
[2025-12-22T20:23:01.673240] [INFO ] [sig       ] GLNG: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:23:01.812881] [INFO ] [LOCAL     ] Saved forecast: GLNG	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/GLNG.txt
[2025-12-22T20:23:01.813034] [INFO ] [sig       ] [1403/3560] Completed GLNG in 0.3s | 2.94 sym/s | Total: 8.0m | ETA: 12.2m
[2025-12-22T20:23:01.813072] [INFO ] [sig       ] [1404/3560] Forecasting GLOB...
[2025-12-22T20:23:01.813101] [INFO ] [sig       ] Generating forecast for: GLOB
[2025-12-22T20:23:01.813133] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLOB' from 'https://tdm.silogroup.org/data/derivative_storage/GLOB.csv'.
[2025-12-22T20:23:01.824245] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLOB'.
[2025-12-22T20:23:01.824621] [INFO ] [FORECASTER] Starting predict_future for GLOB
[2025-12-22T20:23:01.825395] [DEBUG] [LOCAL     ] No optimal features file found for GLOB: ./output/feature-sets/GLOB.txt
[2025-12-22T20:23:01.825453] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:23:01.825487] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:23:01.825515] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:23:01.825594] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:23:01.885852] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:23:01.886862] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:23:01.886946] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:23:01.886980] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:23:02.005551] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:23:02.005716] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:23:02.005757] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:23:02.005801] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:23:02.009238] [DEBUG] [FORECASTER] GLOB: Forecast T+1@11:T+2@11: DOWN (p=40.16%)
[2025-12-22T20:23:02.009511] [INFO ] [FORECASTER] Completed predict_future for GLOB
[2025-12-22T20:23:02.009656] [INFO ] [sig       ] GLOB: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:23:02.157166] [INFO ] [LOCAL     ] Saved forecast: GLOB	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/GLOB.txt
[2025-12-22T20:23:02.157319] [INFO ] [sig       ] [1404/3560] Completed GLOB in 0.3s | 2.94 sym/s | Total: 8.0m | ETA: 12.2m
[2025-12-22T20:23:02.157359] [INFO ] [sig       ] [1405/3560] Forecasting GLP...
[2025-12-22T20:23:02.157390] [INFO ] [sig       ] Generating forecast for: GLP
[2025-12-22T20:23:02.157421] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLP' from 'https://tdm.silogroup.org/data/derivative_storage/GLP.csv'.
[2025-12-22T20:23:02.172203] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLP'.
[2025-12-22T20:23:02.172754] [INFO ] [FORECASTER] Starting predict_future for GLP
[2025-12-22T20:23:02.173880] [DEBUG] [LOCAL     ] No optimal features file found for GLP: ./output/feature-sets/GLP.txt
[2025-12-22T20:23:02.173947] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:23:02.173992] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:23:02.174032] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:23:02.174118] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:23:02.243247] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:23:02.244188] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:23:02.244270] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:23:02.244303] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:23:02.362958] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:23:02.363112] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:23:02.363152] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:23:02.363181] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:23:02.366604] [DEBUG] [FORECASTER] GLP: Forecast T+1@11:T+2@11: UP (p=94.23%)
[2025-12-22T20:23:02.366875] [INFO ] [FORECASTER] Completed predict_future for GLP
[2025-12-22T20:23:02.367000] [INFO ] [sig       ] GLP: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:23:02.501951] [INFO ] [LOCAL     ] Saved forecast: GLP	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/GLP.txt
[2025-12-22T20:23:02.502099] [INFO ] [sig       ] [1405/3560] Completed GLP in 0.3s | 2.94 sym/s | Total: 8.0m | ETA: 12.2m
[2025-12-22T20:23:02.502138] [INFO ] [sig       ] [1406/3560] Forecasting GLPG...
[2025-12-22T20:23:02.502168] [INFO ] [sig       ] Generating forecast for: GLPG
[2025-12-22T20:23:02.502206] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLPG' from 'https://tdm.silogroup.org/data/derivative_storage/GLPG.csv'.
[2025-12-22T20:23:02.514242] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLPG'.
[2025-12-22T20:23:02.514685] [INFO ] [FORECASTER] Starting predict_future for GLPG
[2025-12-22T20:23:02.515537] [DEBUG] [LOCAL     ] No optimal features file found for GLPG: ./output/feature-sets/GLPG.txt
[2025-12-22T20:23:02.515618] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:23:02.515661] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:23:02.515690] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:23:02.515748] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:23:02.578031] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:23:02.578943] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:23:02.579075] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:23:02.579110] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:23:02.703478] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:23:02.703692] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:23:02.703733] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:23:02.703761] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:23:02.707158] [DEBUG] [FORECASTER] GLPG: Forecast T+1@11:T+2@11: DOWN (p=13.43%)
[2025-12-22T20:23:02.707469] [INFO ] [FORECASTER] Completed predict_future for GLPG
[2025-12-22T20:23:02.707621] [INFO ] [sig       ] GLPG: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:23:02.842365] [INFO ] [LOCAL     ] Saved forecast: GLPG	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/GLPG.txt
[2025-12-22T20:23:02.842506] [INFO ] [sig       ] [1406/3560] Completed GLPG in 0.3s | 2.94 sym/s | Total: 8.0m | ETA: 12.2m
[2025-12-22T20:23:02.842544] [INFO ] [sig       ] [1407/3560] Forecasting GLPI...
[2025-12-22T20:23:02.842591] [INFO ] [sig       ] Generating forecast for: GLPI
[2025-12-22T20:23:02.842625] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLPI' from 'https://tdm.silogroup.org/data/derivative_storage/GLPI.csv'.
[2025-12-22T20:23:02.853473] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLPI'.
[2025-12-22T20:23:02.853870] [INFO ] [FORECASTER] Starting predict_future for GLPI
[2025-12-22T20:23:02.854658] [DEBUG] [LOCAL     ] No optimal features file found for GLPI: ./output/feature-sets/GLPI.txt
[2025-12-22T20:23:02.854712] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:23:02.854745] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:23:02.854772] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:23:02.854829] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:23:02.910240] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:23:02.910981] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:23:02.911062] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:23:02.911093] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:23:03.029358] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:23:03.029644] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:23:03.029687] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:23:03.029716] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:23:03.033123] [DEBUG] [FORECASTER] GLPI: Forecast T+1@11:T+2@11: DOWN (p=25.45%)
[2025-12-22T20:23:03.033398] [INFO ] [FORECASTER] Completed predict_future for GLPI
[2025-12-22T20:23:03.033520] [INFO ] [sig       ] GLPI: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:23:03.168587] [INFO ] [LOCAL     ] Saved forecast: GLPI	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/GLPI.txt
[2025-12-22T20:23:03.168731] [INFO ] [sig       ] [1407/3560] Completed GLPI in 0.3s | 2.94 sym/s | Total: 8.0m | ETA: 12.2m
[2025-12-22T20:23:03.168770] [INFO ] [sig       ] [1408/3560] Forecasting GLRE...
[2025-12-22T20:23:03.168800] [INFO ] [sig       ] Generating forecast for: GLRE
[2025-12-22T20:23:03.168830] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLRE' from 'https://tdm.silogroup.org/data/derivative_storage/GLRE.csv'.
[2025-12-22T20:23:03.181216] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLRE'.
[2025-12-22T20:23:03.181593] [INFO ] [FORECASTER] Starting predict_future for GLRE
[2025-12-22T20:23:03.182531] [DEBUG] [LOCAL     ] No optimal features file found for GLRE: ./output/feature-sets/GLRE.txt
[2025-12-22T20:23:03.182610] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:23:03.182661] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:23:03.182689] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:23:03.182744] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:23:03.239602] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:23:03.240301] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:23:03.240378] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:23:03.240410] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:23:03.356793] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:23:03.356946] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:23:03.356985] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:23:03.357014] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:23:03.360329] [DEBUG] [FORECASTER] GLRE: Forecast T+1@11:T+2@11: UP (p=57.99%)
[2025-12-22T20:23:03.360615] [INFO ] [FORECASTER] Completed predict_future for GLRE
[2025-12-22T20:23:03.360739] [INFO ] [sig       ] GLRE: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:23:03.496963] [INFO ] [LOCAL     ] Saved forecast: GLRE	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/GLRE.txt
[2025-12-22T20:23:03.497091] [INFO ] [sig       ] [1408/3560] Completed GLRE in 0.3s | 2.94 sym/s | Total: 8.0m | ETA: 12.2m
[2025-12-22T20:23:03.497129] [INFO ] [sig       ] [1409/3560] Forecasting GLSI...
[2025-12-22T20:23:03.497159] [INFO ] [sig       ] Generating forecast for: GLSI
[2025-12-22T20:23:03.497189] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLSI' from 'https://tdm.silogroup.org/data/derivative_storage/GLSI.csv'.
[2025-12-22T20:23:03.508208] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLSI'.
[2025-12-22T20:23:03.508498] [INFO ] [FORECASTER] Starting predict_future for GLSI
[2025-12-22T20:23:03.509280] [DEBUG] [LOCAL     ] No optimal features file found for GLSI: ./output/feature-sets/GLSI.txt
[2025-12-22T20:23:03.509330] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:23:03.509361] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:23:03.509388] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:23:03.509444] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:23:03.565793] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:23:03.566353] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:23:03.566427] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:23:03.566459] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:23:03.682676] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:23:03.682805] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:23:03.682842] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:23:03.682872] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:23:03.686108] [DEBUG] [FORECASTER] GLSI: Forecast T+1@11:T+2@11: UP (p=99.10%)
[2025-12-22T20:23:03.686366] [INFO ] [FORECASTER] Completed predict_future for GLSI
[2025-12-22T20:23:03.686488] [INFO ] [sig       ] GLSI: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:23:03.823559] [INFO ] [LOCAL     ] Saved forecast: GLSI	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/GLSI.txt
[2025-12-22T20:23:03.823698] [INFO ] [sig       ] [1409/3560] Completed GLSI in 0.3s | 2.94 sym/s | Total: 8.0m | ETA: 12.2m
[2025-12-22T20:23:03.823736] [INFO ] [sig       ] [1410/3560] Forecasting GLTO...
[2025-12-22T20:23:03.823765] [INFO ] [sig       ] Generating forecast for: GLTO
[2025-12-22T20:23:03.823795] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLTO' from 'https://tdm.silogroup.org/data/derivative_storage/GLTO.csv'.
[2025-12-22T20:23:03.834403] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLTO'.
[2025-12-22T20:23:03.834749] [INFO ] [FORECASTER] Starting predict_future for GLTO
[2025-12-22T20:23:03.835504] [DEBUG] [LOCAL     ] No optimal features file found for GLTO: ./output/feature-sets/GLTO.txt
[2025-12-22T20:23:03.835555] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:23:03.835606] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:23:03.835635] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:23:03.835691] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:23:03.891417] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:23:03.892005] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:23:03.892103] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:23:03.892136] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:23:04.005039] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:23:04.005159] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:23:04.005196] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:23:04.005223] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:23:04.008388] [DEBUG] [FORECASTER] GLTO: Forecast T+1@11:T+2@11: DOWN (p=47.48%)
[2025-12-22T20:23:04.008706] [INFO ] [FORECASTER] Completed predict_future for GLTO
[2025-12-22T20:23:04.008825] [INFO ] [sig       ] GLTO: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:23:04.143541] [INFO ] [LOCAL     ] Saved forecast: GLTO	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/GLTO.txt
[2025-12-22T20:23:04.143684] [INFO ] [sig       ] [1410/3560] Completed GLTO in 0.3s | 2.94 sym/s | Total: 8.0m | ETA: 12.2m
[2025-12-22T20:23:04.143733] [INFO ] [sig       ] [1411/3560] Forecasting GLUE...
[2025-12-22T20:23:04.143764] [INFO ] [sig       ] Generating forecast for: GLUE
[2025-12-22T20:23:04.143793] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLUE' from 'https://tdm.silogroup.org/data/derivative_storage/GLUE.csv'.
[2025-12-22T20:23:04.154402] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLUE'.
[2025-12-22T20:23:04.154730] [INFO ] [FORECASTER] Starting predict_future for GLUE
[2025-12-22T20:23:04.155471] [DEBUG] [LOCAL     ] No optimal features file found for GLUE: ./output/feature-sets/GLUE.txt
[2025-12-22T20:23:04.155524] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:23:04.155556] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:23:04.155604] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:23:04.155662] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:23:04.211635] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:23:04.212304] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:23:04.212379] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:23:04.212411] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:23:04.329422] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:23:04.329548] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:23:04.329605] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:23:04.329635] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:23:04.332821] [DEBUG] [FORECASTER] GLUE: Forecast T+1@11:T+2@11: DOWN (p=2.91%)
[2025-12-22T20:23:04.333081] [INFO ] [FORECASTER] Completed predict_future for GLUE
[2025-12-22T20:23:04.333200] [INFO ] [sig       ] GLUE: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:23:04.467736] [INFO ] [LOCAL     ] Saved forecast: GLUE	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/GLUE.txt
[2025-12-22T20:23:04.467849] [INFO ] [sig       ] [1411/3560] Completed GLUE in 0.3s | 2.94 sym/s | Total: 8.0m | ETA: 12.2m
[2025-12-22T20:23:04.467886] [INFO ] [sig       ] [1412/3560] Forecasting GMAB...
[2025-12-22T20:23:04.467922] [INFO ] [sig       ] Generating forecast for: GMAB
[2025-12-22T20:23:04.467952] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GMAB' from 'https://tdm.silogroup.org/data/derivative_storage/GMAB.csv'.
[2025-12-22T20:23:04.479052] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GMAB'.
[2025-12-22T20:23:04.479353] [INFO ] [FORECASTER] Starting predict_future for GMAB
[2025-12-22T20:23:04.480122] [DEBUG] [LOCAL     ] No optimal features file found for GMAB: ./output/feature-sets/GMAB.txt
[2025-12-22T20:23:04.480173] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:23:04.480205] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:23:04.480231] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:23:04.480287] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:23:04.536693] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:23:04.537347] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:23:04.537423] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:23:04.537455] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:23:04.660389] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:23:04.660561] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:23:04.660616] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:23:04.660645] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:23:04.664046] [DEBUG] [FORECASTER] GMAB: Forecast T+1@11:T+2@11: DOWN (p=9.01%)
[2025-12-22T20:23:04.664320] [INFO ] [FORECASTER] Completed predict_future for GMAB
[2025-12-22T20:23:04.664443] [INFO ] [sig       ] GMAB: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:23:04.798878] [INFO ] [LOCAL     ] Saved forecast: GMAB	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/GMAB.txt
[2025-12-22T20:23:04.799034] [INFO ] [sig       ] [1412/3560] Completed GMAB in 0.3s | 2.94 sym/s | Total: 8.0m | ETA: 12.2m
[2025-12-22T20:23:04.799074] [INFO ] [sig       ] [1413/3560] Forecasting GME...
[2025-12-22T20:23:04.799106] [INFO ] [sig       ] Generating forecast for: GME
[2025-12-22T20:23:04.799136] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GME' from 'https://tdm.silogroup.org/data/derivative_storage/GME.csv'.
[2025-12-22T20:23:04.810225] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GME'.
[2025-12-22T20:23:04.810511] [INFO ] [FORECASTER] Starting predict_future for GME
[2025-12-22T20:23:04.811274] [DEBUG] [LOCAL     ] No optimal features file found for GME: ./output/feature-sets/GME.txt
[2025-12-22T20:23:04.811325] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:23:04.811357] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:23:04.811384] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:23:04.811445] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:23:04.867840] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:23:04.868411] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:23:04.868485] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:23:04.868517] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:23:04.985110] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:23:04.985234] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:23:04.985270] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:23:04.985298] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:23:04.988518] [DEBUG] [FORECASTER] GME: Forecast T+1@11:T+2@11: UP (p=95.73%)
[2025-12-22T20:23:04.988795] [INFO ] [FORECASTER] Completed predict_future for GME
[2025-12-22T20:23:04.988915] [INFO ] [sig       ] GME: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:23:05.123789] [INFO ] [LOCAL     ] Saved forecast: GME	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/GME.txt
[2025-12-22T20:23:05.123939] [INFO ] [sig       ] [1413/3560] Completed GME in 0.3s | 2.94 sym/s | Total: 8.0m | ETA: 12.2m
[2025-12-22T20:23:05.123978] [INFO ] [sig       ] [1414/3560] Forecasting GMED...
[2025-12-22T20:23:05.124007] [INFO ] [sig       ] Generating forecast for: GMED
[2025-12-22T20:23:05.124038] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GMED' from 'https://tdm.silogroup.org/data/derivative_storage/GMED.csv'.
[2025-12-22T20:23:05.134626] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GMED'.
[2025-12-22T20:23:05.134946] [INFO ] [FORECASTER] Starting predict_future for GMED
[2025-12-22T20:23:05.135806] [DEBUG] [LOCAL     ] No optimal features file found for GMED: ./output/feature-sets/GMED.txt
[2025-12-22T20:23:05.135864] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:23:05.135905] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:23:05.135931] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:23:05.135989] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:23:05.193670] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:23:05.194268] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:23:05.194343] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:23:05.194374] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:23:05.314513] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:23:05.314682] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:23:05.314723] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:23:05.314751] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:23:05.318026] [DEBUG] [FORECASTER] GMED: Forecast T+1@11:T+2@11: DOWN (p=38.68%)
[2025-12-22T20:23:05.318286] [INFO ] [FORECASTER] Completed predict_future for GMED
[2025-12-22T20:23:05.318408] [INFO ] [sig       ] GMED: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:23:05.456339] [INFO ] [LOCAL     ] Saved forecast: GMED	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/GMED.txt
[2025-12-22T20:23:05.456460] [INFO ] [sig       ] [1414/3560] Completed GMED in 0.3s | 2.94 sym/s | Total: 8.0m | ETA: 12.2m
[2025-12-22T20:23:05.456499] [INFO ] [sig       ] [1415/3560] Forecasting GMM...
[2025-12-22T20:23:05.456529] [INFO ] [sig       ] Generating forecast for: GMM
[2025-12-22T20:23:05.456560] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GMM' from 'https://tdm.silogroup.org/data/derivative_storage/GMM.csv'.
[2025-12-22T20:23:05.468594] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GMM'.
[2025-12-22T20:23:05.469016] [INFO ] [FORECASTER] Starting predict_future for GMM
[2025-12-22T20:23:05.469895] [DEBUG] [LOCAL     ] No optimal features file found for GMM: ./output/feature-sets/GMM.txt
[2025-12-22T20:23:05.469948] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:23:05.469982] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:23:05.470010] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:23:05.470065] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:23:05.526110] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:23:05.527039] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:23:05.527123] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:23:05.527155] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:23:05.639101] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:23:05.639262] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:23:05.639303] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:23:05.639349] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:23:05.642760] [DEBUG] [FORECASTER] GMM: Forecast T+1@11:T+2@11: DOWN (p=37.00%)
[2025-12-22T20:23:05.643030] [INFO ] [FORECASTER] Completed predict_future for GMM
[2025-12-22T20:23:05.643155] [INFO ] [sig       ] GMM: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:23:05.776927] [INFO ] [LOCAL     ] Saved forecast: GMM	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/GMM.txt
[2025-12-22T20:23:05.777087] [INFO ] [sig       ] [1415/3560] Completed GMM in 0.3s | 2.94 sym/s | Total: 8.0m | ETA: 12.2m
[2025-12-22T20:23:05.777135] [INFO ] [sig       ] [1416/3560] Forecasting GMRE...
[2025-12-22T20:23:05.777168] [INFO ] [sig       ] Generating forecast for: GMRE
[2025-12-22T20:23:05.777198] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GMRE' from 'https://tdm.silogroup.org/data/derivative_storage/GMRE.csv'.
[2025-12-22T20:23:05.788221] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GMRE'.
[2025-12-22T20:23:05.788525] [INFO ] [FORECASTER] Starting predict_future for GMRE
[2025-12-22T20:23:05.789330] [DEBUG] [LOCAL     ] No optimal features file found for GMRE: ./output/feature-sets/GMRE.txt
[2025-12-22T20:23:05.789381] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:23:05.789413] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:23:05.789439] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:23:05.789493] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:23:05.845128] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:23:05.845824] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:23:05.845902] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:23:05.845957] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:23:05.967438] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:23:05.967616] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:23:05.967657] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:23:05.967687] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:23:05.970972] [DEBUG] [FORECASTER] GMRE: Forecast T+1@11:T+2@11: DOWN (p=36.49%)
[2025-12-22T20:23:05.971235] [INFO ] [FORECASTER] Completed predict_future for GMRE
[2025-12-22T20:23:05.971354] [INFO ] [sig       ] GMRE: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:23:06.105924] [INFO ] [LOCAL     ] Saved forecast: GMRE	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/GMRE.txt
[2025-12-22T20:23:06.106078] [INFO ] [sig       ] [1416/3560] Completed GMRE in 0.3s | 2.94 sym/s | Total: 8.0m | ETA: 12.2m
[2025-12-22T20:23:06.106116] [INFO ] [sig       ] [1417/3560] Forecasting GNE...
[2025-12-22T20:23:06.106145] [INFO ] [sig       ] Generating forecast for: GNE
[2025-12-22T20:23:06.106177] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNE' from 'https://tdm.silogroup.org/data/derivative_storage/GNE.csv'.
[2025-12-22T20:23:06.117635] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNE'.
[2025-12-22T20:23:06.118028] [INFO ] [FORECASTER] Starting predict_future for GNE
[2025-12-22T20:23:06.118814] [DEBUG] [LOCAL     ] No optimal features file found for GNE: ./output/feature-sets/GNE.txt
[2025-12-22T20:23:06.118866] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:23:06.118930] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:23:06.118959] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:23:06.119015] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:23:06.175938] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:23:06.176788] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:23:06.176873] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:23:06.176939] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:23:06.306300] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:23:06.306457] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:23:06.306496] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:23:06.306525] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:23:06.309957] [DEBUG] [FORECASTER] GNE: Forecast T+1@11:T+2@11: DOWN (p=48.42%)
[2025-12-22T20:23:06.310273] [INFO ] [FORECASTER] Completed predict_future for GNE
[2025-12-22T20:23:06.310407] [INFO ] [sig       ] GNE: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:23:06.445648] [INFO ] [LOCAL     ] Saved forecast: GNE	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/GNE.txt
[2025-12-22T20:23:06.445783] [INFO ] [sig       ] [1417/3560] Completed GNE in 0.3s | 2.94 sym/s | Total: 8.0m | ETA: 12.2m
[2025-12-22T20:23:06.445821] [INFO ] [sig       ] [1418/3560] Forecasting GNK...
[2025-12-22T20:23:06.445851] [INFO ] [sig       ] Generating forecast for: GNK
[2025-12-22T20:23:06.445880] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNK' from 'https://tdm.silogroup.org/data/derivative_storage/GNK.csv'.
[2025-12-22T20:23:06.456746] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNK'.
[2025-12-22T20:23:06.457034] [INFO ] [FORECASTER] Starting predict_future for GNK
[2025-12-22T20:23:06.457794] [DEBUG] [LOCAL     ] No optimal features file found for GNK: ./output/feature-sets/GNK.txt
[2025-12-22T20:23:06.457845] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:23:06.457876] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:23:06.457903] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:23:06.457959] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:23:06.514053] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:23:06.514692] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:23:06.514767] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:23:06.514799] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:23:06.638600] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:23:06.638753] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:23:06.638792] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:23:06.638820] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:23:06.642227] [DEBUG] [FORECASTER] GNK: Forecast T+1@11:T+2@11: UP (p=96.53%)
[2025-12-22T20:23:06.642490] [INFO ] [FORECASTER] Completed predict_future for GNK
[2025-12-22T20:23:06.642628] [INFO ] [sig       ] GNK: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:23:06.781321] [INFO ] [LOCAL     ] Saved forecast: GNK	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/GNK.txt
[2025-12-22T20:23:06.781462] [INFO ] [sig       ] [1418/3560] Completed GNK in 0.3s | 2.94 sym/s | Total: 8.0m | ETA: 12.2m
[2025-12-22T20:23:06.781502] [INFO ] [sig       ] [1419/3560] Forecasting GNL...
[2025-12-22T20:23:06.781531] [INFO ] [sig       ] Generating forecast for: GNL
[2025-12-22T20:23:06.781560] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNL' from 'https://tdm.silogroup.org/data/derivative_storage/GNL.csv'.
[2025-12-22T20:23:06.792715] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNL'.
[2025-12-22T20:23:06.793033] [INFO ] [FORECASTER] Starting predict_future for GNL
[2025-12-22T20:23:06.793829] [DEBUG] [LOCAL     ] No optimal features file found for GNL: ./output/feature-sets/GNL.txt
[2025-12-22T20:23:06.793881] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:23:06.793913] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:23:06.793940] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:23:06.794011] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:23:06.849752] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:23:06.850356] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:23:06.850430] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:23:06.850461] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:23:06.966878] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:23:06.967030] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:23:06.967069] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:23:06.967097] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:23:06.970436] [DEBUG] [FORECASTER] GNL: Forecast T+1@11:T+2@11: DOWN (p=9.97%)
[2025-12-22T20:23:06.970750] [INFO ] [FORECASTER] Completed predict_future for GNL
[2025-12-22T20:23:06.970868] [INFO ] [sig       ] GNL: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:23:07.106389] [INFO ] [LOCAL     ] Saved forecast: GNL	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/GNL.txt
[2025-12-22T20:23:07.106520] [INFO ] [sig       ] [1419/3560] Completed GNL in 0.3s | 2.94 sym/s | Total: 8.1m | ETA: 12.1m
[2025-12-22T20:23:07.106558] [INFO ] [sig       ] [1420/3560] Forecasting GNLN...
[2025-12-22T20:23:07.106605] [INFO ] [sig       ] Generating forecast for: GNLN
[2025-12-22T20:23:07.106637] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNLN' from 'https://tdm.silogroup.org/data/derivative_storage/GNLN.csv'.
[2025-12-22T20:23:07.117123] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNLN'.
[2025-12-22T20:23:07.117430] [INFO ] [FORECASTER] Starting predict_future for GNLN
[2025-12-22T20:23:07.118201] [DEBUG] [LOCAL     ] No optimal features file found for GNLN: ./output/feature-sets/GNLN.txt
[2025-12-22T20:23:07.118252] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:23:07.118283] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:23:07.118310] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:23:07.118366] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:23:07.174315] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:23:07.174945] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:23:07.175020] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:23:07.175052] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:23:07.282180] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:23:07.282325] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:23:07.282363] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:23:07.282443] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:23:07.285777] [DEBUG] [FORECASTER] GNLN: Forecast T+1@11:T+2@11: DOWN (p=34.83%)
[2025-12-22T20:23:07.286041] [INFO ] [FORECASTER] Completed predict_future for GNLN
[2025-12-22T20:23:07.286163] [INFO ] [sig       ] GNLN: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:23:07.422850] [INFO ] [LOCAL     ] Saved forecast: GNLN	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/GNLN.txt
[2025-12-22T20:23:07.422997] [INFO ] [sig       ] [1420/3560] Completed GNLN in 0.3s | 2.94 sym/s | Total: 8.1m | ETA: 12.1m
[2025-12-22T20:23:07.423037] [INFO ] [sig       ] [1421/3560] Forecasting GNLX...
[2025-12-22T20:23:07.423066] [INFO ] [sig       ] Generating forecast for: GNLX
[2025-12-22T20:23:07.423097] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNLX' from 'https://tdm.silogroup.org/data/derivative_storage/GNLX.csv'.
[2025-12-22T20:23:07.433916] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNLX'.
[2025-12-22T20:23:07.434246] [INFO ] [FORECASTER] Starting predict_future for GNLX
[2025-12-22T20:23:07.435017] [DEBUG] [LOCAL     ] No optimal features file found for GNLX: ./output/feature-sets/GNLX.txt
[2025-12-22T20:23:07.435084] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:23:07.435116] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:23:07.435143] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:23:07.435198] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:23:07.491946] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:23:07.492709] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:23:07.492786] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:23:07.492819] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:23:07.614480] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:23:07.614673] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:23:07.614720] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:23:07.614750] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:23:07.618190] [DEBUG] [FORECASTER] GNLX: Forecast T+1@11:T+2@11: DOWN (p=41.72%)
[2025-12-22T20:23:07.618452] [INFO ] [FORECASTER] Completed predict_future for GNLX
[2025-12-22T20:23:07.618588] [INFO ] [sig       ] GNLX: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:23:07.760730] [INFO ] [LOCAL     ] Saved forecast: GNLX	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/GNLX.txt
[2025-12-22T20:23:07.760857] [INFO ] [sig       ] [1421/3560] Completed GNLX in 0.3s | 2.94 sym/s | Total: 8.1m | ETA: 12.1m
[2025-12-22T20:23:07.760896] [INFO ] [sig       ] [1422/3560] Forecasting GNMA...
[2025-12-22T20:23:07.760925] [INFO ] [sig       ] Generating forecast for: GNMA
[2025-12-22T20:23:07.760954] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNMA' from 'https://tdm.silogroup.org/data/derivative_storage/GNMA.csv'.
[2025-12-22T20:23:07.772194] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNMA'.
[2025-12-22T20:23:07.772509] [INFO ] [FORECASTER] Starting predict_future for GNMA
[2025-12-22T20:23:07.773287] [DEBUG] [LOCAL     ] No optimal features file found for GNMA: ./output/feature-sets/GNMA.txt
[2025-12-22T20:23:07.773339] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:23:07.773371] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:23:07.773398] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:23:07.773454] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:23:07.829339] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:23:07.829960] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:23:07.830034] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:23:07.830066] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:23:07.946634] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:23:07.946780] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:23:07.946818] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:23:07.946849] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:23:07.950144] [DEBUG] [FORECASTER] GNMA: Forecast T+1@11:T+2@11: UP (p=89.99%)
[2025-12-22T20:23:07.950405] [INFO ] [FORECASTER] Completed predict_future for GNMA
[2025-12-22T20:23:07.950522] [INFO ] [sig       ] GNMA: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:23:08.085992] [INFO ] [LOCAL     ] Saved forecast: GNMA	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/GNMA.txt
[2025-12-22T20:23:08.086115] [INFO ] [sig       ] [1422/3560] Completed GNMA in 0.3s | 2.94 sym/s | Total: 8.1m | ETA: 12.1m
[2025-12-22T20:23:08.086153] [INFO ] [sig       ] [1423/3560] Forecasting GNOM...
[2025-12-22T20:23:08.086182] [INFO ] [sig       ] Generating forecast for: GNOM
[2025-12-22T20:23:08.086212] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNOM' from 'https://tdm.silogroup.org/data/derivative_storage/GNOM.csv'.
[2025-12-22T20:23:08.096909] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNOM'.
[2025-12-22T20:23:08.097238] [INFO ] [FORECASTER] Starting predict_future for GNOM
[2025-12-22T20:23:08.098019] [DEBUG] [LOCAL     ] No optimal features file found for GNOM: ./output/feature-sets/GNOM.txt
[2025-12-22T20:23:08.098071] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:23:08.098102] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:23:08.098130] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:23:08.098185] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:23:08.155206] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:23:08.155881] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:23:08.155965] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:23:08.155998] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:23:08.273960] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:23:08.274112] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:23:08.274150] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:23:08.274178] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:23:08.277525] [DEBUG] [FORECASTER] GNOM: Forecast T+1@11:T+2@11: UP (p=89.24%)
[2025-12-22T20:23:08.277841] [INFO ] [FORECASTER] Completed predict_future for GNOM
[2025-12-22T20:23:08.277970] [INFO ] [sig       ] GNOM: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:23:08.417104] [INFO ] [LOCAL     ] Saved forecast: GNOM	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/GNOM.txt
[2025-12-22T20:23:08.417244] [INFO ] [sig       ] [1423/3560] Completed GNOM in 0.3s | 2.94 sym/s | Total: 8.1m | ETA: 12.1m
[2025-12-22T20:23:08.417283] [INFO ] [sig       ] [1424/3560] Forecasting GNPX...
[2025-12-22T20:23:08.417311] [INFO ] [sig       ] Generating forecast for: GNPX
[2025-12-22T20:23:08.417340] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNPX' from 'https://tdm.silogroup.org/data/derivative_storage/GNPX.csv'.
[2025-12-22T20:23:08.428965] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNPX'.
[2025-12-22T20:23:08.429316] [INFO ] [FORECASTER] Starting predict_future for GNPX
[2025-12-22T20:23:08.430121] [DEBUG] [LOCAL     ] No optimal features file found for GNPX: ./output/feature-sets/GNPX.txt
[2025-12-22T20:23:08.430173] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:23:08.430206] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:23:08.430234] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:23:08.430290] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:23:08.486218] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:23:08.486823] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:23:08.486898] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:23:08.486937] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:23:08.599547] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:23:08.599716] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:23:08.599755] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:23:08.599783] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:23:08.603104] [DEBUG] [FORECASTER] GNPX: Forecast T+1@11:T+2@11: DOWN (p=40.38%)
[2025-12-22T20:23:08.603371] [INFO ] [FORECASTER] Completed predict_future for GNPX
[2025-12-22T20:23:08.603492] [INFO ] [sig       ] GNPX: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:23:08.741489] [INFO ] [LOCAL     ] Saved forecast: GNPX	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/GNPX.txt
[2025-12-22T20:23:08.741651] [INFO ] [sig       ] [1424/3560] Completed GNPX in 0.3s | 2.94 sym/s | Total: 8.1m | ETA: 12.1m
[2025-12-22T20:23:08.741695] [INFO ] [sig       ] [1425/3560] Forecasting GNRC...
[2025-12-22T20:23:08.741724] [INFO ] [sig       ] Generating forecast for: GNRC
[2025-12-22T20:23:08.741754] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNRC' from 'https://tdm.silogroup.org/data/derivative_storage/GNRC.csv'.
[2025-12-22T20:23:08.753172] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNRC'.
[2025-12-22T20:23:08.753465] [INFO ] [FORECASTER] Starting predict_future for GNRC
[2025-12-22T20:23:08.754236] [DEBUG] [LOCAL     ] No optimal features file found for GNRC: ./output/feature-sets/GNRC.txt
[2025-12-22T20:23:08.754287] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:23:08.754319] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:23:08.754345] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:23:08.754401] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:23:08.810974] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:23:08.811566] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:23:08.811663] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:23:08.811695] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:23:08.935715] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:23:08.935860] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:23:08.935898] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:23:08.935926] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:23:08.939233] [DEBUG] [FORECASTER] GNRC: Forecast T+1@11:T+2@11: DOWN (p=19.41%)
[2025-12-22T20:23:08.939494] [INFO ] [FORECASTER] Completed predict_future for GNRC
[2025-12-22T20:23:08.939630] [INFO ] [sig       ] GNRC: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:23:09.074550] [INFO ] [LOCAL     ] Saved forecast: GNRC	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/GNRC.txt
[2025-12-22T20:23:09.074699] [INFO ] [sig       ] [1425/3560] Completed GNRC in 0.3s | 2.94 sym/s | Total: 8.1m | ETA: 12.1m
[2025-12-22T20:23:09.074739] [INFO ] [sig       ] [1426/3560] Forecasting GNSS...
[2025-12-22T20:23:09.074768] [INFO ] [sig       ] Generating forecast for: GNSS
[2025-12-22T20:23:09.074800] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNSS' from 'https://tdm.silogroup.org/data/derivative_storage/GNSS.csv'.
[2025-12-22T20:23:09.085783] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNSS'.
[2025-12-22T20:23:09.086093] [INFO ] [FORECASTER] Starting predict_future for GNSS
[2025-12-22T20:23:09.086871] [DEBUG] [LOCAL     ] No optimal features file found for GNSS: ./output/feature-sets/GNSS.txt
[2025-12-22T20:23:09.086922] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:23:09.086954] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:23:09.086981] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:23:09.087036] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:23:09.146979] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:23:09.147836] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:23:09.147923] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:23:09.147957] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:23:09.265628] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:23:09.265779] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:23:09.265817] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:23:09.265844] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:23:09.269182] [DEBUG] [FORECASTER] GNSS: Forecast T+1@11:T+2@11: UP (p=51.09%)
[2025-12-22T20:23:09.269442] [INFO ] [FORECASTER] Completed predict_future for GNSS
[2025-12-22T20:23:09.269563] [INFO ] [sig       ] GNSS: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:23:09.434257] [INFO ] [LOCAL     ] Saved forecast: GNSS	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/GNSS.txt
[2025-12-22T20:23:09.434418] [INFO ] [sig       ] [1426/3560] Completed GNSS in 0.4s | 2.94 sym/s | Total: 8.1m | ETA: 12.1m
[2025-12-22T20:23:09.434462] [INFO ] [sig       ] [1427/3560] Forecasting GNTX...
[2025-12-22T20:23:09.434494] [INFO ] [sig       ] Generating forecast for: GNTX
[2025-12-22T20:23:09.434527] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNTX' from 'https://tdm.silogroup.org/data/derivative_storage/GNTX.csv'.
[2025-12-22T20:23:09.446257] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNTX'.
[2025-12-22T20:23:09.446675] [INFO ] [FORECASTER] Starting predict_future for GNTX
[2025-12-22T20:23:09.447484] [DEBUG] [LOCAL     ] No optimal features file found for GNTX: ./output/feature-sets/GNTX.txt
[2025-12-22T20:23:09.447541] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:23:09.447607] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:23:09.447662] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:23:09.447723] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:23:09.507429] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:23:09.508322] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:23:09.508444] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:23:09.508481] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:23:09.630390] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:23:09.630548] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:23:09.630613] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:23:09.630652] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:23:09.634150] [DEBUG] [FORECASTER] GNTX: Forecast T+1@11:T+2@11: UP (p=92.72%)
[2025-12-22T20:23:09.634473] [INFO ] [FORECASTER] Completed predict_future for GNTX
[2025-12-22T20:23:09.634632] [INFO ] [sig       ] GNTX: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:23:09.772424] [INFO ] [LOCAL     ] Saved forecast: GNTX	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/GNTX.txt
[2025-12-22T20:23:09.772564] [INFO ] [sig       ] [1427/3560] Completed GNTX in 0.3s | 2.94 sym/s | Total: 8.1m | ETA: 12.1m
[2025-12-22T20:23:09.772621] [INFO ] [sig       ] [1428/3560] Forecasting GO...
[2025-12-22T20:23:09.772651] [INFO ] [sig       ] Generating forecast for: GO
[2025-12-22T20:23:09.772681] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GO' from 'https://tdm.silogroup.org/data/derivative_storage/GO.csv'.
[2025-12-22T20:23:09.783948] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GO'.
[2025-12-22T20:23:09.784278] [INFO ] [FORECASTER] Starting predict_future for GO
[2025-12-22T20:23:09.785062] [DEBUG] [LOCAL     ] No optimal features file found for GO: ./output/feature-sets/GO.txt
[2025-12-22T20:23:09.785115] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:23:09.785147] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:23:09.785175] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:23:09.785231] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:23:09.851720] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:23:09.852663] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:23:09.852757] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:23:09.852794] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:23:09.979453] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:23:09.979689] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:23:09.979734] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:23:09.979763] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:23:09.983263] [DEBUG] [FORECASTER] GO: Forecast T+1@11:T+2@11: DOWN (p=6.44%)
[2025-12-22T20:23:09.983532] [INFO ] [FORECASTER] Completed predict_future for GO
[2025-12-22T20:23:09.983673] [INFO ] [sig       ] GO: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:23:10.121332] [INFO ] [LOCAL     ] Saved forecast: GO	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/GO.txt
[2025-12-22T20:23:10.121491] [INFO ] [sig       ] [1428/3560] Completed GO in 0.3s | 2.94 sym/s | Total: 8.1m | ETA: 12.1m
[2025-12-22T20:23:10.121535] [INFO ] [sig       ] [1429/3560] Forecasting GOCO...
[2025-12-22T20:23:10.121565] [INFO ] [sig       ] Generating forecast for: GOCO
[2025-12-22T20:23:10.121617] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOCO' from 'https://tdm.silogroup.org/data/derivative_storage/GOCO.csv'.
[2025-12-22T20:23:10.133074] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOCO'.
[2025-12-22T20:23:10.133443] [INFO ] [FORECASTER] Starting predict_future for GOCO
[2025-12-22T20:23:10.134237] [DEBUG] [LOCAL     ] No optimal features file found for GOCO: ./output/feature-sets/GOCO.txt
[2025-12-22T20:23:10.134289] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:23:10.134321] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:23:10.134348] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:23:10.134404] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:23:10.193381] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:23:10.194324] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:23:10.194406] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:23:10.194439] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:23:10.312325] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:23:10.312478] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:23:10.312517] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:23:10.312545] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:23:10.315976] [DEBUG] [FORECASTER] GOCO: Forecast T+1@11:T+2@11: DOWN (p=28.50%)
[2025-12-22T20:23:10.316256] [INFO ] [FORECASTER] Completed predict_future for GOCO
[2025-12-22T20:23:10.316386] [INFO ] [sig       ] GOCO: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:23:10.475233] [INFO ] [LOCAL     ] Saved forecast: GOCO	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/GOCO.txt
[2025-12-22T20:23:10.475387] [INFO ] [sig       ] [1429/3560] Completed GOCO in 0.4s | 2.94 sym/s | Total: 8.1m | ETA: 12.1m
[2025-12-22T20:23:10.475425] [INFO ] [sig       ] [1430/3560] Forecasting GOF...
[2025-12-22T20:23:10.475456] [INFO ] [sig       ] Generating forecast for: GOF
[2025-12-22T20:23:10.475486] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOF' from 'https://tdm.silogroup.org/data/derivative_storage/GOF.csv'.
[2025-12-22T20:23:10.486895] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOF'.
[2025-12-22T20:23:10.487259] [INFO ] [FORECASTER] Starting predict_future for GOF
[2025-12-22T20:23:10.488027] [DEBUG] [LOCAL     ] No optimal features file found for GOF: ./output/feature-sets/GOF.txt
[2025-12-22T20:23:10.488080] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:23:10.488113] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:23:10.488139] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:23:10.488195] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:23:10.545859] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:23:10.546722] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:23:10.546801] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:23:10.546833] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:23:10.678439] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:23:10.678661] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:23:10.678705] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:23:10.678735] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:23:10.682096] [DEBUG] [FORECASTER] GOF: Forecast T+1@11:T+2@11: DOWN (p=6.90%)
[2025-12-22T20:23:10.682381] [INFO ] [FORECASTER] Completed predict_future for GOF
[2025-12-22T20:23:10.682506] [INFO ] [sig       ] GOF: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:23:10.821466] [INFO ] [LOCAL     ] Saved forecast: GOF	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/GOF.txt
[2025-12-22T20:23:10.821651] [INFO ] [sig       ] [1430/3560] Completed GOF in 0.3s | 2.94 sym/s | Total: 8.1m | ETA: 12.1m
[2025-12-22T20:23:10.821694] [INFO ] [sig       ] [1431/3560] Forecasting GOGO...
[2025-12-22T20:23:10.821724] [INFO ] [sig       ] Generating forecast for: GOGO
[2025-12-22T20:23:10.821754] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOGO' from 'https://tdm.silogroup.org/data/derivative_storage/GOGO.csv'.
[2025-12-22T20:23:10.832403] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOGO'.
[2025-12-22T20:23:10.832741] [INFO ] [FORECASTER] Starting predict_future for GOGO
[2025-12-22T20:23:10.833492] [DEBUG] [LOCAL     ] No optimal features file found for GOGO: ./output/feature-sets/GOGO.txt
[2025-12-22T20:23:10.833543] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:23:10.833600] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:23:10.833630] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:23:10.833687] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:23:10.892794] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:23:10.893483] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:23:10.893563] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:23:10.893615] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:23:11.011912] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:23:11.012062] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:23:11.012102] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:23:11.012131] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:23:11.015650] [DEBUG] [FORECASTER] GOGO: Forecast T+1@11:T+2@11: DOWN (p=12.01%)
[2025-12-22T20:23:11.015925] [INFO ] [FORECASTER] Completed predict_future for GOGO
[2025-12-22T20:23:11.016053] [INFO ] [sig       ] GOGO: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:23:11.151039] [INFO ] [LOCAL     ] Saved forecast: GOGO	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/GOGO.txt
[2025-12-22T20:23:11.151169] [INFO ] [sig       ] [1431/3560] Completed GOGO in 0.3s | 2.94 sym/s | Total: 8.1m | ETA: 12.1m
[2025-12-22T20:23:11.151207] [INFO ] [sig       ] [1432/3560] Forecasting GOLF...
[2025-12-22T20:23:11.151236] [INFO ] [sig       ] Generating forecast for: GOLF
[2025-12-22T20:23:11.151265] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOLF' from 'https://tdm.silogroup.org/data/derivative_storage/GOLF.csv'.
[2025-12-22T20:23:11.162207] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOLF'.
[2025-12-22T20:23:11.162525] [INFO ] [FORECASTER] Starting predict_future for GOLF
[2025-12-22T20:23:11.163288] [DEBUG] [LOCAL     ] No optimal features file found for GOLF: ./output/feature-sets/GOLF.txt
[2025-12-22T20:23:11.163355] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:23:11.163387] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:23:11.163414] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:23:11.163470] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:23:11.232142] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:23:11.233123] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:23:11.233215] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:23:11.233255] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:23:11.349234] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:23:11.349379] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:23:11.349418] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:23:11.349448] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:23:11.352854] [DEBUG] [FORECASTER] GOLF: Forecast T+1@11:T+2@11: DOWN (p=20.70%)
[2025-12-22T20:23:11.353118] [INFO ] [FORECASTER] Completed predict_future for GOLF
[2025-12-22T20:23:11.353239] [INFO ] [sig       ] GOLF: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:23:11.505282] [INFO ] [LOCAL     ] Saved forecast: GOLF	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/GOLF.txt
[2025-12-22T20:23:11.505422] [INFO ] [sig       ] [1432/3560] Completed GOLF in 0.4s | 2.94 sym/s | Total: 8.1m | ETA: 12.1m
[2025-12-22T20:23:11.505462] [INFO ] [sig       ] [1433/3560] Forecasting GOOD...
[2025-12-22T20:23:11.505491] [INFO ] [sig       ] Generating forecast for: GOOD
[2025-12-22T20:23:11.505521] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOOD' from 'https://tdm.silogroup.org/data/derivative_storage/GOOD.csv'.
[2025-12-22T20:23:11.516442] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOOD'.
[2025-12-22T20:23:11.516746] [INFO ] [FORECASTER] Starting predict_future for GOOD
[2025-12-22T20:23:11.517491] [DEBUG] [LOCAL     ] No optimal features file found for GOOD: ./output/feature-sets/GOOD.txt
[2025-12-22T20:23:11.517542] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:23:11.517601] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:23:11.517632] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:23:11.517688] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:23:11.576428] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:23:11.577070] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:23:11.577149] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:23:11.577183] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:23:11.705871] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:23:11.706020] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:23:11.706060] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:23:11.706089] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:23:11.709435] [DEBUG] [FORECASTER] GOOD: Forecast T+1@11:T+2@11: DOWN (p=43.73%)
[2025-12-22T20:23:11.709741] [INFO ] [FORECASTER] Completed predict_future for GOOD
[2025-12-22T20:23:11.709866] [INFO ] [sig       ] GOOD: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:23:11.845758] [INFO ] [LOCAL     ] Saved forecast: GOOD	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/GOOD.txt
[2025-12-22T20:23:11.845880] [INFO ] [sig       ] [1433/3560] Completed GOOD in 0.3s | 2.94 sym/s | Total: 8.1m | ETA: 12.1m
[2025-12-22T20:23:11.845918] [INFO ] [sig       ] [1434/3560] Forecasting GOOG...
[2025-12-22T20:23:11.845948] [INFO ] [sig       ] Generating forecast for: GOOG
[2025-12-22T20:23:11.845977] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOOG' from 'https://tdm.silogroup.org/data/derivative_storage/GOOG.csv'.
[2025-12-22T20:23:11.856932] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOOG'.
[2025-12-22T20:23:11.857234] [INFO ] [FORECASTER] Starting predict_future for GOOG
[2025-12-22T20:23:11.858007] [DEBUG] [LOCAL     ] No optimal features file found for GOOG: ./output/feature-sets/GOOG.txt
[2025-12-22T20:23:11.858059] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:23:11.858118] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:23:11.858147] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:23:11.858203] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:23:11.916528] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:23:11.917303] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:23:11.917379] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:23:11.917411] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:23:12.037415] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:23:12.037553] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:23:12.037616] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:23:12.037647] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:23:12.040955] [DEBUG] [FORECASTER] GOOG: Forecast T+1@11:T+2@11: UP (p=64.49%)
[2025-12-22T20:23:12.041217] [INFO ] [FORECASTER] Completed predict_future for GOOG
[2025-12-22T20:23:12.041343] [INFO ] [sig       ] GOOG: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:23:12.176897] [INFO ] [LOCAL     ] Saved forecast: GOOG	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/GOOG.txt
[2025-12-22T20:23:12.177041] [INFO ] [sig       ] [1434/3560] Completed GOOG in 0.3s | 2.94 sym/s | Total: 8.1m | ETA: 12.1m
[2025-12-22T20:23:12.177080] [INFO ] [sig       ] [1435/3560] Forecasting GOOS...
[2025-12-22T20:23:12.177110] [INFO ] [sig       ] Generating forecast for: GOOS
[2025-12-22T20:23:12.177139] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOOS' from 'https://tdm.silogroup.org/data/derivative_storage/GOOS.csv'.
[2025-12-22T20:23:12.188023] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOOS'.
[2025-12-22T20:23:12.188331] [INFO ] [FORECASTER] Starting predict_future for GOOS
[2025-12-22T20:23:12.189130] [DEBUG] [LOCAL     ] No optimal features file found for GOOS: ./output/feature-sets/GOOS.txt
[2025-12-22T20:23:12.189182] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:23:12.189214] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:23:12.189241] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:23:12.189296] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:23:12.246782] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:23:12.247418] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:23:12.247506] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:23:12.247547] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:23:12.366548] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:23:12.366710] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:23:12.366749] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:23:12.366778] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:23:12.370091] [DEBUG] [FORECASTER] GOOS: Forecast T+1@11:T+2@11: UP (p=92.40%)
[2025-12-22T20:23:12.370354] [INFO ] [FORECASTER] Completed predict_future for GOOS
[2025-12-22T20:23:12.370474] [INFO ] [sig       ] GOOS: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:23:12.519080] [INFO ] [LOCAL     ] Saved forecast: GOOS	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/GOOS.txt
[2025-12-22T20:23:12.519246] [INFO ] [sig       ] [1435/3560] Completed GOOS in 0.3s | 2.94 sym/s | Total: 8.1m | ETA: 12.1m
[2025-12-22T20:23:12.519292] [INFO ] [sig       ] [1436/3560] Forecasting GOSS...
[2025-12-22T20:23:12.519322] [INFO ] [sig       ] Generating forecast for: GOSS
[2025-12-22T20:23:12.519352] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOSS' from 'https://tdm.silogroup.org/data/derivative_storage/GOSS.csv'.
[2025-12-22T20:23:12.530363] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOSS'.
[2025-12-22T20:23:12.530784] [INFO ] [FORECASTER] Starting predict_future for GOSS
[2025-12-22T20:23:12.531607] [DEBUG] [LOCAL     ] No optimal features file found for GOSS: ./output/feature-sets/GOSS.txt
[2025-12-22T20:23:12.531666] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:23:12.531699] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:23:12.531725] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:23:12.531781] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:23:12.588754] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:23:12.589704] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:23:12.589795] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:23:12.589828] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:23:12.714640] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:23:12.714798] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:23:12.714840] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:23:12.714869] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:23:12.718280] [DEBUG] [FORECASTER] GOSS: Forecast T+1@11:T+2@11: DOWN (p=15.69%)
[2025-12-22T20:23:12.718551] [INFO ] [FORECASTER] Completed predict_future for GOSS
[2025-12-22T20:23:12.718696] [INFO ] [sig       ] GOSS: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:23:12.855857] [INFO ] [LOCAL     ] Saved forecast: GOSS	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/GOSS.txt
[2025-12-22T20:23:12.855984] [INFO ] [sig       ] [1436/3560] Completed GOSS in 0.3s | 2.94 sym/s | Total: 8.1m | ETA: 12.1m
[2025-12-22T20:23:12.856022] [INFO ] [sig       ] [1437/3560] Forecasting GOVI...
[2025-12-22T20:23:12.856052] [INFO ] [sig       ] Generating forecast for: GOVI
[2025-12-22T20:23:12.856083] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOVI' from 'https://tdm.silogroup.org/data/derivative_storage/GOVI.csv'.
[2025-12-22T20:23:12.866779] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOVI'.
[2025-12-22T20:23:12.867093] [INFO ] [FORECASTER] Starting predict_future for GOVI
[2025-12-22T20:23:12.867867] [DEBUG] [LOCAL     ] No optimal features file found for GOVI: ./output/feature-sets/GOVI.txt
[2025-12-22T20:23:12.867918] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:23:12.867951] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:23:12.867977] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:23:12.868033] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:23:12.925055] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:23:12.925719] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:23:12.925797] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:23:12.925830] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:23:13.044247] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:23:13.044396] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:23:13.044435] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:23:13.044496] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:23:13.047932] [DEBUG] [FORECASTER] GOVI: Forecast T+1@11:T+2@11: DOWN (p=32.78%)
[2025-12-22T20:23:13.048208] [INFO ] [FORECASTER] Completed predict_future for GOVI
[2025-12-22T20:23:13.048326] [INFO ] [sig       ] GOVI: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:23:13.183207] [INFO ] [LOCAL     ] Saved forecast: GOVI	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/GOVI.txt
[2025-12-22T20:23:13.183330] [INFO ] [sig       ] [1437/3560] Completed GOVI in 0.3s | 2.94 sym/s | Total: 8.2m | ETA: 12.0m
[2025-12-22T20:23:13.183367] [INFO ] [sig       ] [1438/3560] Forecasting GPC...
[2025-12-22T20:23:13.183396] [INFO ] [sig       ] Generating forecast for: GPC
[2025-12-22T20:23:13.183427] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPC' from 'https://tdm.silogroup.org/data/derivative_storage/GPC.csv'.
[2025-12-22T20:23:13.195055] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPC'.
[2025-12-22T20:23:13.195413] [INFO ] [FORECASTER] Starting predict_future for GPC
[2025-12-22T20:23:13.196212] [DEBUG] [LOCAL     ] No optimal features file found for GPC: ./output/feature-sets/GPC.txt
[2025-12-22T20:23:13.196266] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:23:13.196298] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:23:13.196325] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:23:13.196381] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:23:13.253170] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:23:13.253928] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:23:13.254011] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:23:13.254046] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:23:13.374690] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:23:13.374838] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:23:13.374878] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:23:13.374909] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:23:13.378292] [DEBUG] [FORECASTER] GPC: Forecast T+1@11:T+2@11: UP (p=60.24%)
[2025-12-22T20:23:13.378673] [INFO ] [FORECASTER] Completed predict_future for GPC
[2025-12-22T20:23:13.378813] [INFO ] [sig       ] GPC: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:23:13.514554] [INFO ] [LOCAL     ] Saved forecast: GPC	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/GPC.txt
[2025-12-22T20:23:13.514691] [INFO ] [sig       ] [1438/3560] Completed GPC in 0.3s | 2.94 sym/s | Total: 8.2m | ETA: 12.0m
[2025-12-22T20:23:13.514730] [INFO ] [sig       ] [1439/3560] Forecasting GPI...
[2025-12-22T20:23:13.514758] [INFO ] [sig       ] Generating forecast for: GPI
[2025-12-22T20:23:13.514787] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPI' from 'https://tdm.silogroup.org/data/derivative_storage/GPI.csv'.
[2025-12-22T20:23:13.525764] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPI'.
[2025-12-22T20:23:13.526083] [INFO ] [FORECASTER] Starting predict_future for GPI
[2025-12-22T20:23:13.526849] [DEBUG] [LOCAL     ] No optimal features file found for GPI: ./output/feature-sets/GPI.txt
[2025-12-22T20:23:13.526901] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:23:13.526932] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:23:13.526959] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:23:13.527016] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:23:13.583741] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:23:13.584414] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:23:13.584491] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:23:13.584524] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:23:13.707171] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:23:13.707330] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:23:13.707398] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:23:13.707438] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:23:13.711064] [DEBUG] [FORECASTER] GPI: Forecast T+1@11:T+2@11: UP (p=76.52%)
[2025-12-22T20:23:13.711356] [INFO ] [FORECASTER] Completed predict_future for GPI
[2025-12-22T20:23:13.711483] [INFO ] [sig       ] GPI: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:23:13.848242] [INFO ] [LOCAL     ] Saved forecast: GPI	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/GPI.txt
[2025-12-22T20:23:13.848372] [INFO ] [sig       ] [1439/3560] Completed GPI in 0.3s | 2.94 sym/s | Total: 8.2m | ETA: 12.0m
[2025-12-22T20:23:13.848411] [INFO ] [sig       ] [1440/3560] Forecasting GPIQ...
[2025-12-22T20:23:13.848441] [INFO ] [sig       ] Generating forecast for: GPIQ
[2025-12-22T20:23:13.848472] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPIQ' from 'https://tdm.silogroup.org/data/derivative_storage/GPIQ.csv'.
[2025-12-22T20:23:13.859537] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPIQ'.
[2025-12-22T20:23:13.859899] [INFO ] [FORECASTER] Starting predict_future for GPIQ
[2025-12-22T20:23:13.860671] [DEBUG] [LOCAL     ] No optimal features file found for GPIQ: ./output/feature-sets/GPIQ.txt
[2025-12-22T20:23:13.860723] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:23:13.860754] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:23:13.860780] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:23:13.860835] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:23:13.916952] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:23:13.917566] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:23:13.917656] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:23:13.917688] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:23:14.034762] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:23:14.034912] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:23:14.034953] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:23:14.034981] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:23:14.038348] [DEBUG] [FORECASTER] GPIQ: Forecast T+1@11:T+2@11: DOWN (p=4.88%)
[2025-12-22T20:23:14.038670] [INFO ] [FORECASTER] Completed predict_future for GPIQ
[2025-12-22T20:23:14.038824] [INFO ] [sig       ] GPIQ: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:23:14.229151] [INFO ] [LOCAL     ] Saved forecast: GPIQ	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/GPIQ.txt
[2025-12-22T20:23:14.229300] [INFO ] [sig       ] [1440/3560] Completed GPIQ in 0.4s | 2.94 sym/s | Total: 8.2m | ETA: 12.0m
[2025-12-22T20:23:14.229339] [INFO ] [sig       ] [1441/3560] Forecasting GPIX...
[2025-12-22T20:23:14.229367] [INFO ] [sig       ] Generating forecast for: GPIX
[2025-12-22T20:23:14.229396] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPIX' from 'https://tdm.silogroup.org/data/derivative_storage/GPIX.csv'.
[2025-12-22T20:23:14.241819] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPIX'.
[2025-12-22T20:23:14.242240] [INFO ] [FORECASTER] Starting predict_future for GPIX
[2025-12-22T20:23:14.243042] [DEBUG] [LOCAL     ] No optimal features file found for GPIX: ./output/feature-sets/GPIX.txt
[2025-12-22T20:23:14.243094] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:23:14.243126] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:23:14.243153] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:23:14.243209] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:23:14.299300] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:23:14.300187] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:23:14.300269] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:23:14.300301] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:23:14.418548] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:23:14.418738] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:23:14.418781] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:23:14.418812] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:23:14.422270] [DEBUG] [FORECASTER] GPIX: Forecast T+1@11:T+2@11: DOWN (p=9.43%)
[2025-12-22T20:23:14.422559] [INFO ] [FORECASTER] Completed predict_future for GPIX
[2025-12-22T20:23:14.422708] [INFO ] [sig       ] GPIX: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:23:14.558402] [INFO ] [LOCAL     ] Saved forecast: GPIX	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/GPIX.txt
[2025-12-22T20:23:14.558544] [INFO ] [sig       ] [1441/3560] Completed GPIX in 0.3s | 2.94 sym/s | Total: 8.2m | ETA: 12.0m
[2025-12-22T20:23:14.558601] [INFO ] [sig       ] [1442/3560] Forecasting GPJA...
[2025-12-22T20:23:14.558633] [INFO ] [sig       ] Generating forecast for: GPJA
[2025-12-22T20:23:14.558664] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPJA' from 'https://tdm.silogroup.org/data/derivative_storage/GPJA.csv'.
[2025-12-22T20:23:14.569831] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPJA'.
[2025-12-22T20:23:14.570214] [INFO ] [FORECASTER] Starting predict_future for GPJA
[2025-12-22T20:23:14.571011] [DEBUG] [LOCAL     ] No optimal features file found for GPJA: ./output/feature-sets/GPJA.txt
[2025-12-22T20:23:14.571068] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:23:14.571103] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:23:14.571132] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:23:14.571190] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:23:14.628780] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:23:14.629647] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:23:14.629734] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:23:14.629769] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:23:14.746538] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:23:14.746700] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:23:14.746743] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:23:14.746773] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:23:14.750161] [DEBUG] [FORECASTER] GPJA: Forecast T+1@11:T+2@11: DOWN (p=6.81%)
[2025-12-22T20:23:14.750431] [INFO ] [FORECASTER] Completed predict_future for GPJA
[2025-12-22T20:23:14.750557] [INFO ] [sig       ] GPJA: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:23:14.888230] [INFO ] [LOCAL     ] Saved forecast: GPJA	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/GPJA.txt
[2025-12-22T20:23:14.888348] [INFO ] [sig       ] [1442/3560] Completed GPJA in 0.3s | 2.94 sym/s | Total: 8.2m | ETA: 12.0m
[2025-12-22T20:23:14.888387] [INFO ] [sig       ] [1443/3560] Forecasting GPK...
[2025-12-22T20:23:14.888418] [INFO ] [sig       ] Generating forecast for: GPK
[2025-12-22T20:23:14.888449] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPK' from 'https://tdm.silogroup.org/data/derivative_storage/GPK.csv'.
[2025-12-22T20:23:14.899511] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPK'.
[2025-12-22T20:23:14.899850] [INFO ] [FORECASTER] Starting predict_future for GPK
[2025-12-22T20:23:14.900636] [DEBUG] [LOCAL     ] No optimal features file found for GPK: ./output/feature-sets/GPK.txt
[2025-12-22T20:23:14.900687] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:23:14.900742] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:23:14.900776] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:23:14.900845] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:23:14.958182] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:23:14.958802] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:23:14.958877] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:23:14.958909] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:23:15.077848] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:23:15.077971] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:23:15.078009] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:23:15.078038] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:23:15.081392] [DEBUG] [FORECASTER] GPK: Forecast T+1@11:T+2@11: UP (p=87.17%)
[2025-12-22T20:23:15.081670] [INFO ] [FORECASTER] Completed predict_future for GPK
[2025-12-22T20:23:15.081791] [INFO ] [sig       ] GPK: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:23:15.218138] [INFO ] [LOCAL     ] Saved forecast: GPK	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/GPK.txt
[2025-12-22T20:23:15.218260] [INFO ] [sig       ] [1443/3560] Completed GPK in 0.3s | 2.94 sym/s | Total: 8.2m | ETA: 12.0m
[2025-12-22T20:23:15.218299] [INFO ] [sig       ] [1444/3560] Forecasting GPN...
[2025-12-22T20:23:15.218326] [INFO ] [sig       ] Generating forecast for: GPN
[2025-12-22T20:23:15.218355] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPN' from 'https://tdm.silogroup.org/data/derivative_storage/GPN.csv'.
[2025-12-22T20:23:15.229239] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPN'.
[2025-12-22T20:23:15.229549] [INFO ] [FORECASTER] Starting predict_future for GPN
[2025-12-22T20:23:15.230319] [DEBUG] [LOCAL     ] No optimal features file found for GPN: ./output/feature-sets/GPN.txt
[2025-12-22T20:23:15.230370] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:23:15.230401] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:23:15.230428] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:23:15.230483] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:23:15.290417] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:23:15.291100] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:23:15.291259] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:23:15.291296] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:23:15.413644] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:23:15.413781] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:23:15.413822] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:23:15.413851] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:23:15.417173] [DEBUG] [FORECASTER] GPN: Forecast T+1@11:T+2@11: UP (p=97.31%)
[2025-12-22T20:23:15.417434] [INFO ] [FORECASTER] Completed predict_future for GPN
[2025-12-22T20:23:15.417554] [INFO ] [sig       ] GPN: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:23:15.553443] [INFO ] [LOCAL     ] Saved forecast: GPN	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/GPN.txt
[2025-12-22T20:23:15.553557] [INFO ] [sig       ] [1444/3560] Completed GPN in 0.3s | 2.94 sym/s | Total: 8.2m | ETA: 12.0m
[2025-12-22T20:23:15.553613] [INFO ] [sig       ] [1445/3560] Forecasting GPRE...
[2025-12-22T20:23:15.553644] [INFO ] [sig       ] Generating forecast for: GPRE
[2025-12-22T20:23:15.553681] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPRE' from 'https://tdm.silogroup.org/data/derivative_storage/GPRE.csv'.
[2025-12-22T20:23:15.564466] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPRE'.
[2025-12-22T20:23:15.564796] [INFO ] [FORECASTER] Starting predict_future for GPRE
[2025-12-22T20:23:15.565589] [DEBUG] [LOCAL     ] No optimal features file found for GPRE: ./output/feature-sets/GPRE.txt
[2025-12-22T20:23:15.565644] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:23:15.565675] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:23:15.565702] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:23:15.565772] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:23:15.621448] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:23:15.622065] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:23:15.622138] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:23:15.622169] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:23:15.741339] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:23:15.741472] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:23:15.741509] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:23:15.741537] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:23:15.745078] [DEBUG] [FORECASTER] GPRE: Forecast T+1@11:T+2@11: DOWN (p=29.12%)
[2025-12-22T20:23:15.745352] [INFO ] [FORECASTER] Completed predict_future for GPRE
[2025-12-22T20:23:15.745479] [INFO ] [sig       ] GPRE: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:23:15.880830] [INFO ] [LOCAL     ] Saved forecast: GPRE	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/GPRE.txt
[2025-12-22T20:23:15.880946] [INFO ] [sig       ] [1445/3560] Completed GPRE in 0.3s | 2.94 sym/s | Total: 8.2m | ETA: 12.0m
[2025-12-22T20:23:15.880984] [INFO ] [sig       ] [1446/3560] Forecasting GPRK...
[2025-12-22T20:23:15.881013] [INFO ] [sig       ] Generating forecast for: GPRK
[2025-12-22T20:23:15.881042] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPRK' from 'https://tdm.silogroup.org/data/derivative_storage/GPRK.csv'.
[2025-12-22T20:23:15.891961] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPRK'.
[2025-12-22T20:23:15.892272] [INFO ] [FORECASTER] Starting predict_future for GPRK
[2025-12-22T20:23:15.893034] [DEBUG] [LOCAL     ] No optimal features file found for GPRK: ./output/feature-sets/GPRK.txt
[2025-12-22T20:23:15.893086] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:23:15.893118] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:23:15.893145] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:23:15.893201] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:23:15.949761] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:23:15.950539] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:23:15.950637] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:23:15.950671] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:23:16.072902] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:23:16.073055] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:23:16.073094] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:23:16.073122] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:23:16.076429] [DEBUG] [FORECASTER] GPRK: Forecast T+1@11:T+2@11: UP (p=68.42%)
[2025-12-22T20:23:16.076723] [INFO ] [FORECASTER] Completed predict_future for GPRK
[2025-12-22T20:23:16.076850] [INFO ] [sig       ] GPRK: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:23:16.212192] [INFO ] [LOCAL     ] Saved forecast: GPRK	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/GPRK.txt
[2025-12-22T20:23:16.212331] [INFO ] [sig       ] [1446/3560] Completed GPRK in 0.3s | 2.94 sym/s | Total: 8.2m | ETA: 12.0m
[2025-12-22T20:23:16.212373] [INFO ] [sig       ] [1447/3560] Forecasting GPRO...
[2025-12-22T20:23:16.212411] [INFO ] [sig       ] Generating forecast for: GPRO
[2025-12-22T20:23:16.212444] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPRO' from 'https://tdm.silogroup.org/data/derivative_storage/GPRO.csv'.
[2025-12-22T20:23:16.223304] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPRO'.
[2025-12-22T20:23:16.223682] [INFO ] [FORECASTER] Starting predict_future for GPRO
[2025-12-22T20:23:16.224434] [DEBUG] [LOCAL     ] No optimal features file found for GPRO: ./output/feature-sets/GPRO.txt
[2025-12-22T20:23:16.224485] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:23:16.224517] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:23:16.224544] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:23:16.224624] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:23:16.280105] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:23:16.280701] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:23:16.280775] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:23:16.280806] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:23:16.404098] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:23:16.404238] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:23:16.404282] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:23:16.404312] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:23:16.407588] [DEBUG] [FORECASTER] GPRO: Forecast T+1@11:T+2@11: UP (p=55.60%)
[2025-12-22T20:23:16.407873] [INFO ] [FORECASTER] Completed predict_future for GPRO
[2025-12-22T20:23:16.407992] [INFO ] [sig       ] GPRO: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:23:16.543026] [INFO ] [LOCAL     ] Saved forecast: GPRO	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/GPRO.txt
[2025-12-22T20:23:16.543168] [INFO ] [sig       ] [1447/3560] Completed GPRO in 0.3s | 2.94 sym/s | Total: 8.2m | ETA: 12.0m
[2025-12-22T20:23:16.543206] [INFO ] [sig       ] [1448/3560] Forecasting GRAB...
[2025-12-22T20:23:16.543236] [INFO ] [sig       ] Generating forecast for: GRAB
[2025-12-22T20:23:16.543266] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRAB' from 'https://tdm.silogroup.org/data/derivative_storage/GRAB.csv'.
[2025-12-22T20:23:16.553486] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRAB'.
[2025-12-22T20:23:16.553818] [INFO ] [FORECASTER] Starting predict_future for GRAB
[2025-12-22T20:23:16.554596] [DEBUG] [LOCAL     ] No optimal features file found for GRAB: ./output/feature-sets/GRAB.txt
[2025-12-22T20:23:16.554647] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:23:16.554683] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:23:16.554710] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:23:16.554773] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:23:16.610945] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:23:16.611529] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:23:16.611620] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:23:16.611653] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:23:16.731462] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:23:16.731621] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:23:16.731661] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:23:16.731689] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:23:16.734960] [DEBUG] [FORECASTER] GRAB: Forecast T+1@11:T+2@11: DOWN (p=10.35%)
[2025-12-22T20:23:16.735222] [INFO ] [FORECASTER] Completed predict_future for GRAB
[2025-12-22T20:23:16.735340] [INFO ] [sig       ] GRAB: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:23:16.872310] [INFO ] [LOCAL     ] Saved forecast: GRAB	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/GRAB.txt
[2025-12-22T20:23:16.872445] [INFO ] [sig       ] [1448/3560] Completed GRAB in 0.3s | 2.94 sym/s | Total: 8.2m | ETA: 12.0m
[2025-12-22T20:23:16.872485] [INFO ] [sig       ] [1449/3560] Forecasting GRAL...
[2025-12-22T20:23:16.872513] [INFO ] [sig       ] Generating forecast for: GRAL
[2025-12-22T20:23:16.872544] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRAL' from 'https://tdm.silogroup.org/data/derivative_storage/GRAL.csv'.
[2025-12-22T20:23:16.883519] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRAL'.
[2025-12-22T20:23:16.883860] [INFO ] [FORECASTER] Starting predict_future for GRAL
[2025-12-22T20:23:16.884658] [DEBUG] [LOCAL     ] No optimal features file found for GRAL: ./output/feature-sets/GRAL.txt
[2025-12-22T20:23:16.884710] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:23:16.884744] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:23:16.884771] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:23:16.884829] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:23:16.943094] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:23:16.943997] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:23:16.944084] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:23:16.944117] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:23:17.064961] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:23:17.065111] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:23:17.065150] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:23:17.065179] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:23:17.068640] [DEBUG] [FORECASTER] GRAL: Forecast T+1@11:T+2@11: DOWN (p=43.46%)
[2025-12-22T20:23:17.068918] [INFO ] [FORECASTER] Completed predict_future for GRAL
[2025-12-22T20:23:17.069058] [INFO ] [sig       ] GRAL: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:23:17.207459] [INFO ] [LOCAL     ] Saved forecast: GRAL	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/GRAL.txt
[2025-12-22T20:23:17.207616] [INFO ] [sig       ] [1449/3560] Completed GRAL in 0.3s | 2.94 sym/s | Total: 8.2m | ETA: 12.0m
[2025-12-22T20:23:17.207659] [INFO ] [sig       ] [1450/3560] Forecasting GRBK...
[2025-12-22T20:23:17.207687] [INFO ] [sig       ] Generating forecast for: GRBK
[2025-12-22T20:23:17.207717] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRBK' from 'https://tdm.silogroup.org/data/derivative_storage/GRBK.csv'.
[2025-12-22T20:23:17.218777] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRBK'.
[2025-12-22T20:23:17.219110] [INFO ] [FORECASTER] Starting predict_future for GRBK
[2025-12-22T20:23:17.219890] [DEBUG] [LOCAL     ] No optimal features file found for GRBK: ./output/feature-sets/GRBK.txt
[2025-12-22T20:23:17.219942] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:23:17.219975] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:23:17.220001] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:23:17.220056] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:23:17.276114] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:23:17.276783] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:23:17.276868] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:23:17.276911] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:23:17.398681] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:23:17.398840] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:23:17.398878] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:23:17.398923] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:23:17.402283] [DEBUG] [FORECASTER] GRBK: Forecast T+1@11:T+2@11: DOWN (p=2.49%)
[2025-12-22T20:23:17.402545] [INFO ] [FORECASTER] Completed predict_future for GRBK
[2025-12-22T20:23:17.402686] [INFO ] [sig       ] GRBK: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:23:17.536745] [INFO ] [LOCAL     ] Saved forecast: GRBK	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/GRBK.txt
[2025-12-22T20:23:17.536862] [INFO ] [sig       ] [1450/3560] Completed GRBK in 0.3s | 2.94 sym/s | Total: 8.2m | ETA: 12.0m
[2025-12-22T20:23:17.536901] [INFO ] [sig       ] [1451/3560] Forecasting GRC...
[2025-12-22T20:23:17.536930] [INFO ] [sig       ] Generating forecast for: GRC
[2025-12-22T20:23:17.536959] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRC' from 'https://tdm.silogroup.org/data/derivative_storage/GRC.csv'.
[2025-12-22T20:23:17.547788] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRC'.
[2025-12-22T20:23:17.548110] [INFO ] [FORECASTER] Starting predict_future for GRC
[2025-12-22T20:23:17.548884] [DEBUG] [LOCAL     ] No optimal features file found for GRC: ./output/feature-sets/GRC.txt
[2025-12-22T20:23:17.548935] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:23:17.548992] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:23:17.549037] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:23:17.549095] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:23:17.606044] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:23:17.606676] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:23:17.606774] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:23:17.606806] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:23:17.725360] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:23:17.725500] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:23:17.725538] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:23:17.725567] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:23:17.728873] [DEBUG] [FORECASTER] GRC: Forecast T+1@11:T+2@11: UP (p=88.77%)
[2025-12-22T20:23:17.729149] [INFO ] [FORECASTER] Completed predict_future for GRC
[2025-12-22T20:23:17.729270] [INFO ] [sig       ] GRC: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:23:17.865541] [INFO ] [LOCAL     ] Saved forecast: GRC	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/GRC.txt
[2025-12-22T20:23:17.865709] [INFO ] [sig       ] [1451/3560] Completed GRC in 0.3s | 2.94 sym/s | Total: 8.2m | ETA: 12.0m
[2025-12-22T20:23:17.865750] [INFO ] [sig       ] [1452/3560] Forecasting GREE...
[2025-12-22T20:23:17.865780] [INFO ] [sig       ] Generating forecast for: GREE
[2025-12-22T20:23:17.865810] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GREE' from 'https://tdm.silogroup.org/data/derivative_storage/GREE.csv'.
[2025-12-22T20:23:17.876559] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GREE'.
[2025-12-22T20:23:17.876887] [INFO ] [FORECASTER] Starting predict_future for GREE
[2025-12-22T20:23:17.877659] [DEBUG] [LOCAL     ] No optimal features file found for GREE: ./output/feature-sets/GREE.txt
[2025-12-22T20:23:17.877711] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:23:17.877742] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:23:17.877769] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:23:17.877829] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:23:17.935254] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:23:17.936048] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:23:17.936128] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:23:17.936175] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:23:18.050730] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:23:18.050884] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:23:18.050922] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:23:18.050950] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:23:18.054216] [DEBUG] [FORECASTER] GREE: Forecast T+1@11:T+2@11: DOWN (p=39.83%)
[2025-12-22T20:23:18.054487] [INFO ] [FORECASTER] Completed predict_future for GREE
[2025-12-22T20:23:18.054621] [INFO ] [sig       ] GREE: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:23:18.189503] [INFO ] [LOCAL     ] Saved forecast: GREE	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/GREE.txt
[2025-12-22T20:23:18.189650] [INFO ] [sig       ] [1452/3560] Completed GREE in 0.3s | 2.94 sym/s | Total: 8.2m | ETA: 12.0m
[2025-12-22T20:23:18.189691] [INFO ] [sig       ] [1453/3560] Forecasting GRFS...
[2025-12-22T20:23:18.189719] [INFO ] [sig       ] Generating forecast for: GRFS
[2025-12-22T20:23:18.189749] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRFS' from 'https://tdm.silogroup.org/data/derivative_storage/GRFS.csv'.
[2025-12-22T20:23:18.200894] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRFS'.
[2025-12-22T20:23:18.201250] [INFO ] [FORECASTER] Starting predict_future for GRFS
[2025-12-22T20:23:18.202041] [DEBUG] [LOCAL     ] No optimal features file found for GRFS: ./output/feature-sets/GRFS.txt
[2025-12-22T20:23:18.202093] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:23:18.202124] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:23:18.202150] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:23:18.202205] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:23:18.258619] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:23:18.259277] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:23:18.259352] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:23:18.259384] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:23:18.378740] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:23:18.378889] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:23:18.378927] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:23:18.378954] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:23:18.382250] [DEBUG] [FORECASTER] GRFS: Forecast T+1@11:T+2@11: DOWN (p=21.75%)
[2025-12-22T20:23:18.382513] [INFO ] [FORECASTER] Completed predict_future for GRFS
[2025-12-22T20:23:18.382651] [INFO ] [sig       ] GRFS: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:23:18.518290] [INFO ] [LOCAL     ] Saved forecast: GRFS	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/GRFS.txt
[2025-12-22T20:23:18.518416] [INFO ] [sig       ] [1453/3560] Completed GRFS in 0.3s | 2.94 sym/s | Total: 8.2m | ETA: 12.0m
[2025-12-22T20:23:18.518455] [INFO ] [sig       ] [1454/3560] Forecasting GRID...
[2025-12-22T20:23:18.518483] [INFO ] [sig       ] Generating forecast for: GRID
[2025-12-22T20:23:18.518513] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRID' from 'https://tdm.silogroup.org/data/derivative_storage/GRID.csv'.
[2025-12-22T20:23:18.529812] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRID'.
[2025-12-22T20:23:18.530155] [INFO ] [FORECASTER] Starting predict_future for GRID
[2025-12-22T20:23:18.530928] [DEBUG] [LOCAL     ] No optimal features file found for GRID: ./output/feature-sets/GRID.txt
[2025-12-22T20:23:18.530980] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:23:18.531012] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:23:18.531054] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:23:18.531111] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:23:18.594505] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:23:18.595335] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:23:18.595415] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:23:18.595448] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:23:18.715104] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:23:18.715254] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:23:18.715293] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:23:18.715350] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:23:18.718744] [DEBUG] [FORECASTER] GRID: Forecast T+1@11:T+2@11: DOWN (p=13.88%)
[2025-12-22T20:23:18.719040] [INFO ] [FORECASTER] Completed predict_future for GRID
[2025-12-22T20:23:18.719169] [INFO ] [sig       ] GRID: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:23:18.855560] [INFO ] [LOCAL     ] Saved forecast: GRID	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/GRID.txt
[2025-12-22T20:23:18.855709] [INFO ] [sig       ] [1454/3560] Completed GRID in 0.3s | 2.94 sym/s | Total: 8.2m | ETA: 11.9m
[2025-12-22T20:23:18.855747] [INFO ] [sig       ] [1455/3560] Forecasting GRMN...
[2025-12-22T20:23:18.855776] [INFO ] [sig       ] Generating forecast for: GRMN
[2025-12-22T20:23:18.855806] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRMN' from 'https://tdm.silogroup.org/data/derivative_storage/GRMN.csv'.
[2025-12-22T20:23:18.866703] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRMN'.
[2025-12-22T20:23:18.867025] [INFO ] [FORECASTER] Starting predict_future for GRMN
[2025-12-22T20:23:18.867808] [DEBUG] [LOCAL     ] No optimal features file found for GRMN: ./output/feature-sets/GRMN.txt
[2025-12-22T20:23:18.867859] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:23:18.867892] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:23:18.867919] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:23:18.867974] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:23:18.925373] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:23:18.926100] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:23:18.926176] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:23:18.926208] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:23:19.048369] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:23:19.048518] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:23:19.048557] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:23:19.048604] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:23:19.051906] [DEBUG] [FORECASTER] GRMN: Forecast T+1@11:T+2@11: DOWN (p=33.92%)
[2025-12-22T20:23:19.052189] [INFO ] [FORECASTER] Completed predict_future for GRMN
[2025-12-22T20:23:19.052309] [INFO ] [sig       ] GRMN: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:23:19.191553] [INFO ] [LOCAL     ] Saved forecast: GRMN	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/GRMN.txt
[2025-12-22T20:23:19.191715] [INFO ] [sig       ] [1455/3560] Completed GRMN in 0.3s | 2.94 sym/s | Total: 8.3m | ETA: 11.9m
[2025-12-22T20:23:19.191754] [INFO ] [sig       ] [1456/3560] Forecasting GRND...
[2025-12-22T20:23:19.191784] [INFO ] [sig       ] Generating forecast for: GRND
[2025-12-22T20:23:19.191813] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRND' from 'https://tdm.silogroup.org/data/derivative_storage/GRND.csv'.
[2025-12-22T20:23:19.203364] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRND'.
[2025-12-22T20:23:19.203692] [INFO ] [FORECASTER] Starting predict_future for GRND
[2025-12-22T20:23:19.204459] [DEBUG] [LOCAL     ] No optimal features file found for GRND: ./output/feature-sets/GRND.txt
[2025-12-22T20:23:19.204510] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:23:19.204542] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:23:19.204586] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:23:19.204646] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:23:19.261621] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:23:19.262236] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:23:19.262310] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:23:19.262342] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:23:19.382846] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:23:19.382992] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:23:19.383031] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:23:19.383059] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:23:19.386346] [DEBUG] [FORECASTER] GRND: Forecast T+1@11:T+2@11: DOWN (p=10.71%)
[2025-12-22T20:23:19.386628] [INFO ] [FORECASTER] Completed predict_future for GRND
[2025-12-22T20:23:19.386749] [INFO ] [sig       ] GRND: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:23:19.522475] [INFO ] [LOCAL     ] Saved forecast: GRND	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/GRND.txt
[2025-12-22T20:23:19.522622] [INFO ] [sig       ] [1456/3560] Completed GRND in 0.3s | 2.94 sym/s | Total: 8.3m | ETA: 11.9m
[2025-12-22T20:23:19.522668] [INFO ] [sig       ] [1457/3560] Forecasting GRPN...
[2025-12-22T20:23:19.522699] [INFO ] [sig       ] Generating forecast for: GRPN
[2025-12-22T20:23:19.522730] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRPN' from 'https://tdm.silogroup.org/data/derivative_storage/GRPN.csv'.
[2025-12-22T20:23:19.533855] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRPN'.
[2025-12-22T20:23:19.534182] [INFO ] [FORECASTER] Starting predict_future for GRPN
[2025-12-22T20:23:19.534982] [DEBUG] [LOCAL     ] No optimal features file found for GRPN: ./output/feature-sets/GRPN.txt
[2025-12-22T20:23:19.535035] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:23:19.535068] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:23:19.535095] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:23:19.535151] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:23:19.592492] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:23:19.593247] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:23:19.593325] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:23:19.593357] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:23:19.715525] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:23:19.715691] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:23:19.715731] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:23:19.715760] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:23:19.719048] [DEBUG] [FORECASTER] GRPN: Forecast T+1@11:T+2@11: DOWN (p=11.34%)
[2025-12-22T20:23:19.719324] [INFO ] [FORECASTER] Completed predict_future for GRPN
[2025-12-22T20:23:19.719445] [INFO ] [sig       ] GRPN: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:23:19.857604] [INFO ] [LOCAL     ] Saved forecast: GRPN	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/GRPN.txt
[2025-12-22T20:23:19.857738] [INFO ] [sig       ] [1457/3560] Completed GRPN in 0.3s | 2.94 sym/s | Total: 8.3m | ETA: 11.9m
[2025-12-22T20:23:19.857777] [INFO ] [sig       ] [1458/3560] Forecasting GRVY...
[2025-12-22T20:23:19.857811] [INFO ] [sig       ] Generating forecast for: GRVY
[2025-12-22T20:23:19.857842] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRVY' from 'https://tdm.silogroup.org/data/derivative_storage/GRVY.csv'.
[2025-12-22T20:23:19.868222] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRVY'.
[2025-12-22T20:23:19.868533] [INFO ] [FORECASTER] Starting predict_future for GRVY
[2025-12-22T20:23:19.869340] [DEBUG] [LOCAL     ] No optimal features file found for GRVY: ./output/feature-sets/GRVY.txt
[2025-12-22T20:23:19.869393] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:23:19.869426] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:23:19.869454] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:23:19.869512] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:23:19.926746] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:23:19.927347] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:23:19.927424] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:23:19.927458] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:23:20.036753] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:23:20.036912] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:23:20.036954] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:23:20.036984] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:23:20.040366] [DEBUG] [FORECASTER] GRVY: Forecast T+1@11:T+2@11: DOWN (p=31.85%)
[2025-12-22T20:23:20.040661] [INFO ] [FORECASTER] Completed predict_future for GRVY
[2025-12-22T20:23:20.040788] [INFO ] [sig       ] GRVY: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:23:20.177357] [INFO ] [LOCAL     ] Saved forecast: GRVY	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/GRVY.txt
[2025-12-22T20:23:20.177488] [INFO ] [sig       ] [1458/3560] Completed GRVY in 0.3s | 2.94 sym/s | Total: 8.3m | ETA: 11.9m
[2025-12-22T20:23:20.177527] [INFO ] [sig       ] [1459/3560] Forecasting GRWG...
[2025-12-22T20:23:20.177557] [INFO ] [sig       ] Generating forecast for: GRWG
[2025-12-22T20:23:20.177605] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRWG' from 'https://tdm.silogroup.org/data/derivative_storage/GRWG.csv'.
[2025-12-22T20:23:20.188729] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRWG'.
[2025-12-22T20:23:20.189054] [INFO ] [FORECASTER] Starting predict_future for GRWG
[2025-12-22T20:23:20.189845] [DEBUG] [LOCAL     ] No optimal features file found for GRWG: ./output/feature-sets/GRWG.txt
[2025-12-22T20:23:20.189909] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:23:20.189951] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:23:20.189987] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:23:20.190050] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:23:20.247271] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:23:20.247883] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:23:20.247960] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:23:20.247994] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:23:20.368218] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:23:20.368365] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:23:20.368405] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:23:20.368434] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:23:20.371745] [DEBUG] [FORECASTER] GRWG: Forecast T+1@11:T+2@11: DOWN (p=9.92%)
[2025-12-22T20:23:20.372019] [INFO ] [FORECASTER] Completed predict_future for GRWG
[2025-12-22T20:23:20.372140] [INFO ] [sig       ] GRWG: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:23:20.508328] [INFO ] [LOCAL     ] Saved forecast: GRWG	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/GRWG.txt
[2025-12-22T20:23:20.508461] [INFO ] [sig       ] [1459/3560] Completed GRWG in 0.3s | 2.94 sym/s | Total: 8.3m | ETA: 11.9m
[2025-12-22T20:23:20.508500] [INFO ] [sig       ] [1460/3560] Forecasting GRX...
[2025-12-22T20:23:20.508529] [INFO ] [sig       ] Generating forecast for: GRX
[2025-12-22T20:23:20.508559] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRX' from 'https://tdm.silogroup.org/data/derivative_storage/GRX.csv'.
[2025-12-22T20:23:20.519243] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRX'.
[2025-12-22T20:23:20.519547] [INFO ] [FORECASTER] Starting predict_future for GRX
[2025-12-22T20:23:20.520327] [DEBUG] [LOCAL     ] No optimal features file found for GRX: ./output/feature-sets/GRX.txt
[2025-12-22T20:23:20.520380] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:23:20.520413] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:23:20.520442] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:23:20.520499] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:23:20.578328] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:23:20.578959] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:23:20.579057] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:23:20.579096] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:23:20.692031] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:23:20.692178] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:23:20.692218] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:23:20.692247] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:23:20.695660] [DEBUG] [FORECASTER] GRX: Forecast T+1@11:T+2@11: UP (p=83.51%)
[2025-12-22T20:23:20.695934] [INFO ] [FORECASTER] Completed predict_future for GRX
[2025-12-22T20:23:20.696054] [INFO ] [sig       ] GRX: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:23:20.831919] [INFO ] [LOCAL     ] Saved forecast: GRX	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/GRX.txt
[2025-12-22T20:23:20.832054] [INFO ] [sig       ] [1460/3560] Completed GRX in 0.3s | 2.94 sym/s | Total: 8.3m | ETA: 11.9m
[2025-12-22T20:23:20.832095] [INFO ] [sig       ] [1461/3560] Forecasting GS...
[2025-12-22T20:23:20.832135] [INFO ] [sig       ] Generating forecast for: GS
[2025-12-22T20:23:20.832167] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GS' from 'https://tdm.silogroup.org/data/derivative_storage/GS.csv'.
[2025-12-22T20:23:20.843194] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GS'.
[2025-12-22T20:23:20.843489] [INFO ] [FORECASTER] Starting predict_future for GS
[2025-12-22T20:23:20.844270] [DEBUG] [LOCAL     ] No optimal features file found for GS: ./output/feature-sets/GS.txt
[2025-12-22T20:23:20.844322] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:23:20.844355] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:23:20.844384] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:23:20.844441] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:23:20.901133] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:23:20.901754] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:23:20.901856] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:23:20.901890] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:23:21.027130] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:23:21.027269] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:23:21.027309] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:23:21.027355] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:23:21.030808] [DEBUG] [FORECASTER] GS: Forecast T+1@11:T+2@11: DOWN (p=44.43%)
[2025-12-22T20:23:21.031086] [INFO ] [FORECASTER] Completed predict_future for GS
[2025-12-22T20:23:21.031208] [INFO ] [sig       ] GS: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:23:21.167027] [INFO ] [LOCAL     ] Saved forecast: GS	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/GS.txt
[2025-12-22T20:23:21.167154] [INFO ] [sig       ] [1461/3560] Completed GS in 0.3s | 2.94 sym/s | Total: 8.3m | ETA: 11.9m
[2025-12-22T20:23:21.167192] [INFO ] [sig       ] [1462/3560] Forecasting GSBC...
[2025-12-22T20:23:21.167222] [INFO ] [sig       ] Generating forecast for: GSBC
[2025-12-22T20:23:21.167251] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GSBC' from 'https://tdm.silogroup.org/data/derivative_storage/GSBC.csv'.
[2025-12-22T20:23:21.178985] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GSBC'.
[2025-12-22T20:23:21.179358] [INFO ] [FORECASTER] Starting predict_future for GSBC
[2025-12-22T20:23:21.180160] [DEBUG] [LOCAL     ] No optimal features file found for GSBC: ./output/feature-sets/GSBC.txt
[2025-12-22T20:23:21.180212] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:23:21.180244] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:23:21.180270] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:23:21.180329] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:23:21.235952] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:23:21.236553] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:23:21.236655] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:23:21.236697] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:23:21.353193] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:23:21.353330] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:23:21.353368] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:23:21.353395] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:23:21.356703] [DEBUG] [FORECASTER] GSBC: Forecast T+1@11:T+2@11: DOWN (p=28.74%)
[2025-12-22T20:23:21.356976] [INFO ] [FORECASTER] Completed predict_future for GSBC
[2025-12-22T20:23:21.357099] [INFO ] [sig       ] GSBC: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:23:21.490700] [INFO ] [LOCAL     ] Saved forecast: GSBC	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/GSBC.txt
[2025-12-22T20:23:21.490813] [INFO ] [sig       ] [1462/3560] Completed GSBC in 0.3s | 2.94 sym/s | Total: 8.3m | ETA: 11.9m
[2025-12-22T20:23:21.490851] [INFO ] [sig       ] [1463/3560] Forecasting GSBD...
[2025-12-22T20:23:21.490879] [INFO ] [sig       ] Generating forecast for: GSBD
[2025-12-22T20:23:21.490911] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GSBD' from 'https://tdm.silogroup.org/data/derivative_storage/GSBD.csv'.
[2025-12-22T20:23:21.503219] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GSBD'.
[2025-12-22T20:23:21.503589] [INFO ] [FORECASTER] Starting predict_future for GSBD
[2025-12-22T20:23:21.504405] [DEBUG] [LOCAL     ] No optimal features file found for GSBD: ./output/feature-sets/GSBD.txt
[2025-12-22T20:23:21.504470] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:23:21.504513] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:23:21.504544] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:23:21.504631] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:23:21.561619] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:23:21.562293] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:23:21.562374] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:23:21.562406] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:23:21.680202] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:23:21.680362] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:23:21.680405] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:23:21.680434] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:23:21.684157] [DEBUG] [FORECASTER] GSBD: Forecast T+1@11:T+2@11: UP (p=94.33%)
[2025-12-22T20:23:21.684446] [INFO ] [FORECASTER] Completed predict_future for GSBD
[2025-12-22T20:23:21.684591] [INFO ] [sig       ] GSBD: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:23:21.820838] [INFO ] [LOCAL     ] Saved forecast: GSBD	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/GSBD.txt
[2025-12-22T20:23:21.820975] [INFO ] [sig       ] [1463/3560] Completed GSBD in 0.3s | 2.94 sym/s | Total: 8.3m | ETA: 11.9m
[2025-12-22T20:23:21.821014] [INFO ] [sig       ] [1464/3560] Forecasting GSHD...
[2025-12-22T20:23:21.821043] [INFO ] [sig       ] Generating forecast for: GSHD
[2025-12-22T20:23:21.821072] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GSHD' from 'https://tdm.silogroup.org/data/derivative_storage/GSHD.csv'.
[2025-12-22T20:23:21.832381] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GSHD'.
[2025-12-22T20:23:21.832716] [INFO ] [FORECASTER] Starting predict_future for GSHD
[2025-12-22T20:23:21.833472] [DEBUG] [LOCAL     ] No optimal features file found for GSHD: ./output/feature-sets/GSHD.txt
[2025-12-22T20:23:21.833523] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:23:21.833555] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:23:21.833610] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:23:21.833673] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:23:21.890504] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:23:21.891202] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:23:21.891282] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:23:21.891316] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:23:22.011596] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:23:22.011750] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:23:22.011790] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:23:22.011822] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:23:22.015200] [DEBUG] [FORECASTER] GSHD: Forecast T+1@11:T+2@11: DOWN (p=5.64%)
[2025-12-22T20:23:22.015477] [INFO ] [FORECASTER] Completed predict_future for GSHD
[2025-12-22T20:23:22.015621] [INFO ] [sig       ] GSHD: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:23:22.151421] [INFO ] [LOCAL     ] Saved forecast: GSHD	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/GSHD.txt
[2025-12-22T20:23:22.151644] [INFO ] [sig       ] [1464/3560] Completed GSHD in 0.3s | 2.94 sym/s | Total: 8.3m | ETA: 11.9m
[2025-12-22T20:23:22.151704] [INFO ] [sig       ] [1465/3560] Forecasting GSK...
[2025-12-22T20:23:22.151744] [INFO ] [sig       ] Generating forecast for: GSK
[2025-12-22T20:23:22.151784] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GSK' from 'https://tdm.silogroup.org/data/derivative_storage/GSK.csv'.
[2025-12-22T20:23:22.163768] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GSK'.
[2025-12-22T20:23:22.164126] [INFO ] [FORECASTER] Starting predict_future for GSK
[2025-12-22T20:23:22.164911] [DEBUG] [LOCAL     ] No optimal features file found for GSK: ./output/feature-sets/GSK.txt
[2025-12-22T20:23:22.164968] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:23:22.165002] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:23:22.165030] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:23:22.165103] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:23:22.221992] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:23:22.222664] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:23:22.222743] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:23:22.222777] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:23:22.345302] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:23:22.345445] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:23:22.345485] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:23:22.345516] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:23:22.348880] [DEBUG] [FORECASTER] GSK: Forecast T+1@11:T+2@11: DOWN (p=1.85%)
[2025-12-22T20:23:22.349178] [INFO ] [FORECASTER] Completed predict_future for GSK
[2025-12-22T20:23:22.349313] [INFO ] [sig       ] GSK: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:23:22.488249] [INFO ] [LOCAL     ] Saved forecast: GSK	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/GSK.txt
[2025-12-22T20:23:22.488409] [INFO ] [sig       ] [1465/3560] Completed GSK in 0.3s | 2.94 sym/s | Total: 8.3m | ETA: 11.9m
[2025-12-22T20:23:22.488450] [INFO ] [sig       ] [1466/3560] Forecasting GSL...
[2025-12-22T20:23:22.488480] [INFO ] [sig       ] Generating forecast for: GSL
[2025-12-22T20:23:22.488511] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GSL' from 'https://tdm.silogroup.org/data/derivative_storage/GSL.csv'.
[2025-12-22T20:23:22.499478] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GSL'.
[2025-12-22T20:23:22.499843] [INFO ] [FORECASTER] Starting predict_future for GSL
[2025-12-22T20:23:22.500621] [DEBUG] [LOCAL     ] No optimal features file found for GSL: ./output/feature-sets/GSL.txt
[2025-12-22T20:23:22.500673] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:23:22.500704] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:23:22.500731] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:23:22.500788] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:23:22.557719] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:23:22.558354] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:23:22.558432] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:23:22.558465] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:23:22.682965] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:23:22.683113] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:23:22.683152] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:23:22.683180] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:23:22.686530] [DEBUG] [FORECASTER] GSL: Forecast T+1@11:T+2@11: DOWN (p=37.51%)
[2025-12-22T20:23:22.686815] [INFO ] [FORECASTER] Completed predict_future for GSL
[2025-12-22T20:23:22.686936] [INFO ] [sig       ] GSL: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:23:22.820826] [INFO ] [LOCAL     ] Saved forecast: GSL	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/GSL.txt
[2025-12-22T20:23:22.820964] [INFO ] [sig       ] [1466/3560] Completed GSL in 0.3s | 2.94 sym/s | Total: 8.3m | ETA: 11.9m
[2025-12-22T20:23:22.821007] [INFO ] [sig       ] [1467/3560] Forecasting GSM...
[2025-12-22T20:23:22.821035] [INFO ] [sig       ] Generating forecast for: GSM
[2025-12-22T20:23:22.821065] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GSM' from 'https://tdm.silogroup.org/data/derivative_storage/GSM.csv'.
[2025-12-22T20:23:22.831659] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GSM'.
[2025-12-22T20:23:22.831980] [INFO ] [FORECASTER] Starting predict_future for GSM
[2025-12-22T20:23:22.832755] [DEBUG] [LOCAL     ] No optimal features file found for GSM: ./output/feature-sets/GSM.txt
[2025-12-22T20:23:22.832839] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:23:22.832874] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:23:22.832901] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:23:22.832956] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:23:22.888412] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:23:22.889071] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:23:22.889148] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:23:22.889179] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:23:23.006606] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:23:23.006754] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:23:23.006792] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:23:23.006824] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:23:23.010136] [DEBUG] [FORECASTER] GSM: Forecast T+1@11:T+2@11: DOWN (p=27.11%)
[2025-12-22T20:23:23.010397] [INFO ] [FORECASTER] Completed predict_future for GSM
[2025-12-22T20:23:23.010514] [INFO ] [sig       ] GSM: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:23:23.144940] [INFO ] [LOCAL     ] Saved forecast: GSM	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/GSM.txt
[2025-12-22T20:23:23.145078] [INFO ] [sig       ] [1467/3560] Completed GSM in 0.3s | 2.94 sym/s | Total: 8.3m | ETA: 11.9m
[2025-12-22T20:23:23.145115] [INFO ] [sig       ] [1468/3560] Forecasting GTES...
[2025-12-22T20:23:23.145143] [INFO ] [sig       ] Generating forecast for: GTES
[2025-12-22T20:23:23.145172] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GTES' from 'https://tdm.silogroup.org/data/derivative_storage/GTES.csv'.
[2025-12-22T20:23:23.155924] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GTES'.
[2025-12-22T20:23:23.156251] [INFO ] [FORECASTER] Starting predict_future for GTES
[2025-12-22T20:23:23.157085] [DEBUG] [LOCAL     ] No optimal features file found for GTES: ./output/feature-sets/GTES.txt
[2025-12-22T20:23:23.157137] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:23:23.157213] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:23:23.157244] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:23:23.157301] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:23:23.212792] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:23:23.213679] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:23:23.213761] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:23:23.213795] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:23:23.328300] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:23:23.328443] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:23:23.328482] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:23:23.328510] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:23:23.331805] [DEBUG] [FORECASTER] GTES: Forecast T+1@11:T+2@11: UP (p=80.91%)
[2025-12-22T20:23:23.332070] [INFO ] [FORECASTER] Completed predict_future for GTES
[2025-12-22T20:23:23.332189] [INFO ] [sig       ] GTES: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:23:23.466344] [INFO ] [LOCAL     ] Saved forecast: GTES	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/GTES.txt
[2025-12-22T20:23:23.466495] [INFO ] [sig       ] [1468/3560] Completed GTES in 0.3s | 2.94 sym/s | Total: 8.3m | ETA: 11.9m
[2025-12-22T20:23:23.466534] [INFO ] [sig       ] [1469/3560] Forecasting GTLB...
[2025-12-22T20:23:23.466563] [INFO ] [sig       ] Generating forecast for: GTLB
[2025-12-22T20:23:23.466614] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GTLB' from 'https://tdm.silogroup.org/data/derivative_storage/GTLB.csv'.
[2025-12-22T20:23:23.477524] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GTLB'.
[2025-12-22T20:23:23.477916] [INFO ] [FORECASTER] Starting predict_future for GTLB
[2025-12-22T20:23:23.478687] [DEBUG] [LOCAL     ] No optimal features file found for GTLB: ./output/feature-sets/GTLB.txt
[2025-12-22T20:23:23.478739] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:23:23.478770] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:23:23.478797] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:23:23.478852] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:23:23.534916] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:23:23.535715] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:23:23.535794] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:23:23.535826] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:23:23.654357] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:23:23.654506] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:23:23.654549] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:23:23.654596] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:23:23.657872] [DEBUG] [FORECASTER] GTLB: Forecast T+1@11:T+2@11: UP (p=86.97%)
[2025-12-22T20:23:23.658137] [INFO ] [FORECASTER] Completed predict_future for GTLB
[2025-12-22T20:23:23.658261] [INFO ] [sig       ] GTLB: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:23:23.802382] [INFO ] [LOCAL     ] Saved forecast: GTLB	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/GTLB.txt
[2025-12-22T20:23:23.802539] [INFO ] [sig       ] [1469/3560] Completed GTLB in 0.3s | 2.94 sym/s | Total: 8.3m | ETA: 11.9m
[2025-12-22T20:23:23.802603] [INFO ] [sig       ] [1470/3560] Forecasting GTLS...
[2025-12-22T20:23:23.802635] [INFO ] [sig       ] Generating forecast for: GTLS
[2025-12-22T20:23:23.802666] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GTLS' from 'https://tdm.silogroup.org/data/derivative_storage/GTLS.csv'.
[2025-12-22T20:23:23.814782] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GTLS'.
[2025-12-22T20:23:23.815201] [INFO ] [FORECASTER] Starting predict_future for GTLS
[2025-12-22T20:23:23.816008] [DEBUG] [LOCAL     ] No optimal features file found for GTLS: ./output/feature-sets/GTLS.txt
[2025-12-22T20:23:23.816061] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:23:23.816094] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:23:23.816121] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:23:23.816176] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:23:23.872554] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:23:23.873213] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:23:23.873290] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:23:23.873321] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:23:23.995675] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:23:23.995823] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:23:23.995866] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:23:23.995894] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:23:23.999199] [DEBUG] [FORECASTER] GTLS: Forecast T+1@11:T+2@11: DOWN (p=31.56%)
[2025-12-22T20:23:23.999456] [INFO ] [FORECASTER] Completed predict_future for GTLS
[2025-12-22T20:23:23.999591] [INFO ] [sig       ] GTLS: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:23:24.138402] [INFO ] [LOCAL     ] Saved forecast: GTLS	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/GTLS.txt
[2025-12-22T20:23:24.138584] [INFO ] [sig       ] [1470/3560] Completed GTLS in 0.3s | 2.94 sym/s | Total: 8.3m | ETA: 11.9m
[2025-12-22T20:23:24.138627] [INFO ] [sig       ] [1471/3560] Forecasting GTN...
[2025-12-22T20:23:24.138656] [INFO ] [sig       ] Generating forecast for: GTN
[2025-12-22T20:23:24.138688] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GTN' from 'https://tdm.silogroup.org/data/derivative_storage/GTN.csv'.
[2025-12-22T20:23:24.149384] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GTN'.
[2025-12-22T20:23:24.149746] [INFO ] [FORECASTER] Starting predict_future for GTN
[2025-12-22T20:23:24.150501] [DEBUG] [LOCAL     ] No optimal features file found for GTN: ./output/feature-sets/GTN.txt
[2025-12-22T20:23:24.150552] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:23:24.150604] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:23:24.150631] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:23:24.150686] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:23:24.206164] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:23:24.206786] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:23:24.206876] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:23:24.206910] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:23:24.329543] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:23:24.329704] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:23:24.329745] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:23:24.329824] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:23:24.333133] [DEBUG] [FORECASTER] GTN: Forecast T+1@11:T+2@11: DOWN (p=27.97%)
[2025-12-22T20:23:24.333397] [INFO ] [FORECASTER] Completed predict_future for GTN
[2025-12-22T20:23:24.333517] [INFO ] [sig       ] GTN: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:23:24.469631] [INFO ] [LOCAL     ] Saved forecast: GTN	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/GTN.txt
[2025-12-22T20:23:24.469789] [INFO ] [sig       ] [1471/3560] Completed GTN in 0.3s | 2.94 sym/s | Total: 8.3m | ETA: 11.8m
[2025-12-22T20:23:24.469828] [INFO ] [sig       ] [1472/3560] Forecasting GTX...
[2025-12-22T20:23:24.469858] [INFO ] [sig       ] Generating forecast for: GTX
[2025-12-22T20:23:24.469888] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GTX' from 'https://tdm.silogroup.org/data/derivative_storage/GTX.csv'.
[2025-12-22T20:23:24.480957] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GTX'.
[2025-12-22T20:23:24.481336] [INFO ] [FORECASTER] Starting predict_future for GTX
[2025-12-22T20:23:24.482128] [DEBUG] [LOCAL     ] No optimal features file found for GTX: ./output/feature-sets/GTX.txt
[2025-12-22T20:23:24.482179] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:23:24.482212] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:23:24.482238] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:23:24.482294] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:23:24.540593] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:23:24.541424] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:23:24.541512] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:23:24.541544] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:23:24.663205] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:23:24.663352] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:23:24.663392] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:23:24.663421] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:23:24.666878] [DEBUG] [FORECASTER] GTX: Forecast T+1@11:T+2@11: DOWN (p=2.55%)
[2025-12-22T20:23:24.667192] [INFO ] [FORECASTER] Completed predict_future for GTX
[2025-12-22T20:23:24.667317] [INFO ] [sig       ] GTX: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:23:24.802324] [INFO ] [LOCAL     ] Saved forecast: GTX	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/GTX.txt
[2025-12-22T20:23:24.802483] [INFO ] [sig       ] [1472/3560] Completed GTX in 0.3s | 2.94 sym/s | Total: 8.3m | ETA: 11.8m
[2025-12-22T20:23:24.802522] [INFO ] [sig       ] [1473/3560] Forecasting GTY...
[2025-12-22T20:23:24.802552] [INFO ] [sig       ] Generating forecast for: GTY
[2025-12-22T20:23:24.802624] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GTY' from 'https://tdm.silogroup.org/data/derivative_storage/GTY.csv'.
[2025-12-22T20:23:24.813368] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GTY'.
[2025-12-22T20:23:24.813745] [INFO ] [FORECASTER] Starting predict_future for GTY
[2025-12-22T20:23:24.814503] [DEBUG] [LOCAL     ] No optimal features file found for GTY: ./output/feature-sets/GTY.txt
[2025-12-22T20:23:24.814554] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:23:24.814608] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:23:24.814636] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:23:24.814691] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:23:24.871744] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:23:24.872725] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:23:24.872810] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:23:24.872843] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:23:24.993475] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:23:24.993658] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:23:24.993707] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:23:24.993743] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:23:24.998625] [DEBUG] [FORECASTER] GTY: Forecast T+1@11:T+2@11: UP (p=86.39%)
[2025-12-22T20:23:24.998955] [INFO ] [FORECASTER] Completed predict_future for GTY
[2025-12-22T20:23:24.999128] [INFO ] [sig       ] GTY: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:23:25.142586] [INFO ] [LOCAL     ] Saved forecast: GTY	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/GTY.txt
[2025-12-22T20:23:25.142744] [INFO ] [sig       ] [1473/3560] Completed GTY in 0.3s | 2.94 sym/s | Total: 8.4m | ETA: 11.8m
[2025-12-22T20:23:25.142784] [INFO ] [sig       ] [1474/3560] Forecasting GUG...
[2025-12-22T20:23:25.142814] [INFO ] [sig       ] Generating forecast for: GUG
[2025-12-22T20:23:25.142844] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GUG' from 'https://tdm.silogroup.org/data/derivative_storage/GUG.csv'.
[2025-12-22T20:23:25.155890] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GUG'.
[2025-12-22T20:23:25.156293] [INFO ] [FORECASTER] Starting predict_future for GUG
[2025-12-22T20:23:25.157077] [DEBUG] [LOCAL     ] No optimal features file found for GUG: ./output/feature-sets/GUG.txt
[2025-12-22T20:23:25.157129] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:23:25.157160] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:23:25.157186] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:23:25.157241] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:23:25.217016] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:23:25.217930] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:23:25.218018] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:23:25.218051] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:23:25.348656] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:23:25.348809] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:23:25.348866] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:23:25.348895] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:23:25.352254] [DEBUG] [FORECASTER] GUG: Forecast T+1@11:T+2@11: DOWN (p=8.63%)
[2025-12-22T20:23:25.352526] [INFO ] [FORECASTER] Completed predict_future for GUG
[2025-12-22T20:23:25.352669] [INFO ] [sig       ] GUG: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:23:25.513793] [INFO ] [LOCAL     ] Saved forecast: GUG	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/GUG.txt
[2025-12-22T20:23:25.513955] [INFO ] [sig       ] [1474/3560] Completed GUG in 0.4s | 2.94 sym/s | Total: 8.4m | ETA: 11.8m
[2025-12-22T20:23:25.513994] [INFO ] [sig       ] [1475/3560] Forecasting GVA...
[2025-12-22T20:23:25.514024] [INFO ] [sig       ] Generating forecast for: GVA
[2025-12-22T20:23:25.514055] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GVA' from 'https://tdm.silogroup.org/data/derivative_storage/GVA.csv'.
[2025-12-22T20:23:25.525392] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GVA'.
[2025-12-22T20:23:25.525813] [INFO ] [FORECASTER] Starting predict_future for GVA
[2025-12-22T20:23:25.526599] [DEBUG] [LOCAL     ] No optimal features file found for GVA: ./output/feature-sets/GVA.txt
[2025-12-22T20:23:25.526652] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:23:25.526684] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:23:25.526711] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:23:25.526767] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:23:25.593309] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:23:25.594183] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:23:25.594268] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:23:25.594303] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:23:25.717026] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:23:25.717191] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:23:25.717235] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:23:25.717266] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:23:25.720815] [DEBUG] [FORECASTER] GVA: Forecast T+1@11:T+2@11: UP (p=72.75%)
[2025-12-22T20:23:25.721109] [INFO ] [FORECASTER] Completed predict_future for GVA
[2025-12-22T20:23:25.721240] [INFO ] [sig       ] GVA: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:23:25.857536] [INFO ] [LOCAL     ] Saved forecast: GVA	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/GVA.txt
[2025-12-22T20:23:25.857718] [INFO ] [sig       ] [1475/3560] Completed GVA in 0.3s | 2.94 sym/s | Total: 8.4m | ETA: 11.8m
[2025-12-22T20:23:25.857759] [INFO ] [sig       ] [1476/3560] Forecasting GWH...
[2025-12-22T20:23:25.857790] [INFO ] [sig       ] Generating forecast for: GWH
[2025-12-22T20:23:25.857819] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GWH' from 'https://tdm.silogroup.org/data/derivative_storage/GWH.csv'.
[2025-12-22T20:23:25.869306] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GWH'.
[2025-12-22T20:23:25.869685] [INFO ] [FORECASTER] Starting predict_future for GWH
[2025-12-22T20:23:25.870437] [DEBUG] [LOCAL     ] No optimal features file found for GWH: ./output/feature-sets/GWH.txt
[2025-12-22T20:23:25.870488] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:23:25.870520] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:23:25.870547] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:23:25.870621] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:23:25.927633] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:23:25.928285] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:23:25.928363] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:23:25.928397] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:23:26.049198] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:23:26.049351] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:23:26.049390] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:23:26.049421] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:23:26.052735] [DEBUG] [FORECASTER] GWH: Forecast T+1@11:T+2@11: UP (p=71.54%)
[2025-12-22T20:23:26.052999] [INFO ] [FORECASTER] Completed predict_future for GWH
[2025-12-22T20:23:26.053120] [INFO ] [sig       ] GWH: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:23:26.187679] [INFO ] [LOCAL     ] Saved forecast: GWH	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/GWH.txt
[2025-12-22T20:23:26.187814] [INFO ] [sig       ] [1476/3560] Completed GWH in 0.3s | 2.94 sym/s | Total: 8.4m | ETA: 11.8m
[2025-12-22T20:23:26.187853] [INFO ] [sig       ] [1477/3560] Forecasting GWRE...
[2025-12-22T20:23:26.187882] [INFO ] [sig       ] Generating forecast for: GWRE
[2025-12-22T20:23:26.187911] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GWRE' from 'https://tdm.silogroup.org/data/derivative_storage/GWRE.csv'.
[2025-12-22T20:23:26.199485] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GWRE'.
[2025-12-22T20:23:26.199813] [INFO ] [FORECASTER] Starting predict_future for GWRE
[2025-12-22T20:23:26.200564] [DEBUG] [LOCAL     ] No optimal features file found for GWRE: ./output/feature-sets/GWRE.txt
[2025-12-22T20:23:26.200638] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:23:26.200670] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:23:26.200697] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:23:26.200752] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:23:26.258366] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:23:26.259234] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:23:26.259314] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:23:26.259348] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:23:26.377143] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:23:26.377289] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:23:26.377327] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:23:26.377355] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:23:26.380684] [DEBUG] [FORECASTER] GWRE: Forecast T+1@11:T+2@11: DOWN (p=48.08%)
[2025-12-22T20:23:26.380951] [INFO ] [FORECASTER] Completed predict_future for GWRE
[2025-12-22T20:23:26.381073] [INFO ] [sig       ] GWRE: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:23:26.515705] [INFO ] [LOCAL     ] Saved forecast: GWRE	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/GWRE.txt
[2025-12-22T20:23:26.515823] [INFO ] [sig       ] [1477/3560] Completed GWRE in 0.3s | 2.94 sym/s | Total: 8.4m | ETA: 11.8m
[2025-12-22T20:23:26.515861] [INFO ] [sig       ] [1478/3560] Forecasting GWRS...
[2025-12-22T20:23:26.515890] [INFO ] [sig       ] Generating forecast for: GWRS
[2025-12-22T20:23:26.515920] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GWRS' from 'https://tdm.silogroup.org/data/derivative_storage/GWRS.csv'.
[2025-12-22T20:23:26.526495] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GWRS'.
[2025-12-22T20:23:26.526822] [INFO ] [FORECASTER] Starting predict_future for GWRS
[2025-12-22T20:23:26.527568] [DEBUG] [LOCAL     ] No optimal features file found for GWRS: ./output/feature-sets/GWRS.txt
[2025-12-22T20:23:26.527638] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:23:26.527685] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:23:26.527714] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:23:26.527770] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:23:26.583930] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:23:26.584561] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:23:26.584678] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:23:26.584711] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:23:26.702071] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:23:26.702239] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:23:26.702279] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:23:26.702307] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:23:26.705737] [DEBUG] [FORECASTER] GWRS: Forecast T+1@11:T+2@11: DOWN (p=21.22%)
[2025-12-22T20:23:26.706026] [INFO ] [FORECASTER] Completed predict_future for GWRS
[2025-12-22T20:23:26.706168] [INFO ] [sig       ] GWRS: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:23:26.842994] [INFO ] [LOCAL     ] Saved forecast: GWRS	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/GWRS.txt
[2025-12-22T20:23:26.843142] [INFO ] [sig       ] [1478/3560] Completed GWRS in 0.3s | 2.94 sym/s | Total: 8.4m | ETA: 11.8m
[2025-12-22T20:23:26.843181] [INFO ] [sig       ] [1479/3560] Forecasting GXAI...
[2025-12-22T20:23:26.843211] [INFO ] [sig       ] Generating forecast for: GXAI
[2025-12-22T20:23:26.843241] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GXAI' from 'https://tdm.silogroup.org/data/derivative_storage/GXAI.csv'.
[2025-12-22T20:23:26.854954] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GXAI'.
[2025-12-22T20:23:26.855303] [INFO ] [FORECASTER] Starting predict_future for GXAI
[2025-12-22T20:23:26.856089] [DEBUG] [LOCAL     ] No optimal features file found for GXAI: ./output/feature-sets/GXAI.txt
[2025-12-22T20:23:26.856140] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:23:26.856172] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:23:26.856198] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:23:26.856254] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:23:26.912320] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:23:26.913036] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:23:26.913117] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:23:26.913152] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:23:27.026604] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:23:27.026769] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:23:27.026808] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:23:27.026838] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:23:27.030161] [DEBUG] [FORECASTER] GXAI: Forecast T+1@11:T+2@11: UP (p=83.40%)
[2025-12-22T20:23:27.030425] [INFO ] [FORECASTER] Completed predict_future for GXAI
[2025-12-22T20:23:27.030544] [INFO ] [sig       ] GXAI: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:23:27.168738] [INFO ] [LOCAL     ] Saved forecast: GXAI	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/GXAI.txt
[2025-12-22T20:23:27.168887] [INFO ] [sig       ] [1479/3560] Completed GXAI in 0.3s | 2.94 sym/s | Total: 8.4m | ETA: 11.8m
[2025-12-22T20:23:27.168928] [INFO ] [sig       ] [1480/3560] Forecasting GYRE...
[2025-12-22T20:23:27.168957] [INFO ] [sig       ] Generating forecast for: GYRE
[2025-12-22T20:23:27.168987] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GYRE' from 'https://tdm.silogroup.org/data/derivative_storage/GYRE.csv'.
[2025-12-22T20:23:27.179787] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GYRE'.
[2025-12-22T20:23:27.180108] [INFO ] [FORECASTER] Starting predict_future for GYRE
[2025-12-22T20:23:27.180877] [DEBUG] [LOCAL     ] No optimal features file found for GYRE: ./output/feature-sets/GYRE.txt
[2025-12-22T20:23:27.180928] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:23:27.180959] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:23:27.180986] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:23:27.181041] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:23:27.242969] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:23:27.244077] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:23:27.244182] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:23:27.244233] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:23:27.367557] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:23:27.367722] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:23:27.367762] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:23:27.367792] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:23:27.371221] [DEBUG] [FORECASTER] GYRE: Forecast T+1@11:T+2@11: UP (p=81.04%)
[2025-12-22T20:23:27.371490] [INFO ] [FORECASTER] Completed predict_future for GYRE
[2025-12-22T20:23:27.371632] [INFO ] [sig       ] GYRE: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:23:27.509229] [INFO ] [LOCAL     ] Saved forecast: GYRE	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/GYRE.txt
[2025-12-22T20:23:27.509408] [INFO ] [sig       ] [1480/3560] Completed GYRE in 0.3s | 2.94 sym/s | Total: 8.4m | ETA: 11.8m
[2025-12-22T20:23:27.509463] [INFO ] [sig       ] [1481/3560] Forecasting H...
[2025-12-22T20:23:27.509502] [INFO ] [sig       ] Generating forecast for: H
[2025-12-22T20:23:27.509544] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'H' from 'https://tdm.silogroup.org/data/derivative_storage/H.csv'.
[2025-12-22T20:23:27.521477] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'H'.
[2025-12-22T20:23:27.521829] [INFO ] [FORECASTER] Starting predict_future for H
[2025-12-22T20:23:27.522612] [DEBUG] [LOCAL     ] No optimal features file found for H: ./output/feature-sets/H.txt
[2025-12-22T20:23:27.522664] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:23:27.522696] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:23:27.522723] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:23:27.522779] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:23:27.580730] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:23:27.581602] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:23:27.581687] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:23:27.581720] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:23:27.697533] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:23:27.697691] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:23:27.697729] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:23:27.697759] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:23:27.701070] [DEBUG] [FORECASTER] H: Forecast T+1@11:T+2@11: UP (p=60.98%)
[2025-12-22T20:23:27.701333] [INFO ] [FORECASTER] Completed predict_future for H
[2025-12-22T20:23:27.701451] [INFO ] [sig       ] H: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:23:27.839127] [INFO ] [LOCAL     ] Saved forecast: H	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/H.txt
[2025-12-22T20:23:27.839350] [INFO ] [sig       ] [1481/3560] Completed H in 0.3s | 2.94 sym/s | Total: 8.4m | ETA: 11.8m
[2025-12-22T20:23:27.839393] [INFO ] [sig       ] [1482/3560] Forecasting HAE...
[2025-12-22T20:23:27.839431] [INFO ] [sig       ] Generating forecast for: HAE
[2025-12-22T20:23:27.839464] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HAE' from 'https://tdm.silogroup.org/data/derivative_storage/HAE.csv'.
[2025-12-22T20:23:27.849870] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HAE'.
[2025-12-22T20:23:27.850235] [INFO ] [FORECASTER] Starting predict_future for HAE
[2025-12-22T20:23:27.851042] [DEBUG] [LOCAL     ] No optimal features file found for HAE: ./output/feature-sets/HAE.txt
[2025-12-22T20:23:27.851099] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:23:27.851133] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:23:27.851160] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:23:27.851217] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:23:27.907528] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:23:27.908403] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:23:27.908482] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:23:27.908515] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:23:28.030205] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:23:28.030356] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:23:28.030395] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:23:28.030424] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:23:28.033714] [DEBUG] [FORECASTER] HAE: Forecast T+1@11:T+2@11: UP (p=84.14%)
[2025-12-22T20:23:28.033973] [INFO ] [FORECASTER] Completed predict_future for HAE
[2025-12-22T20:23:28.034090] [INFO ] [sig       ] HAE: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:23:28.172744] [INFO ] [LOCAL     ] Saved forecast: HAE	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/HAE.txt
[2025-12-22T20:23:28.172902] [INFO ] [sig       ] [1482/3560] Completed HAE in 0.3s | 2.94 sym/s | Total: 8.4m | ETA: 11.8m
[2025-12-22T20:23:28.172942] [INFO ] [sig       ] [1483/3560] Forecasting HAFC...
[2025-12-22T20:23:28.172972] [INFO ] [sig       ] Generating forecast for: HAFC
[2025-12-22T20:23:28.173002] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HAFC' from 'https://tdm.silogroup.org/data/derivative_storage/HAFC.csv'.
[2025-12-22T20:23:28.184975] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HAFC'.
[2025-12-22T20:23:28.185396] [INFO ] [FORECASTER] Starting predict_future for HAFC
[2025-12-22T20:23:28.186246] [DEBUG] [LOCAL     ] No optimal features file found for HAFC: ./output/feature-sets/HAFC.txt
[2025-12-22T20:23:28.186300] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:23:28.186334] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:23:28.186363] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:23:28.186424] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:23:28.246591] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:23:28.247720] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:23:28.247803] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:23:28.247836] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:23:28.367042] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:23:28.367197] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:23:28.367235] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:23:28.367262] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:23:28.370563] [DEBUG] [FORECASTER] HAFC: Forecast T+1@11:T+2@11: DOWN (p=19.80%)
[2025-12-22T20:23:28.370844] [INFO ] [FORECASTER] Completed predict_future for HAFC
[2025-12-22T20:23:28.370961] [INFO ] [sig       ] HAFC: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:23:28.506523] [INFO ] [LOCAL     ] Saved forecast: HAFC	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/HAFC.txt
[2025-12-22T20:23:28.506678] [INFO ] [sig       ] [1483/3560] Completed HAFC in 0.3s | 2.94 sym/s | Total: 8.4m | ETA: 11.8m
[2025-12-22T20:23:28.506718] [INFO ] [sig       ] [1484/3560] Forecasting HAIN...
[2025-12-22T20:23:28.506747] [INFO ] [sig       ] Generating forecast for: HAIN
[2025-12-22T20:23:28.506777] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HAIN' from 'https://tdm.silogroup.org/data/derivative_storage/HAIN.csv'.
[2025-12-22T20:23:28.517907] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HAIN'.
[2025-12-22T20:23:28.518238] [INFO ] [FORECASTER] Starting predict_future for HAIN
[2025-12-22T20:23:28.519006] [DEBUG] [LOCAL     ] No optimal features file found for HAIN: ./output/feature-sets/HAIN.txt
[2025-12-22T20:23:28.519081] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:23:28.519117] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:23:28.519145] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:23:28.519202] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:23:28.574946] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:23:28.575806] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:23:28.575886] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:23:28.575918] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:23:28.695333] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:23:28.695489] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:23:28.695528] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:23:28.695559] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:23:28.698945] [DEBUG] [FORECASTER] HAIN: Forecast T+1@11:T+2@11: DOWN (p=30.71%)
[2025-12-22T20:23:28.699238] [INFO ] [FORECASTER] Completed predict_future for HAIN
[2025-12-22T20:23:28.699365] [INFO ] [sig       ] HAIN: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:23:28.834707] [INFO ] [LOCAL     ] Saved forecast: HAIN	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/HAIN.txt
[2025-12-22T20:23:28.834847] [INFO ] [sig       ] [1484/3560] Completed HAIN in 0.3s | 2.94 sym/s | Total: 8.4m | ETA: 11.8m
[2025-12-22T20:23:28.834884] [INFO ] [sig       ] [1485/3560] Forecasting HAL...
[2025-12-22T20:23:28.834914] [INFO ] [sig       ] Generating forecast for: HAL
[2025-12-22T20:23:28.834944] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HAL' from 'https://tdm.silogroup.org/data/derivative_storage/HAL.csv'.
[2025-12-22T20:23:28.845704] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HAL'.
[2025-12-22T20:23:28.846012] [INFO ] [FORECASTER] Starting predict_future for HAL
[2025-12-22T20:23:28.846789] [DEBUG] [LOCAL     ] No optimal features file found for HAL: ./output/feature-sets/HAL.txt
[2025-12-22T20:23:28.846840] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:23:28.846924] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:23:28.846954] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:23:28.847010] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:23:28.902751] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:23:28.903359] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:23:28.903432] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:23:28.903463] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:23:29.026687] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:23:29.026860] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:23:29.026915] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:23:29.026976] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:23:29.031641] [DEBUG] [FORECASTER] HAL: Forecast T+1@11:T+2@11: DOWN (p=10.55%)
[2025-12-22T20:23:29.031998] [INFO ] [FORECASTER] Completed predict_future for HAL
[2025-12-22T20:23:29.032184] [INFO ] [sig       ] HAL: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:23:29.170822] [INFO ] [LOCAL     ] Saved forecast: HAL	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/HAL.txt
[2025-12-22T20:23:29.170979] [INFO ] [sig       ] [1485/3560] Completed HAL in 0.3s | 2.94 sym/s | Total: 8.4m | ETA: 11.8m
[2025-12-22T20:23:29.171021] [INFO ] [sig       ] [1486/3560] Forecasting HALO...
[2025-12-22T20:23:29.171054] [INFO ] [sig       ] Generating forecast for: HALO
[2025-12-22T20:23:29.171087] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HALO' from 'https://tdm.silogroup.org/data/derivative_storage/HALO.csv'.
[2025-12-22T20:23:29.182792] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HALO'.
[2025-12-22T20:23:29.183170] [INFO ] [FORECASTER] Starting predict_future for HALO
[2025-12-22T20:23:29.183945] [DEBUG] [LOCAL     ] No optimal features file found for HALO: ./output/feature-sets/HALO.txt
[2025-12-22T20:23:29.183997] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:23:29.184030] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:23:29.184056] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:23:29.184112] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:23:29.240198] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:23:29.241085] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:23:29.241168] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:23:29.241200] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:23:29.362386] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:23:29.362544] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:23:29.362602] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:23:29.362631] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:23:29.365955] [DEBUG] [FORECASTER] HALO: Forecast T+1@11:T+2@11: UP (p=85.48%)
[2025-12-22T20:23:29.366250] [INFO ] [FORECASTER] Completed predict_future for HALO
[2025-12-22T20:23:29.366380] [INFO ] [sig       ] HALO: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:23:29.501149] [INFO ] [LOCAL     ] Saved forecast: HALO	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/HALO.txt
[2025-12-22T20:23:29.501322] [INFO ] [sig       ] [1486/3560] Completed HALO in 0.3s | 2.94 sym/s | Total: 8.4m | ETA: 11.8m
[2025-12-22T20:23:29.501363] [INFO ] [sig       ] [1487/3560] Forecasting HAS...
[2025-12-22T20:23:29.501395] [INFO ] [sig       ] Generating forecast for: HAS
[2025-12-22T20:23:29.501427] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HAS' from 'https://tdm.silogroup.org/data/derivative_storage/HAS.csv'.
[2025-12-22T20:23:29.513071] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HAS'.
[2025-12-22T20:23:29.513479] [INFO ] [FORECASTER] Starting predict_future for HAS
[2025-12-22T20:23:29.514281] [DEBUG] [LOCAL     ] No optimal features file found for HAS: ./output/feature-sets/HAS.txt
[2025-12-22T20:23:29.514335] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:23:29.514369] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:23:29.514396] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:23:29.514453] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:23:29.572255] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:23:29.573140] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:23:29.573222] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:23:29.573270] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:23:29.691994] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:23:29.692154] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:23:29.692194] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:23:29.692221] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:23:29.695520] [DEBUG] [FORECASTER] HAS: Forecast T+1@11:T+2@11: UP (p=63.51%)
[2025-12-22T20:23:29.695822] [INFO ] [FORECASTER] Completed predict_future for HAS
[2025-12-22T20:23:29.695947] [INFO ] [sig       ] HAS: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:23:29.833545] [INFO ] [LOCAL     ] Saved forecast: HAS	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/HAS.txt
[2025-12-22T20:23:29.833709] [INFO ] [sig       ] [1487/3560] Completed HAS in 0.3s | 2.94 sym/s | Total: 8.4m | ETA: 11.8m
[2025-12-22T20:23:29.833748] [INFO ] [sig       ] [1488/3560] Forecasting HASI...
[2025-12-22T20:23:29.833776] [INFO ] [sig       ] Generating forecast for: HASI
[2025-12-22T20:23:29.833808] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HASI' from 'https://tdm.silogroup.org/data/derivative_storage/HASI.csv'.
[2025-12-22T20:23:29.845290] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HASI'.
[2025-12-22T20:23:29.845643] [INFO ] [FORECASTER] Starting predict_future for HASI
[2025-12-22T20:23:29.846412] [DEBUG] [LOCAL     ] No optimal features file found for HASI: ./output/feature-sets/HASI.txt
[2025-12-22T20:23:29.846465] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:23:29.846496] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:23:29.846523] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:23:29.846597] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:23:29.903706] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:23:29.904468] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:23:29.904548] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:23:29.904603] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:23:30.030530] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:23:30.030735] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:23:30.030792] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:23:30.030871] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:23:30.034797] [DEBUG] [FORECASTER] HASI: Forecast T+1@11:T+2@11: DOWN (p=28.96%)
[2025-12-22T20:23:30.035152] [INFO ] [FORECASTER] Completed predict_future for HASI
[2025-12-22T20:23:30.035296] [INFO ] [sig       ] HASI: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:23:30.188467] [INFO ] [LOCAL     ] Saved forecast: HASI	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/HASI.txt
[2025-12-22T20:23:30.188655] [INFO ] [sig       ] [1488/3560] Completed HASI in 0.4s | 2.94 sym/s | Total: 8.4m | ETA: 11.7m
[2025-12-22T20:23:30.188698] [INFO ] [sig       ] [1489/3560] Forecasting HBAN...
[2025-12-22T20:23:30.188729] [INFO ] [sig       ] Generating forecast for: HBAN
[2025-12-22T20:23:30.188772] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBAN' from 'https://tdm.silogroup.org/data/derivative_storage/HBAN.csv'.
[2025-12-22T20:23:30.200448] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HBAN'.
[2025-12-22T20:23:30.200795] [INFO ] [FORECASTER] Starting predict_future for HBAN
[2025-12-22T20:23:30.201602] [DEBUG] [LOCAL     ] No optimal features file found for HBAN: ./output/feature-sets/HBAN.txt
[2025-12-22T20:23:30.201655] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:23:30.201687] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:23:30.201728] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:23:30.201786] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:23:30.258552] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:23:30.259466] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:23:30.259549] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:23:30.259598] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:23:30.383367] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:23:30.383525] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:23:30.383567] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:23:30.383616] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:23:30.387064] [DEBUG] [FORECASTER] HBAN: Forecast T+1@11:T+2@11: UP (p=65.31%)
[2025-12-22T20:23:30.387343] [INFO ] [FORECASTER] Completed predict_future for HBAN
[2025-12-22T20:23:30.387469] [INFO ] [sig       ] HBAN: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:23:30.523261] [INFO ] [LOCAL     ] Saved forecast: HBAN	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/HBAN.txt
[2025-12-22T20:23:30.523395] [INFO ] [sig       ] [1489/3560] Completed HBAN in 0.3s | 2.94 sym/s | Total: 8.4m | ETA: 11.7m
[2025-12-22T20:23:30.523434] [INFO ] [sig       ] [1490/3560] Forecasting HBANL...
[2025-12-22T20:23:30.523463] [INFO ] [sig       ] Generating forecast for: HBANL
[2025-12-22T20:23:30.523493] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBANL' from 'https://tdm.silogroup.org/data/derivative_storage/HBANL.csv'.
[2025-12-22T20:23:30.534260] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HBANL'.
[2025-12-22T20:23:30.534592] [INFO ] [FORECASTER] Starting predict_future for HBANL
[2025-12-22T20:23:30.535342] [DEBUG] [LOCAL     ] No optimal features file found for HBANL: ./output/feature-sets/HBANL.txt
[2025-12-22T20:23:30.535393] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:23:30.535425] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:23:30.535451] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:23:30.535507] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:23:30.591360] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:23:30.592048] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:23:30.592127] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:23:30.592161] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:23:30.704474] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:23:30.704643] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:23:30.704684] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:23:30.704713] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:23:30.708008] [DEBUG] [FORECASTER] HBANL: Forecast T+1@11:T+2@11: DOWN (p=1.74%)
[2025-12-22T20:23:30.708276] [INFO ] [FORECASTER] Completed predict_future for HBANL
[2025-12-22T20:23:30.708392] [INFO ] [sig       ] HBANL: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:23:30.847935] [INFO ] [LOCAL     ] Saved forecast: HBANL	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/HBANL.txt
[2025-12-22T20:23:30.848084] [INFO ] [sig       ] [1490/3560] Completed HBANL in 0.3s | 2.94 sym/s | Total: 8.4m | ETA: 11.7m
[2025-12-22T20:23:30.848127] [INFO ] [sig       ] [1491/3560] Forecasting HBANP...
[2025-12-22T20:23:30.848158] [INFO ] [sig       ] Generating forecast for: HBANP
[2025-12-22T20:23:30.848194] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBANP' from 'https://tdm.silogroup.org/data/derivative_storage/HBANP.csv'.
[2025-12-22T20:23:30.859778] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HBANP'.
[2025-12-22T20:23:30.860110] [INFO ] [FORECASTER] Starting predict_future for HBANP
[2025-12-22T20:23:30.860907] [DEBUG] [LOCAL     ] No optimal features file found for HBANP: ./output/feature-sets/HBANP.txt
[2025-12-22T20:23:30.860958] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:23:30.860990] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:23:30.861017] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:23:30.861072] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:23:30.916737] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:23:30.917614] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:23:30.917719] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:23:30.917753] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:23:31.038643] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:23:31.038797] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:23:31.038835] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:23:31.038865] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:23:31.042251] [DEBUG] [FORECASTER] HBANP: Forecast T+1@11:T+2@11: DOWN (p=4.02%)
[2025-12-22T20:23:31.042522] [INFO ] [FORECASTER] Completed predict_future for HBANP
[2025-12-22T20:23:31.042665] [INFO ] [sig       ] HBANP: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:23:31.179880] [INFO ] [LOCAL     ] Saved forecast: HBANP	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/HBANP.txt
[2025-12-22T20:23:31.180014] [INFO ] [sig       ] [1491/3560] Completed HBANP in 0.3s | 2.94 sym/s | Total: 8.5m | ETA: 11.7m
[2025-12-22T20:23:31.180052] [INFO ] [sig       ] [1492/3560] Forecasting HBB...
[2025-12-22T20:23:31.180080] [INFO ] [sig       ] Generating forecast for: HBB
[2025-12-22T20:23:31.180111] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBB' from 'https://tdm.silogroup.org/data/derivative_storage/HBB.csv'.
[2025-12-22T20:23:31.191008] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HBB'.
[2025-12-22T20:23:31.191335] [INFO ] [FORECASTER] Starting predict_future for HBB
[2025-12-22T20:23:31.192104] [DEBUG] [LOCAL     ] No optimal features file found for HBB: ./output/feature-sets/HBB.txt
[2025-12-22T20:23:31.192161] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:23:31.192193] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:23:31.192220] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:23:31.192276] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:23:31.248913] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:23:31.249741] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:23:31.249818] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:23:31.249851] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:23:31.367185] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:23:31.367335] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:23:31.367373] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:23:31.367402] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:23:31.370796] [DEBUG] [FORECASTER] HBB: Forecast T+1@11:T+2@11: UP (p=95.76%)
[2025-12-22T20:23:31.371062] [INFO ] [FORECASTER] Completed predict_future for HBB
[2025-12-22T20:23:31.371205] [INFO ] [sig       ] HBB: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:23:31.509709] [INFO ] [LOCAL     ] Saved forecast: HBB	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/HBB.txt
[2025-12-22T20:23:31.509850] [INFO ] [sig       ] [1492/3560] Completed HBB in 0.3s | 2.94 sym/s | Total: 8.5m | ETA: 11.7m
[2025-12-22T20:23:31.509890] [INFO ] [sig       ] [1493/3560] Forecasting HBCP...
[2025-12-22T20:23:31.509919] [INFO ] [sig       ] Generating forecast for: HBCP
[2025-12-22T20:23:31.509955] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBCP' from 'https://tdm.silogroup.org/data/derivative_storage/HBCP.csv'.
[2025-12-22T20:23:31.523028] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HBCP'.
[2025-12-22T20:23:31.523449] [INFO ] [FORECASTER] Starting predict_future for HBCP
[2025-12-22T20:23:31.524285] [DEBUG] [LOCAL     ] No optimal features file found for HBCP: ./output/feature-sets/HBCP.txt
[2025-12-22T20:23:31.524338] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:23:31.524371] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:23:31.524398] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:23:31.524454] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:23:31.581858] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:23:31.582750] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:23:31.582844] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:23:31.582877] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:23:31.701846] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:23:31.701999] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:23:31.702037] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:23:31.702065] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:23:31.705525] [DEBUG] [FORECASTER] HBCP: Forecast T+1@11:T+2@11: UP (p=72.78%)
[2025-12-22T20:23:31.705809] [INFO ] [FORECASTER] Completed predict_future for HBCP
[2025-12-22T20:23:31.705947] [INFO ] [sig       ] HBCP: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:23:31.842688] [INFO ] [LOCAL     ] Saved forecast: HBCP	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/HBCP.txt
[2025-12-22T20:23:31.842838] [INFO ] [sig       ] [1493/3560] Completed HBCP in 0.3s | 2.94 sym/s | Total: 8.5m | ETA: 11.7m
[2025-12-22T20:23:31.842878] [INFO ] [sig       ] [1494/3560] Forecasting HBM...
[2025-12-22T20:23:31.842907] [INFO ] [sig       ] Generating forecast for: HBM
[2025-12-22T20:23:31.842937] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBM' from 'https://tdm.silogroup.org/data/derivative_storage/HBM.csv'.
[2025-12-22T20:23:31.853868] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HBM'.
[2025-12-22T20:23:31.854198] [INFO ] [FORECASTER] Starting predict_future for HBM
[2025-12-22T20:23:31.854971] [DEBUG] [LOCAL     ] No optimal features file found for HBM: ./output/feature-sets/HBM.txt
[2025-12-22T20:23:31.855022] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:23:31.855054] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:23:31.855081] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:23:31.855139] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:23:31.913323] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:23:31.914204] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:23:31.914284] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:23:31.914318] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:23:32.035541] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:23:32.035707] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:23:32.035745] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:23:32.035774] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:23:32.039159] [DEBUG] [FORECASTER] HBM: Forecast T+1@11:T+2@11: UP (p=98.32%)
[2025-12-22T20:23:32.039431] [INFO ] [FORECASTER] Completed predict_future for HBM
[2025-12-22T20:23:32.039554] [INFO ] [sig       ] HBM: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:23:32.182466] [INFO ] [LOCAL     ] Saved forecast: HBM	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/HBM.txt
[2025-12-22T20:23:32.182629] [INFO ] [sig       ] [1494/3560] Completed HBM in 0.3s | 2.94 sym/s | Total: 8.5m | ETA: 11.7m
[2025-12-22T20:23:32.182670] [INFO ] [sig       ] [1495/3560] Forecasting HBNC...
[2025-12-22T20:23:32.182700] [INFO ] [sig       ] Generating forecast for: HBNC
[2025-12-22T20:23:32.182731] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBNC' from 'https://tdm.silogroup.org/data/derivative_storage/HBNC.csv'.
[2025-12-22T20:23:32.193947] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HBNC'.
[2025-12-22T20:23:32.194260] [INFO ] [FORECASTER] Starting predict_future for HBNC
[2025-12-22T20:23:32.195052] [DEBUG] [LOCAL     ] No optimal features file found for HBNC: ./output/feature-sets/HBNC.txt
[2025-12-22T20:23:32.195104] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:23:32.195136] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:23:32.195169] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:23:32.195226] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:23:32.253275] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:23:32.254175] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:23:32.254339] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:23:32.254374] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:23:32.374375] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:23:32.374526] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:23:32.374583] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:23:32.374616] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:23:32.377992] [DEBUG] [FORECASTER] HBNC: Forecast T+1@11:T+2@11: UP (p=65.35%)
[2025-12-22T20:23:32.378266] [INFO ] [FORECASTER] Completed predict_future for HBNC
[2025-12-22T20:23:32.378391] [INFO ] [sig       ] HBNC: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:23:32.515664] [INFO ] [LOCAL     ] Saved forecast: HBNC	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/HBNC.txt
[2025-12-22T20:23:32.515792] [INFO ] [sig       ] [1495/3560] Completed HBNC in 0.3s | 2.94 sym/s | Total: 8.5m | ETA: 11.7m
[2025-12-22T20:23:32.515830] [INFO ] [sig       ] [1496/3560] Forecasting HCA...
[2025-12-22T20:23:32.515859] [INFO ] [sig       ] Generating forecast for: HCA
[2025-12-22T20:23:32.515889] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HCA' from 'https://tdm.silogroup.org/data/derivative_storage/HCA.csv'.
[2025-12-22T20:23:32.526918] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HCA'.
[2025-12-22T20:23:32.527247] [INFO ] [FORECASTER] Starting predict_future for HCA
[2025-12-22T20:23:32.528067] [DEBUG] [LOCAL     ] No optimal features file found for HCA: ./output/feature-sets/HCA.txt
[2025-12-22T20:23:32.528119] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:23:32.528155] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:23:32.528187] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:23:32.528258] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:23:32.585700] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:23:32.586382] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:23:32.586461] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:23:32.586493] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:23:32.704960] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:23:32.705109] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:23:32.705147] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:23:32.705178] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:23:32.708611] [DEBUG] [FORECASTER] HCA: Forecast T+1@11:T+2@11: DOWN (p=26.41%)
[2025-12-22T20:23:32.708882] [INFO ] [FORECASTER] Completed predict_future for HCA
[2025-12-22T20:23:32.709003] [INFO ] [sig       ] HCA: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:23:32.846908] [INFO ] [LOCAL     ] Saved forecast: HCA	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/HCA.txt
[2025-12-22T20:23:32.847065] [INFO ] [sig       ] [1496/3560] Completed HCA in 0.3s | 2.94 sym/s | Total: 8.5m | ETA: 11.7m
[2025-12-22T20:23:32.847106] [INFO ] [sig       ] [1497/3560] Forecasting HCC...
[2025-12-22T20:23:32.847135] [INFO ] [sig       ] Generating forecast for: HCC
[2025-12-22T20:23:32.847166] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HCC' from 'https://tdm.silogroup.org/data/derivative_storage/HCC.csv'.
[2025-12-22T20:23:32.858104] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HCC'.
[2025-12-22T20:23:32.858462] [INFO ] [FORECASTER] Starting predict_future for HCC
[2025-12-22T20:23:32.859281] [DEBUG] [LOCAL     ] No optimal features file found for HCC: ./output/feature-sets/HCC.txt
[2025-12-22T20:23:32.859333] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:23:32.859366] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:23:32.859392] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:23:32.859448] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:23:32.916124] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:23:32.916806] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:23:32.916884] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:23:32.916918] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:23:33.042790] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:23:33.042949] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:23:33.042989] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:23:33.043018] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:23:33.046435] [DEBUG] [FORECASTER] HCC: Forecast T+1@11:T+2@11: DOWN (p=22.06%)
[2025-12-22T20:23:33.046742] [INFO ] [FORECASTER] Completed predict_future for HCC
[2025-12-22T20:23:33.046886] [INFO ] [sig       ] HCC: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:23:33.194202] [INFO ] [LOCAL     ] Saved forecast: HCC	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/HCC.txt
[2025-12-22T20:23:33.194388] [INFO ] [sig       ] [1497/3560] Completed HCC in 0.3s | 2.94 sym/s | Total: 8.5m | ETA: 11.7m
[2025-12-22T20:23:33.194432] [INFO ] [sig       ] [1498/3560] Forecasting HCI...
[2025-12-22T20:23:33.194464] [INFO ] [sig       ] Generating forecast for: HCI
[2025-12-22T20:23:33.194494] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HCI' from 'https://tdm.silogroup.org/data/derivative_storage/HCI.csv'.
[2025-12-22T20:23:33.208469] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HCI'.
[2025-12-22T20:23:33.208900] [INFO ] [FORECASTER] Starting predict_future for HCI
[2025-12-22T20:23:33.209812] [DEBUG] [LOCAL     ] No optimal features file found for HCI: ./output/feature-sets/HCI.txt
[2025-12-22T20:23:33.209864] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:23:33.209897] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:23:33.209923] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:23:33.209979] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:23:33.270491] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:23:33.271475] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:23:33.271563] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:23:33.271616] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:23:33.426006] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:23:33.426186] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:23:33.426235] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:23:33.426272] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:23:33.430480] [DEBUG] [FORECASTER] HCI: Forecast T+1@11:T+2@11: DOWN (p=48.70%)
[2025-12-22T20:23:33.430880] [INFO ] [FORECASTER] Completed predict_future for HCI
[2025-12-22T20:23:33.431033] [INFO ] [sig       ] HCI: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:23:33.629804] [INFO ] [LOCAL     ] Saved forecast: HCI	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/HCI.txt
[2025-12-22T20:23:33.630097] [INFO ] [sig       ] [1498/3560] Completed HCI in 0.4s | 2.94 sym/s | Total: 8.5m | ETA: 11.7m
[2025-12-22T20:23:33.630171] [INFO ] [sig       ] [1499/3560] Forecasting HCM...
[2025-12-22T20:23:33.630226] [INFO ] [sig       ] Generating forecast for: HCM
[2025-12-22T20:23:33.630276] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HCM' from 'https://tdm.silogroup.org/data/derivative_storage/HCM.csv'.
[2025-12-22T20:23:33.649804] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HCM'.
[2025-12-22T20:23:33.650341] [INFO ] [FORECASTER] Starting predict_future for HCM
[2025-12-22T20:23:33.651557] [DEBUG] [LOCAL     ] No optimal features file found for HCM: ./output/feature-sets/HCM.txt
[2025-12-22T20:23:33.651652] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:23:33.651708] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:23:33.651756] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:23:33.651846] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:23:33.726603] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:23:33.727815] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:23:33.727931] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:23:33.727975] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:23:33.902832] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:23:33.903033] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:23:33.903096] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:23:33.903150] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:23:33.909690] [DEBUG] [FORECASTER] HCM: Forecast T+1@11:T+2@11: UP (p=91.79%)
[2025-12-22T20:23:33.910381] [INFO ] [FORECASTER] Completed predict_future for HCM
[2025-12-22T20:23:33.910678] [INFO ] [sig       ] HCM: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:23:34.100407] [INFO ] [LOCAL     ] Saved forecast: HCM	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/HCM.txt
[2025-12-22T20:23:34.100646] [INFO ] [sig       ] [1499/3560] Completed HCM in 0.5s | 2.94 sym/s | Total: 8.5m | ETA: 11.7m
[2025-12-22T20:23:34.100713] [INFO ] [sig       ] [1500/3560] Forecasting HCSG...
[2025-12-22T20:23:34.100766] [INFO ] [sig       ] Generating forecast for: HCSG
[2025-12-22T20:23:34.100815] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HCSG' from 'https://tdm.silogroup.org/data/derivative_storage/HCSG.csv'.
[2025-12-22T20:23:34.116146] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HCSG'.
[2025-12-22T20:23:34.116647] [INFO ] [FORECASTER] Starting predict_future for HCSG
[2025-12-22T20:23:34.117689] [DEBUG] [LOCAL     ] No optimal features file found for HCSG: ./output/feature-sets/HCSG.txt
[2025-12-22T20:23:34.117753] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:23:34.117795] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:23:34.117830] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:23:34.117909] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:23:34.185512] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:23:34.186457] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:23:34.186554] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:23:34.186619] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:23:34.345018] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:23:34.345212] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:23:34.345265] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:23:34.345298] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:23:34.349632] [DEBUG] [FORECASTER] HCSG: Forecast T+1@11:T+2@11: DOWN (p=19.41%)
[2025-12-22T20:23:34.350006] [INFO ] [FORECASTER] Completed predict_future for HCSG
[2025-12-22T20:23:34.350173] [INFO ] [sig       ] HCSG: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:23:34.494035] [INFO ] [LOCAL     ] Saved forecast: HCSG	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/HCSG.txt
[2025-12-22T20:23:34.494213] [INFO ] [sig       ] [1500/3560] Completed HCSG in 0.4s | 2.94 sym/s | Total: 8.5m | ETA: 11.7m
[2025-12-22T20:23:34.494255] [INFO ] [sig       ] [1501/3560] Forecasting HCTI...
[2025-12-22T20:23:34.494287] [INFO ] [sig       ] Generating forecast for: HCTI
[2025-12-22T20:23:34.494331] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HCTI' from 'https://tdm.silogroup.org/data/derivative_storage/HCTI.csv'.
[2025-12-22T20:23:34.506698] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HCTI'.
[2025-12-22T20:23:34.507126] [INFO ] [FORECASTER] Starting predict_future for HCTI
[2025-12-22T20:23:34.508107] [DEBUG] [LOCAL     ] No optimal features file found for HCTI: ./output/feature-sets/HCTI.txt
[2025-12-22T20:23:34.508176] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:23:34.508223] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:23:34.508262] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:23:34.508342] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:23:34.569912] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:23:34.570928] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:23:34.571012] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:23:34.571048] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:23:34.694705] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:23:34.694854] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:23:34.694894] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:23:34.694923] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:23:34.698546] [DEBUG] [FORECASTER] HCTI: Forecast T+1@11:T+2@11: DOWN (p=2.35%)
[2025-12-22T20:23:34.698841] [INFO ] [FORECASTER] Completed predict_future for HCTI
[2025-12-22T20:23:34.698971] [INFO ] [sig       ] HCTI: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:23:34.849092] [INFO ] [LOCAL     ] Saved forecast: HCTI	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/HCTI.txt
[2025-12-22T20:23:34.849252] [INFO ] [sig       ] [1501/3560] Completed HCTI in 0.4s | 2.94 sym/s | Total: 8.5m | ETA: 11.7m
[2025-12-22T20:23:34.849292] [INFO ] [sig       ] [1502/3560] Forecasting HD...
[2025-12-22T20:23:34.849322] [INFO ] [sig       ] Generating forecast for: HD
[2025-12-22T20:23:34.849351] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HD' from 'https://tdm.silogroup.org/data/derivative_storage/HD.csv'.
[2025-12-22T20:23:34.860684] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HD'.
[2025-12-22T20:23:34.861043] [INFO ] [FORECASTER] Starting predict_future for HD
[2025-12-22T20:23:34.861917] [DEBUG] [LOCAL     ] No optimal features file found for HD: ./output/feature-sets/HD.txt
[2025-12-22T20:23:34.861998] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:23:34.862067] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:23:34.862098] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:23:34.862157] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:23:34.923206] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:23:34.924172] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:23:34.924257] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:23:34.924292] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:23:35.042587] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:23:35.042739] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:23:35.042782] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:23:35.042811] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:23:35.046286] [DEBUG] [FORECASTER] HD: Forecast T+1@11:T+2@11: UP (p=98.12%)
[2025-12-22T20:23:35.046562] [INFO ] [FORECASTER] Completed predict_future for HD
[2025-12-22T20:23:35.046706] [INFO ] [sig       ] HD: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:23:35.189659] [INFO ] [LOCAL     ] Saved forecast: HD	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/HD.txt
[2025-12-22T20:23:35.189802] [INFO ] [sig       ] [1502/3560] Completed HD in 0.3s | 2.94 sym/s | Total: 8.5m | ETA: 11.7m
[2025-12-22T20:23:35.189841] [INFO ] [sig       ] [1503/3560] Forecasting HDB...
[2025-12-22T20:23:35.189871] [INFO ] [sig       ] Generating forecast for: HDB
[2025-12-22T20:23:35.189901] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HDB' from 'https://tdm.silogroup.org/data/derivative_storage/HDB.csv'.
[2025-12-22T20:23:35.201159] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HDB'.
[2025-12-22T20:23:35.201500] [INFO ] [FORECASTER] Starting predict_future for HDB
[2025-12-22T20:23:35.202302] [DEBUG] [LOCAL     ] No optimal features file found for HDB: ./output/feature-sets/HDB.txt
[2025-12-22T20:23:35.202355] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:23:35.202389] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:23:35.202418] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:23:35.202475] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:23:35.260253] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:23:35.261083] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:23:35.261163] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:23:35.261199] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:23:35.383909] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:23:35.384059] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:23:35.384099] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:23:35.384127] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:23:35.387427] [DEBUG] [FORECASTER] HDB: Forecast T+1@11:T+2@11: DOWN (p=14.31%)
[2025-12-22T20:23:35.387709] [INFO ] [FORECASTER] Completed predict_future for HDB
[2025-12-22T20:23:35.387830] [INFO ] [sig       ] HDB: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:23:35.527273] [INFO ] [LOCAL     ] Saved forecast: HDB	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/HDB.txt
[2025-12-22T20:23:35.527433] [INFO ] [sig       ] [1503/3560] Completed HDB in 0.3s | 2.94 sym/s | Total: 8.5m | ETA: 11.7m
[2025-12-22T20:23:35.527471] [INFO ] [sig       ] [1504/3560] Forecasting HDSN...
[2025-12-22T20:23:35.527499] [INFO ] [sig       ] Generating forecast for: HDSN
[2025-12-22T20:23:35.527530] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HDSN' from 'https://tdm.silogroup.org/data/derivative_storage/HDSN.csv'.
[2025-12-22T20:23:35.538714] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HDSN'.
[2025-12-22T20:23:35.539134] [INFO ] [FORECASTER] Starting predict_future for HDSN
[2025-12-22T20:23:35.540047] [DEBUG] [LOCAL     ] No optimal features file found for HDSN: ./output/feature-sets/HDSN.txt
[2025-12-22T20:23:35.540104] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:23:35.540139] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:23:35.540167] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:23:35.540225] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:23:35.597204] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:23:35.598061] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:23:35.598139] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:23:35.598171] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:23:35.713711] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:23:35.713872] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:23:35.713915] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:23:35.713945] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:23:35.717301] [DEBUG] [FORECASTER] HDSN: Forecast T+1@11:T+2@11: UP (p=87.30%)
[2025-12-22T20:23:35.717588] [INFO ] [FORECASTER] Completed predict_future for HDSN
[2025-12-22T20:23:35.717717] [INFO ] [sig       ] HDSN: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:23:35.863230] [INFO ] [LOCAL     ] Saved forecast: HDSN	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/HDSN.txt
[2025-12-22T20:23:35.863364] [INFO ] [sig       ] [1504/3560] Completed HDSN in 0.3s | 2.94 sym/s | Total: 8.5m | ETA: 11.7m
[2025-12-22T20:23:35.863401] [INFO ] [sig       ] [1505/3560] Forecasting HE...
[2025-12-22T20:23:35.863430] [INFO ] [sig       ] Generating forecast for: HE
[2025-12-22T20:23:35.863461] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HE' from 'https://tdm.silogroup.org/data/derivative_storage/HE.csv'.
[2025-12-22T20:23:35.874590] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HE'.
[2025-12-22T20:23:35.874914] [INFO ] [FORECASTER] Starting predict_future for HE
[2025-12-22T20:23:35.875702] [DEBUG] [LOCAL     ] No optimal features file found for HE: ./output/feature-sets/HE.txt
[2025-12-22T20:23:35.875754] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:23:35.875787] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:23:35.875815] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:23:35.875871] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:23:35.934414] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:23:35.935212] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:23:35.935292] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:23:35.935326] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:23:36.055838] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:23:36.055989] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:23:36.056030] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:23:36.056059] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:23:36.059563] [DEBUG] [FORECASTER] HE: Forecast T+1@11:T+2@11: UP (p=67.88%)
[2025-12-22T20:23:36.059857] [INFO ] [FORECASTER] Completed predict_future for HE
[2025-12-22T20:23:36.059982] [INFO ] [sig       ] HE: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:23:36.203328] [INFO ] [LOCAL     ] Saved forecast: HE	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/HE.txt
[2025-12-22T20:23:36.203461] [INFO ] [sig       ] [1505/3560] Completed HE in 0.3s | 2.94 sym/s | Total: 8.5m | ETA: 11.7m
[2025-12-22T20:23:36.203504] [INFO ] [sig       ] [1506/3560] Forecasting HEI...
[2025-12-22T20:23:36.203535] [INFO ] [sig       ] Generating forecast for: HEI
[2025-12-22T20:23:36.203565] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HEI' from 'https://tdm.silogroup.org/data/derivative_storage/HEI.csv'.
[2025-12-22T20:23:36.214626] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HEI'.
[2025-12-22T20:23:36.214974] [INFO ] [FORECASTER] Starting predict_future for HEI
[2025-12-22T20:23:36.215819] [DEBUG] [LOCAL     ] No optimal features file found for HEI: ./output/feature-sets/HEI.txt
[2025-12-22T20:23:36.215875] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:23:36.215909] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:23:36.215937] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:23:36.215994] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:23:36.273366] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:23:36.274132] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:23:36.274212] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:23:36.274246] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:23:36.398849] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:23:36.399009] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:23:36.399073] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:23:36.399105] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:23:36.403073] [DEBUG] [FORECASTER] HEI: Forecast T+1@11:T+2@11: DOWN (p=9.52%)
[2025-12-22T20:23:36.403459] [INFO ] [FORECASTER] Completed predict_future for HEI
[2025-12-22T20:23:36.403642] [INFO ] [sig       ] HEI: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:23:36.547239] [INFO ] [LOCAL     ] Saved forecast: HEI	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/HEI.txt
[2025-12-22T20:23:36.547371] [INFO ] [sig       ] [1506/3560] Completed HEI in 0.3s | 2.94 sym/s | Total: 8.5m | ETA: 11.7m
[2025-12-22T20:23:36.547408] [INFO ] [sig       ] [1507/3560] Forecasting HELE...
[2025-12-22T20:23:36.547437] [INFO ] [sig       ] Generating forecast for: HELE
[2025-12-22T20:23:36.547466] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HELE' from 'https://tdm.silogroup.org/data/derivative_storage/HELE.csv'.
[2025-12-22T20:23:36.558828] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HELE'.
[2025-12-22T20:23:36.559197] [INFO ] [FORECASTER] Starting predict_future for HELE
[2025-12-22T20:23:36.559988] [DEBUG] [LOCAL     ] No optimal features file found for HELE: ./output/feature-sets/HELE.txt
[2025-12-22T20:23:36.560040] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:23:36.560071] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:23:36.560098] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:23:36.560154] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:23:36.617790] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:23:36.618529] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:23:36.618626] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:23:36.618661] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:23:36.745729] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:23:36.745880] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:23:36.745920] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:23:36.745949] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:23:36.749360] [DEBUG] [FORECASTER] HELE: Forecast T+1@11:T+2@11: UP (p=55.74%)
[2025-12-22T20:23:36.749650] [INFO ] [FORECASTER] Completed predict_future for HELE
[2025-12-22T20:23:36.749803] [INFO ] [sig       ] HELE: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:23:36.888494] [INFO ] [LOCAL     ] Saved forecast: HELE	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/HELE.txt
[2025-12-22T20:23:36.888663] [INFO ] [sig       ] [1507/3560] Completed HELE in 0.3s | 2.94 sym/s | Total: 8.5m | ETA: 11.6m
[2025-12-22T20:23:36.888704] [INFO ] [sig       ] [1508/3560] Forecasting HEPS...
[2025-12-22T20:23:36.888733] [INFO ] [sig       ] Generating forecast for: HEPS
[2025-12-22T20:23:36.888764] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HEPS' from 'https://tdm.silogroup.org/data/derivative_storage/HEPS.csv'.
[2025-12-22T20:23:36.901419] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HEPS'.
[2025-12-22T20:23:36.901884] [INFO ] [FORECASTER] Starting predict_future for HEPS
[2025-12-22T20:23:36.902691] [DEBUG] [LOCAL     ] No optimal features file found for HEPS: ./output/feature-sets/HEPS.txt
[2025-12-22T20:23:36.902743] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:23:36.902775] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:23:36.902800] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:23:36.902856] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:23:36.960686] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:23:36.961402] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:23:36.961482] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:23:36.961515] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:23:37.080593] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:23:37.080743] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:23:37.080783] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:23:37.080811] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:23:37.084128] [DEBUG] [FORECASTER] HEPS: Forecast T+1@11:T+2@11: UP (p=98.29%)
[2025-12-22T20:23:37.084416] [INFO ] [FORECASTER] Completed predict_future for HEPS
[2025-12-22T20:23:37.084541] [INFO ] [sig       ] HEPS: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:23:37.224532] [INFO ] [LOCAL     ] Saved forecast: HEPS	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/HEPS.txt
[2025-12-22T20:23:37.224692] [INFO ] [sig       ] [1508/3560] Completed HEPS in 0.3s | 2.94 sym/s | Total: 8.6m | ETA: 11.6m
[2025-12-22T20:23:37.224734] [INFO ] [sig       ] [1509/3560] Forecasting HEQ...
[2025-12-22T20:23:37.224762] [INFO ] [sig       ] Generating forecast for: HEQ
[2025-12-22T20:23:37.224792] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HEQ' from 'https://tdm.silogroup.org/data/derivative_storage/HEQ.csv'.
[2025-12-22T20:23:37.235563] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HEQ'.
[2025-12-22T20:23:37.235901] [INFO ] [FORECASTER] Starting predict_future for HEQ
[2025-12-22T20:23:37.236670] [DEBUG] [LOCAL     ] No optimal features file found for HEQ: ./output/feature-sets/HEQ.txt
[2025-12-22T20:23:37.236721] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:23:37.236753] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:23:37.236779] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:23:37.236835] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:23:37.293873] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:23:37.294484] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:23:37.294560] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:23:37.294614] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:23:37.408771] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:23:37.408921] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:23:37.408961] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:23:37.409009] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:23:37.412471] [DEBUG] [FORECASTER] HEQ: Forecast T+1@11:T+2@11: UP (p=75.99%)
[2025-12-22T20:23:37.412763] [INFO ] [FORECASTER] Completed predict_future for HEQ
[2025-12-22T20:23:37.412885] [INFO ] [sig       ] HEQ: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:23:37.550973] [INFO ] [LOCAL     ] Saved forecast: HEQ	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/HEQ.txt
[2025-12-22T20:23:37.551103] [INFO ] [sig       ] [1509/3560] Completed HEQ in 0.3s | 2.94 sym/s | Total: 8.6m | ETA: 11.6m
[2025-12-22T20:23:37.551141] [INFO ] [sig       ] [1510/3560] Forecasting HERO...
[2025-12-22T20:23:37.551170] [INFO ] [sig       ] Generating forecast for: HERO
[2025-12-22T20:23:37.551200] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HERO' from 'https://tdm.silogroup.org/data/derivative_storage/HERO.csv'.
[2025-12-22T20:23:37.561922] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HERO'.
[2025-12-22T20:23:37.562226] [INFO ] [FORECASTER] Starting predict_future for HERO
[2025-12-22T20:23:37.562991] [DEBUG] [LOCAL     ] No optimal features file found for HERO: ./output/feature-sets/HERO.txt
[2025-12-22T20:23:37.563042] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:23:37.563074] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:23:37.563101] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:23:37.563156] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:23:37.620990] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:23:37.621742] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:23:37.621820] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:23:37.621851] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:23:37.741712] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:23:37.741887] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:23:37.741935] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:23:37.741965] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:23:37.745592] [DEBUG] [FORECASTER] HERO: Forecast T+1@11:T+2@11: UP (p=86.05%)
[2025-12-22T20:23:37.745931] [INFO ] [FORECASTER] Completed predict_future for HERO
[2025-12-22T20:23:37.746085] [INFO ] [sig       ] HERO: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:23:37.884104] [INFO ] [LOCAL     ] Saved forecast: HERO	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/HERO.txt
[2025-12-22T20:23:37.884249] [INFO ] [sig       ] [1510/3560] Completed HERO in 0.3s | 2.94 sym/s | Total: 8.6m | ETA: 11.6m
[2025-12-22T20:23:37.884287] [INFO ] [sig       ] [1511/3560] Forecasting HESM...
[2025-12-22T20:23:37.884316] [INFO ] [sig       ] Generating forecast for: HESM
[2025-12-22T20:23:37.884346] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HESM' from 'https://tdm.silogroup.org/data/derivative_storage/HESM.csv'.
[2025-12-22T20:23:37.895344] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HESM'.
[2025-12-22T20:23:37.895675] [INFO ] [FORECASTER] Starting predict_future for HESM
[2025-12-22T20:23:37.896420] [DEBUG] [LOCAL     ] No optimal features file found for HESM: ./output/feature-sets/HESM.txt
[2025-12-22T20:23:37.896472] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:23:37.896503] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:23:37.896529] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:23:37.896606] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:23:37.952370] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:23:37.953011] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:23:37.953103] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:23:37.953136] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:23:38.078603] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:23:38.078762] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:23:38.078802] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:23:38.078832] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:23:38.082644] [DEBUG] [FORECASTER] HESM: Forecast T+1@11:T+2@11: UP (p=92.35%)
[2025-12-22T20:23:38.082922] [INFO ] [FORECASTER] Completed predict_future for HESM
[2025-12-22T20:23:38.083047] [INFO ] [sig       ] HESM: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:23:38.221678] [INFO ] [LOCAL     ] Saved forecast: HESM	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/HESM.txt
[2025-12-22T20:23:38.221817] [INFO ] [sig       ] [1511/3560] Completed HESM in 0.3s | 2.94 sym/s | Total: 8.6m | ETA: 11.6m
[2025-12-22T20:23:38.221858] [INFO ] [sig       ] [1512/3560] Forecasting HFFG...
[2025-12-22T20:23:38.221887] [INFO ] [sig       ] Generating forecast for: HFFG
[2025-12-22T20:23:38.221918] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HFFG' from 'https://tdm.silogroup.org/data/derivative_storage/HFFG.csv'.
[2025-12-22T20:23:38.232761] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HFFG'.
[2025-12-22T20:23:38.233089] [INFO ] [FORECASTER] Starting predict_future for HFFG
[2025-12-22T20:23:38.233902] [DEBUG] [LOCAL     ] No optimal features file found for HFFG: ./output/feature-sets/HFFG.txt
[2025-12-22T20:23:38.233955] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:23:38.233987] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:23:38.234015] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:23:38.234075] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:23:38.291218] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:23:38.291898] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:23:38.292018] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:23:38.292052] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:23:38.412336] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:23:38.412486] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:23:38.412529] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:23:38.412558] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:23:38.416031] [DEBUG] [FORECASTER] HFFG: Forecast T+1@11:T+2@11: DOWN (p=44.90%)
[2025-12-22T20:23:38.416304] [INFO ] [FORECASTER] Completed predict_future for HFFG
[2025-12-22T20:23:38.416427] [INFO ] [sig       ] HFFG: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:23:38.555922] [INFO ] [LOCAL     ] Saved forecast: HFFG	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/HFFG.txt
[2025-12-22T20:23:38.556061] [INFO ] [sig       ] [1512/3560] Completed HFFG in 0.3s | 2.94 sym/s | Total: 8.6m | ETA: 11.6m
[2025-12-22T20:23:38.556099] [INFO ] [sig       ] [1513/3560] Forecasting HFRO...
[2025-12-22T20:23:38.556129] [INFO ] [sig       ] Generating forecast for: HFRO
[2025-12-22T20:23:38.556159] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HFRO' from 'https://tdm.silogroup.org/data/derivative_storage/HFRO.csv'.
[2025-12-22T20:23:38.567955] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HFRO'.
[2025-12-22T20:23:38.568300] [INFO ] [FORECASTER] Starting predict_future for HFRO
[2025-12-22T20:23:38.569105] [DEBUG] [LOCAL     ] No optimal features file found for HFRO: ./output/feature-sets/HFRO.txt
[2025-12-22T20:23:38.569160] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:23:38.569208] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:23:38.569237] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:23:38.569295] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:23:38.626769] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:23:38.627415] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:23:38.627492] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:23:38.627525] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:23:38.754554] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:23:38.754912] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:23:38.754956] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:23:38.754986] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:23:38.759220] [DEBUG] [FORECASTER] HFRO: Forecast T+1@11:T+2@11: UP (p=57.40%)
[2025-12-22T20:23:38.759515] [INFO ] [FORECASTER] Completed predict_future for HFRO
[2025-12-22T20:23:38.759663] [INFO ] [sig       ] HFRO: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:23:38.904550] [INFO ] [LOCAL     ] Saved forecast: HFRO	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/HFRO.txt
[2025-12-22T20:23:38.904711] [INFO ] [sig       ] [1513/3560] Completed HFRO in 0.3s | 2.94 sym/s | Total: 8.6m | ETA: 11.6m
[2025-12-22T20:23:38.904752] [INFO ] [sig       ] [1514/3560] Forecasting HFWA...
[2025-12-22T20:23:38.904782] [INFO ] [sig       ] Generating forecast for: HFWA
[2025-12-22T20:23:38.904811] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HFWA' from 'https://tdm.silogroup.org/data/derivative_storage/HFWA.csv'.
[2025-12-22T20:23:38.917360] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HFWA'.
[2025-12-22T20:23:38.917765] [INFO ] [FORECASTER] Starting predict_future for HFWA
[2025-12-22T20:23:38.918544] [DEBUG] [LOCAL     ] No optimal features file found for HFWA: ./output/feature-sets/HFWA.txt
[2025-12-22T20:23:38.918640] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:23:38.918690] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:23:38.918732] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:23:38.918817] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:23:38.981977] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:23:38.982899] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:23:38.982992] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:23:38.983027] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:23:39.108535] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:23:39.108703] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:23:39.108745] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:23:39.108774] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:23:39.112394] [DEBUG] [FORECASTER] HFWA: Forecast T+1@11:T+2@11: UP (p=65.19%)
[2025-12-22T20:23:39.112690] [INFO ] [FORECASTER] Completed predict_future for HFWA
[2025-12-22T20:23:39.112814] [INFO ] [sig       ] HFWA: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:23:39.258654] [INFO ] [LOCAL     ] Saved forecast: HFWA	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/HFWA.txt
[2025-12-22T20:23:39.258808] [INFO ] [sig       ] [1514/3560] Completed HFWA in 0.4s | 2.94 sym/s | Total: 8.6m | ETA: 11.6m
[2025-12-22T20:23:39.258852] [INFO ] [sig       ] [1515/3560] Forecasting HG...
[2025-12-22T20:23:39.258883] [INFO ] [sig       ] Generating forecast for: HG
[2025-12-22T20:23:39.258914] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HG' from 'https://tdm.silogroup.org/data/derivative_storage/HG.csv'.
[2025-12-22T20:23:39.271192] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HG'.
[2025-12-22T20:23:39.271617] [INFO ] [FORECASTER] Starting predict_future for HG
[2025-12-22T20:23:39.272461] [DEBUG] [LOCAL     ] No optimal features file found for HG: ./output/feature-sets/HG.txt
[2025-12-22T20:23:39.272514] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:23:39.272547] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:23:39.272595] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:23:39.272656] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:23:39.332896] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:23:39.333751] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:23:39.333832] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:23:39.333865] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:23:39.458919] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:23:39.459097] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:23:39.459140] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:23:39.459171] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:23:39.462837] [DEBUG] [FORECASTER] HG: Forecast T+1@11:T+2@11: UP (p=61.51%)
[2025-12-22T20:23:39.463138] [INFO ] [FORECASTER] Completed predict_future for HG
[2025-12-22T20:23:39.463287] [INFO ] [sig       ] HG: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:23:39.607681] [INFO ] [LOCAL     ] Saved forecast: HG	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/HG.txt
[2025-12-22T20:23:39.607876] [INFO ] [sig       ] [1515/3560] Completed HG in 0.3s | 2.94 sym/s | Total: 8.6m | ETA: 11.6m
[2025-12-22T20:23:39.607933] [INFO ] [sig       ] [1516/3560] Forecasting HGBL...
[2025-12-22T20:23:39.607976] [INFO ] [sig       ] Generating forecast for: HGBL
[2025-12-22T20:23:39.608008] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HGBL' from 'https://tdm.silogroup.org/data/derivative_storage/HGBL.csv'.
[2025-12-22T20:23:39.619989] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HGBL'.
[2025-12-22T20:23:39.620388] [INFO ] [FORECASTER] Starting predict_future for HGBL
[2025-12-22T20:23:39.621483] [DEBUG] [LOCAL     ] No optimal features file found for HGBL: ./output/feature-sets/HGBL.txt
[2025-12-22T20:23:39.621536] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:23:39.621569] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:23:39.621617] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:23:39.621674] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:23:39.681813] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:23:39.682683] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:23:39.682764] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:23:39.682798] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:23:39.796979] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:23:39.797135] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-22T20:23:39.797175] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:23:39.797205] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:23:39.800687] [DEBUG] [FORECASTER] HGBL: Forecast T+1@11:T+2@11: UP (p=83.46%)
[2025-12-22T20:23:39.800989] [INFO ] [FORECASTER] Completed predict_future for HGBL
[2025-12-22T20:23:39.801120] [INFO ] [sig       ] HGBL: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:23:39.938300] [INFO ] [LOCAL     ] Saved forecast: HGBL	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/HGBL.txt
[2025-12-22T20:23:39.938472] [INFO ] [sig       ] [1516/3560] Completed HGBL in 0.3s | 2.94 sym/s | Total: 8.6m | ETA: 11.6m
[2025-12-22T20:23:39.938512] [INFO ] [sig       ] [1517/3560] Forecasting HGLB...
[2025-12-22T20:23:39.938543] [INFO ] [sig       ] Generating forecast for: HGLB
[2025-12-22T20:23:39.938602] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HGLB' from 'https://tdm.silogroup.org/data/derivative_storage/HGLB.csv'.
[2025-12-22T20:23:39.949523] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HGLB'.
[2025-12-22T20:23:39.949926] [INFO ] [FORECASTER] Starting predict_future for HGLB
[2025-12-22T20:23:39.950745] [DEBUG] [LOCAL     ] No optimal features file found for HGLB: ./output/feature-sets/HGLB.txt
[2025-12-22T20:23:39.950796] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:23:39.950829] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:23:39.950857] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:23:39.950912] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:23:40.007354] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:23:40.008216] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:23:40.008305] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:23:40.008338] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:23:40.127612] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:23:40.127784] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:23:40.127825] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:23:40.127853] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:23:40.131236] [DEBUG] [FORECASTER] HGLB: Forecast T+1@11:T+2@11: DOWN (p=12.92%)
[2025-12-22T20:23:40.131543] [INFO ] [FORECASTER] Completed predict_future for HGLB
[2025-12-22T20:23:40.131694] [INFO ] [sig       ] HGLB: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:23:40.269327] [INFO ] [LOCAL     ] Saved forecast: HGLB	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/HGLB.txt
[2025-12-22T20:23:40.269487] [INFO ] [sig       ] [1517/3560] Completed HGLB in 0.3s | 2.94 sym/s | Total: 8.6m | ETA: 11.6m
[2025-12-22T20:23:40.269526] [INFO ] [sig       ] [1518/3560] Forecasting HGTY...
[2025-12-22T20:23:40.269556] [INFO ] [sig       ] Generating forecast for: HGTY
[2025-12-22T20:23:40.269605] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HGTY' from 'https://tdm.silogroup.org/data/derivative_storage/HGTY.csv'.
[2025-12-22T20:23:40.280942] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HGTY'.
[2025-12-22T20:23:40.281354] [INFO ] [FORECASTER] Starting predict_future for HGTY
[2025-12-22T20:23:40.282148] [DEBUG] [LOCAL     ] No optimal features file found for HGTY: ./output/feature-sets/HGTY.txt
[2025-12-22T20:23:40.282200] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:23:40.282232] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:23:40.282258] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:23:40.282313] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:23:40.338196] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:23:40.338870] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:23:40.338945] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:23:40.338977] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:23:40.454006] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:23:40.454155] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:23:40.454194] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:23:40.454224] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:23:40.457509] [DEBUG] [FORECASTER] HGTY: Forecast T+1@11:T+2@11: DOWN (p=4.83%)
[2025-12-22T20:23:40.457789] [INFO ] [FORECASTER] Completed predict_future for HGTY
[2025-12-22T20:23:40.457906] [INFO ] [sig       ] HGTY: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:23:40.592363] [INFO ] [LOCAL     ] Saved forecast: HGTY	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/HGTY.txt
[2025-12-22T20:23:40.592494] [INFO ] [sig       ] [1518/3560] Completed HGTY in 0.3s | 2.94 sym/s | Total: 8.6m | ETA: 11.6m
[2025-12-22T20:23:40.592533] [INFO ] [sig       ] [1519/3560] Forecasting HHH...
[2025-12-22T20:23:40.592562] [INFO ] [sig       ] Generating forecast for: HHH
[2025-12-22T20:23:40.592612] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HHH' from 'https://tdm.silogroup.org/data/derivative_storage/HHH.csv'.
[2025-12-22T20:23:40.603377] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HHH'.
[2025-12-22T20:23:40.603733] [INFO ] [FORECASTER] Starting predict_future for HHH
[2025-12-22T20:23:40.604481] [DEBUG] [LOCAL     ] No optimal features file found for HHH: ./output/feature-sets/HHH.txt
[2025-12-22T20:23:40.604536] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:23:40.604637] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:23:40.604667] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:23:40.604729] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:23:40.660955] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:23:40.661680] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:23:40.661756] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:23:40.661788] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:23:40.783250] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:23:40.783400] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:23:40.783440] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:23:40.783469] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:23:40.786923] [DEBUG] [FORECASTER] HHH: Forecast T+1@11:T+2@11: UP (p=59.78%)
[2025-12-22T20:23:40.787201] [INFO ] [FORECASTER] Completed predict_future for HHH
[2025-12-22T20:23:40.787327] [INFO ] [sig       ] HHH: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:23:40.926509] [INFO ] [LOCAL     ] Saved forecast: HHH	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/HHH.txt
[2025-12-22T20:23:40.926669] [INFO ] [sig       ] [1519/3560] Completed HHH in 0.3s | 2.94 sym/s | Total: 8.6m | ETA: 11.6m
[2025-12-22T20:23:40.926711] [INFO ] [sig       ] [1520/3560] Forecasting HI...
[2025-12-22T20:23:40.926744] [INFO ] [sig       ] Generating forecast for: HI
[2025-12-22T20:23:40.926774] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HI' from 'https://tdm.silogroup.org/data/derivative_storage/HI.csv'.
[2025-12-22T20:23:40.938005] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HI'.
[2025-12-22T20:23:40.938367] [INFO ] [FORECASTER] Starting predict_future for HI
[2025-12-22T20:23:40.939202] [DEBUG] [LOCAL     ] No optimal features file found for HI: ./output/feature-sets/HI.txt
[2025-12-22T20:23:40.939253] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:23:40.939284] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:23:40.939310] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:23:40.939365] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:23:40.997453] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:23:40.998299] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:23:40.998394] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:23:40.998432] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:23:41.119784] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:23:41.119937] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:23:41.119978] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:23:41.120007] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:23:41.123463] [DEBUG] [FORECASTER] HI: Forecast T+1@11:T+2@11: UP (p=98.05%)
[2025-12-22T20:23:41.123758] [INFO ] [FORECASTER] Completed predict_future for HI
[2025-12-22T20:23:41.123883] [INFO ] [sig       ] HI: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:23:41.262271] [INFO ] [LOCAL     ] Saved forecast: HI	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/HI.txt
[2025-12-22T20:23:41.262429] [INFO ] [sig       ] [1520/3560] Completed HI in 0.3s | 2.94 sym/s | Total: 8.6m | ETA: 11.6m
[2025-12-22T20:23:41.262475] [INFO ] [sig       ] [1521/3560] Forecasting HIFS...
[2025-12-22T20:23:41.262506] [INFO ] [sig       ] Generating forecast for: HIFS
[2025-12-22T20:23:41.262534] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIFS' from 'https://tdm.silogroup.org/data/derivative_storage/HIFS.csv'.
[2025-12-22T20:23:41.273699] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIFS'.
[2025-12-22T20:23:41.274070] [INFO ] [FORECASTER] Starting predict_future for HIFS
[2025-12-22T20:23:41.274910] [DEBUG] [LOCAL     ] No optimal features file found for HIFS: ./output/feature-sets/HIFS.txt
[2025-12-22T20:23:41.274960] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:23:41.274991] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:23:41.275018] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:23:41.275072] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:23:41.348651] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:23:41.349719] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:23:41.349807] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:23:41.349840] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:23:41.465047] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:23:41.465200] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:23:41.465243] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:23:41.465277] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:23:41.468766] [DEBUG] [FORECASTER] HIFS: Forecast T+1@11:T+2@11: UP (p=97.99%)
[2025-12-22T20:23:41.469073] [INFO ] [FORECASTER] Completed predict_future for HIFS
[2025-12-22T20:23:41.469203] [INFO ] [sig       ] HIFS: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:23:41.605667] [INFO ] [LOCAL     ] Saved forecast: HIFS	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/HIFS.txt
[2025-12-22T20:23:41.605793] [INFO ] [sig       ] [1521/3560] Completed HIFS in 0.3s | 2.94 sym/s | Total: 8.6m | ETA: 11.6m
[2025-12-22T20:23:41.605831] [INFO ] [sig       ] [1522/3560] Forecasting HIG...
[2025-12-22T20:23:41.605860] [INFO ] [sig       ] Generating forecast for: HIG
[2025-12-22T20:23:41.605891] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIG' from 'https://tdm.silogroup.org/data/derivative_storage/HIG.csv'.
[2025-12-22T20:23:41.616667] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIG'.
[2025-12-22T20:23:41.616956] [INFO ] [FORECASTER] Starting predict_future for HIG
[2025-12-22T20:23:41.617730] [DEBUG] [LOCAL     ] No optimal features file found for HIG: ./output/feature-sets/HIG.txt
[2025-12-22T20:23:41.617781] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:23:41.617813] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:23:41.617839] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:23:41.617894] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:23:41.675143] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:23:41.675764] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:23:41.675844] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:23:41.675877] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:23:41.795139] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:23:41.795251] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:23:41.795289] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:23:41.795317] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:23:41.798780] [DEBUG] [FORECASTER] HIG: Forecast T+1@11:T+2@11: UP (p=65.26%)
[2025-12-22T20:23:41.799070] [INFO ] [FORECASTER] Completed predict_future for HIG
[2025-12-22T20:23:41.799191] [INFO ] [sig       ] HIG: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:23:41.933972] [INFO ] [LOCAL     ] Saved forecast: HIG	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/HIG.txt
[2025-12-22T20:23:41.934085] [INFO ] [sig       ] [1522/3560] Completed HIG in 0.3s | 2.94 sym/s | Total: 8.6m | ETA: 11.6m
[2025-12-22T20:23:41.934123] [INFO ] [sig       ] [1523/3560] Forecasting HII...
[2025-12-22T20:23:41.934152] [INFO ] [sig       ] Generating forecast for: HII
[2025-12-22T20:23:41.934182] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HII' from 'https://tdm.silogroup.org/data/derivative_storage/HII.csv'.
[2025-12-22T20:23:41.945246] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HII'.
[2025-12-22T20:23:41.945562] [INFO ] [FORECASTER] Starting predict_future for HII
[2025-12-22T20:23:41.946325] [DEBUG] [LOCAL     ] No optimal features file found for HII: ./output/feature-sets/HII.txt
[2025-12-22T20:23:41.946375] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:23:41.946407] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:23:41.946433] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:23:41.946489] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:23:42.008361] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:23:42.009390] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:23:42.009489] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:23:42.009526] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:23:42.131878] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:23:42.132031] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:23:42.132071] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:23:42.132099] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:23:42.135370] [DEBUG] [FORECASTER] HII: Forecast T+1@11:T+2@11: UP (p=74.81%)
[2025-12-22T20:23:42.135654] [INFO ] [FORECASTER] Completed predict_future for HII
[2025-12-22T20:23:42.135793] [INFO ] [sig       ] HII: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:23:42.273444] [INFO ] [LOCAL     ] Saved forecast: HII	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/HII.txt
[2025-12-22T20:23:42.273616] [INFO ] [sig       ] [1523/3560] Completed HII in 0.3s | 2.94 sym/s | Total: 8.6m | ETA: 11.6m
[2025-12-22T20:23:42.273657] [INFO ] [sig       ] [1524/3560] Forecasting HIMS...
[2025-12-22T20:23:42.273688] [INFO ] [sig       ] Generating forecast for: HIMS
[2025-12-22T20:23:42.273718] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIMS' from 'https://tdm.silogroup.org/data/derivative_storage/HIMS.csv'.
[2025-12-22T20:23:42.285223] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIMS'.
[2025-12-22T20:23:42.285626] [INFO ] [FORECASTER] Starting predict_future for HIMS
[2025-12-22T20:23:42.286404] [DEBUG] [LOCAL     ] No optimal features file found for HIMS: ./output/feature-sets/HIMS.txt
[2025-12-22T20:23:42.286457] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:23:42.286488] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:23:42.286515] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:23:42.286592] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:23:42.344490] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:23:42.345337] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:23:42.345422] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:23:42.345456] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:23:42.462046] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:23:42.462202] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:23:42.462243] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:23:42.462271] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:23:42.465602] [DEBUG] [FORECASTER] HIMS: Forecast T+1@11:T+2@11: UP (p=91.23%)
[2025-12-22T20:23:42.465883] [INFO ] [FORECASTER] Completed predict_future for HIMS
[2025-12-22T20:23:42.466007] [INFO ] [sig       ] HIMS: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:23:42.602452] [INFO ] [LOCAL     ] Saved forecast: HIMS	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/HIMS.txt
[2025-12-22T20:23:42.602617] [INFO ] [sig       ] [1524/3560] Completed HIMS in 0.3s | 2.94 sym/s | Total: 8.6m | ETA: 11.5m
[2025-12-22T20:23:42.602657] [INFO ] [sig       ] [1525/3560] Forecasting HIMX...
[2025-12-22T20:23:42.602686] [INFO ] [sig       ] Generating forecast for: HIMX
[2025-12-22T20:23:42.602717] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIMX' from 'https://tdm.silogroup.org/data/derivative_storage/HIMX.csv'.
[2025-12-22T20:23:42.614730] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIMX'.
[2025-12-22T20:23:42.615162] [INFO ] [FORECASTER] Starting predict_future for HIMX
[2025-12-22T20:23:42.616102] [DEBUG] [LOCAL     ] No optimal features file found for HIMX: ./output/feature-sets/HIMX.txt
[2025-12-22T20:23:42.616162] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:23:42.616197] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:23:42.616226] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:23:42.616283] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:23:42.674783] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:23:42.675673] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:23:42.675757] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:23:42.675792] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:23:42.800459] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:23:42.800640] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:23:42.800681] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:23:42.800709] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:23:42.804504] [DEBUG] [FORECASTER] HIMX: Forecast T+1@11:T+2@11: DOWN (p=28.57%)
[2025-12-22T20:23:42.804981] [INFO ] [FORECASTER] Completed predict_future for HIMX
[2025-12-22T20:23:42.805154] [INFO ] [sig       ] HIMX: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:23:42.952253] [INFO ] [LOCAL     ] Saved forecast: HIMX	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/HIMX.txt
[2025-12-22T20:23:42.952416] [INFO ] [sig       ] [1525/3560] Completed HIMX in 0.3s | 2.94 sym/s | Total: 8.6m | ETA: 11.5m
[2025-12-22T20:23:42.952459] [INFO ] [sig       ] [1526/3560] Forecasting HIO...
[2025-12-22T20:23:42.952488] [INFO ] [sig       ] Generating forecast for: HIO
[2025-12-22T20:23:42.952517] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIO' from 'https://tdm.silogroup.org/data/derivative_storage/HIO.csv'.
[2025-12-22T20:23:42.964085] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIO'.
[2025-12-22T20:23:42.964488] [INFO ] [FORECASTER] Starting predict_future for HIO
[2025-12-22T20:23:42.965346] [DEBUG] [LOCAL     ] No optimal features file found for HIO: ./output/feature-sets/HIO.txt
[2025-12-22T20:23:42.965427] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:23:42.965464] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:23:42.965492] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:23:42.965551] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:23:43.024757] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:23:43.025635] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:23:43.025726] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:23:43.025770] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:23:43.146561] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:23:43.146729] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:23:43.146768] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:23:43.146798] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:23:43.150148] [DEBUG] [FORECASTER] HIO: Forecast T+1@11:T+2@11: DOWN (p=19.83%)
[2025-12-22T20:23:43.150427] [INFO ] [FORECASTER] Completed predict_future for HIO
[2025-12-22T20:23:43.150554] [INFO ] [sig       ] HIO: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:23:43.285777] [INFO ] [LOCAL     ] Saved forecast: HIO	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/HIO.txt
[2025-12-22T20:23:43.285912] [INFO ] [sig       ] [1526/3560] Completed HIO in 0.3s | 2.94 sym/s | Total: 8.7m | ETA: 11.5m
[2025-12-22T20:23:43.285951] [INFO ] [sig       ] [1527/3560] Forecasting HIPO...
[2025-12-22T20:23:43.285980] [INFO ] [sig       ] Generating forecast for: HIPO
[2025-12-22T20:23:43.286010] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIPO' from 'https://tdm.silogroup.org/data/derivative_storage/HIPO.csv'.
[2025-12-22T20:23:43.297462] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIPO'.
[2025-12-22T20:23:43.297864] [INFO ] [FORECASTER] Starting predict_future for HIPO
[2025-12-22T20:23:43.298674] [DEBUG] [LOCAL     ] No optimal features file found for HIPO: ./output/feature-sets/HIPO.txt
[2025-12-22T20:23:43.298727] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:23:43.298760] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:23:43.298786] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:23:43.298842] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:23:43.355204] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:23:43.356068] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:23:43.356148] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:23:43.356179] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:23:43.473903] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:23:43.474043] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:23:43.474081] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:23:43.474109] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:23:43.477376] [DEBUG] [FORECASTER] HIPO: Forecast T+1@11:T+2@11: UP (p=58.70%)
[2025-12-22T20:23:43.477668] [INFO ] [FORECASTER] Completed predict_future for HIPO
[2025-12-22T20:23:43.477790] [INFO ] [sig       ] HIPO: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:23:43.633229] [INFO ] [LOCAL     ] Saved forecast: HIPO	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/HIPO.txt
[2025-12-22T20:23:43.633427] [INFO ] [sig       ] [1527/3560] Completed HIPO in 0.3s | 2.94 sym/s | Total: 8.7m | ETA: 11.5m
[2025-12-22T20:23:43.633479] [INFO ] [sig       ] [1528/3560] Forecasting HITI...
[2025-12-22T20:23:43.633518] [INFO ] [sig       ] Generating forecast for: HITI
[2025-12-22T20:23:43.633559] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HITI' from 'https://tdm.silogroup.org/data/derivative_storage/HITI.csv'.
[2025-12-22T20:23:43.647393] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HITI'.
[2025-12-22T20:23:43.647882] [INFO ] [FORECASTER] Starting predict_future for HITI
[2025-12-22T20:23:43.648854] [DEBUG] [LOCAL     ] No optimal features file found for HITI: ./output/feature-sets/HITI.txt
[2025-12-22T20:23:43.648916] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:23:43.648956] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:23:43.648989] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:23:43.649095] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:23:43.718564] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:23:43.719631] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:23:43.719719] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:23:43.719752] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:23:43.839808] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:23:43.839953] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:23:43.839992] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:23:43.840020] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:23:43.843397] [DEBUG] [FORECASTER] HITI: Forecast T+1@11:T+2@11: UP (p=58.54%)
[2025-12-22T20:23:43.843683] [INFO ] [FORECASTER] Completed predict_future for HITI
[2025-12-22T20:23:43.843802] [INFO ] [sig       ] HITI: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:23:43.979120] [INFO ] [LOCAL     ] Saved forecast: HITI	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/HITI.txt
[2025-12-22T20:23:43.979277] [INFO ] [sig       ] [1528/3560] Completed HITI in 0.3s | 2.94 sym/s | Total: 8.7m | ETA: 11.5m
[2025-12-22T20:23:43.979316] [INFO ] [sig       ] [1529/3560] Forecasting HIVE...
[2025-12-22T20:23:43.979346] [INFO ] [sig       ] Generating forecast for: HIVE
[2025-12-22T20:23:43.979376] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIVE' from 'https://tdm.silogroup.org/data/derivative_storage/HIVE.csv'.
[2025-12-22T20:23:43.990880] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIVE'.
[2025-12-22T20:23:43.991242] [INFO ] [FORECASTER] Starting predict_future for HIVE
[2025-12-22T20:23:43.992017] [DEBUG] [LOCAL     ] No optimal features file found for HIVE: ./output/feature-sets/HIVE.txt
[2025-12-22T20:23:43.992069] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:23:43.992100] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:23:43.992127] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:23:43.992183] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:23:44.048056] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:23:44.048664] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:23:44.048764] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:23:44.048797] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:23:44.164698] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:23:44.164855] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:23:44.164894] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:23:44.164924] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:23:44.168229] [DEBUG] [FORECASTER] HIVE: Forecast T+1@11:T+2@11: UP (p=89.13%)
[2025-12-22T20:23:44.168508] [INFO ] [FORECASTER] Completed predict_future for HIVE
[2025-12-22T20:23:44.168651] [INFO ] [sig       ] HIVE: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:23:44.302764] [INFO ] [LOCAL     ] Saved forecast: HIVE	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/HIVE.txt
[2025-12-22T20:23:44.302887] [INFO ] [sig       ] [1529/3560] Completed HIVE in 0.3s | 2.94 sym/s | Total: 8.7m | ETA: 11.5m
[2025-12-22T20:23:44.302952] [INFO ] [sig       ] [1530/3560] Forecasting HIX...
[2025-12-22T20:23:44.302985] [INFO ] [sig       ] Generating forecast for: HIX
[2025-12-22T20:23:44.303016] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIX' from 'https://tdm.silogroup.org/data/derivative_storage/HIX.csv'.
[2025-12-22T20:23:44.313532] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIX'.
[2025-12-22T20:23:44.313848] [INFO ] [FORECASTER] Starting predict_future for HIX
[2025-12-22T20:23:44.314617] [DEBUG] [LOCAL     ] No optimal features file found for HIX: ./output/feature-sets/HIX.txt
[2025-12-22T20:23:44.314668] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:23:44.314699] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:23:44.314726] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:23:44.314781] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:23:44.370052] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:23:44.370892] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:23:44.370969] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:23:44.371004] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:23:44.487535] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:23:44.487719] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:23:44.487761] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:23:44.487789] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:23:44.491173] [DEBUG] [FORECASTER] HIX: Forecast T+1@11:T+2@11: UP (p=79.85%)
[2025-12-22T20:23:44.491438] [INFO ] [FORECASTER] Completed predict_future for HIX
[2025-12-22T20:23:44.491560] [INFO ] [sig       ] HIX: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:23:44.626392] [INFO ] [LOCAL     ] Saved forecast: HIX	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/HIX.txt
[2025-12-22T20:23:44.626536] [INFO ] [sig       ] [1530/3560] Completed HIX in 0.3s | 2.94 sym/s | Total: 8.7m | ETA: 11.5m
[2025-12-22T20:23:44.626591] [INFO ] [sig       ] [1531/3560] Forecasting HL...
[2025-12-22T20:23:44.626622] [INFO ] [sig       ] Generating forecast for: HL
[2025-12-22T20:23:44.626651] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HL' from 'https://tdm.silogroup.org/data/derivative_storage/HL.csv'.
[2025-12-22T20:23:44.637748] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HL'.
[2025-12-22T20:23:44.638106] [INFO ] [FORECASTER] Starting predict_future for HL
[2025-12-22T20:23:44.638898] [DEBUG] [LOCAL     ] No optimal features file found for HL: ./output/feature-sets/HL.txt
[2025-12-22T20:23:44.638948] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:23:44.638979] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:23:44.639005] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:23:44.639101] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:23:44.694909] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:23:44.695603] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:23:44.695680] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:23:44.695712] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:23:44.814152] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:23:44.814299] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:23:44.814339] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:23:44.814368] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:23:44.817669] [DEBUG] [FORECASTER] HL: Forecast T+1@11:T+2@11: UP (p=64.71%)
[2025-12-22T20:23:44.817950] [INFO ] [FORECASTER] Completed predict_future for HL
[2025-12-22T20:23:44.818074] [INFO ] [sig       ] HL: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:23:44.953172] [INFO ] [LOCAL     ] Saved forecast: HL	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/HL.txt
[2025-12-22T20:23:44.953305] [INFO ] [sig       ] [1531/3560] Completed HL in 0.3s | 2.94 sym/s | Total: 8.7m | ETA: 11.5m
[2025-12-22T20:23:44.953343] [INFO ] [sig       ] [1532/3560] Forecasting HLAL...
[2025-12-22T20:23:44.953371] [INFO ] [sig       ] Generating forecast for: HLAL
[2025-12-22T20:23:44.953401] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLAL' from 'https://tdm.silogroup.org/data/derivative_storage/HLAL.csv'.
[2025-12-22T20:23:44.964262] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLAL'.
[2025-12-22T20:23:44.964603] [INFO ] [FORECASTER] Starting predict_future for HLAL
[2025-12-22T20:23:44.965353] [DEBUG] [LOCAL     ] No optimal features file found for HLAL: ./output/feature-sets/HLAL.txt
[2025-12-22T20:23:44.965404] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:23:44.965436] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:23:44.965462] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:23:44.965518] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:23:45.022432] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:23:45.023347] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:23:45.023426] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:23:45.023458] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:23:45.145772] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:23:45.145927] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:23:45.145971] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:23:45.146002] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:23:45.149368] [DEBUG] [FORECASTER] HLAL: Forecast T+1@11:T+2@11: UP (p=92.20%)
[2025-12-22T20:23:45.149666] [INFO ] [FORECASTER] Completed predict_future for HLAL
[2025-12-22T20:23:45.149790] [INFO ] [sig       ] HLAL: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:23:45.293280] [INFO ] [LOCAL     ] Saved forecast: HLAL	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/HLAL.txt
[2025-12-22T20:23:45.293437] [INFO ] [sig       ] [1532/3560] Completed HLAL in 0.3s | 2.94 sym/s | Total: 8.7m | ETA: 11.5m
[2025-12-22T20:23:45.293477] [INFO ] [sig       ] [1533/3560] Forecasting HLF...
[2025-12-22T20:23:45.293508] [INFO ] [sig       ] Generating forecast for: HLF
[2025-12-22T20:23:45.293542] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLF' from 'https://tdm.silogroup.org/data/derivative_storage/HLF.csv'.
[2025-12-22T20:23:45.304524] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLF'.
[2025-12-22T20:23:45.304873] [INFO ] [FORECASTER] Starting predict_future for HLF
[2025-12-22T20:23:45.305672] [DEBUG] [LOCAL     ] No optimal features file found for HLF: ./output/feature-sets/HLF.txt
[2025-12-22T20:23:45.305726] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:23:45.305760] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:23:45.305793] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:23:45.305852] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:23:45.362862] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:23:45.363507] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:23:45.363603] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:23:45.363643] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:23:45.484721] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:23:45.484873] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:23:45.484933] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:23:45.484963] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:23:45.488281] [DEBUG] [FORECASTER] HLF: Forecast T+1@11:T+2@11: DOWN (p=10.31%)
[2025-12-22T20:23:45.488545] [INFO ] [FORECASTER] Completed predict_future for HLF
[2025-12-22T20:23:45.488683] [INFO ] [sig       ] HLF: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:23:45.627107] [INFO ] [LOCAL     ] Saved forecast: HLF	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/HLF.txt
[2025-12-22T20:23:45.627236] [INFO ] [sig       ] [1533/3560] Completed HLF in 0.3s | 2.94 sym/s | Total: 8.7m | ETA: 11.5m
[2025-12-22T20:23:45.627274] [INFO ] [sig       ] [1534/3560] Forecasting HLI...
[2025-12-22T20:23:45.627304] [INFO ] [sig       ] Generating forecast for: HLI
[2025-12-22T20:23:45.627335] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLI' from 'https://tdm.silogroup.org/data/derivative_storage/HLI.csv'.
[2025-12-22T20:23:45.639130] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLI'.
[2025-12-22T20:23:45.639446] [INFO ] [FORECASTER] Starting predict_future for HLI
[2025-12-22T20:23:45.640317] [DEBUG] [LOCAL     ] No optimal features file found for HLI: ./output/feature-sets/HLI.txt
[2025-12-22T20:23:45.640370] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:23:45.640402] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:23:45.640433] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:23:45.640502] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:23:45.698606] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:23:45.699332] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:23:45.699412] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:23:45.699445] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:23:45.813655] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:23:45.813802] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:23:45.813840] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:23:45.813869] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:23:45.817221] [DEBUG] [FORECASTER] HLI: Forecast T+1@11:T+2@11: UP (p=56.45%)
[2025-12-22T20:23:45.817497] [INFO ] [FORECASTER] Completed predict_future for HLI
[2025-12-22T20:23:45.817641] [INFO ] [sig       ] HLI: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:23:45.962562] [INFO ] [LOCAL     ] Saved forecast: HLI	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/HLI.txt
[2025-12-22T20:23:45.962746] [INFO ] [sig       ] [1534/3560] Completed HLI in 0.3s | 2.94 sym/s | Total: 8.7m | ETA: 11.5m
[2025-12-22T20:23:45.962789] [INFO ] [sig       ] [1535/3560] Forecasting HLIO...
[2025-12-22T20:23:45.962818] [INFO ] [sig       ] Generating forecast for: HLIO
[2025-12-22T20:23:45.962848] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLIO' from 'https://tdm.silogroup.org/data/derivative_storage/HLIO.csv'.
[2025-12-22T20:23:45.974150] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLIO'.
[2025-12-22T20:23:45.974463] [INFO ] [FORECASTER] Starting predict_future for HLIO
[2025-12-22T20:23:45.975269] [DEBUG] [LOCAL     ] No optimal features file found for HLIO: ./output/feature-sets/HLIO.txt
[2025-12-22T20:23:45.975323] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:23:45.975358] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:23:45.975387] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:23:45.975444] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:23:46.035309] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:23:46.036177] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:23:46.036279] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:23:46.036313] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:23:46.162460] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:23:46.162643] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:23:46.162685] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:23:46.162715] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:23:46.166392] [DEBUG] [FORECASTER] HLIO: Forecast T+1@11:T+2@11: UP (p=70.09%)
[2025-12-22T20:23:46.166881] [INFO ] [FORECASTER] Completed predict_future for HLIO
[2025-12-22T20:23:46.167008] [INFO ] [sig       ] HLIO: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:23:46.306870] [INFO ] [LOCAL     ] Saved forecast: HLIO	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/HLIO.txt
[2025-12-22T20:23:46.307008] [INFO ] [sig       ] [1535/3560] Completed HLIO in 0.3s | 2.94 sym/s | Total: 8.7m | ETA: 11.5m
[2025-12-22T20:23:46.307045] [INFO ] [sig       ] [1536/3560] Forecasting HLLY...
[2025-12-22T20:23:46.307075] [INFO ] [sig       ] Generating forecast for: HLLY
[2025-12-22T20:23:46.307105] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLLY' from 'https://tdm.silogroup.org/data/derivative_storage/HLLY.csv'.
[2025-12-22T20:23:46.318288] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLLY'.
[2025-12-22T20:23:46.318620] [INFO ] [FORECASTER] Starting predict_future for HLLY
[2025-12-22T20:23:46.319413] [DEBUG] [LOCAL     ] No optimal features file found for HLLY: ./output/feature-sets/HLLY.txt
[2025-12-22T20:23:46.319467] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:23:46.319537] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:23:46.319596] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:23:46.319670] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:23:46.379915] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:23:46.380826] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:23:46.380907] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:23:46.380942] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:23:46.500980] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:23:46.501135] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:23:46.501175] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:23:46.501204] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:23:46.504543] [DEBUG] [FORECASTER] HLLY: Forecast T+1@11:T+2@11: DOWN (p=22.49%)
[2025-12-22T20:23:46.504827] [INFO ] [FORECASTER] Completed predict_future for HLLY
[2025-12-22T20:23:46.504947] [INFO ] [sig       ] HLLY: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:23:46.642231] [INFO ] [LOCAL     ] Saved forecast: HLLY	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/HLLY.txt
[2025-12-22T20:23:46.642385] [INFO ] [sig       ] [1536/3560] Completed HLLY in 0.3s | 2.94 sym/s | Total: 8.7m | ETA: 11.5m
[2025-12-22T20:23:46.642425] [INFO ] [sig       ] [1537/3560] Forecasting HLMN...
[2025-12-22T20:23:46.642455] [INFO ] [sig       ] Generating forecast for: HLMN
[2025-12-22T20:23:46.642485] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLMN' from 'https://tdm.silogroup.org/data/derivative_storage/HLMN.csv'.
[2025-12-22T20:23:46.654077] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLMN'.
[2025-12-22T20:23:46.654468] [INFO ] [FORECASTER] Starting predict_future for HLMN
[2025-12-22T20:23:46.655305] [DEBUG] [LOCAL     ] No optimal features file found for HLMN: ./output/feature-sets/HLMN.txt
[2025-12-22T20:23:46.655359] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:23:46.655421] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:23:46.655452] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:23:46.655514] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:23:46.715428] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:23:46.716417] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:23:46.716500] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:23:46.716531] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:23:46.835750] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:23:46.835904] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:23:46.835942] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:23:46.835970] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:23:46.839361] [DEBUG] [FORECASTER] HLMN: Forecast T+1@11:T+2@11: UP (p=74.95%)
[2025-12-22T20:23:46.839691] [INFO ] [FORECASTER] Completed predict_future for HLMN
[2025-12-22T20:23:46.839818] [INFO ] [sig       ] HLMN: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:23:46.978621] [INFO ] [LOCAL     ] Saved forecast: HLMN	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/HLMN.txt
[2025-12-22T20:23:46.978768] [INFO ] [sig       ] [1537/3560] Completed HLMN in 0.3s | 2.94 sym/s | Total: 8.7m | ETA: 11.5m
[2025-12-22T20:23:46.978808] [INFO ] [sig       ] [1538/3560] Forecasting HLN...
[2025-12-22T20:23:46.978837] [INFO ] [sig       ] Generating forecast for: HLN
[2025-12-22T20:23:46.978867] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLN' from 'https://tdm.silogroup.org/data/derivative_storage/HLN.csv'.
[2025-12-22T20:23:46.989961] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLN'.
[2025-12-22T20:23:46.990346] [INFO ] [FORECASTER] Starting predict_future for HLN
[2025-12-22T20:23:46.991190] [DEBUG] [LOCAL     ] No optimal features file found for HLN: ./output/feature-sets/HLN.txt
[2025-12-22T20:23:46.991244] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:23:46.991277] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:23:46.991304] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:23:46.991360] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:23:47.047814] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:23:47.048706] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:23:47.048788] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:23:47.048824] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:23:47.166461] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:23:47.166627] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:23:47.166667] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:23:47.166696] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:23:47.170960] [DEBUG] [FORECASTER] HLN: Forecast T+1@11:T+2@11: UP (p=73.36%)
[2025-12-22T20:23:47.171420] [INFO ] [FORECASTER] Completed predict_future for HLN
[2025-12-22T20:23:47.171639] [INFO ] [sig       ] HLN: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:23:47.309535] [INFO ] [LOCAL     ] Saved forecast: HLN	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/HLN.txt
[2025-12-22T20:23:47.309731] [INFO ] [sig       ] [1538/3560] Completed HLN in 0.3s | 2.94 sym/s | Total: 8.7m | ETA: 11.5m
[2025-12-22T20:23:47.309777] [INFO ] [sig       ] [1539/3560] Forecasting HLNE...
[2025-12-22T20:23:47.309808] [INFO ] [sig       ] Generating forecast for: HLNE
[2025-12-22T20:23:47.309840] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLNE' from 'https://tdm.silogroup.org/data/derivative_storage/HLNE.csv'.
[2025-12-22T20:23:47.321414] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLNE'.
[2025-12-22T20:23:47.321856] [INFO ] [FORECASTER] Starting predict_future for HLNE
[2025-12-22T20:23:47.322708] [DEBUG] [LOCAL     ] No optimal features file found for HLNE: ./output/feature-sets/HLNE.txt
[2025-12-22T20:23:47.322763] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:23:47.322797] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:23:47.322823] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:23:47.322899] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:23:47.383722] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:23:47.384610] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:23:47.384693] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:23:47.384726] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:23:47.506741] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:23:47.507035] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:23:47.507080] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:23:47.507152] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:23:47.511324] [DEBUG] [FORECASTER] HLNE: Forecast T+1@11:T+2@11: DOWN (p=40.08%)
[2025-12-22T20:23:47.511768] [INFO ] [FORECASTER] Completed predict_future for HLNE
[2025-12-22T20:23:47.511943] [INFO ] [sig       ] HLNE: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:23:47.655867] [INFO ] [LOCAL     ] Saved forecast: HLNE	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/HLNE.txt
[2025-12-22T20:23:47.656051] [INFO ] [sig       ] [1539/3560] Completed HLNE in 0.3s | 2.94 sym/s | Total: 8.7m | ETA: 11.5m
[2025-12-22T20:23:47.656099] [INFO ] [sig       ] [1540/3560] Forecasting HLX...
[2025-12-22T20:23:47.656140] [INFO ] [sig       ] Generating forecast for: HLX
[2025-12-22T20:23:47.656176] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLX' from 'https://tdm.silogroup.org/data/derivative_storage/HLX.csv'.
[2025-12-22T20:23:47.668272] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLX'.
[2025-12-22T20:23:47.668670] [INFO ] [FORECASTER] Starting predict_future for HLX
[2025-12-22T20:23:47.669514] [DEBUG] [LOCAL     ] No optimal features file found for HLX: ./output/feature-sets/HLX.txt
[2025-12-22T20:23:47.669601] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:23:47.669645] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:23:47.669677] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:23:47.669735] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:23:47.728007] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:23:47.728957] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:23:47.729054] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:23:47.729091] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:23:47.846892] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:23:47.847049] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:23:47.847088] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:23:47.847120] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:23:47.850607] [DEBUG] [FORECASTER] HLX: Forecast T+1@11:T+2@11: DOWN (p=41.36%)
[2025-12-22T20:23:47.850917] [INFO ] [FORECASTER] Completed predict_future for HLX
[2025-12-22T20:23:47.851052] [INFO ] [sig       ] HLX: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:23:47.991453] [INFO ] [LOCAL     ] Saved forecast: HLX	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/HLX.txt
[2025-12-22T20:23:47.991653] [INFO ] [sig       ] [1540/3560] Completed HLX in 0.3s | 2.94 sym/s | Total: 8.7m | ETA: 11.5m
[2025-12-22T20:23:47.991709] [INFO ] [sig       ] [1541/3560] Forecasting HMC...
[2025-12-22T20:23:47.991751] [INFO ] [sig       ] Generating forecast for: HMC
[2025-12-22T20:23:47.991797] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HMC' from 'https://tdm.silogroup.org/data/derivative_storage/HMC.csv'.
[2025-12-22T20:23:48.004645] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HMC'.
[2025-12-22T20:23:48.005100] [INFO ] [FORECASTER] Starting predict_future for HMC
[2025-12-22T20:23:48.006058] [DEBUG] [LOCAL     ] No optimal features file found for HMC: ./output/feature-sets/HMC.txt
[2025-12-22T20:23:48.006113] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:23:48.006148] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:23:48.006182] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:23:48.006254] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:23:48.064558] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:23:48.065433] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:23:48.065513] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:23:48.065547] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:23:48.191687] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:23:48.191877] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:23:48.191918] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:23:48.191947] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:23:48.195387] [DEBUG] [FORECASTER] HMC: Forecast T+1@11:T+2@11: DOWN (p=3.77%)
[2025-12-22T20:23:48.195687] [INFO ] [FORECASTER] Completed predict_future for HMC
[2025-12-22T20:23:48.195813] [INFO ] [sig       ] HMC: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:23:48.331414] [INFO ] [LOCAL     ] Saved forecast: HMC	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/HMC.txt
[2025-12-22T20:23:48.331622] [INFO ] [sig       ] [1541/3560] Completed HMC in 0.3s | 2.94 sym/s | Total: 8.7m | ETA: 11.4m
[2025-12-22T20:23:48.331665] [INFO ] [sig       ] [1542/3560] Forecasting HMN...
[2025-12-22T20:23:48.331694] [INFO ] [sig       ] Generating forecast for: HMN
[2025-12-22T20:23:48.331725] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HMN' from 'https://tdm.silogroup.org/data/derivative_storage/HMN.csv'.
[2025-12-22T20:23:48.343160] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HMN'.
[2025-12-22T20:23:48.343523] [INFO ] [FORECASTER] Starting predict_future for HMN
[2025-12-22T20:23:48.344292] [DEBUG] [LOCAL     ] No optimal features file found for HMN: ./output/feature-sets/HMN.txt
[2025-12-22T20:23:48.344343] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:23:48.344375] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:23:48.344402] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:23:48.344460] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:23:48.400723] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:23:48.401512] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:23:48.401620] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:23:48.401662] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:23:48.532405] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:23:48.532557] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:23:48.532618] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:23:48.532649] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:23:48.536172] [DEBUG] [FORECASTER] HMN: Forecast T+1@11:T+2@11: UP (p=84.84%)
[2025-12-22T20:23:48.536489] [INFO ] [FORECASTER] Completed predict_future for HMN
[2025-12-22T20:23:48.536648] [INFO ] [sig       ] HMN: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:23:48.684615] [INFO ] [LOCAL     ] Saved forecast: HMN	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/HMN.txt
[2025-12-22T20:23:48.684775] [INFO ] [sig       ] [1542/3560] Completed HMN in 0.4s | 2.94 sym/s | Total: 8.7m | ETA: 11.4m
[2025-12-22T20:23:48.684814] [INFO ] [sig       ] [1543/3560] Forecasting HMY...
[2025-12-22T20:23:48.684842] [INFO ] [sig       ] Generating forecast for: HMY
[2025-12-22T20:23:48.684872] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HMY' from 'https://tdm.silogroup.org/data/derivative_storage/HMY.csv'.
[2025-12-22T20:23:48.696358] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HMY'.
[2025-12-22T20:23:48.696784] [INFO ] [FORECASTER] Starting predict_future for HMY
[2025-12-22T20:23:48.697609] [DEBUG] [LOCAL     ] No optimal features file found for HMY: ./output/feature-sets/HMY.txt
[2025-12-22T20:23:48.697662] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:23:48.697694] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:23:48.697721] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:23:48.697778] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:23:48.757167] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:23:48.758190] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:23:48.758292] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:23:48.758330] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:23:48.883346] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:23:48.883474] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:23:48.883513] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:23:48.883541] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:23:48.886864] [DEBUG] [FORECASTER] HMY: Forecast T+1@11:T+2@11: UP (p=99.11%)
[2025-12-22T20:23:48.887128] [INFO ] [FORECASTER] Completed predict_future for HMY
[2025-12-22T20:23:48.887248] [INFO ] [sig       ] HMY: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:23:49.023965] [INFO ] [LOCAL     ] Saved forecast: HMY	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/HMY.txt
[2025-12-22T20:23:49.024091] [INFO ] [sig       ] [1543/3560] Completed HMY in 0.3s | 2.94 sym/s | Total: 8.7m | ETA: 11.4m
[2025-12-22T20:23:49.024135] [INFO ] [sig       ] [1544/3560] Forecasting HNDL...
[2025-12-22T20:23:49.024165] [INFO ] [sig       ] Generating forecast for: HNDL
[2025-12-22T20:23:49.024194] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HNDL' from 'https://tdm.silogroup.org/data/derivative_storage/HNDL.csv'.
[2025-12-22T20:23:49.035030] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HNDL'.
[2025-12-22T20:23:49.035345] [INFO ] [FORECASTER] Starting predict_future for HNDL
[2025-12-22T20:23:49.036124] [DEBUG] [LOCAL     ] No optimal features file found for HNDL: ./output/feature-sets/HNDL.txt
[2025-12-22T20:23:49.036174] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:23:49.036205] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:23:49.036232] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:23:49.036287] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:23:49.092437] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:23:49.093055] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:23:49.093129] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:23:49.093160] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:23:49.210989] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:23:49.211117] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:23:49.211153] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:23:49.211196] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:23:49.214439] [DEBUG] [FORECASTER] HNDL: Forecast T+1@11:T+2@11: UP (p=65.73%)
[2025-12-22T20:23:49.214726] [INFO ] [FORECASTER] Completed predict_future for HNDL
[2025-12-22T20:23:49.214844] [INFO ] [sig       ] HNDL: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:23:49.348780] [INFO ] [LOCAL     ] Saved forecast: HNDL	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/HNDL.txt
[2025-12-22T20:23:49.348884] [INFO ] [sig       ] [1544/3560] Completed HNDL in 0.3s | 2.94 sym/s | Total: 8.8m | ETA: 11.4m
[2025-12-22T20:23:49.348921] [INFO ] [sig       ] [1545/3560] Forecasting HNI...
[2025-12-22T20:23:49.348949] [INFO ] [sig       ] Generating forecast for: HNI
[2025-12-22T20:23:49.348978] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HNI' from 'https://tdm.silogroup.org/data/derivative_storage/HNI.csv'.
[2025-12-22T20:23:49.359308] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HNI'.
[2025-12-22T20:23:49.359642] [INFO ] [FORECASTER] Starting predict_future for HNI
[2025-12-22T20:23:49.360385] [DEBUG] [LOCAL     ] No optimal features file found for HNI: ./output/feature-sets/HNI.txt
[2025-12-22T20:23:49.360435] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:23:49.360467] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:23:49.360493] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:23:49.360548] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:23:49.416923] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:23:49.417509] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:23:49.417603] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:23:49.417640] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:23:49.534720] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:23:49.534854] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:23:49.534890] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:23:49.534918] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:23:49.538138] [DEBUG] [FORECASTER] HNI: Forecast T+1@11:T+2@11: UP (p=96.54%)
[2025-12-22T20:23:49.538398] [INFO ] [FORECASTER] Completed predict_future for HNI
[2025-12-22T20:23:49.538514] [INFO ] [sig       ] HNI: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:23:49.674891] [INFO ] [LOCAL     ] Saved forecast: HNI	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/HNI.txt
[2025-12-22T20:23:49.675015] [INFO ] [sig       ] [1545/3560] Completed HNI in 0.3s | 2.94 sym/s | Total: 8.8m | ETA: 11.4m
[2025-12-22T20:23:49.675055] [INFO ] [sig       ] [1546/3560] Forecasting HNRG...
[2025-12-22T20:23:49.675083] [INFO ] [sig       ] Generating forecast for: HNRG
[2025-12-22T20:23:49.675112] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HNRG' from 'https://tdm.silogroup.org/data/derivative_storage/HNRG.csv'.
[2025-12-22T20:23:49.686207] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HNRG'.
[2025-12-22T20:23:49.686503] [INFO ] [FORECASTER] Starting predict_future for HNRG
[2025-12-22T20:23:49.687285] [DEBUG] [LOCAL     ] No optimal features file found for HNRG: ./output/feature-sets/HNRG.txt
[2025-12-22T20:23:49.687336] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:23:49.687368] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:23:49.687396] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:23:49.687452] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:23:49.743523] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:23:49.744149] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:23:49.744253] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:23:49.744285] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:23:49.865167] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:23:49.865333] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:23:49.865376] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:23:49.865404] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:23:49.868888] [DEBUG] [FORECASTER] HNRG: Forecast T+1@11:T+2@11: DOWN (p=32.39%)
[2025-12-22T20:23:49.869193] [INFO ] [FORECASTER] Completed predict_future for HNRG
[2025-12-22T20:23:49.869319] [INFO ] [sig       ] HNRG: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:23:50.003355] [INFO ] [LOCAL     ] Saved forecast: HNRG	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/HNRG.txt
[2025-12-22T20:23:50.003475] [INFO ] [sig       ] [1546/3560] Completed HNRG in 0.3s | 2.94 sym/s | Total: 8.8m | ETA: 11.4m
[2025-12-22T20:23:50.003514] [INFO ] [sig       ] [1547/3560] Forecasting HOG...
[2025-12-22T20:23:50.003544] [INFO ] [sig       ] Generating forecast for: HOG
[2025-12-22T20:23:50.003591] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOG' from 'https://tdm.silogroup.org/data/derivative_storage/HOG.csv'.
[2025-12-22T20:23:50.015400] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOG'.
[2025-12-22T20:23:50.015734] [INFO ] [FORECASTER] Starting predict_future for HOG
[2025-12-22T20:23:50.016489] [DEBUG] [LOCAL     ] No optimal features file found for HOG: ./output/feature-sets/HOG.txt
[2025-12-22T20:23:50.016540] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:23:50.016595] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:23:50.016628] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:23:50.016685] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:23:50.077973] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:23:50.078845] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:23:50.078927] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:23:50.078960] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:23:50.199061] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:23:50.199229] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:23:50.199269] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:23:50.199297] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:23:50.202655] [DEBUG] [FORECASTER] HOG: Forecast T+1@11:T+2@11: UP (p=59.75%)
[2025-12-22T20:23:50.202922] [INFO ] [FORECASTER] Completed predict_future for HOG
[2025-12-22T20:23:50.203045] [INFO ] [sig       ] HOG: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:23:50.338390] [INFO ] [LOCAL     ] Saved forecast: HOG	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/HOG.txt
[2025-12-22T20:23:50.338550] [INFO ] [sig       ] [1547/3560] Completed HOG in 0.3s | 2.94 sym/s | Total: 8.8m | ETA: 11.4m
[2025-12-22T20:23:50.338612] [INFO ] [sig       ] [1548/3560] Forecasting HOLO...
[2025-12-22T20:23:50.338642] [INFO ] [sig       ] Generating forecast for: HOLO
[2025-12-22T20:23:50.338672] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOLO' from 'https://tdm.silogroup.org/data/derivative_storage/HOLO.csv'.
[2025-12-22T20:23:50.349544] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOLO'.
[2025-12-22T20:23:50.349978] [INFO ] [FORECASTER] Starting predict_future for HOLO
[2025-12-22T20:23:50.350760] [DEBUG] [LOCAL     ] No optimal features file found for HOLO: ./output/feature-sets/HOLO.txt
[2025-12-22T20:23:50.350818] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:23:50.350849] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:23:50.350876] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:23:50.350947] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:23:50.410664] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:23:50.411629] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:23:50.411710] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:23:50.411742] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:23:50.530770] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:23:50.530924] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:23:50.530962] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:23:50.530990] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:23:50.534361] [DEBUG] [FORECASTER] HOLO: Forecast T+1@11:T+2@11: UP (p=99.38%)
[2025-12-22T20:23:50.534669] [INFO ] [FORECASTER] Completed predict_future for HOLO
[2025-12-22T20:23:50.534797] [INFO ] [sig       ] HOLO: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:23:50.671284] [INFO ] [LOCAL     ] Saved forecast: HOLO	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/HOLO.txt
[2025-12-22T20:23:50.671438] [INFO ] [sig       ] [1548/3560] Completed HOLO in 0.3s | 2.94 sym/s | Total: 8.8m | ETA: 11.4m
[2025-12-22T20:23:50.671479] [INFO ] [sig       ] [1549/3560] Forecasting HOLX...
[2025-12-22T20:23:50.671508] [INFO ] [sig       ] Generating forecast for: HOLX
[2025-12-22T20:23:50.671539] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOLX' from 'https://tdm.silogroup.org/data/derivative_storage/HOLX.csv'.
[2025-12-22T20:23:50.682957] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOLX'.
[2025-12-22T20:23:50.683353] [INFO ] [FORECASTER] Starting predict_future for HOLX
[2025-12-22T20:23:50.684143] [DEBUG] [LOCAL     ] No optimal features file found for HOLX: ./output/feature-sets/HOLX.txt
[2025-12-22T20:23:50.684195] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:23:50.684227] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:23:50.684253] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:23:50.684308] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:23:50.740389] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:23:50.741324] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:23:50.741405] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:23:50.741437] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:23:50.864364] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:23:50.864514] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:23:50.864559] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:23:50.864616] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:23:50.867971] [DEBUG] [FORECASTER] HOLX: Forecast T+1@11:T+2@11: DOWN (p=41.88%)
[2025-12-22T20:23:50.868229] [INFO ] [FORECASTER] Completed predict_future for HOLX
[2025-12-22T20:23:50.868343] [INFO ] [sig       ] HOLX: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:23:51.002868] [INFO ] [LOCAL     ] Saved forecast: HOLX	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/HOLX.txt
[2025-12-22T20:23:51.003024] [INFO ] [sig       ] [1549/3560] Completed HOLX in 0.3s | 2.94 sym/s | Total: 8.8m | ETA: 11.4m
[2025-12-22T20:23:51.003063] [INFO ] [sig       ] [1550/3560] Forecasting HOMB...
[2025-12-22T20:23:51.003093] [INFO ] [sig       ] Generating forecast for: HOMB
[2025-12-22T20:23:51.003122] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOMB' from 'https://tdm.silogroup.org/data/derivative_storage/HOMB.csv'.
[2025-12-22T20:23:51.013859] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOMB'.
[2025-12-22T20:23:51.014206] [INFO ] [FORECASTER] Starting predict_future for HOMB
[2025-12-22T20:23:51.014987] [DEBUG] [LOCAL     ] No optimal features file found for HOMB: ./output/feature-sets/HOMB.txt
[2025-12-22T20:23:51.015073] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:23:51.015108] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:23:51.015135] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:23:51.015190] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:23:51.070529] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:23:51.071170] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:23:51.071246] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:23:51.071277] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:23:51.192959] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:23:51.193111] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:23:51.193155] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:23:51.193186] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:23:51.196680] [DEBUG] [FORECASTER] HOMB: Forecast T+1@11:T+2@11: UP (p=67.08%)
[2025-12-22T20:23:51.196962] [INFO ] [FORECASTER] Completed predict_future for HOMB
[2025-12-22T20:23:51.197083] [INFO ] [sig       ] HOMB: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:23:51.331797] [INFO ] [LOCAL     ] Saved forecast: HOMB	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/HOMB.txt
[2025-12-22T20:23:51.331929] [INFO ] [sig       ] [1550/3560] Completed HOMB in 0.3s | 2.94 sym/s | Total: 8.8m | ETA: 11.4m
[2025-12-22T20:23:51.331966] [INFO ] [sig       ] [1551/3560] Forecasting HON...
[2025-12-22T20:23:51.331996] [INFO ] [sig       ] Generating forecast for: HON
[2025-12-22T20:23:51.332026] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HON' from 'https://tdm.silogroup.org/data/derivative_storage/HON.csv'.
[2025-12-22T20:23:51.343409] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HON'.
[2025-12-22T20:23:51.343744] [INFO ] [FORECASTER] Starting predict_future for HON
[2025-12-22T20:23:51.344501] [DEBUG] [LOCAL     ] No optimal features file found for HON: ./output/feature-sets/HON.txt
[2025-12-22T20:23:51.344553] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:23:51.344603] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:23:51.344631] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:23:51.344687] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:23:51.404152] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:23:51.405007] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:23:51.405086] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:23:51.405120] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:23:51.529706] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:23:51.529866] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:23:51.529904] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:23:51.529934] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:23:51.533397] [DEBUG] [FORECASTER] HON: Forecast T+1@11:T+2@11: DOWN (p=2.16%)
[2025-12-22T20:23:51.533717] [INFO ] [FORECASTER] Completed predict_future for HON
[2025-12-22T20:23:51.533849] [INFO ] [sig       ] HON: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:23:51.671889] [INFO ] [LOCAL     ] Saved forecast: HON	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/HON.txt
[2025-12-22T20:23:51.672048] [INFO ] [sig       ] [1551/3560] Completed HON in 0.3s | 2.94 sym/s | Total: 8.8m | ETA: 11.4m
[2025-12-22T20:23:51.672088] [INFO ] [sig       ] [1552/3560] Forecasting HOOD...
[2025-12-22T20:23:51.672120] [INFO ] [sig       ] Generating forecast for: HOOD
[2025-12-22T20:23:51.672151] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOOD' from 'https://tdm.silogroup.org/data/derivative_storage/HOOD.csv'.
[2025-12-22T20:23:51.684492] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOOD'.
[2025-12-22T20:23:51.684884] [INFO ] [FORECASTER] Starting predict_future for HOOD
[2025-12-22T20:23:51.685686] [DEBUG] [LOCAL     ] No optimal features file found for HOOD: ./output/feature-sets/HOOD.txt
[2025-12-22T20:23:51.685739] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:23:51.685773] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:23:51.685800] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:23:51.685872] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:23:51.745425] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:23:51.746264] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:23:51.746344] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:23:51.746378] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:23:51.868964] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:23:51.872221] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:23:51.872273] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:23:51.872301] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:23:51.875760] [DEBUG] [FORECASTER] HOOD: Forecast T+1@11:T+2@11: DOWN (p=9.87%)
[2025-12-22T20:23:51.876036] [INFO ] [FORECASTER] Completed predict_future for HOOD
[2025-12-22T20:23:51.876166] [INFO ] [sig       ] HOOD: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:23:52.012264] [INFO ] [LOCAL     ] Saved forecast: HOOD	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/HOOD.txt
[2025-12-22T20:23:52.012414] [INFO ] [sig       ] [1552/3560] Completed HOOD in 0.3s | 2.94 sym/s | Total: 8.8m | ETA: 11.4m
[2025-12-22T20:23:52.012466] [INFO ] [sig       ] [1553/3560] Forecasting HOPE...
[2025-12-22T20:23:52.012498] [INFO ] [sig       ] Generating forecast for: HOPE
[2025-12-22T20:23:52.012529] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOPE' from 'https://tdm.silogroup.org/data/derivative_storage/HOPE.csv'.
[2025-12-22T20:23:52.023979] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOPE'.
[2025-12-22T20:23:52.024312] [INFO ] [FORECASTER] Starting predict_future for HOPE
[2025-12-22T20:23:52.025076] [DEBUG] [LOCAL     ] No optimal features file found for HOPE: ./output/feature-sets/HOPE.txt
[2025-12-22T20:23:52.025127] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:23:52.025226] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:23:52.025255] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:23:52.025313] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:23:52.082315] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:23:52.082962] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:23:52.083038] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:23:52.083072] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:23:52.195064] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:23:52.195212] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:23:52.195251] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:23:52.195281] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:23:52.198795] [DEBUG] [FORECASTER] HOPE: Forecast T+1@11:T+2@11: UP (p=50.73%)
[2025-12-22T20:23:52.199102] [INFO ] [FORECASTER] Completed predict_future for HOPE
[2025-12-22T20:23:52.199230] [INFO ] [sig       ] HOPE: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:23:52.333296] [INFO ] [LOCAL     ] Saved forecast: HOPE	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/HOPE.txt
[2025-12-22T20:23:52.333445] [INFO ] [sig       ] [1553/3560] Completed HOPE in 0.3s | 2.94 sym/s | Total: 8.8m | ETA: 11.4m
[2025-12-22T20:23:52.333486] [INFO ] [sig       ] [1554/3560] Forecasting HOTH...
[2025-12-22T20:23:52.333515] [INFO ] [sig       ] Generating forecast for: HOTH
[2025-12-22T20:23:52.333544] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOTH' from 'https://tdm.silogroup.org/data/derivative_storage/HOTH.csv'.
[2025-12-22T20:23:52.345433] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOTH'.
[2025-12-22T20:23:52.345898] [INFO ] [FORECASTER] Starting predict_future for HOTH
[2025-12-22T20:23:52.346746] [DEBUG] [LOCAL     ] No optimal features file found for HOTH: ./output/feature-sets/HOTH.txt
[2025-12-22T20:23:52.346801] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:23:52.346836] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:23:52.346864] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:23:52.346923] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:23:52.405403] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:23:52.406315] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:23:52.406398] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:23:52.406432] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:23:52.525080] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:23:52.525234] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:23:52.525273] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:23:52.525302] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:23:52.528687] [DEBUG] [FORECASTER] HOTH: Forecast T+1@11:T+2@11: UP (p=53.65%)
[2025-12-22T20:23:52.528982] [INFO ] [FORECASTER] Completed predict_future for HOTH
[2025-12-22T20:23:52.529187] [INFO ] [sig       ] HOTH: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:23:52.666738] [INFO ] [LOCAL     ] Saved forecast: HOTH	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/HOTH.txt
[2025-12-22T20:23:52.666869] [INFO ] [sig       ] [1554/3560] Completed HOTH in 0.3s | 2.94 sym/s | Total: 8.8m | ETA: 11.4m
[2025-12-22T20:23:52.666907] [INFO ] [sig       ] [1555/3560] Forecasting HOUS...
[2025-12-22T20:23:52.666936] [INFO ] [sig       ] Generating forecast for: HOUS
[2025-12-22T20:23:52.666966] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOUS' from 'https://tdm.silogroup.org/data/derivative_storage/HOUS.csv'.
[2025-12-22T20:23:52.678094] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOUS'.
[2025-12-22T20:23:52.678411] [INFO ] [FORECASTER] Starting predict_future for HOUS
[2025-12-22T20:23:52.679248] [DEBUG] [LOCAL     ] No optimal features file found for HOUS: ./output/feature-sets/HOUS.txt
[2025-12-22T20:23:52.679300] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:23:52.679334] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:23:52.679361] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:23:52.679418] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:23:52.735969] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:23:52.736564] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:23:52.736656] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:23:52.736688] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:23:52.863063] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:23:52.863208] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:23:52.863247] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:23:52.863275] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:23:52.866551] [DEBUG] [FORECASTER] HOUS: Forecast T+1@11:T+2@11: DOWN (p=42.01%)
[2025-12-22T20:23:52.866846] [INFO ] [FORECASTER] Completed predict_future for HOUS
[2025-12-22T20:23:52.866964] [INFO ] [sig       ] HOUS: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:23:53.005408] [INFO ] [LOCAL     ] Saved forecast: HOUS	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/HOUS.txt
[2025-12-22T20:23:53.005529] [INFO ] [sig       ] [1555/3560] Completed HOUS in 0.3s | 2.94 sym/s | Total: 8.8m | ETA: 11.4m
[2025-12-22T20:23:53.005568] [INFO ] [sig       ] [1556/3560] Forecasting HP...
[2025-12-22T20:23:53.005614] [INFO ] [sig       ] Generating forecast for: HP
[2025-12-22T20:23:53.005653] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HP' from 'https://tdm.silogroup.org/data/derivative_storage/HP.csv'.
[2025-12-22T20:23:53.016982] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HP'.
[2025-12-22T20:23:53.017305] [INFO ] [FORECASTER] Starting predict_future for HP
[2025-12-22T20:23:53.018113] [DEBUG] [LOCAL     ] No optimal features file found for HP: ./output/feature-sets/HP.txt
[2025-12-22T20:23:53.018165] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:23:53.018199] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:23:53.018226] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:23:53.018284] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:23:53.074976] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:23:53.075551] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:23:53.075644] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:23:53.075679] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:23:53.190479] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:23:53.190608] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:23:53.190645] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:23:53.190702] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:23:53.195064] [DEBUG] [FORECASTER] HP: Forecast T+1@11:T+2@11: UP (p=54.31%)
[2025-12-22T20:23:53.195338] [INFO ] [FORECASTER] Completed predict_future for HP
[2025-12-22T20:23:53.195464] [INFO ] [sig       ] HP: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:23:53.329497] [INFO ] [LOCAL     ] Saved forecast: HP	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/HP.txt
[2025-12-22T20:23:53.329619] [INFO ] [sig       ] [1556/3560] Completed HP in 0.3s | 2.94 sym/s | Total: 8.8m | ETA: 11.4m
[2025-12-22T20:23:53.329670] [INFO ] [sig       ] [1557/3560] Forecasting HPE...
[2025-12-22T20:23:53.329702] [INFO ] [sig       ] Generating forecast for: HPE
[2025-12-22T20:23:53.329731] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPE' from 'https://tdm.silogroup.org/data/derivative_storage/HPE.csv'.
[2025-12-22T20:23:53.340769] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HPE'.
[2025-12-22T20:23:53.341102] [INFO ] [FORECASTER] Starting predict_future for HPE
[2025-12-22T20:23:53.341878] [DEBUG] [LOCAL     ] No optimal features file found for HPE: ./output/feature-sets/HPE.txt
[2025-12-22T20:23:53.341929] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:23:53.341962] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:23:53.341989] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:23:53.342045] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:23:53.398470] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:23:53.399086] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:23:53.399161] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:23:53.399192] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:23:53.516686] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:23:53.516828] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:23:53.516866] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:23:53.516893] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:23:53.520125] [DEBUG] [FORECASTER] HPE: Forecast T+1@11:T+2@11: DOWN (p=47.76%)
[2025-12-22T20:23:53.520384] [INFO ] [FORECASTER] Completed predict_future for HPE
[2025-12-22T20:23:53.520502] [INFO ] [sig       ] HPE: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:23:53.657946] [INFO ] [LOCAL     ] Saved forecast: HPE	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/HPE.txt
[2025-12-22T20:23:53.658066] [INFO ] [sig       ] [1557/3560] Completed HPE in 0.3s | 2.94 sym/s | Total: 8.8m | ETA: 11.4m
[2025-12-22T20:23:53.658105] [INFO ] [sig       ] [1558/3560] Forecasting HPF...
[2025-12-22T20:23:53.658133] [INFO ] [sig       ] Generating forecast for: HPF
[2025-12-22T20:23:53.658163] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPF' from 'https://tdm.silogroup.org/data/derivative_storage/HPF.csv'.
[2025-12-22T20:23:53.669706] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HPF'.
[2025-12-22T20:23:53.670023] [INFO ] [FORECASTER] Starting predict_future for HPF
[2025-12-22T20:23:53.670834] [DEBUG] [LOCAL     ] No optimal features file found for HPF: ./output/feature-sets/HPF.txt
[2025-12-22T20:23:53.670886] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:23:53.670920] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:23:53.670948] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:23:53.671007] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:23:53.727417] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:23:53.728024] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:23:53.728099] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:23:53.728131] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:23:53.844947] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:23:53.845087] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:23:53.845125] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:23:53.845154] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:23:53.848494] [DEBUG] [FORECASTER] HPF: Forecast T+1@11:T+2@11: UP (p=96.25%)
[2025-12-22T20:23:53.848775] [INFO ] [FORECASTER] Completed predict_future for HPF
[2025-12-22T20:23:53.848893] [INFO ] [sig       ] HPF: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:23:53.984022] [INFO ] [LOCAL     ] Saved forecast: HPF	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/HPF.txt
[2025-12-22T20:23:53.984133] [INFO ] [sig       ] [1558/3560] Completed HPF in 0.3s | 2.94 sym/s | Total: 8.8m | ETA: 11.3m
[2025-12-22T20:23:53.984171] [INFO ] [sig       ] [1559/3560] Forecasting HPI...
[2025-12-22T20:23:53.984203] [INFO ] [sig       ] Generating forecast for: HPI
[2025-12-22T20:23:53.984235] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPI' from 'https://tdm.silogroup.org/data/derivative_storage/HPI.csv'.
[2025-12-22T20:23:53.995538] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HPI'.
[2025-12-22T20:23:53.995893] [INFO ] [FORECASTER] Starting predict_future for HPI
[2025-12-22T20:23:53.996707] [DEBUG] [LOCAL     ] No optimal features file found for HPI: ./output/feature-sets/HPI.txt
[2025-12-22T20:23:53.996761] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:23:53.996793] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:23:53.996821] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:23:53.996879] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:23:54.053881] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:23:54.054474] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:23:54.054548] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:23:54.054596] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:23:54.172951] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:23:54.173086] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:23:54.173124] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:23:54.173152] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:23:54.176406] [DEBUG] [FORECASTER] HPI: Forecast T+1@11:T+2@11: UP (p=93.59%)
[2025-12-22T20:23:54.176691] [INFO ] [FORECASTER] Completed predict_future for HPI
[2025-12-22T20:23:54.176811] [INFO ] [sig       ] HPI: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:23:54.315523] [INFO ] [LOCAL     ] Saved forecast: HPI	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/HPI.txt
[2025-12-22T20:23:54.315700] [INFO ] [sig       ] [1559/3560] Completed HPI in 0.3s | 2.94 sym/s | Total: 8.8m | ETA: 11.3m
[2025-12-22T20:23:54.315741] [INFO ] [sig       ] [1560/3560] Forecasting HPK...
[2025-12-22T20:23:54.315770] [INFO ] [sig       ] Generating forecast for: HPK
[2025-12-22T20:23:54.315800] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPK' from 'https://tdm.silogroup.org/data/derivative_storage/HPK.csv'.
[2025-12-22T20:23:54.327159] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HPK'.
[2025-12-22T20:23:54.327476] [INFO ] [FORECASTER] Starting predict_future for HPK
[2025-12-22T20:23:54.328245] [DEBUG] [LOCAL     ] No optimal features file found for HPK: ./output/feature-sets/HPK.txt
[2025-12-22T20:23:54.328296] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:23:54.328327] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:23:54.328354] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:23:54.328410] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:23:54.385423] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:23:54.386075] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:23:54.386151] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:23:54.386183] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:23:54.510235] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:23:54.510365] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:23:54.510402] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:23:54.510430] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:23:54.513733] [DEBUG] [FORECASTER] HPK: Forecast T+1@11:T+2@11: DOWN (p=17.48%)
[2025-12-22T20:23:54.514000] [INFO ] [FORECASTER] Completed predict_future for HPK
[2025-12-22T20:23:54.514118] [INFO ] [sig       ] HPK: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:23:54.651386] [INFO ] [LOCAL     ] Saved forecast: HPK	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/HPK.txt
[2025-12-22T20:23:54.651496] [INFO ] [sig       ] [1560/3560] Completed HPK in 0.3s | 2.94 sym/s | Total: 8.8m | ETA: 11.3m
[2025-12-22T20:23:54.651533] [INFO ] [sig       ] [1561/3560] Forecasting HPP...
[2025-12-22T20:23:54.651562] [INFO ] [sig       ] Generating forecast for: HPP
[2025-12-22T20:23:54.651610] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPP' from 'https://tdm.silogroup.org/data/derivative_storage/HPP.csv'.
[2025-12-22T20:23:54.663613] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HPP'.
[2025-12-22T20:23:54.663926] [INFO ] [FORECASTER] Starting predict_future for HPP
[2025-12-22T20:23:54.664745] [DEBUG] [LOCAL     ] No optimal features file found for HPP: ./output/feature-sets/HPP.txt
[2025-12-22T20:23:54.664798] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:23:54.664845] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:23:54.664874] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:23:54.664931] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:23:54.722352] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:23:54.722972] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:23:54.723047] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:23:54.723079] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:23:54.843815] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:23:54.843960] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:23:54.843999] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:23:54.844029] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:23:54.847428] [DEBUG] [FORECASTER] HPP: Forecast T+1@11:T+2@11: UP (p=99.60%)
[2025-12-22T20:23:54.847737] [INFO ] [FORECASTER] Completed predict_future for HPP
[2025-12-22T20:23:54.847863] [INFO ] [sig       ] HPP: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:23:54.982556] [INFO ] [LOCAL     ] Saved forecast: HPP	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/HPP.txt
[2025-12-22T20:23:54.982702] [INFO ] [sig       ] [1561/3560] Completed HPP in 0.3s | 2.94 sym/s | Total: 8.8m | ETA: 11.3m
[2025-12-22T20:23:54.982743] [INFO ] [sig       ] [1562/3560] Forecasting HPQ...
[2025-12-22T20:23:54.982771] [INFO ] [sig       ] Generating forecast for: HPQ
[2025-12-22T20:23:54.982801] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPQ' from 'https://tdm.silogroup.org/data/derivative_storage/HPQ.csv'.
[2025-12-22T20:23:54.993507] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HPQ'.
[2025-12-22T20:23:54.993828] [INFO ] [FORECASTER] Starting predict_future for HPQ
[2025-12-22T20:23:54.994587] [DEBUG] [LOCAL     ] No optimal features file found for HPQ: ./output/feature-sets/HPQ.txt
[2025-12-22T20:23:54.994637] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:23:54.994669] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:23:54.994696] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:23:54.994752] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:23:55.050805] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:23:55.051634] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:23:55.051716] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:23:55.051748] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:23:55.169228] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:23:55.169365] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:23:55.169402] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:23:55.169429] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:23:55.172712] [DEBUG] [FORECASTER] HPQ: Forecast T+1@11:T+2@11: DOWN (p=10.86%)
[2025-12-22T20:23:55.172974] [INFO ] [FORECASTER] Completed predict_future for HPQ
[2025-12-22T20:23:55.173091] [INFO ] [sig       ] HPQ: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:23:55.309077] [INFO ] [LOCAL     ] Saved forecast: HPQ	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/HPQ.txt
[2025-12-22T20:23:55.309200] [INFO ] [sig       ] [1562/3560] Completed HPQ in 0.3s | 2.94 sym/s | Total: 8.9m | ETA: 11.3m
[2025-12-22T20:23:55.309236] [INFO ] [sig       ] [1563/3560] Forecasting HPS...
[2025-12-22T20:23:55.309265] [INFO ] [sig       ] Generating forecast for: HPS
[2025-12-22T20:23:55.309296] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPS' from 'https://tdm.silogroup.org/data/derivative_storage/HPS.csv'.
[2025-12-22T20:23:55.320009] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HPS'.
[2025-12-22T20:23:55.320351] [INFO ] [FORECASTER] Starting predict_future for HPS
[2025-12-22T20:23:55.321126] [DEBUG] [LOCAL     ] No optimal features file found for HPS: ./output/feature-sets/HPS.txt
[2025-12-22T20:23:55.321176] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:23:55.321208] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:23:55.321236] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:23:55.321292] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:23:55.377989] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:23:55.378607] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:23:55.378704] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:23:55.378737] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:23:55.498967] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:23:55.499157] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:23:55.499212] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:23:55.499253] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:23:55.503813] [DEBUG] [FORECASTER] HPS: Forecast T+1@11:T+2@11: DOWN (p=38.70%)
[2025-12-22T20:23:55.504163] [INFO ] [FORECASTER] Completed predict_future for HPS
[2025-12-22T20:23:55.504319] [INFO ] [sig       ] HPS: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:23:55.641486] [INFO ] [LOCAL     ] Saved forecast: HPS	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/HPS.txt
[2025-12-22T20:23:55.641645] [INFO ] [sig       ] [1563/3560] Completed HPS in 0.3s | 2.94 sym/s | Total: 8.9m | ETA: 11.3m
[2025-12-22T20:23:55.641701] [INFO ] [sig       ] [1564/3560] Forecasting HQI...
[2025-12-22T20:23:55.641733] [INFO ] [sig       ] Generating forecast for: HQI
[2025-12-22T20:23:55.641762] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HQI' from 'https://tdm.silogroup.org/data/derivative_storage/HQI.csv'.
[2025-12-22T20:23:55.652427] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HQI'.
[2025-12-22T20:23:55.652773] [INFO ] [FORECASTER] Starting predict_future for HQI
[2025-12-22T20:23:55.653559] [DEBUG] [LOCAL     ] No optimal features file found for HQI: ./output/feature-sets/HQI.txt
[2025-12-22T20:23:55.653628] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:23:55.653662] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:23:55.653690] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:23:55.653747] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:23:55.710829] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:23:55.711436] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:23:55.711512] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:23:55.711545] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:23:55.817319] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:23:55.817445] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:23:55.817483] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:23:55.817512] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:23:55.820834] [DEBUG] [FORECASTER] HQI: Forecast T+1@11:T+2@11: UP (p=55.90%)
[2025-12-22T20:23:55.821093] [INFO ] [FORECASTER] Completed predict_future for HQI
[2025-12-22T20:23:55.821212] [INFO ] [sig       ] HQI: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:23:55.958939] [INFO ] [LOCAL     ] Saved forecast: HQI	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/HQI.txt
[2025-12-22T20:23:55.959075] [INFO ] [sig       ] [1564/3560] Completed HQI in 0.3s | 2.94 sym/s | Total: 8.9m | ETA: 11.3m
[2025-12-22T20:23:55.959113] [INFO ] [sig       ] [1565/3560] Forecasting HQL...
[2025-12-22T20:23:55.959150] [INFO ] [sig       ] Generating forecast for: HQL
[2025-12-22T20:23:55.959181] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HQL' from 'https://tdm.silogroup.org/data/derivative_storage/HQL.csv'.
[2025-12-22T20:23:55.969824] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HQL'.
[2025-12-22T20:23:55.970126] [INFO ] [FORECASTER] Starting predict_future for HQL
[2025-12-22T20:23:55.970893] [DEBUG] [LOCAL     ] No optimal features file found for HQL: ./output/feature-sets/HQL.txt
[2025-12-22T20:23:55.970943] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:23:55.970975] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:23:55.971001] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:23:55.971056] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:23:56.028113] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:23:56.028717] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:23:56.028792] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:23:56.028824] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:23:56.148510] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:23:56.148664] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:23:56.148702] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:23:56.148730] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:23:56.152134] [DEBUG] [FORECASTER] HQL: Forecast T+1@11:T+2@11: DOWN (p=23.53%)
[2025-12-22T20:23:56.152398] [INFO ] [FORECASTER] Completed predict_future for HQL
[2025-12-22T20:23:56.152518] [INFO ] [sig       ] HQL: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:23:56.288706] [INFO ] [LOCAL     ] Saved forecast: HQL	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/HQL.txt
[2025-12-22T20:23:56.288857] [INFO ] [sig       ] [1565/3560] Completed HQL in 0.3s | 2.94 sym/s | Total: 8.9m | ETA: 11.3m
[2025-12-22T20:23:56.288898] [INFO ] [sig       ] [1566/3560] Forecasting HQY...
[2025-12-22T20:23:56.288927] [INFO ] [sig       ] Generating forecast for: HQY
[2025-12-22T20:23:56.288957] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HQY' from 'https://tdm.silogroup.org/data/derivative_storage/HQY.csv'.
[2025-12-22T20:23:56.299778] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HQY'.
[2025-12-22T20:23:56.300180] [INFO ] [FORECASTER] Starting predict_future for HQY
[2025-12-22T20:23:56.301056] [DEBUG] [LOCAL     ] No optimal features file found for HQY: ./output/feature-sets/HQY.txt
[2025-12-22T20:23:56.301118] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:23:56.301166] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:23:56.301208] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:23:56.301292] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:23:56.360988] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:23:56.361874] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:23:56.361953] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:23:56.361986] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:23:56.482936] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:23:56.483083] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:23:56.483122] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:23:56.483152] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:23:56.486612] [DEBUG] [FORECASTER] HQY: Forecast T+1@11:T+2@11: DOWN (p=32.60%)
[2025-12-22T20:23:56.486882] [INFO ] [FORECASTER] Completed predict_future for HQY
[2025-12-22T20:23:56.487004] [INFO ] [sig       ] HQY: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:23:56.625699] [INFO ] [LOCAL     ] Saved forecast: HQY	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/HQY.txt
[2025-12-22T20:23:56.625838] [INFO ] [sig       ] [1566/3560] Completed HQY in 0.3s | 2.94 sym/s | Total: 8.9m | ETA: 11.3m
[2025-12-22T20:23:56.625877] [INFO ] [sig       ] [1567/3560] Forecasting HRB...
[2025-12-22T20:23:56.625906] [INFO ] [sig       ] Generating forecast for: HRB
[2025-12-22T20:23:56.625936] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HRB' from 'https://tdm.silogroup.org/data/derivative_storage/HRB.csv'.
[2025-12-22T20:23:56.636528] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HRB'.
[2025-12-22T20:23:56.636899] [INFO ] [FORECASTER] Starting predict_future for HRB
[2025-12-22T20:23:56.637743] [DEBUG] [LOCAL     ] No optimal features file found for HRB: ./output/feature-sets/HRB.txt
[2025-12-22T20:23:56.637800] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:23:56.637833] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:23:56.637862] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:23:56.637919] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:23:56.696373] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:23:56.697033] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:23:56.697110] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:23:56.697143] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:23:56.821589] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:23:56.821737] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:23:56.821777] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:23:56.821807] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:23:56.825207] [DEBUG] [FORECASTER] HRB: Forecast T+1@11:T+2@11: UP (p=73.15%)
[2025-12-22T20:23:56.825475] [INFO ] [FORECASTER] Completed predict_future for HRB
[2025-12-22T20:23:56.825613] [INFO ] [sig       ] HRB: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:23:56.963978] [INFO ] [LOCAL     ] Saved forecast: HRB	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/HRB.txt
[2025-12-22T20:23:56.964099] [INFO ] [sig       ] [1567/3560] Completed HRB in 0.3s | 2.94 sym/s | Total: 8.9m | ETA: 11.3m
[2025-12-22T20:23:56.964138] [INFO ] [sig       ] [1568/3560] Forecasting HRL...
[2025-12-22T20:23:56.964166] [INFO ] [sig       ] Generating forecast for: HRL
[2025-12-22T20:23:56.964196] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HRL' from 'https://tdm.silogroup.org/data/derivative_storage/HRL.csv'.
[2025-12-22T20:23:56.974673] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HRL'.
[2025-12-22T20:23:56.974984] [INFO ] [FORECASTER] Starting predict_future for HRL
[2025-12-22T20:23:56.975848] [DEBUG] [LOCAL     ] No optimal features file found for HRL: ./output/feature-sets/HRL.txt
[2025-12-22T20:23:56.975901] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:23:56.975934] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:23:56.975962] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:23:56.976019] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:23:57.033634] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:23:57.034293] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:23:57.034370] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:23:57.034404] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:23:57.152189] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:23:57.152327] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:23:57.152365] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:23:57.152408] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:23:57.155723] [DEBUG] [FORECASTER] HRL: Forecast T+1@11:T+2@11: UP (p=81.17%)
[2025-12-22T20:23:57.155991] [INFO ] [FORECASTER] Completed predict_future for HRL
[2025-12-22T20:23:57.156109] [INFO ] [sig       ] HRL: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:23:57.292540] [INFO ] [LOCAL     ] Saved forecast: HRL	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/HRL.txt
[2025-12-22T20:23:57.292667] [INFO ] [sig       ] [1568/3560] Completed HRL in 0.3s | 2.94 sym/s | Total: 8.9m | ETA: 11.3m
[2025-12-22T20:23:57.292706] [INFO ] [sig       ] [1569/3560] Forecasting HRMY...
[2025-12-22T20:23:57.292734] [INFO ] [sig       ] Generating forecast for: HRMY
[2025-12-22T20:23:57.292763] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HRMY' from 'https://tdm.silogroup.org/data/derivative_storage/HRMY.csv'.
[2025-12-22T20:23:57.303776] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HRMY'.
[2025-12-22T20:23:57.304087] [INFO ] [FORECASTER] Starting predict_future for HRMY
[2025-12-22T20:23:57.304857] [DEBUG] [LOCAL     ] No optimal features file found for HRMY: ./output/feature-sets/HRMY.txt
[2025-12-22T20:23:57.304908] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:23:57.304940] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:23:57.304967] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:23:57.305022] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:23:57.363466] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:23:57.364310] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:23:57.364390] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:23:57.364423] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:23:57.481815] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:23:57.481967] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:23:57.482006] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:23:57.482035] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:23:57.485405] [DEBUG] [FORECASTER] HRMY: Forecast T+1@11:T+2@11: UP (p=57.23%)
[2025-12-22T20:23:57.485740] [INFO ] [FORECASTER] Completed predict_future for HRMY
[2025-12-22T20:23:57.485873] [INFO ] [sig       ] HRMY: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:23:57.624433] [INFO ] [LOCAL     ] Saved forecast: HRMY	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/HRMY.txt
[2025-12-22T20:23:57.624605] [INFO ] [sig       ] [1569/3560] Completed HRMY in 0.3s | 2.94 sym/s | Total: 8.9m | ETA: 11.3m
[2025-12-22T20:23:57.624647] [INFO ] [sig       ] [1570/3560] Forecasting HRTG...
[2025-12-22T20:23:57.624678] [INFO ] [sig       ] Generating forecast for: HRTG
[2025-12-22T20:23:57.624708] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HRTG' from 'https://tdm.silogroup.org/data/derivative_storage/HRTG.csv'.
[2025-12-22T20:23:57.635784] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HRTG'.
[2025-12-22T20:23:57.636168] [INFO ] [FORECASTER] Starting predict_future for HRTG
[2025-12-22T20:23:57.636969] [DEBUG] [LOCAL     ] No optimal features file found for HRTG: ./output/feature-sets/HRTG.txt
[2025-12-22T20:23:57.637020] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:23:57.637097] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:23:57.637125] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:23:57.637182] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:23:57.694897] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:23:57.695731] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:23:57.695817] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:23:57.695881] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:23:57.813268] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:23:57.813414] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:23:57.813453] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:23:57.813481] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:23:57.816765] [DEBUG] [FORECASTER] HRTG: Forecast T+1@11:T+2@11: DOWN (p=19.91%)
[2025-12-22T20:23:57.817037] [INFO ] [FORECASTER] Completed predict_future for HRTG
[2025-12-22T20:23:57.817160] [INFO ] [sig       ] HRTG: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:23:57.955321] [INFO ] [LOCAL     ] Saved forecast: HRTG	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/HRTG.txt
[2025-12-22T20:23:57.955459] [INFO ] [sig       ] [1570/3560] Completed HRTG in 0.3s | 2.94 sym/s | Total: 8.9m | ETA: 11.3m
[2025-12-22T20:23:57.955497] [INFO ] [sig       ] [1571/3560] Forecasting HRTX...
[2025-12-22T20:23:57.955528] [INFO ] [sig       ] Generating forecast for: HRTX
[2025-12-22T20:23:57.955557] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HRTX' from 'https://tdm.silogroup.org/data/derivative_storage/HRTX.csv'.
[2025-12-22T20:23:57.966335] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HRTX'.
[2025-12-22T20:23:57.966692] [INFO ] [FORECASTER] Starting predict_future for HRTX
[2025-12-22T20:23:57.967443] [DEBUG] [LOCAL     ] No optimal features file found for HRTX: ./output/feature-sets/HRTX.txt
[2025-12-22T20:23:57.967494] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:23:57.967526] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:23:57.967553] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:23:57.967638] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:23:58.025084] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:23:58.025933] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:23:58.026016] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:23:58.026048] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:23:58.141466] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:23:58.141632] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:23:58.141673] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:23:58.141701] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:23:58.145037] [DEBUG] [FORECASTER] HRTX: Forecast T+1@11:T+2@11: UP (p=87.40%)
[2025-12-22T20:23:58.145303] [INFO ] [FORECASTER] Completed predict_future for HRTX
[2025-12-22T20:23:58.145423] [INFO ] [sig       ] HRTX: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:23:58.345658] [INFO ] [LOCAL     ] Saved forecast: HRTX	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/HRTX.txt
[2025-12-22T20:23:58.345810] [INFO ] [sig       ] [1571/3560] Completed HRTX in 0.4s | 2.94 sym/s | Total: 8.9m | ETA: 11.3m
[2025-12-22T20:23:58.345852] [INFO ] [sig       ] [1572/3560] Forecasting HRZN...
[2025-12-22T20:23:58.345885] [INFO ] [sig       ] Generating forecast for: HRZN
[2025-12-22T20:23:58.345914] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HRZN' from 'https://tdm.silogroup.org/data/derivative_storage/HRZN.csv'.
[2025-12-22T20:23:58.356984] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HRZN'.
[2025-12-22T20:23:58.357282] [INFO ] [FORECASTER] Starting predict_future for HRZN
[2025-12-22T20:23:58.358081] [DEBUG] [LOCAL     ] No optimal features file found for HRZN: ./output/feature-sets/HRZN.txt
[2025-12-22T20:23:58.358133] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:23:58.358167] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:23:58.358195] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:23:58.358268] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:23:58.414781] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:23:58.415374] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:23:58.415451] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:23:58.415484] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:23:58.532856] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:23:58.532992] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:23:58.533031] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:23:58.533060] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:23:58.536726] [DEBUG] [FORECASTER] HRZN: Forecast T+1@11:T+2@11: DOWN (p=10.21%)
[2025-12-22T20:23:58.536991] [INFO ] [FORECASTER] Completed predict_future for HRZN
[2025-12-22T20:23:58.537113] [INFO ] [sig       ] HRZN: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:23:58.673769] [INFO ] [LOCAL     ] Saved forecast: HRZN	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/HRZN.txt
[2025-12-22T20:23:58.673891] [INFO ] [sig       ] [1572/3560] Completed HRZN in 0.3s | 2.94 sym/s | Total: 8.9m | ETA: 11.3m
[2025-12-22T20:23:58.673928] [INFO ] [sig       ] [1573/3560] Forecasting HSAI...
[2025-12-22T20:23:58.673957] [INFO ] [sig       ] Generating forecast for: HSAI
[2025-12-22T20:23:58.673988] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSAI' from 'https://tdm.silogroup.org/data/derivative_storage/HSAI.csv'.
[2025-12-22T20:23:58.684912] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HSAI'.
[2025-12-22T20:23:58.685188] [INFO ] [FORECASTER] Starting predict_future for HSAI
[2025-12-22T20:23:58.685959] [DEBUG] [LOCAL     ] No optimal features file found for HSAI: ./output/feature-sets/HSAI.txt
[2025-12-22T20:23:58.686010] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:23:58.686043] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:23:58.686069] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:23:58.686125] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:23:58.742276] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:23:58.742881] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:23:58.742953] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:23:58.742985] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:23:58.862874] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:23:58.863026] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:23:58.863064] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:23:58.863123] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:23:58.866411] [DEBUG] [FORECASTER] HSAI: Forecast T+1@11:T+2@11: DOWN (p=18.11%)
[2025-12-22T20:23:58.866696] [INFO ] [FORECASTER] Completed predict_future for HSAI
[2025-12-22T20:23:58.866817] [INFO ] [sig       ] HSAI: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:23:59.002493] [INFO ] [LOCAL     ] Saved forecast: HSAI	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/HSAI.txt
[2025-12-22T20:23:59.002625] [INFO ] [sig       ] [1573/3560] Completed HSAI in 0.3s | 2.94 sym/s | Total: 8.9m | ETA: 11.3m
[2025-12-22T20:23:59.002664] [INFO ] [sig       ] [1574/3560] Forecasting HSBC...
[2025-12-22T20:23:59.002694] [INFO ] [sig       ] Generating forecast for: HSBC
[2025-12-22T20:23:59.002724] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSBC' from 'https://tdm.silogroup.org/data/derivative_storage/HSBC.csv'.
[2025-12-22T20:23:59.013684] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HSBC'.
[2025-12-22T20:23:59.013999] [INFO ] [FORECASTER] Starting predict_future for HSBC
[2025-12-22T20:23:59.014778] [DEBUG] [LOCAL     ] No optimal features file found for HSBC: ./output/feature-sets/HSBC.txt
[2025-12-22T20:23:59.014834] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:23:59.014867] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:23:59.014895] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:23:59.014951] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:23:59.071168] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:23:59.071785] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:23:59.071862] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:23:59.071894] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:23:59.191112] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:23:59.191246] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:23:59.191283] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:23:59.191311] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:23:59.194593] [DEBUG] [FORECASTER] HSBC: Forecast T+1@11:T+2@11: UP (p=97.45%)
[2025-12-22T20:23:59.194856] [INFO ] [FORECASTER] Completed predict_future for HSBC
[2025-12-22T20:23:59.194975] [INFO ] [sig       ] HSBC: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:23:59.329774] [INFO ] [LOCAL     ] Saved forecast: HSBC	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/HSBC.txt
[2025-12-22T20:23:59.329905] [INFO ] [sig       ] [1574/3560] Completed HSBC in 0.3s | 2.94 sym/s | Total: 8.9m | ETA: 11.3m
[2025-12-22T20:23:59.329951] [INFO ] [sig       ] [1575/3560] Forecasting HSCS...
[2025-12-22T20:23:59.329985] [INFO ] [sig       ] Generating forecast for: HSCS
[2025-12-22T20:23:59.330015] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSCS' from 'https://tdm.silogroup.org/data/derivative_storage/HSCS.csv'.
[2025-12-22T20:23:59.340792] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HSCS'.
[2025-12-22T20:23:59.341085] [INFO ] [FORECASTER] Starting predict_future for HSCS
[2025-12-22T20:23:59.341877] [DEBUG] [LOCAL     ] No optimal features file found for HSCS: ./output/feature-sets/HSCS.txt
[2025-12-22T20:23:59.341928] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:23:59.341960] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:23:59.341986] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:23:59.342042] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:23:59.397559] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:23:59.398173] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:23:59.398247] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:23:59.398278] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:23:59.509556] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:23:59.509711] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:23:59.509750] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:23:59.509779] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:23:59.513047] [DEBUG] [FORECASTER] HSCS: Forecast T+1@11:T+2@11: UP (p=72.20%)
[2025-12-22T20:23:59.513310] [INFO ] [FORECASTER] Completed predict_future for HSCS
[2025-12-22T20:23:59.513429] [INFO ] [sig       ] HSCS: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:23:59.648541] [INFO ] [LOCAL     ] Saved forecast: HSCS	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/HSCS.txt
[2025-12-22T20:23:59.648690] [INFO ] [sig       ] [1575/3560] Completed HSCS in 0.3s | 2.94 sym/s | Total: 8.9m | ETA: 11.3m
[2025-12-22T20:23:59.648730] [INFO ] [sig       ] [1576/3560] Forecasting HSHP...
[2025-12-22T20:23:59.648759] [INFO ] [sig       ] Generating forecast for: HSHP
[2025-12-22T20:23:59.648797] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSHP' from 'https://tdm.silogroup.org/data/derivative_storage/HSHP.csv'.
[2025-12-22T20:23:59.660278] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HSHP'.
[2025-12-22T20:23:59.660639] [INFO ] [FORECASTER] Starting predict_future for HSHP
[2025-12-22T20:23:59.661413] [DEBUG] [LOCAL     ] No optimal features file found for HSHP: ./output/feature-sets/HSHP.txt
[2025-12-22T20:23:59.661464] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:23:59.661496] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:23:59.661522] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:23:59.661596] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:23:59.717468] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:23:59.718081] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:23:59.718158] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:23:59.718189] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:23:59.840122] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:23:59.840247] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:23:59.840285] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:23:59.840312] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:23:59.843526] [DEBUG] [FORECASTER] HSHP: Forecast T+1@11:T+2@11: UP (p=95.52%)
[2025-12-22T20:23:59.843806] [INFO ] [FORECASTER] Completed predict_future for HSHP
[2025-12-22T20:23:59.843930] [INFO ] [sig       ] HSHP: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:23:59.980875] [INFO ] [LOCAL     ] Saved forecast: HSHP	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/HSHP.txt
[2025-12-22T20:23:59.981018] [INFO ] [sig       ] [1576/3560] Completed HSHP in 0.3s | 2.94 sym/s | Total: 8.9m | ETA: 11.2m
[2025-12-22T20:23:59.981059] [INFO ] [sig       ] [1577/3560] Forecasting HSIC...
[2025-12-22T20:23:59.981088] [INFO ] [sig       ] Generating forecast for: HSIC
[2025-12-22T20:23:59.981118] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSIC' from 'https://tdm.silogroup.org/data/derivative_storage/HSIC.csv'.
[2025-12-22T20:23:59.992061] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HSIC'.
[2025-12-22T20:23:59.992372] [INFO ] [FORECASTER] Starting predict_future for HSIC
[2025-12-22T20:23:59.993141] [DEBUG] [LOCAL     ] No optimal features file found for HSIC: ./output/feature-sets/HSIC.txt
[2025-12-22T20:23:59.993191] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:23:59.993223] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:23:59.993250] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:23:59.993305] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:24:00.051208] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:24:00.051809] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:24:00.051884] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:24:00.051915] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:24:00.172149] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:24:00.172293] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:24:00.172330] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:24:00.172358] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:24:00.175664] [DEBUG] [FORECASTER] HSIC: Forecast T+1@11:T+2@11: UP (p=91.84%)
[2025-12-22T20:24:00.175929] [INFO ] [FORECASTER] Completed predict_future for HSIC
[2025-12-22T20:24:00.176048] [INFO ] [sig       ] HSIC: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:24:00.311076] [INFO ] [LOCAL     ] Saved forecast: HSIC	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/HSIC.txt
[2025-12-22T20:24:00.311227] [INFO ] [sig       ] [1577/3560] Completed HSIC in 0.3s | 2.94 sym/s | Total: 8.9m | ETA: 11.2m
[2025-12-22T20:24:00.311268] [INFO ] [sig       ] [1578/3560] Forecasting HSTM...
[2025-12-22T20:24:00.311297] [INFO ] [sig       ] Generating forecast for: HSTM
[2025-12-22T20:24:00.311327] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSTM' from 'https://tdm.silogroup.org/data/derivative_storage/HSTM.csv'.
[2025-12-22T20:24:00.322777] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HSTM'.
[2025-12-22T20:24:00.323185] [INFO ] [FORECASTER] Starting predict_future for HSTM
[2025-12-22T20:24:00.323972] [DEBUG] [LOCAL     ] No optimal features file found for HSTM: ./output/feature-sets/HSTM.txt
[2025-12-22T20:24:00.324025] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:24:00.324058] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:24:00.324085] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:24:00.324141] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:24:00.380350] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:24:00.381192] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:24:00.381273] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:24:00.381305] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:24:00.495009] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:24:00.495161] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:24:00.495199] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:24:00.495227] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:24:00.498534] [DEBUG] [FORECASTER] HSTM: Forecast T+1@11:T+2@11: UP (p=81.02%)
[2025-12-22T20:24:00.498814] [INFO ] [FORECASTER] Completed predict_future for HSTM
[2025-12-22T20:24:00.498932] [INFO ] [sig       ] HSTM: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:24:00.633847] [INFO ] [LOCAL     ] Saved forecast: HSTM	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/HSTM.txt
[2025-12-22T20:24:00.633970] [INFO ] [sig       ] [1578/3560] Completed HSTM in 0.3s | 2.94 sym/s | Total: 8.9m | ETA: 11.2m
[2025-12-22T20:24:00.634007] [INFO ] [sig       ] [1579/3560] Forecasting HSY...
[2025-12-22T20:24:00.634037] [INFO ] [sig       ] Generating forecast for: HSY
[2025-12-22T20:24:00.634066] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSY' from 'https://tdm.silogroup.org/data/derivative_storage/HSY.csv'.
[2025-12-22T20:24:00.645823] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HSY'.
[2025-12-22T20:24:00.646212] [INFO ] [FORECASTER] Starting predict_future for HSY
[2025-12-22T20:24:00.647026] [DEBUG] [LOCAL     ] No optimal features file found for HSY: ./output/feature-sets/HSY.txt
[2025-12-22T20:24:00.647078] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:24:00.647111] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:24:00.647138] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:24:00.647193] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:24:00.704088] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:24:00.704920] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:24:00.705002] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:24:00.705034] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:24:00.825504] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:24:00.825638] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:24:00.825678] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:24:00.825707] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:24:00.829171] [DEBUG] [FORECASTER] HSY: Forecast T+1@11:T+2@11: DOWN (p=19.03%)
[2025-12-22T20:24:00.829449] [INFO ] [FORECASTER] Completed predict_future for HSY
[2025-12-22T20:24:00.829600] [INFO ] [sig       ] HSY: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:24:00.966648] [INFO ] [LOCAL     ] Saved forecast: HSY	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/HSY.txt
[2025-12-22T20:24:00.966793] [INFO ] [sig       ] [1579/3560] Completed HSY in 0.3s | 2.94 sym/s | Total: 8.9m | ETA: 11.2m
[2025-12-22T20:24:00.966833] [INFO ] [sig       ] [1580/3560] Forecasting HTBK...
[2025-12-22T20:24:00.966863] [INFO ] [sig       ] Generating forecast for: HTBK
[2025-12-22T20:24:00.966893] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTBK' from 'https://tdm.silogroup.org/data/derivative_storage/HTBK.csv'.
[2025-12-22T20:24:00.978254] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HTBK'.
[2025-12-22T20:24:00.978610] [INFO ] [FORECASTER] Starting predict_future for HTBK
[2025-12-22T20:24:00.979405] [DEBUG] [LOCAL     ] No optimal features file found for HTBK: ./output/feature-sets/HTBK.txt
[2025-12-22T20:24:00.979456] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:24:00.979488] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:24:00.979515] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:24:00.979586] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:24:01.036347] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:24:01.037135] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:24:01.037240] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:24:01.037273] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:24:01.155159] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:24:01.155274] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:24:01.155312] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:24:01.155340] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:24:01.158557] [DEBUG] [FORECASTER] HTBK: Forecast T+1@11:T+2@11: UP (p=88.66%)
[2025-12-22T20:24:01.158839] [INFO ] [FORECASTER] Completed predict_future for HTBK
[2025-12-22T20:24:01.158958] [INFO ] [sig       ] HTBK: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:24:01.294362] [INFO ] [LOCAL     ] Saved forecast: HTBK	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/HTBK.txt
[2025-12-22T20:24:01.294484] [INFO ] [sig       ] [1580/3560] Completed HTBK in 0.3s | 2.94 sym/s | Total: 9.0m | ETA: 11.2m
[2025-12-22T20:24:01.294524] [INFO ] [sig       ] [1581/3560] Forecasting HTD...
[2025-12-22T20:24:01.294553] [INFO ] [sig       ] Generating forecast for: HTD
[2025-12-22T20:24:01.294601] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTD' from 'https://tdm.silogroup.org/data/derivative_storage/HTD.csv'.
[2025-12-22T20:24:01.304790] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HTD'.
[2025-12-22T20:24:01.305094] [INFO ] [FORECASTER] Starting predict_future for HTD
[2025-12-22T20:24:01.305857] [DEBUG] [LOCAL     ] No optimal features file found for HTD: ./output/feature-sets/HTD.txt
[2025-12-22T20:24:01.305912] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:24:01.305944] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:24:01.305971] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:24:01.306028] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:24:01.362671] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:24:01.363261] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:24:01.363336] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:24:01.363367] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:24:01.482385] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:24:01.482543] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:24:01.482599] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:24:01.482631] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:24:01.485933] [DEBUG] [FORECASTER] HTD: Forecast T+1@11:T+2@11: UP (p=94.08%)
[2025-12-22T20:24:01.486195] [INFO ] [FORECASTER] Completed predict_future for HTD
[2025-12-22T20:24:01.486312] [INFO ] [sig       ] HTD: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:24:01.627123] [INFO ] [LOCAL     ] Saved forecast: HTD	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/HTD.txt
[2025-12-22T20:24:01.627283] [INFO ] [sig       ] [1581/3560] Completed HTD in 0.3s | 2.94 sym/s | Total: 9.0m | ETA: 11.2m
[2025-12-22T20:24:01.627323] [INFO ] [sig       ] [1582/3560] Forecasting HTGC...
[2025-12-22T20:24:01.627351] [INFO ] [sig       ] Generating forecast for: HTGC
[2025-12-22T20:24:01.627382] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTGC' from 'https://tdm.silogroup.org/data/derivative_storage/HTGC.csv'.
[2025-12-22T20:24:01.639241] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HTGC'.
[2025-12-22T20:24:01.639658] [INFO ] [FORECASTER] Starting predict_future for HTGC
[2025-12-22T20:24:01.640457] [DEBUG] [LOCAL     ] No optimal features file found for HTGC: ./output/feature-sets/HTGC.txt
[2025-12-22T20:24:01.640513] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:24:01.640546] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:24:01.640594] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:24:01.640655] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:24:01.698260] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:24:01.699232] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:24:01.699319] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:24:01.699351] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:24:01.824795] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:24:01.824952] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:24:01.824990] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:24:01.825025] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:24:01.828548] [DEBUG] [FORECASTER] HTGC: Forecast T+1@11:T+2@11: DOWN (p=10.37%)
[2025-12-22T20:24:01.828849] [INFO ] [FORECASTER] Completed predict_future for HTGC
[2025-12-22T20:24:01.828996] [INFO ] [sig       ] HTGC: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:24:01.966984] [INFO ] [LOCAL     ] Saved forecast: HTGC	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/HTGC.txt
[2025-12-22T20:24:01.967140] [INFO ] [sig       ] [1582/3560] Completed HTGC in 0.3s | 2.94 sym/s | Total: 9.0m | ETA: 11.2m
[2025-12-22T20:24:01.967181] [INFO ] [sig       ] [1583/3560] Forecasting HTH...
[2025-12-22T20:24:01.967210] [INFO ] [sig       ] Generating forecast for: HTH
[2025-12-22T20:24:01.967248] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTH' from 'https://tdm.silogroup.org/data/derivative_storage/HTH.csv'.
[2025-12-22T20:24:01.978603] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HTH'.
[2025-12-22T20:24:01.979009] [INFO ] [FORECASTER] Starting predict_future for HTH
[2025-12-22T20:24:01.980231] [DEBUG] [LOCAL     ] No optimal features file found for HTH: ./output/feature-sets/HTH.txt
[2025-12-22T20:24:01.980285] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:24:01.980319] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:24:01.980347] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:24:01.980424] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:24:02.041825] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:24:02.042694] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:24:02.042798] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:24:02.042834] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:24:02.156020] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:24:02.156176] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:24:02.156215] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:24:02.156244] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:24:02.159779] [DEBUG] [FORECASTER] HTH: Forecast T+1@11:T+2@11: DOWN (p=29.82%)
[2025-12-22T20:24:02.160082] [INFO ] [FORECASTER] Completed predict_future for HTH
[2025-12-22T20:24:02.160210] [INFO ] [sig       ] HTH: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:24:02.297844] [INFO ] [LOCAL     ] Saved forecast: HTH	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/HTH.txt
[2025-12-22T20:24:02.298079] [INFO ] [sig       ] [1583/3560] Completed HTH in 0.3s | 2.94 sym/s | Total: 9.0m | ETA: 11.2m
[2025-12-22T20:24:02.298127] [INFO ] [sig       ] [1584/3560] Forecasting HTLD...
[2025-12-22T20:24:02.298158] [INFO ] [sig       ] Generating forecast for: HTLD
[2025-12-22T20:24:02.298189] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTLD' from 'https://tdm.silogroup.org/data/derivative_storage/HTLD.csv'.
[2025-12-22T20:24:02.309196] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HTLD'.
[2025-12-22T20:24:02.309603] [INFO ] [FORECASTER] Starting predict_future for HTLD
[2025-12-22T20:24:02.310429] [DEBUG] [LOCAL     ] No optimal features file found for HTLD: ./output/feature-sets/HTLD.txt
[2025-12-22T20:24:02.310482] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:24:02.310515] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:24:02.310541] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:24:02.310614] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:24:02.369563] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:24:02.370438] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:24:02.370519] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:24:02.370553] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:24:02.489872] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:24:02.490013] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:24:02.490056] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:24:02.490086] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:24:02.493533] [DEBUG] [FORECASTER] HTLD: Forecast T+1@11:T+2@11: DOWN (p=14.91%)
[2025-12-22T20:24:02.493825] [INFO ] [FORECASTER] Completed predict_future for HTLD
[2025-12-22T20:24:02.493951] [INFO ] [sig       ] HTLD: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:24:02.628795] [INFO ] [LOCAL     ] Saved forecast: HTLD	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/HTLD.txt
[2025-12-22T20:24:02.628936] [INFO ] [sig       ] [1584/3560] Completed HTLD in 0.3s | 2.94 sym/s | Total: 9.0m | ETA: 11.2m
[2025-12-22T20:24:02.628982] [INFO ] [sig       ] [1585/3560] Forecasting HTOO...
[2025-12-22T20:24:02.629013] [INFO ] [sig       ] Generating forecast for: HTOO
[2025-12-22T20:24:02.629061] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTOO' from 'https://tdm.silogroup.org/data/derivative_storage/HTOO.csv'.
[2025-12-22T20:24:02.639796] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HTOO'.
[2025-12-22T20:24:02.640114] [INFO ] [FORECASTER] Starting predict_future for HTOO
[2025-12-22T20:24:02.640948] [DEBUG] [LOCAL     ] No optimal features file found for HTOO: ./output/feature-sets/HTOO.txt
[2025-12-22T20:24:02.641024] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:24:02.641059] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:24:02.641087] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:24:02.641144] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:24:02.699990] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:24:02.700683] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:24:02.700761] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:24:02.700794] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:24:02.817877] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:24:02.818024] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:24:02.818063] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:24:02.818091] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:24:02.821422] [DEBUG] [FORECASTER] HTOO: Forecast T+1@11:T+2@11: DOWN (p=13.76%)
[2025-12-22T20:24:02.821720] [INFO ] [FORECASTER] Completed predict_future for HTOO
[2025-12-22T20:24:02.821855] [INFO ] [sig       ] HTOO: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:24:02.959397] [INFO ] [LOCAL     ] Saved forecast: HTOO	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/HTOO.txt
[2025-12-22T20:24:02.959548] [INFO ] [sig       ] [1585/3560] Completed HTOO in 0.3s | 2.94 sym/s | Total: 9.0m | ETA: 11.2m
[2025-12-22T20:24:02.959606] [INFO ] [sig       ] [1586/3560] Forecasting HTZ...
[2025-12-22T20:24:02.959638] [INFO ] [sig       ] Generating forecast for: HTZ
[2025-12-22T20:24:02.959668] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTZ' from 'https://tdm.silogroup.org/data/derivative_storage/HTZ.csv'.
[2025-12-22T20:24:02.970389] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HTZ'.
[2025-12-22T20:24:02.970733] [INFO ] [FORECASTER] Starting predict_future for HTZ
[2025-12-22T20:24:02.971500] [DEBUG] [LOCAL     ] No optimal features file found for HTZ: ./output/feature-sets/HTZ.txt
[2025-12-22T20:24:02.971551] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:24:02.971609] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:24:02.971644] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:24:02.971700] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:24:03.030952] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:24:03.031821] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:24:03.031905] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:24:03.031941] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:24:03.152595] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:24:03.152749] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:24:03.152789] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:24:03.152819] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:24:03.156407] [DEBUG] [FORECASTER] HTZ: Forecast T+1@11:T+2@11: DOWN (p=11.66%)
[2025-12-22T20:24:03.156750] [INFO ] [FORECASTER] Completed predict_future for HTZ
[2025-12-22T20:24:03.156888] [INFO ] [sig       ] HTZ: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:24:03.295105] [INFO ] [LOCAL     ] Saved forecast: HTZ	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/HTZ.txt
[2025-12-22T20:24:03.295259] [INFO ] [sig       ] [1586/3560] Completed HTZ in 0.3s | 2.94 sym/s | Total: 9.0m | ETA: 11.2m
[2025-12-22T20:24:03.295297] [INFO ] [sig       ] [1587/3560] Forecasting HUBB...
[2025-12-22T20:24:03.295328] [INFO ] [sig       ] Generating forecast for: HUBB
[2025-12-22T20:24:03.295358] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUBB' from 'https://tdm.silogroup.org/data/derivative_storage/HUBB.csv'.
[2025-12-22T20:24:03.306140] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HUBB'.
[2025-12-22T20:24:03.306519] [INFO ] [FORECASTER] Starting predict_future for HUBB
[2025-12-22T20:24:03.307334] [DEBUG] [LOCAL     ] No optimal features file found for HUBB: ./output/feature-sets/HUBB.txt
[2025-12-22T20:24:03.307390] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:24:03.307451] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:24:03.307480] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:24:03.307536] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:24:03.366109] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:24:03.367026] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:24:03.367121] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:24:03.367154] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:24:03.484563] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:24:03.484739] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:24:03.484779] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:24:03.484808] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:24:03.488255] [DEBUG] [FORECASTER] HUBB: Forecast T+1@11:T+2@11: DOWN (p=10.00%)
[2025-12-22T20:24:03.488535] [INFO ] [FORECASTER] Completed predict_future for HUBB
[2025-12-22T20:24:03.488683] [INFO ] [sig       ] HUBB: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:24:03.629248] [INFO ] [LOCAL     ] Saved forecast: HUBB	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/HUBB.txt
[2025-12-22T20:24:03.629400] [INFO ] [sig       ] [1587/3560] Completed HUBB in 0.3s | 2.94 sym/s | Total: 9.0m | ETA: 11.2m
[2025-12-22T20:24:03.629441] [INFO ] [sig       ] [1588/3560] Forecasting HUBG...
[2025-12-22T20:24:03.629470] [INFO ] [sig       ] Generating forecast for: HUBG
[2025-12-22T20:24:03.629500] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUBG' from 'https://tdm.silogroup.org/data/derivative_storage/HUBG.csv'.
[2025-12-22T20:24:03.640309] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HUBG'.
[2025-12-22T20:24:03.640694] [INFO ] [FORECASTER] Starting predict_future for HUBG
[2025-12-22T20:24:03.641456] [DEBUG] [LOCAL     ] No optimal features file found for HUBG: ./output/feature-sets/HUBG.txt
[2025-12-22T20:24:03.641508] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:24:03.641540] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:24:03.641567] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:24:03.641642] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:24:03.700818] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:24:03.701686] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:24:03.701772] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:24:03.701806] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:24:03.828634] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:24:03.828783] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:24:03.828824] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:24:03.828853] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:24:03.832236] [DEBUG] [FORECASTER] HUBG: Forecast T+1@11:T+2@11: DOWN (p=38.55%)
[2025-12-22T20:24:03.832525] [INFO ] [FORECASTER] Completed predict_future for HUBG
[2025-12-22T20:24:03.832675] [INFO ] [sig       ] HUBG: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:24:03.971298] [INFO ] [LOCAL     ] Saved forecast: HUBG	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/HUBG.txt
[2025-12-22T20:24:03.971423] [INFO ] [sig       ] [1588/3560] Completed HUBG in 0.3s | 2.94 sym/s | Total: 9.0m | ETA: 11.2m
[2025-12-22T20:24:03.971467] [INFO ] [sig       ] [1589/3560] Forecasting HUBS...
[2025-12-22T20:24:03.971498] [INFO ] [sig       ] Generating forecast for: HUBS
[2025-12-22T20:24:03.971527] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUBS' from 'https://tdm.silogroup.org/data/derivative_storage/HUBS.csv'.
[2025-12-22T20:24:03.982284] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HUBS'.
[2025-12-22T20:24:03.982622] [INFO ] [FORECASTER] Starting predict_future for HUBS
[2025-12-22T20:24:03.983396] [DEBUG] [LOCAL     ] No optimal features file found for HUBS: ./output/feature-sets/HUBS.txt
[2025-12-22T20:24:03.983448] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:24:03.983482] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:24:03.983508] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:24:03.983564] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:24:04.040496] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:24:04.041146] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:24:04.041220] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:24:04.041251] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:24:04.159253] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:24:04.159393] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:24:04.159430] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:24:04.159458] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:24:04.162747] [DEBUG] [FORECASTER] HUBS: Forecast T+1@11:T+2@11: DOWN (p=49.10%)
[2025-12-22T20:24:04.163011] [INFO ] [FORECASTER] Completed predict_future for HUBS
[2025-12-22T20:24:04.163133] [INFO ] [sig       ] HUBS: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:24:04.298732] [INFO ] [LOCAL     ] Saved forecast: HUBS	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/HUBS.txt
[2025-12-22T20:24:04.298868] [INFO ] [sig       ] [1589/3560] Completed HUBS in 0.3s | 2.94 sym/s | Total: 9.0m | ETA: 11.2m
[2025-12-22T20:24:04.298908] [INFO ] [sig       ] [1590/3560] Forecasting HUM...
[2025-12-22T20:24:04.298936] [INFO ] [sig       ] Generating forecast for: HUM
[2025-12-22T20:24:04.298967] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUM' from 'https://tdm.silogroup.org/data/derivative_storage/HUM.csv'.
[2025-12-22T20:24:04.309733] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HUM'.
[2025-12-22T20:24:04.310041] [INFO ] [FORECASTER] Starting predict_future for HUM
[2025-12-22T20:24:04.310848] [DEBUG] [LOCAL     ] No optimal features file found for HUM: ./output/feature-sets/HUM.txt
[2025-12-22T20:24:04.310903] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:24:04.310939] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:24:04.310967] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:24:04.311024] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:24:04.368110] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:24:04.368748] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:24:04.368822] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:24:04.368854] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:24:04.488300] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:24:04.488454] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:24:04.488492] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:24:04.488598] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:24:04.491998] [DEBUG] [FORECASTER] HUM: Forecast T+1@11:T+2@11: DOWN (p=17.55%)
[2025-12-22T20:24:04.492288] [INFO ] [FORECASTER] Completed predict_future for HUM
[2025-12-22T20:24:04.492416] [INFO ] [sig       ] HUM: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:24:04.631817] [INFO ] [LOCAL     ] Saved forecast: HUM	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/HUM.txt
[2025-12-22T20:24:04.631961] [INFO ] [sig       ] [1590/3560] Completed HUM in 0.3s | 2.94 sym/s | Total: 9.0m | ETA: 11.2m
[2025-12-22T20:24:04.632000] [INFO ] [sig       ] [1591/3560] Forecasting HUMA...
[2025-12-22T20:24:04.632030] [INFO ] [sig       ] Generating forecast for: HUMA
[2025-12-22T20:24:04.632060] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUMA' from 'https://tdm.silogroup.org/data/derivative_storage/HUMA.csv'.
[2025-12-22T20:24:04.642559] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HUMA'.
[2025-12-22T20:24:04.642874] [INFO ] [FORECASTER] Starting predict_future for HUMA
[2025-12-22T20:24:04.643657] [DEBUG] [LOCAL     ] No optimal features file found for HUMA: ./output/feature-sets/HUMA.txt
[2025-12-22T20:24:04.643709] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:24:04.643740] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:24:04.643767] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:24:04.643822] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:24:04.700312] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:24:04.700982] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:24:04.701056] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:24:04.701088] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:24:04.821282] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:24:04.821427] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:24:04.821464] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:24:04.821492] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:24:04.824777] [DEBUG] [FORECASTER] HUMA: Forecast T+1@11:T+2@11: UP (p=76.69%)
[2025-12-22T20:24:04.825042] [INFO ] [FORECASTER] Completed predict_future for HUMA
[2025-12-22T20:24:04.825160] [INFO ] [sig       ] HUMA: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:24:04.959720] [INFO ] [LOCAL     ] Saved forecast: HUMA	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/HUMA.txt
[2025-12-22T20:24:04.959850] [INFO ] [sig       ] [1591/3560] Completed HUMA in 0.3s | 2.94 sym/s | Total: 9.0m | ETA: 11.2m
[2025-12-22T20:24:04.959887] [INFO ] [sig       ] [1592/3560] Forecasting HUN...
[2025-12-22T20:24:04.959916] [INFO ] [sig       ] Generating forecast for: HUN
[2025-12-22T20:24:04.959946] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUN' from 'https://tdm.silogroup.org/data/derivative_storage/HUN.csv'.
[2025-12-22T20:24:04.970801] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HUN'.
[2025-12-22T20:24:04.971136] [INFO ] [FORECASTER] Starting predict_future for HUN
[2025-12-22T20:24:04.971979] [DEBUG] [LOCAL     ] No optimal features file found for HUN: ./output/feature-sets/HUN.txt
[2025-12-22T20:24:04.972033] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:24:04.972066] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:24:04.972094] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:24:04.972152] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:24:05.031072] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:24:05.031895] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:24:05.031975] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:24:05.032009] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:24:05.149325] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:24:05.149469] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:24:05.149524] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:24:05.149555] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:24:05.153006] [DEBUG] [FORECASTER] HUN: Forecast T+1@11:T+2@11: DOWN (p=11.22%)
[2025-12-22T20:24:05.153281] [INFO ] [FORECASTER] Completed predict_future for HUN
[2025-12-22T20:24:05.153403] [INFO ] [sig       ] HUN: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:24:05.289600] [INFO ] [LOCAL     ] Saved forecast: HUN	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/HUN.txt
[2025-12-22T20:24:05.289727] [INFO ] [sig       ] [1592/3560] Completed HUN in 0.3s | 2.94 sym/s | Total: 9.0m | ETA: 11.2m
[2025-12-22T20:24:05.289765] [INFO ] [sig       ] [1593/3560] Forecasting HURC...
[2025-12-22T20:24:05.289795] [INFO ] [sig       ] Generating forecast for: HURC
[2025-12-22T20:24:05.289825] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HURC' from 'https://tdm.silogroup.org/data/derivative_storage/HURC.csv'.
[2025-12-22T20:24:05.300820] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HURC'.
[2025-12-22T20:24:05.301149] [INFO ] [FORECASTER] Starting predict_future for HURC
[2025-12-22T20:24:05.301972] [DEBUG] [LOCAL     ] No optimal features file found for HURC: ./output/feature-sets/HURC.txt
[2025-12-22T20:24:05.302025] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:24:05.302059] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:24:05.302086] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:24:05.302144] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:24:05.361184] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:24:05.361903] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:24:05.361982] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:24:05.362016] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:24:05.476661] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:24:05.476810] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:24:05.476849] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:24:05.476876] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:24:05.480231] [DEBUG] [FORECASTER] HURC: Forecast T+1@11:T+2@11: UP (p=94.23%)
[2025-12-22T20:24:05.480513] [INFO ] [FORECASTER] Completed predict_future for HURC
[2025-12-22T20:24:05.480657] [INFO ] [sig       ] HURC: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:24:05.617455] [INFO ] [LOCAL     ] Saved forecast: HURC	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/HURC.txt
[2025-12-22T20:24:05.617648] [INFO ] [sig       ] [1593/3560] Completed HURC in 0.3s | 2.94 sym/s | Total: 9.0m | ETA: 11.1m
[2025-12-22T20:24:05.617695] [INFO ] [sig       ] [1594/3560] Forecasting HURN...
[2025-12-22T20:24:05.617725] [INFO ] [sig       ] Generating forecast for: HURN
[2025-12-22T20:24:05.617756] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HURN' from 'https://tdm.silogroup.org/data/derivative_storage/HURN.csv'.
[2025-12-22T20:24:05.628757] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HURN'.
[2025-12-22T20:24:05.629148] [INFO ] [FORECASTER] Starting predict_future for HURN
[2025-12-22T20:24:05.629934] [DEBUG] [LOCAL     ] No optimal features file found for HURN: ./output/feature-sets/HURN.txt
[2025-12-22T20:24:05.629987] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:24:05.630019] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:24:05.630046] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:24:05.630102] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:24:05.687740] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:24:05.688606] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:24:05.688685] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:24:05.688719] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:24:05.803249] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:24:05.803393] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:24:05.803430] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:24:05.803458] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:24:05.806751] [DEBUG] [FORECASTER] HURN: Forecast T+1@11:T+2@11: UP (p=95.20%)
[2025-12-22T20:24:05.807015] [INFO ] [FORECASTER] Completed predict_future for HURN
[2025-12-22T20:24:05.807133] [INFO ] [sig       ] HURN: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:24:05.942062] [INFO ] [LOCAL     ] Saved forecast: HURN	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/HURN.txt
[2025-12-22T20:24:05.942189] [INFO ] [sig       ] [1594/3560] Completed HURN in 0.3s | 2.94 sym/s | Total: 9.0m | ETA: 11.1m
[2025-12-22T20:24:05.942229] [INFO ] [sig       ] [1595/3560] Forecasting HUYA...
[2025-12-22T20:24:05.942259] [INFO ] [sig       ] Generating forecast for: HUYA
[2025-12-22T20:24:05.942289] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUYA' from 'https://tdm.silogroup.org/data/derivative_storage/HUYA.csv'.
[2025-12-22T20:24:05.953079] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HUYA'.
[2025-12-22T20:24:05.953389] [INFO ] [FORECASTER] Starting predict_future for HUYA
[2025-12-22T20:24:05.954150] [DEBUG] [LOCAL     ] No optimal features file found for HUYA: ./output/feature-sets/HUYA.txt
[2025-12-22T20:24:05.954202] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:24:05.954234] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:24:05.954261] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:24:05.954320] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:24:06.014060] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:24:06.014741] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:24:06.014841] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:24:06.014875] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:24:06.134150] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:24:06.134287] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:24:06.134325] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:24:06.134353] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:24:06.137678] [DEBUG] [FORECASTER] HUYA: Forecast T+1@11:T+2@11: DOWN (p=25.74%)
[2025-12-22T20:24:06.137941] [INFO ] [FORECASTER] Completed predict_future for HUYA
[2025-12-22T20:24:06.138064] [INFO ] [sig       ] HUYA: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:24:06.273026] [INFO ] [LOCAL     ] Saved forecast: HUYA	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/HUYA.txt
[2025-12-22T20:24:06.273152] [INFO ] [sig       ] [1595/3560] Completed HUYA in 0.3s | 2.94 sym/s | Total: 9.0m | ETA: 11.1m
[2025-12-22T20:24:06.273191] [INFO ] [sig       ] [1596/3560] Forecasting HWC...
[2025-12-22T20:24:06.273220] [INFO ] [sig       ] Generating forecast for: HWC
[2025-12-22T20:24:06.273250] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HWC' from 'https://tdm.silogroup.org/data/derivative_storage/HWC.csv'.
[2025-12-22T20:24:06.283896] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HWC'.
[2025-12-22T20:24:06.284219] [INFO ] [FORECASTER] Starting predict_future for HWC
[2025-12-22T20:24:06.284996] [DEBUG] [LOCAL     ] No optimal features file found for HWC: ./output/feature-sets/HWC.txt
[2025-12-22T20:24:06.285048] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:24:06.285094] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:24:06.285122] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:24:06.285178] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:24:06.341566] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:24:06.342208] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:24:06.342282] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:24:06.342313] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:24:06.461927] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:24:06.462077] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:24:06.462115] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:24:06.462143] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:24:06.465460] [DEBUG] [FORECASTER] HWC: Forecast T+1@11:T+2@11: UP (p=89.22%)
[2025-12-22T20:24:06.465740] [INFO ] [FORECASTER] Completed predict_future for HWC
[2025-12-22T20:24:06.465859] [INFO ] [sig       ] HWC: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:24:06.601509] [INFO ] [LOCAL     ] Saved forecast: HWC	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/HWC.txt
[2025-12-22T20:24:06.601654] [INFO ] [sig       ] [1596/3560] Completed HWC in 0.3s | 2.94 sym/s | Total: 9.0m | ETA: 11.1m
[2025-12-22T20:24:06.601696] [INFO ] [sig       ] [1597/3560] Forecasting HWH...
[2025-12-22T20:24:06.601726] [INFO ] [sig       ] Generating forecast for: HWH
[2025-12-22T20:24:06.601756] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HWH' from 'https://tdm.silogroup.org/data/derivative_storage/HWH.csv'.
[2025-12-22T20:24:06.612453] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HWH'.
[2025-12-22T20:24:06.612774] [INFO ] [FORECASTER] Starting predict_future for HWH
[2025-12-22T20:24:06.613523] [DEBUG] [LOCAL     ] No optimal features file found for HWH: ./output/feature-sets/HWH.txt
[2025-12-22T20:24:06.613601] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:24:06.613635] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:24:06.613663] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:24:06.613720] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:24:06.671099] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:24:06.671964] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:24:06.672078] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:24:06.672111] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:24:06.798181] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:24:06.798333] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:24:06.798373] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:24:06.798402] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:24:06.802011] [DEBUG] [FORECASTER] HWH: Forecast T+1@11:T+2@11: UP (p=67.19%)
[2025-12-22T20:24:06.802302] [INFO ] [FORECASTER] Completed predict_future for HWH
[2025-12-22T20:24:06.802436] [INFO ] [sig       ] HWH: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:24:06.942788] [INFO ] [LOCAL     ] Saved forecast: HWH	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/HWH.txt
[2025-12-22T20:24:06.942952] [INFO ] [sig       ] [1597/3560] Completed HWH in 0.3s | 2.94 sym/s | Total: 9.0m | ETA: 11.1m
[2025-12-22T20:24:06.942994] [INFO ] [sig       ] [1598/3560] Forecasting HWKN...
[2025-12-22T20:24:06.943025] [INFO ] [sig       ] Generating forecast for: HWKN
[2025-12-22T20:24:06.943055] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HWKN' from 'https://tdm.silogroup.org/data/derivative_storage/HWKN.csv'.
[2025-12-22T20:24:06.954758] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HWKN'.
[2025-12-22T20:24:06.955140] [INFO ] [FORECASTER] Starting predict_future for HWKN
[2025-12-22T20:24:06.955919] [DEBUG] [LOCAL     ] No optimal features file found for HWKN: ./output/feature-sets/HWKN.txt
[2025-12-22T20:24:06.955972] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:24:06.956007] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:24:06.956035] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:24:06.956091] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:24:07.013158] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:24:07.014014] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:24:07.014093] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:24:07.014127] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:24:07.131150] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:24:07.131272] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:24:07.131311] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:24:07.131351] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:24:07.134800] [DEBUG] [FORECASTER] HWKN: Forecast T+1@11:T+2@11: DOWN (p=32.16%)
[2025-12-22T20:24:07.135077] [INFO ] [FORECASTER] Completed predict_future for HWKN
[2025-12-22T20:24:07.135199] [INFO ] [sig       ] HWKN: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:24:07.272416] [INFO ] [LOCAL     ] Saved forecast: HWKN	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/HWKN.txt
[2025-12-22T20:24:07.272562] [INFO ] [sig       ] [1598/3560] Completed HWKN in 0.3s | 2.94 sym/s | Total: 9.1m | ETA: 11.1m
[2025-12-22T20:24:07.272620] [INFO ] [sig       ] [1599/3560] Forecasting HWM...
[2025-12-22T20:24:07.272650] [INFO ] [sig       ] Generating forecast for: HWM
[2025-12-22T20:24:07.272679] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HWM' from 'https://tdm.silogroup.org/data/derivative_storage/HWM.csv'.
[2025-12-22T20:24:07.283380] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HWM'.
[2025-12-22T20:24:07.283719] [INFO ] [FORECASTER] Starting predict_future for HWM
[2025-12-22T20:24:07.284469] [DEBUG] [LOCAL     ] No optimal features file found for HWM: ./output/feature-sets/HWM.txt
[2025-12-22T20:24:07.284521] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:24:07.284552] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:24:07.284597] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:24:07.284655] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:24:07.341071] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:24:07.341719] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:24:07.341796] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:24:07.341828] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:24:07.459824] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:24:07.459964] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:24:07.460002] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:24:07.460035] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:24:07.463426] [DEBUG] [FORECASTER] HWM: Forecast T+1@11:T+2@11: DOWN (p=45.49%)
[2025-12-22T20:24:07.463714] [INFO ] [FORECASTER] Completed predict_future for HWM
[2025-12-22T20:24:07.463837] [INFO ] [sig       ] HWM: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:24:07.600122] [INFO ] [LOCAL     ] Saved forecast: HWM	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/HWM.txt
[2025-12-22T20:24:07.600245] [INFO ] [sig       ] [1599/3560] Completed HWM in 0.3s | 2.94 sym/s | Total: 9.1m | ETA: 11.1m
[2025-12-22T20:24:07.600283] [INFO ] [sig       ] [1600/3560] Forecasting HXL...
[2025-12-22T20:24:07.600319] [INFO ] [sig       ] Generating forecast for: HXL
[2025-12-22T20:24:07.600351] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HXL' from 'https://tdm.silogroup.org/data/derivative_storage/HXL.csv'.
[2025-12-22T20:24:07.611177] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HXL'.
[2025-12-22T20:24:07.611507] [INFO ] [FORECASTER] Starting predict_future for HXL
[2025-12-22T20:24:07.612303] [DEBUG] [LOCAL     ] No optimal features file found for HXL: ./output/feature-sets/HXL.txt
[2025-12-22T20:24:07.612356] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:24:07.612389] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:24:07.612418] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:24:07.612474] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:24:07.670498] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:24:07.671191] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:24:07.671267] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:24:07.671299] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:24:07.795273] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:24:07.795428] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:24:07.795469] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:24:07.795498] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:24:07.798937] [DEBUG] [FORECASTER] HXL: Forecast T+1@11:T+2@11: UP (p=61.56%)
[2025-12-22T20:24:07.799249] [INFO ] [FORECASTER] Completed predict_future for HXL
[2025-12-22T20:24:07.799376] [INFO ] [sig       ] HXL: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:24:07.936341] [INFO ] [LOCAL     ] Saved forecast: HXL	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/HXL.txt
[2025-12-22T20:24:07.936529] [INFO ] [sig       ] [1600/3560] Completed HXL in 0.3s | 2.94 sym/s | Total: 9.1m | ETA: 11.1m
[2025-12-22T20:24:07.936612] [INFO ] [sig       ] [1601/3560] Forecasting HY...
[2025-12-22T20:24:07.936659] [INFO ] [sig       ] Generating forecast for: HY
[2025-12-22T20:24:07.936701] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HY' from 'https://tdm.silogroup.org/data/derivative_storage/HY.csv'.
[2025-12-22T20:24:07.947113] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HY'.
[2025-12-22T20:24:07.947464] [INFO ] [FORECASTER] Starting predict_future for HY
[2025-12-22T20:24:07.948307] [DEBUG] [LOCAL     ] No optimal features file found for HY: ./output/feature-sets/HY.txt
[2025-12-22T20:24:07.948365] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:24:07.948399] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:24:07.948427] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:24:07.948486] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:24:08.005915] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:24:08.006721] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:24:08.006801] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:24:08.006835] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:24:08.126190] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:24:08.126329] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:24:08.126367] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:24:08.126396] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:24:08.129733] [DEBUG] [FORECASTER] HY: Forecast T+1@11:T+2@11: DOWN (p=36.86%)
[2025-12-22T20:24:08.130007] [INFO ] [FORECASTER] Completed predict_future for HY
[2025-12-22T20:24:08.130137] [INFO ] [sig       ] HY: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:24:08.281546] [INFO ] [LOCAL     ] Saved forecast: HY	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/HY.txt
[2025-12-22T20:24:08.281722] [INFO ] [sig       ] [1601/3560] Completed HY in 0.3s | 2.94 sym/s | Total: 9.1m | ETA: 11.1m
[2025-12-22T20:24:08.281775] [INFO ] [sig       ] [1602/3560] Forecasting HYFM...
[2025-12-22T20:24:08.281807] [INFO ] [sig       ] Generating forecast for: HYFM
[2025-12-22T20:24:08.281837] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HYFM' from 'https://tdm.silogroup.org/data/derivative_storage/HYFM.csv'.
[2025-12-22T20:24:08.292459] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HYFM'.
[2025-12-22T20:24:08.292823] [INFO ] [FORECASTER] Starting predict_future for HYFM
[2025-12-22T20:24:08.293640] [DEBUG] [LOCAL     ] No optimal features file found for HYFM: ./output/feature-sets/HYFM.txt
[2025-12-22T20:24:08.293694] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:24:08.293726] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:24:08.293753] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:24:08.293810] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:24:08.351216] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:24:08.351895] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:24:08.351970] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:24:08.352002] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:24:08.464675] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:24:08.464818] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:24:08.464856] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:24:08.464884] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:24:08.468152] [DEBUG] [FORECASTER] HYFM: Forecast T+1@11:T+2@11: UP (p=87.75%)
[2025-12-22T20:24:08.468414] [INFO ] [FORECASTER] Completed predict_future for HYFM
[2025-12-22T20:24:08.468532] [INFO ] [sig       ] HYFM: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:24:08.602762] [INFO ] [LOCAL     ] Saved forecast: HYFM	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/HYFM.txt
[2025-12-22T20:24:08.602888] [INFO ] [sig       ] [1602/3560] Completed HYFM in 0.3s | 2.94 sym/s | Total: 9.1m | ETA: 11.1m
[2025-12-22T20:24:08.602926] [INFO ] [sig       ] [1603/3560] Forecasting HYI...
[2025-12-22T20:24:08.602955] [INFO ] [sig       ] Generating forecast for: HYI
[2025-12-22T20:24:08.602984] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HYI' from 'https://tdm.silogroup.org/data/derivative_storage/HYI.csv'.
[2025-12-22T20:24:08.614485] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HYI'.
[2025-12-22T20:24:08.614854] [INFO ] [FORECASTER] Starting predict_future for HYI
[2025-12-22T20:24:08.615643] [DEBUG] [LOCAL     ] No optimal features file found for HYI: ./output/feature-sets/HYI.txt
[2025-12-22T20:24:08.615695] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:24:08.615729] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:24:08.615756] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:24:08.615813] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:24:08.682022] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:24:08.683308] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:24:08.683417] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:24:08.683482] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:24:08.802296] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:24:08.802453] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:24:08.802494] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:24:08.802539] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:24:08.805914] [DEBUG] [FORECASTER] HYI: Forecast T+1@11:T+2@11: DOWN (p=44.91%)
[2025-12-22T20:24:08.806194] [INFO ] [FORECASTER] Completed predict_future for HYI
[2025-12-22T20:24:08.806314] [INFO ] [sig       ] HYI: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:24:08.941908] [INFO ] [LOCAL     ] Saved forecast: HYI	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/HYI.txt
[2025-12-22T20:24:08.942032] [INFO ] [sig       ] [1603/3560] Completed HYI in 0.3s | 2.94 sym/s | Total: 9.1m | ETA: 11.1m
[2025-12-22T20:24:08.942073] [INFO ] [sig       ] [1604/3560] Forecasting HYLS...
[2025-12-22T20:24:08.942103] [INFO ] [sig       ] Generating forecast for: HYLS
[2025-12-22T20:24:08.942142] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HYLS' from 'https://tdm.silogroup.org/data/derivative_storage/HYLS.csv'.
[2025-12-22T20:24:08.953019] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HYLS'.
[2025-12-22T20:24:08.953348] [INFO ] [FORECASTER] Starting predict_future for HYLS
[2025-12-22T20:24:08.954118] [DEBUG] [LOCAL     ] No optimal features file found for HYLS: ./output/feature-sets/HYLS.txt
[2025-12-22T20:24:08.954169] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:24:08.954229] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:24:08.954257] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:24:08.954314] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:24:09.012124] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:24:09.013080] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:24:09.013159] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:24:09.013346] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:24:09.129680] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:24:09.129831] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:24:09.129871] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:24:09.129900] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:24:09.133208] [DEBUG] [FORECASTER] HYLS: Forecast T+1@11:T+2@11: UP (p=64.70%)
[2025-12-22T20:24:09.133478] [INFO ] [FORECASTER] Completed predict_future for HYLS
[2025-12-22T20:24:09.133618] [INFO ] [sig       ] HYLS: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:24:09.271121] [INFO ] [LOCAL     ] Saved forecast: HYLS	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/HYLS.txt
[2025-12-22T20:24:09.271256] [INFO ] [sig       ] [1604/3560] Completed HYLS in 0.3s | 2.94 sym/s | Total: 9.1m | ETA: 11.1m
[2025-12-22T20:24:09.271314] [INFO ] [sig       ] [1605/3560] Forecasting HYMC...
[2025-12-22T20:24:09.271345] [INFO ] [sig       ] Generating forecast for: HYMC
[2025-12-22T20:24:09.271376] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HYMC' from 'https://tdm.silogroup.org/data/derivative_storage/HYMC.csv'.
[2025-12-22T20:24:09.282665] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HYMC'.
[2025-12-22T20:24:09.282968] [INFO ] [FORECASTER] Starting predict_future for HYMC
[2025-12-22T20:24:09.283748] [DEBUG] [LOCAL     ] No optimal features file found for HYMC: ./output/feature-sets/HYMC.txt
[2025-12-22T20:24:09.283799] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:24:09.283832] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:24:09.283860] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:24:09.283916] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:24:09.340995] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:24:09.341642] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:24:09.341720] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:24:09.341768] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:24:09.457832] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:24:09.457979] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:24:09.458017] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:24:09.458046] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:24:09.461394] [DEBUG] [FORECASTER] HYMC: Forecast T+1@11:T+2@11: UP (p=88.56%)
[2025-12-22T20:24:09.461678] [INFO ] [FORECASTER] Completed predict_future for HYMC
[2025-12-22T20:24:09.461799] [INFO ] [sig       ] HYMC: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:24:09.598754] [INFO ] [LOCAL     ] Saved forecast: HYMC	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/HYMC.txt
[2025-12-22T20:24:09.598906] [INFO ] [sig       ] [1605/3560] Completed HYMC in 0.3s | 2.94 sym/s | Total: 9.1m | ETA: 11.1m
[2025-12-22T20:24:09.598953] [INFO ] [sig       ] [1606/3560] Forecasting HYXF...
[2025-12-22T20:24:09.598984] [INFO ] [sig       ] Generating forecast for: HYXF
[2025-12-22T20:24:09.599015] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HYXF' from 'https://tdm.silogroup.org/data/derivative_storage/HYXF.csv'.
[2025-12-22T20:24:09.609094] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HYXF'.
[2025-12-22T20:24:09.609430] [INFO ] [FORECASTER] Starting predict_future for HYXF
[2025-12-22T20:24:09.610229] [DEBUG] [LOCAL     ] No optimal features file found for HYXF: ./output/feature-sets/HYXF.txt
[2025-12-22T20:24:09.610283] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:24:09.610318] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:24:09.610346] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:24:09.610403] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:24:09.668433] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:24:09.669154] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:24:09.669233] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:24:09.669266] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:24:09.777407] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:24:09.777556] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:24:09.777616] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:24:09.777647] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:24:09.781159] [DEBUG] [FORECASTER] HYXF: Forecast T+1@11:T+2@11: UP (p=91.17%)
[2025-12-22T20:24:09.781438] [INFO ] [FORECASTER] Completed predict_future for HYXF
[2025-12-22T20:24:09.781585] [INFO ] [sig       ] HYXF: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:24:09.917640] [INFO ] [LOCAL     ] Saved forecast: HYXF	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/HYXF.txt
[2025-12-22T20:24:09.917763] [INFO ] [sig       ] [1606/3560] Completed HYXF in 0.3s | 2.94 sym/s | Total: 9.1m | ETA: 11.1m
[2025-12-22T20:24:09.917802] [INFO ] [sig       ] [1607/3560] Forecasting HYZD...
[2025-12-22T20:24:09.917832] [INFO ] [sig       ] Generating forecast for: HYZD
[2025-12-22T20:24:09.917861] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HYZD' from 'https://tdm.silogroup.org/data/derivative_storage/HYZD.csv'.
[2025-12-22T20:24:09.928227] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HYZD'.
[2025-12-22T20:24:09.928533] [INFO ] [FORECASTER] Starting predict_future for HYZD
[2025-12-22T20:24:09.929327] [DEBUG] [LOCAL     ] No optimal features file found for HYZD: ./output/feature-sets/HYZD.txt
[2025-12-22T20:24:09.929380] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:24:09.929411] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:24:09.929453] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:24:09.929510] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:24:09.987633] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:24:09.988268] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:24:09.988346] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:24:09.988379] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:24:10.106976] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:24:10.107128] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:24:10.107167] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:24:10.107231] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:24:10.110623] [DEBUG] [FORECASTER] HYZD: Forecast T+1@11:T+2@11: UP (p=54.67%)
[2025-12-22T20:24:10.110895] [INFO ] [FORECASTER] Completed predict_future for HYZD
[2025-12-22T20:24:10.111019] [INFO ] [sig       ] HYZD: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:24:10.262335] [INFO ] [LOCAL     ] Saved forecast: HYZD	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/HYZD.txt
[2025-12-22T20:24:10.262492] [INFO ] [sig       ] [1607/3560] Completed HYZD in 0.3s | 2.94 sym/s | Total: 9.1m | ETA: 11.1m
[2025-12-22T20:24:10.262531] [INFO ] [sig       ] [1608/3560] Forecasting HZO...
[2025-12-22T20:24:10.262561] [INFO ] [sig       ] Generating forecast for: HZO
[2025-12-22T20:24:10.262615] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HZO' from 'https://tdm.silogroup.org/data/derivative_storage/HZO.csv'.
[2025-12-22T20:24:10.274009] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HZO'.
[2025-12-22T20:24:10.274409] [INFO ] [FORECASTER] Starting predict_future for HZO
[2025-12-22T20:24:10.275247] [DEBUG] [LOCAL     ] No optimal features file found for HZO: ./output/feature-sets/HZO.txt
[2025-12-22T20:24:10.275303] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:24:10.275336] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:24:10.275363] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:24:10.275420] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:24:10.333452] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:24:10.334353] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:24:10.334434] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:24:10.334468] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:24:10.456609] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:24:10.456764] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:24:10.456804] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:24:10.456834] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:24:10.460206] [DEBUG] [FORECASTER] HZO: Forecast T+1@11:T+2@11: DOWN (p=31.45%)
[2025-12-22T20:24:10.460478] [INFO ] [FORECASTER] Completed predict_future for HZO
[2025-12-22T20:24:10.460638] [INFO ] [sig       ] HZO: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:24:10.596710] [INFO ] [LOCAL     ] Saved forecast: HZO	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/HZO.txt
[2025-12-22T20:24:10.596828] [INFO ] [sig       ] [1608/3560] Completed HZO in 0.3s | 2.94 sym/s | Total: 9.1m | ETA: 11.1m
[2025-12-22T20:24:10.596866] [INFO ] [sig       ] [1609/3560] Forecasting IAC...
[2025-12-22T20:24:10.596895] [INFO ] [sig       ] Generating forecast for: IAC
[2025-12-22T20:24:10.596924] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IAC' from 'https://tdm.silogroup.org/data/derivative_storage/IAC.csv'.
[2025-12-22T20:24:10.608028] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IAC'.
[2025-12-22T20:24:10.608353] [INFO ] [FORECASTER] Starting predict_future for IAC
[2025-12-22T20:24:10.609182] [DEBUG] [LOCAL     ] No optimal features file found for IAC: ./output/feature-sets/IAC.txt
[2025-12-22T20:24:10.609235] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:24:10.609267] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:24:10.609293] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:24:10.609350] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:24:10.667740] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:24:10.668529] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:24:10.668629] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:24:10.668665] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:24:10.795875] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:24:10.796058] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:24:10.796116] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:24:10.796165] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:24:10.801188] [DEBUG] [FORECASTER] IAC: Forecast T+1@11:T+2@11: DOWN (p=5.81%)
[2025-12-22T20:24:10.801592] [INFO ] [FORECASTER] Completed predict_future for IAC
[2025-12-22T20:24:10.801768] [INFO ] [sig       ] IAC: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:24:10.946415] [INFO ] [LOCAL     ] Saved forecast: IAC	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/IAC.txt
[2025-12-22T20:24:10.946543] [INFO ] [sig       ] [1609/3560] Completed IAC in 0.3s | 2.94 sym/s | Total: 9.1m | ETA: 11.1m
[2025-12-22T20:24:10.946599] [INFO ] [sig       ] [1610/3560] Forecasting IAE...
[2025-12-22T20:24:10.946631] [INFO ] [sig       ] Generating forecast for: IAE
[2025-12-22T20:24:10.946662] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IAE' from 'https://tdm.silogroup.org/data/derivative_storage/IAE.csv'.
[2025-12-22T20:24:10.957162] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IAE'.
[2025-12-22T20:24:10.957479] [INFO ] [FORECASTER] Starting predict_future for IAE
[2025-12-22T20:24:10.958266] [DEBUG] [LOCAL     ] No optimal features file found for IAE: ./output/feature-sets/IAE.txt
[2025-12-22T20:24:10.958319] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:24:10.958353] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:24:10.958381] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:24:10.958437] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:24:11.015617] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:24:11.016265] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:24:11.016342] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:24:11.016375] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:24:11.136127] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:24:11.136298] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:24:11.136347] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:24:11.136385] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:24:11.141038] [DEBUG] [FORECASTER] IAE: Forecast T+1@11:T+2@11: UP (p=70.84%)
[2025-12-22T20:24:11.141393] [INFO ] [FORECASTER] Completed predict_future for IAE
[2025-12-22T20:24:11.141547] [INFO ] [sig       ] IAE: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:24:11.288339] [INFO ] [LOCAL     ] Saved forecast: IAE	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/IAE.txt
[2025-12-22T20:24:11.288510] [INFO ] [sig       ] [1610/3560] Completed IAE in 0.3s | 2.94 sym/s | Total: 9.1m | ETA: 11.0m
[2025-12-22T20:24:11.288552] [INFO ] [sig       ] [1611/3560] Forecasting IAG...
[2025-12-22T20:24:11.288602] [INFO ] [sig       ] Generating forecast for: IAG
[2025-12-22T20:24:11.288635] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IAG' from 'https://tdm.silogroup.org/data/derivative_storage/IAG.csv'.
[2025-12-22T20:24:11.302240] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IAG'.
[2025-12-22T20:24:11.302690] [INFO ] [FORECASTER] Starting predict_future for IAG
[2025-12-22T20:24:11.303674] [DEBUG] [LOCAL     ] No optimal features file found for IAG: ./output/feature-sets/IAG.txt
[2025-12-22T20:24:11.303736] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:24:11.303778] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:24:11.303813] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:24:11.303890] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:24:11.367363] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:24:11.368211] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:24:11.368290] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:24:11.368322] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:24:11.490014] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:24:11.490184] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:24:11.490232] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:24:11.490266] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:24:11.493658] [DEBUG] [FORECASTER] IAG: Forecast T+1@11:T+2@11: UP (p=96.82%)
[2025-12-22T20:24:11.493966] [INFO ] [FORECASTER] Completed predict_future for IAG
[2025-12-22T20:24:11.494099] [INFO ] [sig       ] IAG: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:24:11.630303] [INFO ] [LOCAL     ] Saved forecast: IAG	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/IAG.txt
[2025-12-22T20:24:11.630429] [INFO ] [sig       ] [1611/3560] Completed IAG in 0.3s | 2.94 sym/s | Total: 9.1m | ETA: 11.0m
[2025-12-22T20:24:11.630467] [INFO ] [sig       ] [1612/3560] Forecasting IAS...
[2025-12-22T20:24:11.630496] [INFO ] [sig       ] Generating forecast for: IAS
[2025-12-22T20:24:11.630526] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IAS' from 'https://tdm.silogroup.org/data/derivative_storage/IAS.csv'.
[2025-12-22T20:24:11.641882] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IAS'.
[2025-12-22T20:24:11.642224] [INFO ] [FORECASTER] Starting predict_future for IAS
[2025-12-22T20:24:11.643021] [DEBUG] [LOCAL     ] No optimal features file found for IAS: ./output/feature-sets/IAS.txt
[2025-12-22T20:24:11.643074] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:24:11.643106] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:24:11.643134] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:24:11.643190] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:24:11.700828] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:24:11.701544] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:24:11.701637] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:24:11.701671] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:24:11.820294] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:24:11.820676] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:24:11.820715] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:24:11.820743] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:24:11.824289] [DEBUG] [FORECASTER] IAS: Forecast T+1@11:T+2@11: UP (p=50.84%)
[2025-12-22T20:24:11.824553] [INFO ] [FORECASTER] Completed predict_future for IAS
[2025-12-22T20:24:11.824690] [INFO ] [sig       ] IAS: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:24:11.964523] [INFO ] [LOCAL     ] Saved forecast: IAS	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/IAS.txt
[2025-12-22T20:24:11.964690] [INFO ] [sig       ] [1612/3560] Completed IAS in 0.3s | 2.94 sym/s | Total: 9.1m | ETA: 11.0m
[2025-12-22T20:24:11.964738] [INFO ] [sig       ] [1613/3560] Forecasting IBB...
[2025-12-22T20:24:11.964767] [INFO ] [sig       ] Generating forecast for: IBB
[2025-12-22T20:24:11.964796] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBB' from 'https://tdm.silogroup.org/data/derivative_storage/IBB.csv'.
[2025-12-22T20:24:11.975962] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBB'.
[2025-12-22T20:24:11.976266] [INFO ] [FORECASTER] Starting predict_future for IBB
[2025-12-22T20:24:11.977029] [DEBUG] [LOCAL     ] No optimal features file found for IBB: ./output/feature-sets/IBB.txt
[2025-12-22T20:24:11.977081] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:24:11.977113] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:24:11.977139] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:24:11.977195] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:24:12.033797] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:24:12.034388] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:24:12.034461] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:24:12.034493] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:24:12.153133] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:24:12.153290] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:24:12.153333] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:24:12.153362] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:24:12.156855] [DEBUG] [FORECASTER] IBB: Forecast T+1@11:T+2@11: UP (p=77.64%)
[2025-12-22T20:24:12.157168] [INFO ] [FORECASTER] Completed predict_future for IBB
[2025-12-22T20:24:12.157300] [INFO ] [sig       ] IBB: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:24:12.293538] [INFO ] [LOCAL     ] Saved forecast: IBB	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/IBB.txt
[2025-12-22T20:24:12.293682] [INFO ] [sig       ] [1613/3560] Completed IBB in 0.3s | 2.94 sym/s | Total: 9.1m | ETA: 11.0m
[2025-12-22T20:24:12.293721] [INFO ] [sig       ] [1614/3560] Forecasting IBBQ...
[2025-12-22T20:24:12.293749] [INFO ] [sig       ] Generating forecast for: IBBQ
[2025-12-22T20:24:12.293778] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBBQ' from 'https://tdm.silogroup.org/data/derivative_storage/IBBQ.csv'.
[2025-12-22T20:24:12.304034] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBBQ'.
[2025-12-22T20:24:12.304339] [INFO ] [FORECASTER] Starting predict_future for IBBQ
[2025-12-22T20:24:12.305102] [DEBUG] [LOCAL     ] No optimal features file found for IBBQ: ./output/feature-sets/IBBQ.txt
[2025-12-22T20:24:12.305153] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:24:12.305185] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:24:12.305212] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:24:12.305268] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:24:12.361870] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:24:12.362743] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:24:12.362866] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:24:12.362898] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:24:12.469626] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:24:12.469790] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:24:12.469830] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:24:12.469861] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:24:12.473612] [DEBUG] [FORECASTER] IBBQ: Forecast T+1@11:T+2@11: DOWN (p=21.07%)
[2025-12-22T20:24:12.473984] [INFO ] [FORECASTER] Completed predict_future for IBBQ
[2025-12-22T20:24:12.474131] [INFO ] [sig       ] IBBQ: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:24:12.615452] [INFO ] [LOCAL     ] Saved forecast: IBBQ	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/IBBQ.txt
[2025-12-22T20:24:12.615599] [INFO ] [sig       ] [1614/3560] Completed IBBQ in 0.3s | 2.94 sym/s | Total: 9.1m | ETA: 11.0m
[2025-12-22T20:24:12.615639] [INFO ] [sig       ] [1615/3560] Forecasting IBCP...
[2025-12-22T20:24:12.615670] [INFO ] [sig       ] Generating forecast for: IBCP
[2025-12-22T20:24:12.615700] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBCP' from 'https://tdm.silogroup.org/data/derivative_storage/IBCP.csv'.
[2025-12-22T20:24:12.630083] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBCP'.
[2025-12-22T20:24:12.630411] [INFO ] [FORECASTER] Starting predict_future for IBCP
[2025-12-22T20:24:12.631202] [DEBUG] [LOCAL     ] No optimal features file found for IBCP: ./output/feature-sets/IBCP.txt
[2025-12-22T20:24:12.631253] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:24:12.631284] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:24:12.631310] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:24:12.631366] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:24:12.688337] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:24:12.689053] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:24:12.689147] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:24:12.689181] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:24:12.803340] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:24:12.803490] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:24:12.803530] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:24:12.803560] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:24:12.806980] [DEBUG] [FORECASTER] IBCP: Forecast T+1@11:T+2@11: DOWN (p=12.74%)
[2025-12-22T20:24:12.807244] [INFO ] [FORECASTER] Completed predict_future for IBCP
[2025-12-22T20:24:12.807362] [INFO ] [sig       ] IBCP: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:24:12.942599] [INFO ] [LOCAL     ] Saved forecast: IBCP	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/IBCP.txt
[2025-12-22T20:24:12.942726] [INFO ] [sig       ] [1615/3560] Completed IBCP in 0.3s | 2.94 sym/s | Total: 9.1m | ETA: 11.0m
[2025-12-22T20:24:12.942764] [INFO ] [sig       ] [1616/3560] Forecasting IBEX...
[2025-12-22T20:24:12.942794] [INFO ] [sig       ] Generating forecast for: IBEX
[2025-12-22T20:24:12.942823] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBEX' from 'https://tdm.silogroup.org/data/derivative_storage/IBEX.csv'.
[2025-12-22T20:24:12.954067] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBEX'.
[2025-12-22T20:24:12.954373] [INFO ] [FORECASTER] Starting predict_future for IBEX
[2025-12-22T20:24:12.955183] [DEBUG] [LOCAL     ] No optimal features file found for IBEX: ./output/feature-sets/IBEX.txt
[2025-12-22T20:24:12.955236] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:24:12.955268] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:24:12.955296] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:24:12.955352] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:24:13.013016] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:24:13.013702] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:24:13.013789] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:24:13.013821] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:24:13.134156] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:24:13.134323] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:24:13.134363] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:24:13.134391] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:24:13.137696] [DEBUG] [FORECASTER] IBEX: Forecast T+1@11:T+2@11: DOWN (p=15.34%)
[2025-12-22T20:24:13.137960] [INFO ] [FORECASTER] Completed predict_future for IBEX
[2025-12-22T20:24:13.138076] [INFO ] [sig       ] IBEX: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:24:13.295642] [INFO ] [LOCAL     ] Saved forecast: IBEX	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/IBEX.txt
[2025-12-22T20:24:13.295773] [INFO ] [sig       ] [1616/3560] Completed IBEX in 0.4s | 2.94 sym/s | Total: 9.2m | ETA: 11.0m
[2025-12-22T20:24:13.295812] [INFO ] [sig       ] [1617/3560] Forecasting IBM...
[2025-12-22T20:24:13.295841] [INFO ] [sig       ] Generating forecast for: IBM
[2025-12-22T20:24:13.295871] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBM' from 'https://tdm.silogroup.org/data/derivative_storage/IBM.csv'.
[2025-12-22T20:24:13.306734] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBM'.
[2025-12-22T20:24:13.307047] [INFO ] [FORECASTER] Starting predict_future for IBM
[2025-12-22T20:24:13.307821] [DEBUG] [LOCAL     ] No optimal features file found for IBM: ./output/feature-sets/IBM.txt
[2025-12-22T20:24:13.307873] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:24:13.307906] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:24:13.307934] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:24:13.307989] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:24:13.363794] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:24:13.364416] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:24:13.364492] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:24:13.364523] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:24:13.486502] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:24:13.486673] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:24:13.486714] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:24:13.486745] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:24:13.490104] [DEBUG] [FORECASTER] IBM: Forecast T+1@11:T+2@11: UP (p=96.46%)
[2025-12-22T20:24:13.490369] [INFO ] [FORECASTER] Completed predict_future for IBM
[2025-12-22T20:24:13.490487] [INFO ] [sig       ] IBM: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:24:13.625863] [INFO ] [LOCAL     ] Saved forecast: IBM	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/IBM.txt
[2025-12-22T20:24:13.626021] [INFO ] [sig       ] [1617/3560] Completed IBM in 0.3s | 2.94 sym/s | Total: 9.2m | ETA: 11.0m
[2025-12-22T20:24:13.626061] [INFO ] [sig       ] [1618/3560] Forecasting IBN...
[2025-12-22T20:24:13.626091] [INFO ] [sig       ] Generating forecast for: IBN
[2025-12-22T20:24:13.626121] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBN' from 'https://tdm.silogroup.org/data/derivative_storage/IBN.csv'.
[2025-12-22T20:24:13.637438] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBN'.
[2025-12-22T20:24:13.637782] [INFO ] [FORECASTER] Starting predict_future for IBN
[2025-12-22T20:24:13.638604] [DEBUG] [LOCAL     ] No optimal features file found for IBN: ./output/feature-sets/IBN.txt
[2025-12-22T20:24:13.638657] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:24:13.638691] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:24:13.638719] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:24:13.638777] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:24:13.695550] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:24:13.696258] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:24:13.696332] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:24:13.696364] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:24:13.815489] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:24:13.815651] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:24:13.815690] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:24:13.815718] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:24:13.819005] [DEBUG] [FORECASTER] IBN: Forecast T+1@11:T+2@11: UP (p=73.09%)
[2025-12-22T20:24:13.819435] [INFO ] [FORECASTER] Completed predict_future for IBN
[2025-12-22T20:24:13.819560] [INFO ] [sig       ] IBN: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:24:13.955767] [INFO ] [LOCAL     ] Saved forecast: IBN	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/IBN.txt
[2025-12-22T20:24:13.955892] [INFO ] [sig       ] [1618/3560] Completed IBN in 0.3s | 2.94 sym/s | Total: 9.2m | ETA: 11.0m
[2025-12-22T20:24:13.955930] [INFO ] [sig       ] [1619/3560] Forecasting IBOC...
[2025-12-22T20:24:13.955958] [INFO ] [sig       ] Generating forecast for: IBOC
[2025-12-22T20:24:13.955988] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBOC' from 'https://tdm.silogroup.org/data/derivative_storage/IBOC.csv'.
[2025-12-22T20:24:13.966867] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBOC'.
[2025-12-22T20:24:13.967226] [INFO ] [FORECASTER] Starting predict_future for IBOC
[2025-12-22T20:24:13.967995] [DEBUG] [LOCAL     ] No optimal features file found for IBOC: ./output/feature-sets/IBOC.txt
[2025-12-22T20:24:13.968046] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:24:13.968077] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:24:13.968103] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:24:13.968159] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:24:14.024796] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:24:14.025398] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:24:14.025474] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:24:14.025505] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:24:14.142040] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:24:14.142220] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:24:14.142263] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:24:14.142292] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:24:14.145981] [DEBUG] [FORECASTER] IBOC: Forecast T+1@11:T+2@11: DOWN (p=29.78%)
[2025-12-22T20:24:14.146282] [INFO ] [FORECASTER] Completed predict_future for IBOC
[2025-12-22T20:24:14.146409] [INFO ] [sig       ] IBOC: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:24:14.283453] [INFO ] [LOCAL     ] Saved forecast: IBOC	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/IBOC.txt
[2025-12-22T20:24:14.283627] [INFO ] [sig       ] [1619/3560] Completed IBOC in 0.3s | 2.94 sym/s | Total: 9.2m | ETA: 11.0m
[2025-12-22T20:24:14.283670] [INFO ] [sig       ] [1620/3560] Forecasting IBP...
[2025-12-22T20:24:14.283699] [INFO ] [sig       ] Generating forecast for: IBP
[2025-12-22T20:24:14.283740] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBP' from 'https://tdm.silogroup.org/data/derivative_storage/IBP.csv'.
[2025-12-22T20:24:14.295623] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBP'.
[2025-12-22T20:24:14.295991] [INFO ] [FORECASTER] Starting predict_future for IBP
[2025-12-22T20:24:14.296792] [DEBUG] [LOCAL     ] No optimal features file found for IBP: ./output/feature-sets/IBP.txt
[2025-12-22T20:24:14.296843] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:24:14.296900] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:24:14.296928] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:24:14.296984] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:24:14.353412] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:24:14.354116] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:24:14.354193] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:24:14.354227] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:24:14.478244] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:24:14.478407] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:24:14.478457] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:24:14.478495] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:24:14.482045] [DEBUG] [FORECASTER] IBP: Forecast T+1@11:T+2@11: DOWN (p=10.38%)
[2025-12-22T20:24:14.482374] [INFO ] [FORECASTER] Completed predict_future for IBP
[2025-12-22T20:24:14.482510] [INFO ] [sig       ] IBP: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:24:14.620816] [INFO ] [LOCAL     ] Saved forecast: IBP	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/IBP.txt
[2025-12-22T20:24:14.620947] [INFO ] [sig       ] [1620/3560] Completed IBP in 0.3s | 2.94 sym/s | Total: 9.2m | ETA: 11.0m
[2025-12-22T20:24:14.620987] [INFO ] [sig       ] [1621/3560] Forecasting IBRX...
[2025-12-22T20:24:14.621015] [INFO ] [sig       ] Generating forecast for: IBRX
[2025-12-22T20:24:14.621044] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBRX' from 'https://tdm.silogroup.org/data/derivative_storage/IBRX.csv'.
[2025-12-22T20:24:14.632022] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBRX'.
[2025-12-22T20:24:14.632336] [INFO ] [FORECASTER] Starting predict_future for IBRX
[2025-12-22T20:24:14.633115] [DEBUG] [LOCAL     ] No optimal features file found for IBRX: ./output/feature-sets/IBRX.txt
[2025-12-22T20:24:14.633168] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:24:14.633225] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:24:14.633253] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:24:14.633310] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:24:14.689981] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:24:14.690750] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:24:14.690827] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:24:14.690859] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:24:14.809333] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:24:14.809482] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:24:14.809522] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:24:14.809551] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:24:14.812869] [DEBUG] [FORECASTER] IBRX: Forecast T+1@11:T+2@11: UP (p=89.64%)
[2025-12-22T20:24:14.813130] [INFO ] [FORECASTER] Completed predict_future for IBRX
[2025-12-22T20:24:14.813247] [INFO ] [sig       ] IBRX: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:24:14.948332] [INFO ] [LOCAL     ] Saved forecast: IBRX	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/IBRX.txt
[2025-12-22T20:24:14.948461] [INFO ] [sig       ] [1621/3560] Completed IBRX in 0.3s | 2.94 sym/s | Total: 9.2m | ETA: 11.0m
[2025-12-22T20:24:14.948501] [INFO ] [sig       ] [1622/3560] Forecasting IBTG...
[2025-12-22T20:24:14.948530] [INFO ] [sig       ] Generating forecast for: IBTG
[2025-12-22T20:24:14.948559] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTG' from 'https://tdm.silogroup.org/data/derivative_storage/IBTG.csv'.
[2025-12-22T20:24:14.959443] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTG'.
[2025-12-22T20:24:14.959768] [INFO ] [FORECASTER] Starting predict_future for IBTG
[2025-12-22T20:24:14.960518] [DEBUG] [LOCAL     ] No optimal features file found for IBTG: ./output/feature-sets/IBTG.txt
[2025-12-22T20:24:14.960588] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:24:14.960623] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:24:14.960652] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:24:14.960707] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:24:15.017871] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:24:15.018680] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:24:15.018762] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:24:15.018796] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:24:15.136080] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:24:15.136228] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:24:15.136267] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:24:15.136296] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:24:15.139625] [DEBUG] [FORECASTER] IBTG: Forecast T+1@11:T+2@11: UP (p=97.35%)
[2025-12-22T20:24:15.139887] [INFO ] [FORECASTER] Completed predict_future for IBTG
[2025-12-22T20:24:15.140008] [INFO ] [sig       ] IBTG: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:24:15.274671] [INFO ] [LOCAL     ] Saved forecast: IBTG	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/IBTG.txt
[2025-12-22T20:24:15.274808] [INFO ] [sig       ] [1622/3560] Completed IBTG in 0.3s | 2.94 sym/s | Total: 9.2m | ETA: 11.0m
[2025-12-22T20:24:15.274850] [INFO ] [sig       ] [1623/3560] Forecasting IBTH...
[2025-12-22T20:24:15.274880] [INFO ] [sig       ] Generating forecast for: IBTH
[2025-12-22T20:24:15.274909] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTH' from 'https://tdm.silogroup.org/data/derivative_storage/IBTH.csv'.
[2025-12-22T20:24:15.286036] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTH'.
[2025-12-22T20:24:15.286361] [INFO ] [FORECASTER] Starting predict_future for IBTH
[2025-12-22T20:24:15.287134] [DEBUG] [LOCAL     ] No optimal features file found for IBTH: ./output/feature-sets/IBTH.txt
[2025-12-22T20:24:15.287185] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:24:15.287217] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:24:15.287244] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:24:15.287299] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:24:15.344520] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:24:15.345382] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:24:15.345464] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:24:15.345497] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:24:15.461744] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:24:15.461894] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:24:15.461933] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:24:15.461961] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:24:15.465257] [DEBUG] [FORECASTER] IBTH: Forecast T+1@11:T+2@11: DOWN (p=13.74%)
[2025-12-22T20:24:15.465519] [INFO ] [FORECASTER] Completed predict_future for IBTH
[2025-12-22T20:24:15.465656] [INFO ] [sig       ] IBTH: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:24:15.605996] [INFO ] [LOCAL     ] Saved forecast: IBTH	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/IBTH.txt
[2025-12-22T20:24:15.606141] [INFO ] [sig       ] [1623/3560] Completed IBTH in 0.3s | 2.94 sym/s | Total: 9.2m | ETA: 11.0m
[2025-12-22T20:24:15.606193] [INFO ] [sig       ] [1624/3560] Forecasting IBTI...
[2025-12-22T20:24:15.606224] [INFO ] [sig       ] Generating forecast for: IBTI
[2025-12-22T20:24:15.606260] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTI' from 'https://tdm.silogroup.org/data/derivative_storage/IBTI.csv'.
[2025-12-22T20:24:15.617914] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTI'.
[2025-12-22T20:24:15.618267] [INFO ] [FORECASTER] Starting predict_future for IBTI
[2025-12-22T20:24:15.619135] [DEBUG] [LOCAL     ] No optimal features file found for IBTI: ./output/feature-sets/IBTI.txt
[2025-12-22T20:24:15.619189] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:24:15.619224] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:24:15.619250] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:24:15.619307] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:24:15.675512] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:24:15.676339] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:24:15.676440] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:24:15.676473] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:24:15.798473] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:24:15.798641] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:24:15.798683] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:24:15.798743] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:24:15.802125] [DEBUG] [FORECASTER] IBTI: Forecast T+1@11:T+2@11: UP (p=90.62%)
[2025-12-22T20:24:15.802404] [INFO ] [FORECASTER] Completed predict_future for IBTI
[2025-12-22T20:24:15.802529] [INFO ] [sig       ] IBTI: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:24:15.939738] [INFO ] [LOCAL     ] Saved forecast: IBTI	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/IBTI.txt
[2025-12-22T20:24:15.939871] [INFO ] [sig       ] [1624/3560] Completed IBTI in 0.3s | 2.94 sym/s | Total: 9.2m | ETA: 11.0m
[2025-12-22T20:24:15.939911] [INFO ] [sig       ] [1625/3560] Forecasting IBTJ...
[2025-12-22T20:24:15.939941] [INFO ] [sig       ] Generating forecast for: IBTJ
[2025-12-22T20:24:15.939972] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTJ' from 'https://tdm.silogroup.org/data/derivative_storage/IBTJ.csv'.
[2025-12-22T20:24:15.950749] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTJ'.
[2025-12-22T20:24:15.951048] [INFO ] [FORECASTER] Starting predict_future for IBTJ
[2025-12-22T20:24:15.951853] [DEBUG] [LOCAL     ] No optimal features file found for IBTJ: ./output/feature-sets/IBTJ.txt
[2025-12-22T20:24:15.951906] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:24:15.951940] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:24:15.951968] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:24:15.952025] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:24:16.008199] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:24:16.009007] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:24:16.009099] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:24:16.009132] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:24:16.127987] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:24:16.128144] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:24:16.128186] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:24:16.128219] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:24:16.131588] [DEBUG] [FORECASTER] IBTJ: Forecast T+1@11:T+2@11: DOWN (p=6.85%)
[2025-12-22T20:24:16.131861] [INFO ] [FORECASTER] Completed predict_future for IBTJ
[2025-12-22T20:24:16.132018] [INFO ] [sig       ] IBTJ: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:24:16.265898] [INFO ] [LOCAL     ] Saved forecast: IBTJ	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/IBTJ.txt
[2025-12-22T20:24:16.266025] [INFO ] [sig       ] [1625/3560] Completed IBTJ in 0.3s | 2.94 sym/s | Total: 9.2m | ETA: 11.0m
[2025-12-22T20:24:16.266064] [INFO ] [sig       ] [1626/3560] Forecasting IBTK...
[2025-12-22T20:24:16.266093] [INFO ] [sig       ] Generating forecast for: IBTK
[2025-12-22T20:24:16.266121] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTK' from 'https://tdm.silogroup.org/data/derivative_storage/IBTK.csv'.
[2025-12-22T20:24:16.277031] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTK'.
[2025-12-22T20:24:16.277341] [INFO ] [FORECASTER] Starting predict_future for IBTK
[2025-12-22T20:24:16.278112] [DEBUG] [LOCAL     ] No optimal features file found for IBTK: ./output/feature-sets/IBTK.txt
[2025-12-22T20:24:16.278163] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:24:16.278195] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:24:16.278222] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:24:16.278278] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:24:16.333792] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:24:16.334383] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:24:16.334457] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:24:16.334489] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:24:16.454776] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:24:16.454925] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:24:16.454962] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:24:16.454990] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:24:16.458279] [DEBUG] [FORECASTER] IBTK: Forecast T+1@11:T+2@11: UP (p=89.13%)
[2025-12-22T20:24:16.458544] [INFO ] [FORECASTER] Completed predict_future for IBTK
[2025-12-22T20:24:16.458682] [INFO ] [sig       ] IBTK: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:24:16.594305] [INFO ] [LOCAL     ] Saved forecast: IBTK	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/IBTK.txt
[2025-12-22T20:24:16.594455] [INFO ] [sig       ] [1626/3560] Completed IBTK in 0.3s | 2.94 sym/s | Total: 9.2m | ETA: 11.0m
[2025-12-22T20:24:16.594494] [INFO ] [sig       ] [1627/3560] Forecasting IBTL...
[2025-12-22T20:24:16.594523] [INFO ] [sig       ] Generating forecast for: IBTL
[2025-12-22T20:24:16.594555] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTL' from 'https://tdm.silogroup.org/data/derivative_storage/IBTL.csv'.
[2025-12-22T20:24:16.605187] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTL'.
[2025-12-22T20:24:16.605504] [INFO ] [FORECASTER] Starting predict_future for IBTL
[2025-12-22T20:24:16.606275] [DEBUG] [LOCAL     ] No optimal features file found for IBTL: ./output/feature-sets/IBTL.txt
[2025-12-22T20:24:16.606326] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:24:16.606357] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:24:16.606384] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:24:16.606439] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:24:16.661741] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:24:16.662360] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:24:16.662436] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:24:16.662468] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:24:16.776896] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:24:16.777039] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:24:16.777093] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:24:16.777121] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:24:16.780439] [DEBUG] [FORECASTER] IBTL: Forecast T+1@11:T+2@11: UP (p=60.95%)
[2025-12-22T20:24:16.780720] [INFO ] [FORECASTER] Completed predict_future for IBTL
[2025-12-22T20:24:16.780840] [INFO ] [sig       ] IBTL: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:24:16.914720] [INFO ] [LOCAL     ] Saved forecast: IBTL	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/IBTL.txt
[2025-12-22T20:24:16.914828] [INFO ] [sig       ] [1627/3560] Completed IBTL in 0.3s | 2.94 sym/s | Total: 9.2m | ETA: 10.9m
[2025-12-22T20:24:16.914866] [INFO ] [sig       ] [1628/3560] Forecasting IBTM...
[2025-12-22T20:24:16.914894] [INFO ] [sig       ] Generating forecast for: IBTM
[2025-12-22T20:24:16.914923] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTM' from 'https://tdm.silogroup.org/data/derivative_storage/IBTM.csv'.
[2025-12-22T20:24:16.926359] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTM'.
[2025-12-22T20:24:16.926729] [INFO ] [FORECASTER] Starting predict_future for IBTM
[2025-12-22T20:24:16.927530] [DEBUG] [LOCAL     ] No optimal features file found for IBTM: ./output/feature-sets/IBTM.txt
[2025-12-22T20:24:16.927605] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:24:16.927641] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:24:16.927669] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:24:16.927726] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:24:16.984497] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:24:16.985270] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:24:16.985356] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:24:16.985390] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:24:17.103587] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:24:17.103739] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:24:17.103779] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:24:17.103809] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:24:17.107109] [DEBUG] [FORECASTER] IBTM: Forecast T+1@11:T+2@11: DOWN (p=26.10%)
[2025-12-22T20:24:17.107374] [INFO ] [FORECASTER] Completed predict_future for IBTM
[2025-12-22T20:24:17.107495] [INFO ] [sig       ] IBTM: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:24:17.244729] [INFO ] [LOCAL     ] Saved forecast: IBTM	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/IBTM.txt
[2025-12-22T20:24:17.244866] [INFO ] [sig       ] [1628/3560] Completed IBTM in 0.3s | 2.94 sym/s | Total: 9.2m | ETA: 10.9m
[2025-12-22T20:24:17.244906] [INFO ] [sig       ] [1629/3560] Forecasting IBTO...
[2025-12-22T20:24:17.244936] [INFO ] [sig       ] Generating forecast for: IBTO
[2025-12-22T20:24:17.244965] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTO' from 'https://tdm.silogroup.org/data/derivative_storage/IBTO.csv'.
[2025-12-22T20:24:17.259526] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTO'.
[2025-12-22T20:24:17.260305] [INFO ] [FORECASTER] Starting predict_future for IBTO
[2025-12-22T20:24:17.261488] [DEBUG] [LOCAL     ] No optimal features file found for IBTO: ./output/feature-sets/IBTO.txt
[2025-12-22T20:24:17.261556] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:24:17.261615] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:24:17.261645] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:24:17.261705] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:24:17.323509] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:24:17.324826] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:24:17.325171] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:24:17.325337] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:24:17.450056] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:24:17.450219] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:24:17.450259] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:24:17.450288] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:24:17.453672] [DEBUG] [FORECASTER] IBTO: Forecast T+1@11:T+2@11: DOWN (p=30.49%)
[2025-12-22T20:24:17.453944] [INFO ] [FORECASTER] Completed predict_future for IBTO
[2025-12-22T20:24:17.454072] [INFO ] [sig       ] IBTO: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:24:17.590624] [INFO ] [LOCAL     ] Saved forecast: IBTO	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/IBTO.txt
[2025-12-22T20:24:17.590789] [INFO ] [sig       ] [1629/3560] Completed IBTO in 0.3s | 2.94 sym/s | Total: 9.2m | ETA: 10.9m
[2025-12-22T20:24:17.590830] [INFO ] [sig       ] [1630/3560] Forecasting ICE...
[2025-12-22T20:24:17.590859] [INFO ] [sig       ] Generating forecast for: ICE
[2025-12-22T20:24:17.590889] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ICE' from 'https://tdm.silogroup.org/data/derivative_storage/ICE.csv'.
[2025-12-22T20:24:17.602827] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ICE'.
[2025-12-22T20:24:17.603197] [INFO ] [FORECASTER] Starting predict_future for ICE
[2025-12-22T20:24:17.603995] [DEBUG] [LOCAL     ] No optimal features file found for ICE: ./output/feature-sets/ICE.txt
[2025-12-22T20:24:17.604046] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:24:17.604078] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:24:17.604104] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:24:17.604160] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:24:17.660007] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:24:17.660652] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:24:17.660728] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:24:17.660760] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:24:17.777187] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:24:17.777352] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:24:17.777392] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:24:17.777420] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:24:17.780783] [DEBUG] [FORECASTER] ICE: Forecast T+1@11:T+2@11: UP (p=88.42%)
[2025-12-22T20:24:17.781057] [INFO ] [FORECASTER] Completed predict_future for ICE
[2025-12-22T20:24:17.781177] [INFO ] [sig       ] ICE: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:24:17.916123] [INFO ] [LOCAL     ] Saved forecast: ICE	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/ICE.txt
[2025-12-22T20:24:17.916244] [INFO ] [sig       ] [1630/3560] Completed ICE in 0.3s | 2.94 sym/s | Total: 9.2m | ETA: 10.9m
[2025-12-22T20:24:17.916283] [INFO ] [sig       ] [1631/3560] Forecasting ICFI...
[2025-12-22T20:24:17.916312] [INFO ] [sig       ] Generating forecast for: ICFI
[2025-12-22T20:24:17.916341] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ICFI' from 'https://tdm.silogroup.org/data/derivative_storage/ICFI.csv'.
[2025-12-22T20:24:17.928412] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ICFI'.
[2025-12-22T20:24:17.928928] [INFO ] [FORECASTER] Starting predict_future for ICFI
[2025-12-22T20:24:17.929712] [DEBUG] [LOCAL     ] No optimal features file found for ICFI: ./output/feature-sets/ICFI.txt
[2025-12-22T20:24:17.929763] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:24:17.929808] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:24:17.929835] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:24:17.929891] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:24:17.987398] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:24:17.988035] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:24:17.988135] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:24:17.988167] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:24:18.108447] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:24:18.108619] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:24:18.108662] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:24:18.108693] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:24:18.112204] [DEBUG] [FORECASTER] ICFI: Forecast T+1@11:T+2@11: DOWN (p=11.02%)
[2025-12-22T20:24:18.112480] [INFO ] [FORECASTER] Completed predict_future for ICFI
[2025-12-22T20:24:18.112624] [INFO ] [sig       ] ICFI: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:24:18.246964] [INFO ] [LOCAL     ] Saved forecast: ICFI	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/ICFI.txt
[2025-12-22T20:24:18.247090] [INFO ] [sig       ] [1631/3560] Completed ICFI in 0.3s | 2.94 sym/s | Total: 9.2m | ETA: 10.9m
[2025-12-22T20:24:18.247131] [INFO ] [sig       ] [1632/3560] Forecasting ICL...
[2025-12-22T20:24:18.247166] [INFO ] [sig       ] Generating forecast for: ICL
[2025-12-22T20:24:18.247196] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ICL' from 'https://tdm.silogroup.org/data/derivative_storage/ICL.csv'.
[2025-12-22T20:24:18.259291] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ICL'.
[2025-12-22T20:24:18.259642] [INFO ] [FORECASTER] Starting predict_future for ICL
[2025-12-22T20:24:18.260393] [DEBUG] [LOCAL     ] No optimal features file found for ICL: ./output/feature-sets/ICL.txt
[2025-12-22T20:24:18.260444] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:24:18.260475] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:24:18.260501] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:24:18.260557] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:24:18.317852] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:24:18.318711] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:24:18.318797] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:24:18.318832] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:24:18.444239] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:24:18.444418] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:24:18.444464] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:24:18.444494] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:24:18.448023] [DEBUG] [FORECASTER] ICL: Forecast T+1@11:T+2@11: DOWN (p=24.17%)
[2025-12-22T20:24:18.448283] [INFO ] [FORECASTER] Completed predict_future for ICL
[2025-12-22T20:24:18.448399] [INFO ] [sig       ] ICL: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:24:18.583895] [INFO ] [LOCAL     ] Saved forecast: ICL	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/ICL.txt
[2025-12-22T20:24:18.584026] [INFO ] [sig       ] [1632/3560] Completed ICL in 0.3s | 2.94 sym/s | Total: 9.2m | ETA: 10.9m
[2025-12-22T20:24:18.584066] [INFO ] [sig       ] [1633/3560] Forecasting ICLN...
[2025-12-22T20:24:18.584095] [INFO ] [sig       ] Generating forecast for: ICLN
[2025-12-22T20:24:18.584124] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ICLN' from 'https://tdm.silogroup.org/data/derivative_storage/ICLN.csv'.
[2025-12-22T20:24:18.596252] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ICLN'.
[2025-12-22T20:24:18.596610] [INFO ] [FORECASTER] Starting predict_future for ICLN
[2025-12-22T20:24:18.597359] [DEBUG] [LOCAL     ] No optimal features file found for ICLN: ./output/feature-sets/ICLN.txt
[2025-12-22T20:24:18.597410] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:24:18.597442] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:24:18.597468] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:24:18.597523] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:24:18.655972] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:24:18.656832] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:24:18.656912] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:24:18.656956] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:24:18.780826] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:24:18.780982] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:24:18.781024] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:24:18.781054] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:24:18.784475] [DEBUG] [FORECASTER] ICLN: Forecast T+1@11:T+2@11: DOWN (p=9.24%)
[2025-12-22T20:24:18.784769] [INFO ] [FORECASTER] Completed predict_future for ICLN
[2025-12-22T20:24:18.784896] [INFO ] [sig       ] ICLN: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:24:18.920800] [INFO ] [LOCAL     ] Saved forecast: ICLN	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/ICLN.txt
[2025-12-22T20:24:18.920943] [INFO ] [sig       ] [1633/3560] Completed ICLN in 0.3s | 2.94 sym/s | Total: 9.2m | ETA: 10.9m
[2025-12-22T20:24:18.920983] [INFO ] [sig       ] [1634/3560] Forecasting ICMB...
[2025-12-22T20:24:18.921012] [INFO ] [sig       ] Generating forecast for: ICMB
[2025-12-22T20:24:18.921042] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ICMB' from 'https://tdm.silogroup.org/data/derivative_storage/ICMB.csv'.
[2025-12-22T20:24:18.931487] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ICMB'.
[2025-12-22T20:24:18.931880] [INFO ] [FORECASTER] Starting predict_future for ICMB
[2025-12-22T20:24:18.932664] [DEBUG] [LOCAL     ] No optimal features file found for ICMB: ./output/feature-sets/ICMB.txt
[2025-12-22T20:24:18.932715] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:24:18.932747] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:24:18.932774] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:24:18.932828] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:24:18.988995] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:24:18.989885] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:24:18.989965] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:24:18.989998] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:24:19.104694] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:24:19.104858] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:24:19.104904] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:24:19.104933] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:24:19.108489] [DEBUG] [FORECASTER] ICMB: Forecast T+1@11:T+2@11: UP (p=86.52%)
[2025-12-22T20:24:19.108780] [INFO ] [FORECASTER] Completed predict_future for ICMB
[2025-12-22T20:24:19.108905] [INFO ] [sig       ] ICMB: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:24:19.242985] [INFO ] [LOCAL     ] Saved forecast: ICMB	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/ICMB.txt
[2025-12-22T20:24:19.243202] [INFO ] [sig       ] [1634/3560] Completed ICMB in 0.3s | 2.94 sym/s | Total: 9.3m | ETA: 10.9m
[2025-12-22T20:24:19.243241] [INFO ] [sig       ] [1635/3560] Forecasting ICOP...
[2025-12-22T20:24:19.243277] [INFO ] [sig       ] Generating forecast for: ICOP
[2025-12-22T20:24:19.243309] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ICOP' from 'https://tdm.silogroup.org/data/derivative_storage/ICOP.csv'.
[2025-12-22T20:24:19.253858] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ICOP'.
[2025-12-22T20:24:19.254177] [INFO ] [FORECASTER] Starting predict_future for ICOP
[2025-12-22T20:24:19.254953] [DEBUG] [LOCAL     ] No optimal features file found for ICOP: ./output/feature-sets/ICOP.txt
[2025-12-22T20:24:19.255004] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:24:19.255036] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:24:19.255062] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:24:19.255117] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:24:19.311552] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:24:19.312704] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:24:19.312780] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:24:19.312812] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:24:19.428537] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:24:19.428713] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:24:19.428752] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:24:19.428780] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:24:19.432139] [DEBUG] [FORECASTER] ICOP: Forecast T+1@11:T+2@11: UP (p=97.43%)
[2025-12-22T20:24:19.432401] [INFO ] [FORECASTER] Completed predict_future for ICOP
[2025-12-22T20:24:19.432521] [INFO ] [sig       ] ICOP: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:24:19.567077] [INFO ] [LOCAL     ] Saved forecast: ICOP	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/ICOP.txt
[2025-12-22T20:24:19.567232] [INFO ] [sig       ] [1635/3560] Completed ICOP in 0.3s | 2.94 sym/s | Total: 9.3m | ETA: 10.9m
[2025-12-22T20:24:19.567271] [INFO ] [sig       ] [1636/3560] Forecasting ICUI...
[2025-12-22T20:24:19.567300] [INFO ] [sig       ] Generating forecast for: ICUI
[2025-12-22T20:24:19.567332] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ICUI' from 'https://tdm.silogroup.org/data/derivative_storage/ICUI.csv'.
[2025-12-22T20:24:19.578624] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ICUI'.
[2025-12-22T20:24:19.578978] [INFO ] [FORECASTER] Starting predict_future for ICUI
[2025-12-22T20:24:19.579821] [DEBUG] [LOCAL     ] No optimal features file found for ICUI: ./output/feature-sets/ICUI.txt
[2025-12-22T20:24:19.579881] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:24:19.579922] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:24:19.579951] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:24:19.580012] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:24:19.639565] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:24:19.640439] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:24:19.640518] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:24:19.640552] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:24:19.759851] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:24:19.760005] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:24:19.760057] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:24:19.760088] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:24:19.763614] [DEBUG] [FORECASTER] ICUI: Forecast T+1@11:T+2@11: UP (p=89.21%)
[2025-12-22T20:24:19.763894] [INFO ] [FORECASTER] Completed predict_future for ICUI
[2025-12-22T20:24:19.764021] [INFO ] [sig       ] ICUI: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:24:19.913718] [INFO ] [LOCAL     ] Saved forecast: ICUI	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/ICUI.txt
[2025-12-22T20:24:19.913944] [INFO ] [sig       ] [1636/3560] Completed ICUI in 0.3s | 2.94 sym/s | Total: 9.3m | ETA: 10.9m
[2025-12-22T20:24:19.914002] [INFO ] [sig       ] [1637/3560] Forecasting IDA...
[2025-12-22T20:24:19.914035] [INFO ] [sig       ] Generating forecast for: IDA
[2025-12-22T20:24:19.914068] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDA' from 'https://tdm.silogroup.org/data/derivative_storage/IDA.csv'.
[2025-12-22T20:24:19.926215] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IDA'.
[2025-12-22T20:24:19.926652] [INFO ] [FORECASTER] Starting predict_future for IDA
[2025-12-22T20:24:19.927472] [DEBUG] [LOCAL     ] No optimal features file found for IDA: ./output/feature-sets/IDA.txt
[2025-12-22T20:24:19.927527] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:24:19.927561] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:24:19.927608] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:24:19.927667] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:24:19.986611] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:24:19.987547] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:24:19.987655] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:24:19.987690] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:24:20.108079] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:24:20.108233] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:24:20.108281] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:24:20.108318] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:24:20.111935] [DEBUG] [FORECASTER] IDA: Forecast T+1@11:T+2@11: UP (p=54.34%)
[2025-12-22T20:24:20.112222] [INFO ] [FORECASTER] Completed predict_future for IDA
[2025-12-22T20:24:20.112350] [INFO ] [sig       ] IDA: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:24:20.252501] [INFO ] [LOCAL     ] Saved forecast: IDA	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/IDA.txt
[2025-12-22T20:24:20.252673] [INFO ] [sig       ] [1637/3560] Completed IDA in 0.3s | 2.94 sym/s | Total: 9.3m | ETA: 10.9m
[2025-12-22T20:24:20.252723] [INFO ] [sig       ] [1638/3560] Forecasting IDAI...
[2025-12-22T20:24:20.252763] [INFO ] [sig       ] Generating forecast for: IDAI
[2025-12-22T20:24:20.252805] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDAI' from 'https://tdm.silogroup.org/data/derivative_storage/IDAI.csv'.
[2025-12-22T20:24:20.263607] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IDAI'.
[2025-12-22T20:24:20.263930] [INFO ] [FORECASTER] Starting predict_future for IDAI
[2025-12-22T20:24:20.264819] [DEBUG] [LOCAL     ] No optimal features file found for IDAI: ./output/feature-sets/IDAI.txt
[2025-12-22T20:24:20.264873] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:24:20.264934] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:24:20.264963] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:24:20.265020] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:24:20.324285] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:24:20.325015] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:24:20.325094] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:24:20.325136] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:24:20.442950] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:24:20.443099] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:24:20.443139] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:24:20.443183] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:24:20.446611] [DEBUG] [FORECASTER] IDAI: Forecast T+1@11:T+2@11: DOWN (p=2.98%)
[2025-12-22T20:24:20.446881] [INFO ] [FORECASTER] Completed predict_future for IDAI
[2025-12-22T20:24:20.447002] [INFO ] [sig       ] IDAI: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:24:20.595449] [INFO ] [LOCAL     ] Saved forecast: IDAI	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/IDAI.txt
[2025-12-22T20:24:20.595612] [INFO ] [sig       ] [1638/3560] Completed IDAI in 0.3s | 2.94 sym/s | Total: 9.3m | ETA: 10.9m
[2025-12-22T20:24:20.595654] [INFO ] [sig       ] [1639/3560] Forecasting IDCC...
[2025-12-22T20:24:20.595684] [INFO ] [sig       ] Generating forecast for: IDCC
[2025-12-22T20:24:20.595715] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDCC' from 'https://tdm.silogroup.org/data/derivative_storage/IDCC.csv'.
[2025-12-22T20:24:20.606529] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IDCC'.
[2025-12-22T20:24:20.606887] [INFO ] [FORECASTER] Starting predict_future for IDCC
[2025-12-22T20:24:20.607682] [DEBUG] [LOCAL     ] No optimal features file found for IDCC: ./output/feature-sets/IDCC.txt
[2025-12-22T20:24:20.607734] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:24:20.607767] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:24:20.607794] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:24:20.607850] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:24:20.665898] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:24:20.666512] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:24:20.666757] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:24:20.666789] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:24:20.786679] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:24:20.786837] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:24:20.786879] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:24:20.786909] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:24:20.790400] [DEBUG] [FORECASTER] IDCC: Forecast T+1@11:T+2@11: UP (p=93.95%)
[2025-12-22T20:24:20.790721] [INFO ] [FORECASTER] Completed predict_future for IDCC
[2025-12-22T20:24:20.790842] [INFO ] [sig       ] IDCC: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:24:20.925412] [INFO ] [LOCAL     ] Saved forecast: IDCC	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/IDCC.txt
[2025-12-22T20:24:20.925539] [INFO ] [sig       ] [1639/3560] Completed IDCC in 0.3s | 2.94 sym/s | Total: 9.3m | ETA: 10.9m
[2025-12-22T20:24:20.925595] [INFO ] [sig       ] [1640/3560] Forecasting IDE...
[2025-12-22T20:24:20.925627] [INFO ] [sig       ] Generating forecast for: IDE
[2025-12-22T20:24:20.925657] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDE' from 'https://tdm.silogroup.org/data/derivative_storage/IDE.csv'.
[2025-12-22T20:24:20.937052] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IDE'.
[2025-12-22T20:24:20.937490] [INFO ] [FORECASTER] Starting predict_future for IDE
[2025-12-22T20:24:20.938295] [DEBUG] [LOCAL     ] No optimal features file found for IDE: ./output/feature-sets/IDE.txt
[2025-12-22T20:24:20.938347] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:24:20.938380] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:24:20.938407] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:24:20.938463] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:24:20.995049] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:24:20.995943] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:24:20.996028] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:24:20.996080] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:24:21.115307] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:24:21.115473] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:24:21.115513] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:24:21.115540] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:24:21.118873] [DEBUG] [FORECASTER] IDE: Forecast T+1@11:T+2@11: DOWN (p=4.30%)
[2025-12-22T20:24:21.119162] [INFO ] [FORECASTER] Completed predict_future for IDE
[2025-12-22T20:24:21.119283] [INFO ] [sig       ] IDE: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:24:21.254482] [INFO ] [LOCAL     ] Saved forecast: IDE	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/IDE.txt
[2025-12-22T20:24:21.254643] [INFO ] [sig       ] [1640/3560] Completed IDE in 0.3s | 2.94 sym/s | Total: 9.3m | ETA: 10.9m
[2025-12-22T20:24:21.254685] [INFO ] [sig       ] [1641/3560] Forecasting IDN...
[2025-12-22T20:24:21.254716] [INFO ] [sig       ] Generating forecast for: IDN
[2025-12-22T20:24:21.254771] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDN' from 'https://tdm.silogroup.org/data/derivative_storage/IDN.csv'.
[2025-12-22T20:24:21.265766] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IDN'.
[2025-12-22T20:24:21.266094] [INFO ] [FORECASTER] Starting predict_future for IDN
[2025-12-22T20:24:21.266902] [DEBUG] [LOCAL     ] No optimal features file found for IDN: ./output/feature-sets/IDN.txt
[2025-12-22T20:24:21.266956] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:24:21.266989] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:24:21.267017] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:24:21.267074] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:24:21.323818] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:24:21.324504] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:24:21.324619] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:24:21.324670] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:24:21.438816] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:24:21.438964] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:24:21.439002] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:24:21.439098] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:24:21.442397] [DEBUG] [FORECASTER] IDN: Forecast T+1@11:T+2@11: UP (p=96.64%)
[2025-12-22T20:24:21.442677] [INFO ] [FORECASTER] Completed predict_future for IDN
[2025-12-22T20:24:21.442798] [INFO ] [sig       ] IDN: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:24:21.577535] [INFO ] [LOCAL     ] Saved forecast: IDN	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/IDN.txt
[2025-12-22T20:24:21.577683] [INFO ] [sig       ] [1641/3560] Completed IDN in 0.3s | 2.94 sym/s | Total: 9.3m | ETA: 10.9m
[2025-12-22T20:24:21.577722] [INFO ] [sig       ] [1642/3560] Forecasting IDXX...
[2025-12-22T20:24:21.577751] [INFO ] [sig       ] Generating forecast for: IDXX
[2025-12-22T20:24:21.577781] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDXX' from 'https://tdm.silogroup.org/data/derivative_storage/IDXX.csv'.
[2025-12-22T20:24:21.589867] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IDXX'.
[2025-12-22T20:24:21.590339] [INFO ] [FORECASTER] Starting predict_future for IDXX
[2025-12-22T20:24:21.591223] [DEBUG] [LOCAL     ] No optimal features file found for IDXX: ./output/feature-sets/IDXX.txt
[2025-12-22T20:24:21.591280] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:24:21.591321] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:24:21.591355] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:24:21.591465] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:24:21.648771] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:24:21.649710] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:24:21.649798] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:24:21.649830] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:24:21.769590] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:24:21.769743] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:24:21.769783] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:24:21.769811] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:24:21.773219] [DEBUG] [FORECASTER] IDXX: Forecast T+1@11:T+2@11: DOWN (p=33.71%)
[2025-12-22T20:24:21.773486] [INFO ] [FORECASTER] Completed predict_future for IDXX
[2025-12-22T20:24:21.773625] [INFO ] [sig       ] IDXX: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:24:21.909468] [INFO ] [LOCAL     ] Saved forecast: IDXX	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/IDXX.txt
[2025-12-22T20:24:21.909621] [INFO ] [sig       ] [1642/3560] Completed IDXX in 0.3s | 2.94 sym/s | Total: 9.3m | ETA: 10.9m
[2025-12-22T20:24:21.909661] [INFO ] [sig       ] [1643/3560] Forecasting IDYA...
[2025-12-22T20:24:21.909690] [INFO ] [sig       ] Generating forecast for: IDYA
[2025-12-22T20:24:21.909720] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDYA' from 'https://tdm.silogroup.org/data/derivative_storage/IDYA.csv'.
[2025-12-22T20:24:21.920754] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IDYA'.
[2025-12-22T20:24:21.921133] [INFO ] [FORECASTER] Starting predict_future for IDYA
[2025-12-22T20:24:21.921952] [DEBUG] [LOCAL     ] No optimal features file found for IDYA: ./output/feature-sets/IDYA.txt
[2025-12-22T20:24:21.922004] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:24:21.922036] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:24:21.922064] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:24:21.922120] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:24:21.983976] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:24:21.984872] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:24:21.984955] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:24:21.984987] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:24:22.105681] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:24:22.105841] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:24:22.105881] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:24:22.105910] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:24:22.109399] [DEBUG] [FORECASTER] IDYA: Forecast T+1@11:T+2@11: DOWN (p=47.29%)
[2025-12-22T20:24:22.109735] [INFO ] [FORECASTER] Completed predict_future for IDYA
[2025-12-22T20:24:22.109871] [INFO ] [sig       ] IDYA: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:24:22.248422] [INFO ] [LOCAL     ] Saved forecast: IDYA	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/IDYA.txt
[2025-12-22T20:24:22.248592] [INFO ] [sig       ] [1643/3560] Completed IDYA in 0.3s | 2.94 sym/s | Total: 9.3m | ETA: 10.9m
[2025-12-22T20:24:22.248635] [INFO ] [sig       ] [1644/3560] Forecasting IEF...
[2025-12-22T20:24:22.248663] [INFO ] [sig       ] Generating forecast for: IEF
[2025-12-22T20:24:22.248695] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IEF' from 'https://tdm.silogroup.org/data/derivative_storage/IEF.csv'.
[2025-12-22T20:24:22.259801] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IEF'.
[2025-12-22T20:24:22.260180] [INFO ] [FORECASTER] Starting predict_future for IEF
[2025-12-22T20:24:22.261120] [DEBUG] [LOCAL     ] No optimal features file found for IEF: ./output/feature-sets/IEF.txt
[2025-12-22T20:24:22.261181] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:24:22.261213] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:24:22.261239] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:24:22.261294] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:24:22.319545] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:24:22.320418] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:24:22.320503] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:24:22.320536] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:24:22.442166] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:24:22.442314] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:24:22.442357] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:24:22.442384] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:24:22.445699] [DEBUG] [FORECASTER] IEF: Forecast T+1@11:T+2@11: DOWN (p=46.65%)
[2025-12-22T20:24:22.445967] [INFO ] [FORECASTER] Completed predict_future for IEF
[2025-12-22T20:24:22.446086] [INFO ] [sig       ] IEF: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:24:22.580494] [INFO ] [LOCAL     ] Saved forecast: IEF	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/IEF.txt
[2025-12-22T20:24:22.580652] [INFO ] [sig       ] [1644/3560] Completed IEF in 0.3s | 2.94 sym/s | Total: 9.3m | ETA: 10.8m
[2025-12-22T20:24:22.580698] [INFO ] [sig       ] [1645/3560] Forecasting IEI...
[2025-12-22T20:24:22.580733] [INFO ] [sig       ] Generating forecast for: IEI
[2025-12-22T20:24:22.580771] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IEI' from 'https://tdm.silogroup.org/data/derivative_storage/IEI.csv'.
[2025-12-22T20:24:22.591737] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IEI'.
[2025-12-22T20:24:22.592075] [INFO ] [FORECASTER] Starting predict_future for IEI
[2025-12-22T20:24:22.592886] [DEBUG] [LOCAL     ] No optimal features file found for IEI: ./output/feature-sets/IEI.txt
[2025-12-22T20:24:22.592938] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:24:22.592970] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:24:22.592996] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:24:22.593051] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:24:22.649317] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:24:22.650064] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:24:22.650142] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:24:22.650176] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:24:22.769464] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:24:22.769628] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:24:22.769670] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:24:22.769700] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:24:22.773111] [DEBUG] [FORECASTER] IEI: Forecast T+1@11:T+2@11: UP (p=81.68%)
[2025-12-22T20:24:22.773385] [INFO ] [FORECASTER] Completed predict_future for IEI
[2025-12-22T20:24:22.773510] [INFO ] [sig       ] IEI: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:24:22.909687] [INFO ] [LOCAL     ] Saved forecast: IEI	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/IEI.txt
[2025-12-22T20:24:22.909812] [INFO ] [sig       ] [1645/3560] Completed IEI in 0.3s | 2.94 sym/s | Total: 9.3m | ETA: 10.8m
[2025-12-22T20:24:22.909850] [INFO ] [sig       ] [1646/3560] Forecasting IEP...
[2025-12-22T20:24:22.909879] [INFO ] [sig       ] Generating forecast for: IEP
[2025-12-22T20:24:22.909909] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IEP' from 'https://tdm.silogroup.org/data/derivative_storage/IEP.csv'.
[2025-12-22T20:24:22.920349] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IEP'.
[2025-12-22T20:24:22.920694] [INFO ] [FORECASTER] Starting predict_future for IEP
[2025-12-22T20:24:22.921437] [DEBUG] [LOCAL     ] No optimal features file found for IEP: ./output/feature-sets/IEP.txt
[2025-12-22T20:24:22.921488] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:24:22.921519] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:24:22.921546] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:24:22.921625] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:24:22.978079] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:24:22.978791] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:24:22.978867] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:24:22.978899] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:24:23.101582] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:24:23.101737] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:24:23.101782] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:24:23.101819] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:24:23.105316] [DEBUG] [FORECASTER] IEP: Forecast T+1@11:T+2@11: UP (p=72.44%)
[2025-12-22T20:24:23.105614] [INFO ] [FORECASTER] Completed predict_future for IEP
[2025-12-22T20:24:23.105754] [INFO ] [sig       ] IEP: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:24:23.241642] [INFO ] [LOCAL     ] Saved forecast: IEP	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/IEP.txt
[2025-12-22T20:24:23.241768] [INFO ] [sig       ] [1646/3560] Completed IEP in 0.3s | 2.94 sym/s | Total: 9.3m | ETA: 10.8m
[2025-12-22T20:24:23.241806] [INFO ] [sig       ] [1647/3560] Forecasting IESC...
[2025-12-22T20:24:23.241835] [INFO ] [sig       ] Generating forecast for: IESC
[2025-12-22T20:24:23.241865] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IESC' from 'https://tdm.silogroup.org/data/derivative_storage/IESC.csv'.
[2025-12-22T20:24:23.252787] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IESC'.
[2025-12-22T20:24:23.253095] [INFO ] [FORECASTER] Starting predict_future for IESC
[2025-12-22T20:24:23.253875] [DEBUG] [LOCAL     ] No optimal features file found for IESC: ./output/feature-sets/IESC.txt
[2025-12-22T20:24:23.253926] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:24:23.253958] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:24:23.253985] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:24:23.254041] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:24:23.310222] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:24:23.310883] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:24:23.310959] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:24:23.310990] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:24:23.429253] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:24:23.429406] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:24:23.429444] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:24:23.429473] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:24:23.432768] [DEBUG] [FORECASTER] IESC: Forecast T+1@11:T+2@11: UP (p=69.67%)
[2025-12-22T20:24:23.433036] [INFO ] [FORECASTER] Completed predict_future for IESC
[2025-12-22T20:24:23.433157] [INFO ] [sig       ] IESC: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:24:23.567439] [INFO ] [LOCAL     ] Saved forecast: IESC	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/IESC.txt
[2025-12-22T20:24:23.567607] [INFO ] [sig       ] [1647/3560] Completed IESC in 0.3s | 2.94 sym/s | Total: 9.3m | ETA: 10.8m
[2025-12-22T20:24:23.567649] [INFO ] [sig       ] [1648/3560] Forecasting IEX...
[2025-12-22T20:24:23.567679] [INFO ] [sig       ] Generating forecast for: IEX
[2025-12-22T20:24:23.567709] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IEX' from 'https://tdm.silogroup.org/data/derivative_storage/IEX.csv'.
[2025-12-22T20:24:23.579408] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IEX'.
[2025-12-22T20:24:23.579721] [INFO ] [FORECASTER] Starting predict_future for IEX
[2025-12-22T20:24:23.580459] [DEBUG] [LOCAL     ] No optimal features file found for IEX: ./output/feature-sets/IEX.txt
[2025-12-22T20:24:23.580510] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:24:23.580540] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:24:23.580585] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:24:23.580644] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:24:23.637015] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:24:23.637716] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:24:23.637820] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:24:23.637853] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:24:23.755110] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:24:23.755256] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:24:23.755296] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:24:23.755324] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:24:23.758649] [DEBUG] [FORECASTER] IEX: Forecast T+1@11:T+2@11: UP (p=70.79%)
[2025-12-22T20:24:23.758916] [INFO ] [FORECASTER] Completed predict_future for IEX
[2025-12-22T20:24:23.759065] [INFO ] [sig       ] IEX: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:24:23.903450] [INFO ] [LOCAL     ] Saved forecast: IEX	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/IEX.txt
[2025-12-22T20:24:23.903670] [INFO ] [sig       ] [1648/3560] Completed IEX in 0.3s | 2.94 sym/s | Total: 9.3m | ETA: 10.8m
[2025-12-22T20:24:23.903733] [INFO ] [sig       ] [1649/3560] Forecasting IFF...
[2025-12-22T20:24:23.903777] [INFO ] [sig       ] Generating forecast for: IFF
[2025-12-22T20:24:23.903824] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IFF' from 'https://tdm.silogroup.org/data/derivative_storage/IFF.csv'.
[2025-12-22T20:24:23.918207] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IFF'.
[2025-12-22T20:24:23.918690] [INFO ] [FORECASTER] Starting predict_future for IFF
[2025-12-22T20:24:23.919758] [DEBUG] [LOCAL     ] No optimal features file found for IFF: ./output/feature-sets/IFF.txt
[2025-12-22T20:24:23.919826] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:24:23.919878] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:24:23.919919] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:24:23.920006] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:24:23.981907] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:24:23.982776] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:24:23.982858] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:24:23.982892] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:24:24.105521] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:24:24.105694] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:24:24.105734] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:24:24.105763] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:24:24.109132] [DEBUG] [FORECASTER] IFF: Forecast T+1@11:T+2@11: DOWN (p=14.21%)
[2025-12-22T20:24:24.109469] [INFO ] [FORECASTER] Completed predict_future for IFF
[2025-12-22T20:24:24.109614] [INFO ] [sig       ] IFF: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:24:24.247912] [INFO ] [LOCAL     ] Saved forecast: IFF	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/IFF.txt
[2025-12-22T20:24:24.248083] [INFO ] [sig       ] [1649/3560] Completed IFF in 0.3s | 2.94 sym/s | Total: 9.3m | ETA: 10.8m
[2025-12-22T20:24:24.248130] [INFO ] [sig       ] [1650/3560] Forecasting IFN...
[2025-12-22T20:24:24.248163] [INFO ] [sig       ] Generating forecast for: IFN
[2025-12-22T20:24:24.248195] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IFN' from 'https://tdm.silogroup.org/data/derivative_storage/IFN.csv'.
[2025-12-22T20:24:24.260122] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IFN'.
[2025-12-22T20:24:24.260507] [INFO ] [FORECASTER] Starting predict_future for IFN
[2025-12-22T20:24:24.261368] [DEBUG] [LOCAL     ] No optimal features file found for IFN: ./output/feature-sets/IFN.txt
[2025-12-22T20:24:24.261422] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:24:24.261456] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:24:24.261485] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:24:24.261544] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:24:24.320223] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:24:24.321082] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:24:24.321167] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:24:24.321202] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:24:24.437392] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:24:24.437546] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:24:24.437609] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:24:24.437641] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:24:24.441118] [DEBUG] [FORECASTER] IFN: Forecast T+1@11:T+2@11: DOWN (p=25.92%)
[2025-12-22T20:24:24.441441] [INFO ] [FORECASTER] Completed predict_future for IFN
[2025-12-22T20:24:24.441597] [INFO ] [sig       ] IFN: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:24:24.579788] [INFO ] [LOCAL     ] Saved forecast: IFN	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/IFN.txt
[2025-12-22T20:24:24.579947] [INFO ] [sig       ] [1650/3560] Completed IFN in 0.3s | 2.94 sym/s | Total: 9.3m | ETA: 10.8m
[2025-12-22T20:24:24.579986] [INFO ] [sig       ] [1651/3560] Forecasting IFS...
[2025-12-22T20:24:24.580017] [INFO ] [sig       ] Generating forecast for: IFS
[2025-12-22T20:24:24.580047] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IFS' from 'https://tdm.silogroup.org/data/derivative_storage/IFS.csv'.
[2025-12-22T20:24:24.590992] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IFS'.
[2025-12-22T20:24:24.591378] [INFO ] [FORECASTER] Starting predict_future for IFS
[2025-12-22T20:24:24.592262] [DEBUG] [LOCAL     ] No optimal features file found for IFS: ./output/feature-sets/IFS.txt
[2025-12-22T20:24:24.592320] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:24:24.592356] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:24:24.592385] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:24:24.592443] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:24:24.653669] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:24:24.654620] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:24:24.654701] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:24:24.654733] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:24:24.773281] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:24:24.773466] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:24:24.773510] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:24:24.773541] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:24:24.777004] [DEBUG] [FORECASTER] IFS: Forecast T+1@11:T+2@11: DOWN (p=13.91%)
[2025-12-22T20:24:24.777280] [INFO ] [FORECASTER] Completed predict_future for IFS
[2025-12-22T20:24:24.777404] [INFO ] [sig       ] IFS: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:24:24.915009] [INFO ] [LOCAL     ] Saved forecast: IFS	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/IFS.txt
[2025-12-22T20:24:24.915196] [INFO ] [sig       ] [1651/3560] Completed IFS in 0.3s | 2.94 sym/s | Total: 9.3m | ETA: 10.8m
[2025-12-22T20:24:24.915235] [INFO ] [sig       ] [1652/3560] Forecasting IGA...
[2025-12-22T20:24:24.915265] [INFO ] [sig       ] Generating forecast for: IGA
[2025-12-22T20:24:24.915296] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGA' from 'https://tdm.silogroup.org/data/derivative_storage/IGA.csv'.
[2025-12-22T20:24:24.926128] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IGA'.
[2025-12-22T20:24:24.926538] [INFO ] [FORECASTER] Starting predict_future for IGA
[2025-12-22T20:24:24.927390] [DEBUG] [LOCAL     ] No optimal features file found for IGA: ./output/feature-sets/IGA.txt
[2025-12-22T20:24:24.927445] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:24:24.927479] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:24:24.927507] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:24:24.927564] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:24:24.983994] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:24:24.984851] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:24:24.984932] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:24:24.984964] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:24:25.104299] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:24:25.104455] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:24:25.104495] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:24:25.104525] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:24:25.108026] [DEBUG] [FORECASTER] IGA: Forecast T+1@11:T+2@11: DOWN (p=7.34%)
[2025-12-22T20:24:25.108327] [INFO ] [FORECASTER] Completed predict_future for IGA
[2025-12-22T20:24:25.108456] [INFO ] [sig       ] IGA: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:24:25.245101] [INFO ] [LOCAL     ] Saved forecast: IGA	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/IGA.txt
[2025-12-22T20:24:25.245254] [INFO ] [sig       ] [1652/3560] Completed IGA in 0.3s | 2.94 sym/s | Total: 9.4m | ETA: 10.8m
[2025-12-22T20:24:25.245294] [INFO ] [sig       ] [1653/3560] Forecasting IGD...
[2025-12-22T20:24:25.245325] [INFO ] [sig       ] Generating forecast for: IGD
[2025-12-22T20:24:25.245355] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGD' from 'https://tdm.silogroup.org/data/derivative_storage/IGD.csv'.
[2025-12-22T20:24:25.256131] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IGD'.
[2025-12-22T20:24:25.256538] [INFO ] [FORECASTER] Starting predict_future for IGD
[2025-12-22T20:24:25.257406] [DEBUG] [LOCAL     ] No optimal features file found for IGD: ./output/feature-sets/IGD.txt
[2025-12-22T20:24:25.257460] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:24:25.257494] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:24:25.257523] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:24:25.257605] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:24:25.316073] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:24:25.316962] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:24:25.317046] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:24:25.317081] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:24:25.435584] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:24:25.435759] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:24:25.435810] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:24:25.435842] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:24:25.439557] [DEBUG] [FORECASTER] IGD: Forecast T+1@11:T+2@11: DOWN (p=5.30%)
[2025-12-22T20:24:25.439910] [INFO ] [FORECASTER] Completed predict_future for IGD
[2025-12-22T20:24:25.440061] [INFO ] [sig       ] IGD: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:24:25.576298] [INFO ] [LOCAL     ] Saved forecast: IGD	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/IGD.txt
[2025-12-22T20:24:25.576429] [INFO ] [sig       ] [1653/3560] Completed IGD in 0.3s | 2.94 sym/s | Total: 9.4m | ETA: 10.8m
[2025-12-22T20:24:25.576466] [INFO ] [sig       ] [1654/3560] Forecasting IGF...
[2025-12-22T20:24:25.576495] [INFO ] [sig       ] Generating forecast for: IGF
[2025-12-22T20:24:25.576525] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGF' from 'https://tdm.silogroup.org/data/derivative_storage/IGF.csv'.
[2025-12-22T20:24:25.587793] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IGF'.
[2025-12-22T20:24:25.588098] [INFO ] [FORECASTER] Starting predict_future for IGF
[2025-12-22T20:24:25.588975] [DEBUG] [LOCAL     ] No optimal features file found for IGF: ./output/feature-sets/IGF.txt
[2025-12-22T20:24:25.589056] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:24:25.589101] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:24:25.589129] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:24:25.589186] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:24:25.646294] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:24:25.646988] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:24:25.647068] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:24:25.647102] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:24:25.765693] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:24:25.765843] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:24:25.765882] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:24:25.765911] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:24:25.769207] [DEBUG] [FORECASTER] IGF: Forecast T+1@11:T+2@11: DOWN (p=23.62%)
[2025-12-22T20:24:25.769473] [INFO ] [FORECASTER] Completed predict_future for IGF
[2025-12-22T20:24:25.769614] [INFO ] [sig       ] IGF: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:24:25.904603] [INFO ] [LOCAL     ] Saved forecast: IGF	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/IGF.txt
[2025-12-22T20:24:25.904750] [INFO ] [sig       ] [1654/3560] Completed IGF in 0.3s | 2.94 sym/s | Total: 9.4m | ETA: 10.8m
[2025-12-22T20:24:25.904788] [INFO ] [sig       ] [1655/3560] Forecasting IGI...
[2025-12-22T20:24:25.904817] [INFO ] [sig       ] Generating forecast for: IGI
[2025-12-22T20:24:25.904847] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGI' from 'https://tdm.silogroup.org/data/derivative_storage/IGI.csv'.
[2025-12-22T20:24:25.915401] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IGI'.
[2025-12-22T20:24:25.915738] [INFO ] [FORECASTER] Starting predict_future for IGI
[2025-12-22T20:24:25.916484] [DEBUG] [LOCAL     ] No optimal features file found for IGI: ./output/feature-sets/IGI.txt
[2025-12-22T20:24:25.916535] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:24:25.916693] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:24:25.916734] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:24:25.916792] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:24:25.975315] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:24:25.976278] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:24:25.976394] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:24:25.976446] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:24:26.076370] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:24:26.076518] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:24:26.076556] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:24:26.076603] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:24:26.082993] [DEBUG] [FORECASTER] IGI: Forecast T+1@11:T+2@11: DOWN (p=2.00%)
[2025-12-22T20:24:26.083285] [INFO ] [FORECASTER] Completed predict_future for IGI
[2025-12-22T20:24:26.083405] [INFO ] [sig       ] IGI: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:24:26.223391] [INFO ] [LOCAL     ] Saved forecast: IGI	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/IGI.txt
[2025-12-22T20:24:26.223520] [INFO ] [sig       ] [1655/3560] Completed IGI in 0.3s | 2.94 sym/s | Total: 9.4m | ETA: 10.8m
[2025-12-22T20:24:26.223559] [INFO ] [sig       ] [1656/3560] Forecasting IGIB...
[2025-12-22T20:24:26.223606] [INFO ] [sig       ] Generating forecast for: IGIB
[2025-12-22T20:24:26.223637] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGIB' from 'https://tdm.silogroup.org/data/derivative_storage/IGIB.csv'.
[2025-12-22T20:24:26.235046] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IGIB'.
[2025-12-22T20:24:26.235359] [INFO ] [FORECASTER] Starting predict_future for IGIB
[2025-12-22T20:24:26.236175] [DEBUG] [LOCAL     ] No optimal features file found for IGIB: ./output/feature-sets/IGIB.txt
[2025-12-22T20:24:26.236229] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:24:26.236262] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:24:26.236290] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:24:26.236348] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:24:26.293118] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:24:26.293851] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:24:26.293929] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:24:26.293961] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:24:26.414752] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:24:26.414902] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:24:26.414941] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:24:26.414969] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:24:26.418267] [DEBUG] [FORECASTER] IGIB: Forecast T+1@11:T+2@11: UP (p=91.31%)
[2025-12-22T20:24:26.418531] [INFO ] [FORECASTER] Completed predict_future for IGIB
[2025-12-22T20:24:26.418666] [INFO ] [sig       ] IGIB: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:24:26.553764] [INFO ] [LOCAL     ] Saved forecast: IGIB	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/IGIB.txt
[2025-12-22T20:24:26.553897] [INFO ] [sig       ] [1656/3560] Completed IGIB in 0.3s | 2.94 sym/s | Total: 9.4m | ETA: 10.8m
[2025-12-22T20:24:26.553936] [INFO ] [sig       ] [1657/3560] Forecasting IGIC...
[2025-12-22T20:24:26.553967] [INFO ] [sig       ] Generating forecast for: IGIC
[2025-12-22T20:24:26.553997] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGIC' from 'https://tdm.silogroup.org/data/derivative_storage/IGIC.csv'.
[2025-12-22T20:24:26.565403] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IGIC'.
[2025-12-22T20:24:26.565797] [INFO ] [FORECASTER] Starting predict_future for IGIC
[2025-12-22T20:24:26.566562] [DEBUG] [LOCAL     ] No optimal features file found for IGIC: ./output/feature-sets/IGIC.txt
[2025-12-22T20:24:26.566631] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:24:26.566663] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:24:26.566690] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:24:26.566745] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:24:26.621953] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:24:26.622558] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:24:26.622651] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:24:26.622683] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:24:26.737848] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:24:26.737999] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:24:26.738039] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:24:26.738066] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:24:26.741369] [DEBUG] [FORECASTER] IGIC: Forecast T+1@11:T+2@11: DOWN (p=36.79%)
[2025-12-22T20:24:26.741654] [INFO ] [FORECASTER] Completed predict_future for IGIC
[2025-12-22T20:24:26.741773] [INFO ] [sig       ] IGIC: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:24:26.879222] [INFO ] [LOCAL     ] Saved forecast: IGIC	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/IGIC.txt
[2025-12-22T20:24:26.879332] [INFO ] [sig       ] [1657/3560] Completed IGIC in 0.3s | 2.94 sym/s | Total: 9.4m | ETA: 10.8m
[2025-12-22T20:24:26.879369] [INFO ] [sig       ] [1658/3560] Forecasting IGSB...
[2025-12-22T20:24:26.879397] [INFO ] [sig       ] Generating forecast for: IGSB
[2025-12-22T20:24:26.879427] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGSB' from 'https://tdm.silogroup.org/data/derivative_storage/IGSB.csv'.
[2025-12-22T20:24:26.890362] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IGSB'.
[2025-12-22T20:24:26.890700] [INFO ] [FORECASTER] Starting predict_future for IGSB
[2025-12-22T20:24:26.891506] [DEBUG] [LOCAL     ] No optimal features file found for IGSB: ./output/feature-sets/IGSB.txt
[2025-12-22T20:24:26.891558] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:24:26.891618] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:24:26.891649] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:24:26.891707] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:24:26.947545] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:24:26.948172] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:24:26.948252] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:24:26.948284] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:24:27.065398] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:24:27.065522] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:24:27.065562] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:24:27.065635] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:24:27.070107] [DEBUG] [FORECASTER] IGSB: Forecast T+1@11:T+2@11: UP (p=83.47%)
[2025-12-22T20:24:27.070383] [INFO ] [FORECASTER] Completed predict_future for IGSB
[2025-12-22T20:24:27.070512] [INFO ] [sig       ] IGSB: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:24:27.203820] [INFO ] [LOCAL     ] Saved forecast: IGSB	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/IGSB.txt
[2025-12-22T20:24:27.203925] [INFO ] [sig       ] [1658/3560] Completed IGSB in 0.3s | 2.94 sym/s | Total: 9.4m | ETA: 10.8m
[2025-12-22T20:24:27.203968] [INFO ] [sig       ] [1659/3560] Forecasting IHD...
[2025-12-22T20:24:27.203997] [INFO ] [sig       ] Generating forecast for: IHD
[2025-12-22T20:24:27.204028] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IHD' from 'https://tdm.silogroup.org/data/derivative_storage/IHD.csv'.
[2025-12-22T20:24:27.214872] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IHD'.
[2025-12-22T20:24:27.215198] [INFO ] [FORECASTER] Starting predict_future for IHD
[2025-12-22T20:24:27.216023] [DEBUG] [LOCAL     ] No optimal features file found for IHD: ./output/feature-sets/IHD.txt
[2025-12-22T20:24:27.216076] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:24:27.216109] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:24:27.216137] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:24:27.216193] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:24:27.272697] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:24:27.273274] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:24:27.273349] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:24:27.273380] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:24:27.387942] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:24:27.388057] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:24:27.388095] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:24:27.388124] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:24:27.391379] [DEBUG] [FORECASTER] IHD: Forecast T+1@11:T+2@11: UP (p=52.49%)
[2025-12-22T20:24:27.391669] [INFO ] [FORECASTER] Completed predict_future for IHD
[2025-12-22T20:24:27.391793] [INFO ] [sig       ] IHD: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:24:27.525421] [INFO ] [LOCAL     ] Saved forecast: IHD	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/IHD.txt
[2025-12-22T20:24:27.525526] [INFO ] [sig       ] [1659/3560] Completed IHD in 0.3s | 2.94 sym/s | Total: 9.4m | ETA: 10.8m
[2025-12-22T20:24:27.525564] [INFO ] [sig       ] [1660/3560] Forecasting IHG...
[2025-12-22T20:24:27.525611] [INFO ] [sig       ] Generating forecast for: IHG
[2025-12-22T20:24:27.525641] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IHG' from 'https://tdm.silogroup.org/data/derivative_storage/IHG.csv'.
[2025-12-22T20:24:27.537019] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IHG'.
[2025-12-22T20:24:27.537308] [INFO ] [FORECASTER] Starting predict_future for IHG
[2025-12-22T20:24:27.538088] [DEBUG] [LOCAL     ] No optimal features file found for IHG: ./output/feature-sets/IHG.txt
[2025-12-22T20:24:27.538139] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:24:27.538171] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:24:27.538197] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:24:27.538253] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:24:27.594158] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:24:27.594777] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:24:27.594851] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:24:27.594883] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:24:27.711444] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:24:27.711559] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:24:27.711616] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:24:27.711647] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:24:27.714824] [DEBUG] [FORECASTER] IHG: Forecast T+1@11:T+2@11: UP (p=99.04%)
[2025-12-22T20:24:27.715088] [INFO ] [FORECASTER] Completed predict_future for IHG
[2025-12-22T20:24:27.715207] [INFO ] [sig       ] IHG: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:24:27.851446] [INFO ] [LOCAL     ] Saved forecast: IHG	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/IHG.txt
[2025-12-22T20:24:27.851554] [INFO ] [sig       ] [1660/3560] Completed IHG in 0.3s | 2.94 sym/s | Total: 9.4m | ETA: 10.8m
[2025-12-22T20:24:27.851609] [INFO ] [sig       ] [1661/3560] Forecasting IHS...
[2025-12-22T20:24:27.851640] [INFO ] [sig       ] Generating forecast for: IHS
[2025-12-22T20:24:27.851672] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IHS' from 'https://tdm.silogroup.org/data/derivative_storage/IHS.csv'.
[2025-12-22T20:24:27.863003] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IHS'.
[2025-12-22T20:24:27.863345] [INFO ] [FORECASTER] Starting predict_future for IHS
[2025-12-22T20:24:27.864217] [DEBUG] [LOCAL     ] No optimal features file found for IHS: ./output/feature-sets/IHS.txt
[2025-12-22T20:24:27.864271] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:24:27.864303] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:24:27.864330] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:24:27.864387] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:24:27.920187] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:24:27.920813] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:24:27.920888] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:24:27.920920] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:24:28.035001] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:24:28.035132] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:24:28.035170] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:24:28.035197] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:24:28.038506] [DEBUG] [FORECASTER] IHS: Forecast T+1@11:T+2@11: DOWN (p=13.43%)
[2025-12-22T20:24:28.038799] [INFO ] [FORECASTER] Completed predict_future for IHS
[2025-12-22T20:24:28.038925] [INFO ] [sig       ] IHS: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:24:28.172281] [INFO ] [LOCAL     ] Saved forecast: IHS	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/IHS.txt
[2025-12-22T20:24:28.172413] [INFO ] [sig       ] [1661/3560] Completed IHS in 0.3s | 2.94 sym/s | Total: 9.4m | ETA: 10.7m
[2025-12-22T20:24:28.172451] [INFO ] [sig       ] [1662/3560] Forecasting IIF...
[2025-12-22T20:24:28.172478] [INFO ] [sig       ] Generating forecast for: IIF
[2025-12-22T20:24:28.172508] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IIF' from 'https://tdm.silogroup.org/data/derivative_storage/IIF.csv'.
[2025-12-22T20:24:28.183399] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IIF'.
[2025-12-22T20:24:28.183743] [INFO ] [FORECASTER] Starting predict_future for IIF
[2025-12-22T20:24:28.184550] [DEBUG] [LOCAL     ] No optimal features file found for IIF: ./output/feature-sets/IIF.txt
[2025-12-22T20:24:28.184625] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:24:28.184659] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:24:28.184687] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:24:28.184745] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:24:28.240717] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:24:28.241310] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:24:28.241386] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:24:28.241417] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:24:28.354126] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:24:28.354239] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:24:28.354276] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:24:28.354320] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:24:28.357562] [DEBUG] [FORECASTER] IIF: Forecast T+1@11:T+2@11: DOWN (p=20.49%)
[2025-12-22T20:24:28.357841] [INFO ] [FORECASTER] Completed predict_future for IIF
[2025-12-22T20:24:28.357962] [INFO ] [sig       ] IIF: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:24:28.491767] [INFO ] [LOCAL     ] Saved forecast: IIF	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/IIF.txt
[2025-12-22T20:24:28.491874] [INFO ] [sig       ] [1662/3560] Completed IIF in 0.3s | 2.94 sym/s | Total: 9.4m | ETA: 10.7m
[2025-12-22T20:24:28.491911] [INFO ] [sig       ] [1663/3560] Forecasting III...
[2025-12-22T20:24:28.491939] [INFO ] [sig       ] Generating forecast for: III
[2025-12-22T20:24:28.491969] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'III' from 'https://tdm.silogroup.org/data/derivative_storage/III.csv'.
[2025-12-22T20:24:28.502737] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'III'.
[2025-12-22T20:24:28.503045] [INFO ] [FORECASTER] Starting predict_future for III
[2025-12-22T20:24:28.503821] [DEBUG] [LOCAL     ] No optimal features file found for III: ./output/feature-sets/III.txt
[2025-12-22T20:24:28.503872] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:24:28.503903] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:24:28.503930] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:24:28.503985] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:24:28.559519] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:24:28.560118] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:24:28.560192] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:24:28.560223] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:24:28.674891] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:24:28.675017] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:24:28.675055] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:24:28.675083] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:24:28.678322] [DEBUG] [FORECASTER] III: Forecast T+1@11:T+2@11: DOWN (p=14.23%)
[2025-12-22T20:24:28.678602] [INFO ] [FORECASTER] Completed predict_future for III
[2025-12-22T20:24:28.678724] [INFO ] [sig       ] III: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:24:28.811972] [INFO ] [LOCAL     ] Saved forecast: III	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/III.txt
[2025-12-22T20:24:28.812093] [INFO ] [sig       ] [1663/3560] Completed III in 0.3s | 2.94 sym/s | Total: 9.4m | ETA: 10.7m
[2025-12-22T20:24:28.812130] [INFO ] [sig       ] [1664/3560] Forecasting IIIN...
[2025-12-22T20:24:28.812159] [INFO ] [sig       ] Generating forecast for: IIIN
[2025-12-22T20:24:28.812189] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IIIN' from 'https://tdm.silogroup.org/data/derivative_storage/IIIN.csv'.
[2025-12-22T20:24:28.823124] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IIIN'.
[2025-12-22T20:24:28.823442] [INFO ] [FORECASTER] Starting predict_future for IIIN
[2025-12-22T20:24:28.824238] [DEBUG] [LOCAL     ] No optimal features file found for IIIN: ./output/feature-sets/IIIN.txt
[2025-12-22T20:24:28.824291] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:24:28.824334] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:24:28.824370] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:24:28.824428] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:24:28.882344] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:24:28.882987] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:24:28.883071] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:24:28.883136] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:24:29.005004] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:24:29.005122] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:24:29.005161] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:24:29.005189] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:24:29.008598] [DEBUG] [FORECASTER] IIIN: Forecast T+1@11:T+2@11: DOWN (p=3.57%)
[2025-12-22T20:24:29.008871] [INFO ] [FORECASTER] Completed predict_future for IIIN
[2025-12-22T20:24:29.008992] [INFO ] [sig       ] IIIN: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:24:29.145403] [INFO ] [LOCAL     ] Saved forecast: IIIN	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/IIIN.txt
[2025-12-22T20:24:29.145517] [INFO ] [sig       ] [1664/3560] Completed IIIN in 0.3s | 2.94 sym/s | Total: 9.4m | ETA: 10.7m
[2025-12-22T20:24:29.145559] [INFO ] [sig       ] [1665/3560] Forecasting IIM...
[2025-12-22T20:24:29.145606] [INFO ] [sig       ] Generating forecast for: IIM
[2025-12-22T20:24:29.145637] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IIM' from 'https://tdm.silogroup.org/data/derivative_storage/IIM.csv'.
[2025-12-22T20:24:29.156168] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IIM'.
[2025-12-22T20:24:29.156480] [INFO ] [FORECASTER] Starting predict_future for IIM
[2025-12-22T20:24:29.157250] [DEBUG] [LOCAL     ] No optimal features file found for IIM: ./output/feature-sets/IIM.txt
[2025-12-22T20:24:29.157300] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:24:29.157331] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:24:29.157358] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:24:29.157413] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:24:29.212785] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:24:29.213374] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:24:29.213474] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:24:29.213509] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:24:29.326343] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:24:29.326486] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:24:29.326526] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:24:29.326554] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:24:29.329896] [DEBUG] [FORECASTER] IIM: Forecast T+1@11:T+2@11: DOWN (p=4.99%)
[2025-12-22T20:24:29.330160] [INFO ] [FORECASTER] Completed predict_future for IIM
[2025-12-22T20:24:29.330280] [INFO ] [sig       ] IIM: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:24:29.463774] [INFO ] [LOCAL     ] Saved forecast: IIM	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/IIM.txt
[2025-12-22T20:24:29.463890] [INFO ] [sig       ] [1665/3560] Completed IIM in 0.3s | 2.94 sym/s | Total: 9.4m | ETA: 10.7m
[2025-12-22T20:24:29.463927] [INFO ] [sig       ] [1666/3560] Forecasting ILMN...
[2025-12-22T20:24:29.463956] [INFO ] [sig       ] Generating forecast for: ILMN
[2025-12-22T20:24:29.463985] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ILMN' from 'https://tdm.silogroup.org/data/derivative_storage/ILMN.csv'.
[2025-12-22T20:24:29.474670] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ILMN'.
[2025-12-22T20:24:29.474968] [INFO ] [FORECASTER] Starting predict_future for ILMN
[2025-12-22T20:24:29.475745] [DEBUG] [LOCAL     ] No optimal features file found for ILMN: ./output/feature-sets/ILMN.txt
[2025-12-22T20:24:29.475796] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:24:29.475828] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:24:29.475887] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:24:29.475945] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:24:29.531321] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:24:29.531958] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:24:29.532033] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:24:29.532065] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:24:29.655192] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:24:29.655338] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:24:29.655377] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:24:29.655405] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:24:29.658758] [DEBUG] [FORECASTER] ILMN: Forecast T+1@11:T+2@11: DOWN (p=33.01%)
[2025-12-22T20:24:29.659050] [INFO ] [FORECASTER] Completed predict_future for ILMN
[2025-12-22T20:24:29.659184] [INFO ] [sig       ] ILMN: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:24:29.793181] [INFO ] [LOCAL     ] Saved forecast: ILMN	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/ILMN.txt
[2025-12-22T20:24:29.793288] [INFO ] [sig       ] [1666/3560] Completed ILMN in 0.3s | 2.94 sym/s | Total: 9.4m | ETA: 10.7m
[2025-12-22T20:24:29.793324] [INFO ] [sig       ] [1667/3560] Forecasting IMAX...
[2025-12-22T20:24:29.793352] [INFO ] [sig       ] Generating forecast for: IMAX
[2025-12-22T20:24:29.793382] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMAX' from 'https://tdm.silogroup.org/data/derivative_storage/IMAX.csv'.
[2025-12-22T20:24:29.804237] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMAX'.
[2025-12-22T20:24:29.804544] [INFO ] [FORECASTER] Starting predict_future for IMAX
[2025-12-22T20:24:29.805303] [DEBUG] [LOCAL     ] No optimal features file found for IMAX: ./output/feature-sets/IMAX.txt
[2025-12-22T20:24:29.805353] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:24:29.805385] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:24:29.805411] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:24:29.805466] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:24:29.861041] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:24:29.861663] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:24:29.861737] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:24:29.861769] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:24:29.975882] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:24:29.976005] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:24:29.976043] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:24:29.976070] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:24:29.979309] [DEBUG] [FORECASTER] IMAX: Forecast T+1@11:T+2@11: UP (p=84.13%)
[2025-12-22T20:24:29.979590] [INFO ] [FORECASTER] Completed predict_future for IMAX
[2025-12-22T20:24:29.979711] [INFO ] [sig       ] IMAX: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:24:30.112480] [INFO ] [LOCAL     ] Saved forecast: IMAX	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/IMAX.txt
[2025-12-22T20:24:30.112608] [INFO ] [sig       ] [1667/3560] Completed IMAX in 0.3s | 2.94 sym/s | Total: 9.4m | ETA: 10.7m
[2025-12-22T20:24:30.112648] [INFO ] [sig       ] [1668/3560] Forecasting IMKTA...
[2025-12-22T20:24:30.112677] [INFO ] [sig       ] Generating forecast for: IMKTA
[2025-12-22T20:24:30.112706] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMKTA' from 'https://tdm.silogroup.org/data/derivative_storage/IMKTA.csv'.
[2025-12-22T20:24:30.123429] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMKTA'.
[2025-12-22T20:24:30.123754] [INFO ] [FORECASTER] Starting predict_future for IMKTA
[2025-12-22T20:24:30.124512] [DEBUG] [LOCAL     ] No optimal features file found for IMKTA: ./output/feature-sets/IMKTA.txt
[2025-12-22T20:24:30.124587] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:24:30.124622] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:24:30.124650] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:24:30.124706] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:24:30.180461] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:24:30.181088] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:24:30.181161] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:24:30.181192] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:24:30.294810] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:24:30.294949] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:24:30.294987] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:24:30.295015] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:24:30.298279] [DEBUG] [FORECASTER] IMKTA: Forecast T+1@11:T+2@11: DOWN (p=11.76%)
[2025-12-22T20:24:30.298545] [INFO ] [FORECASTER] Completed predict_future for IMKTA
[2025-12-22T20:24:30.298682] [INFO ] [sig       ] IMKTA: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:24:30.433098] [INFO ] [LOCAL     ] Saved forecast: IMKTA	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/IMKTA.txt
[2025-12-22T20:24:30.433215] [INFO ] [sig       ] [1668/3560] Completed IMKTA in 0.3s | 2.94 sym/s | Total: 9.4m | ETA: 10.7m
[2025-12-22T20:24:30.433254] [INFO ] [sig       ] [1669/3560] Forecasting IMMP...
[2025-12-22T20:24:30.433283] [INFO ] [sig       ] Generating forecast for: IMMP
[2025-12-22T20:24:30.433313] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMMP' from 'https://tdm.silogroup.org/data/derivative_storage/IMMP.csv'.
[2025-12-22T20:24:30.444299] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMMP'.
[2025-12-22T20:24:30.444628] [INFO ] [FORECASTER] Starting predict_future for IMMP
[2025-12-22T20:24:30.445370] [DEBUG] [LOCAL     ] No optimal features file found for IMMP: ./output/feature-sets/IMMP.txt
[2025-12-22T20:24:30.445421] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:24:30.445452] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:24:30.445479] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:24:30.445537] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:24:30.501298] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:24:30.501938] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:24:30.502013] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:24:30.502044] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:24:30.614861] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:24:30.614998] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:24:30.615036] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:24:30.615064] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:24:30.618318] [DEBUG] [FORECASTER] IMMP: Forecast T+1@11:T+2@11: UP (p=90.83%)
[2025-12-22T20:24:30.618594] [INFO ] [FORECASTER] Completed predict_future for IMMP
[2025-12-22T20:24:30.618714] [INFO ] [sig       ] IMMP: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:24:30.752193] [INFO ] [LOCAL     ] Saved forecast: IMMP	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/IMMP.txt
[2025-12-22T20:24:30.752307] [INFO ] [sig       ] [1669/3560] Completed IMMP in 0.3s | 2.94 sym/s | Total: 9.4m | ETA: 10.7m
[2025-12-22T20:24:30.752345] [INFO ] [sig       ] [1670/3560] Forecasting IMMX...
[2025-12-22T20:24:30.752374] [INFO ] [sig       ] Generating forecast for: IMMX
[2025-12-22T20:24:30.752410] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMMX' from 'https://tdm.silogroup.org/data/derivative_storage/IMMX.csv'.
[2025-12-22T20:24:30.763228] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMMX'.
[2025-12-22T20:24:30.763552] [INFO ] [FORECASTER] Starting predict_future for IMMX
[2025-12-22T20:24:30.764325] [DEBUG] [LOCAL     ] No optimal features file found for IMMX: ./output/feature-sets/IMMX.txt
[2025-12-22T20:24:30.764375] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:24:30.764407] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:24:30.764433] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:24:30.764487] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:24:30.819752] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:24:30.820377] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:24:30.820451] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:24:30.820482] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:24:30.936648] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:24:30.936782] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:24:30.936820] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:24:30.936848] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:24:30.940123] [DEBUG] [FORECASTER] IMMX: Forecast T+1@11:T+2@11: UP (p=54.41%)
[2025-12-22T20:24:30.940384] [INFO ] [FORECASTER] Completed predict_future for IMMX
[2025-12-22T20:24:30.940504] [INFO ] [sig       ] IMMX: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:24:31.074014] [INFO ] [LOCAL     ] Saved forecast: IMMX	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/IMMX.txt
[2025-12-22T20:24:31.074130] [INFO ] [sig       ] [1670/3560] Completed IMMX in 0.3s | 2.95 sym/s | Total: 9.5m | ETA: 10.7m
[2025-12-22T20:24:31.074167] [INFO ] [sig       ] [1671/3560] Forecasting IMNM...
[2025-12-22T20:24:31.074196] [INFO ] [sig       ] Generating forecast for: IMNM
[2025-12-22T20:24:31.074224] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMNM' from 'https://tdm.silogroup.org/data/derivative_storage/IMNM.csv'.
[2025-12-22T20:24:31.085165] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMNM'.
[2025-12-22T20:24:31.085469] [INFO ] [FORECASTER] Starting predict_future for IMNM
[2025-12-22T20:24:31.086243] [DEBUG] [LOCAL     ] No optimal features file found for IMNM: ./output/feature-sets/IMNM.txt
[2025-12-22T20:24:31.086297] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:24:31.086329] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:24:31.086357] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:24:31.086413] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:24:31.145223] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:24:31.145943] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:24:31.146019] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:24:31.146051] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:24:31.267124] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:24:31.267257] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:24:31.267295] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:24:31.267322] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:24:31.270616] [DEBUG] [FORECASTER] IMNM: Forecast T+1@11:T+2@11: UP (p=95.22%)
[2025-12-22T20:24:31.270880] [INFO ] [FORECASTER] Completed predict_future for IMNM
[2025-12-22T20:24:31.271001] [INFO ] [sig       ] IMNM: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:24:31.405014] [INFO ] [LOCAL     ] Saved forecast: IMNM	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/IMNM.txt
[2025-12-22T20:24:31.405140] [INFO ] [sig       ] [1671/3560] Completed IMNM in 0.3s | 2.95 sym/s | Total: 9.5m | ETA: 10.7m
[2025-12-22T20:24:31.405179] [INFO ] [sig       ] [1672/3560] Forecasting IMNN...
[2025-12-22T20:24:31.405208] [INFO ] [sig       ] Generating forecast for: IMNN
[2025-12-22T20:24:31.405238] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMNN' from 'https://tdm.silogroup.org/data/derivative_storage/IMNN.csv'.
[2025-12-22T20:24:31.416042] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMNN'.
[2025-12-22T20:24:31.416340] [INFO ] [FORECASTER] Starting predict_future for IMNN
[2025-12-22T20:24:31.417092] [DEBUG] [LOCAL     ] No optimal features file found for IMNN: ./output/feature-sets/IMNN.txt
[2025-12-22T20:24:31.417169] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:24:31.417202] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:24:31.417229] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:24:31.417285] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:24:31.473163] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:24:31.473843] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:24:31.473919] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:24:31.473951] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:24:31.588889] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:24:31.589064] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:24:31.589105] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:24:31.589133] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:24:31.592428] [DEBUG] [FORECASTER] IMNN: Forecast T+1@11:T+2@11: UP (p=51.00%)
[2025-12-22T20:24:31.592709] [INFO ] [FORECASTER] Completed predict_future for IMNN
[2025-12-22T20:24:31.592830] [INFO ] [sig       ] IMNN: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:24:31.727099] [INFO ] [LOCAL     ] Saved forecast: IMNN	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/IMNN.txt
[2025-12-22T20:24:31.727219] [INFO ] [sig       ] [1672/3560] Completed IMNN in 0.3s | 2.95 sym/s | Total: 9.5m | ETA: 10.7m
[2025-12-22T20:24:31.727257] [INFO ] [sig       ] [1673/3560] Forecasting IMOS...
[2025-12-22T20:24:31.727287] [INFO ] [sig       ] Generating forecast for: IMOS
[2025-12-22T20:24:31.727316] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMOS' from 'https://tdm.silogroup.org/data/derivative_storage/IMOS.csv'.
[2025-12-22T20:24:31.737977] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMOS'.
[2025-12-22T20:24:31.738274] [INFO ] [FORECASTER] Starting predict_future for IMOS
[2025-12-22T20:24:31.739047] [DEBUG] [LOCAL     ] No optimal features file found for IMOS: ./output/feature-sets/IMOS.txt
[2025-12-22T20:24:31.739099] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:24:31.739131] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:24:31.739158] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:24:31.739214] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:24:31.795015] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:24:31.795635] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:24:31.795711] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:24:31.795742] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:24:31.913727] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:24:31.913869] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:24:31.913909] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:24:31.913938] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:24:31.917226] [DEBUG] [FORECASTER] IMOS: Forecast T+1@11:T+2@11: DOWN (p=3.74%)
[2025-12-22T20:24:31.917499] [INFO ] [FORECASTER] Completed predict_future for IMOS
[2025-12-22T20:24:31.917642] [INFO ] [sig       ] IMOS: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:24:32.051182] [INFO ] [LOCAL     ] Saved forecast: IMOS	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/IMOS.txt
[2025-12-22T20:24:32.051308] [INFO ] [sig       ] [1673/3560] Completed IMOS in 0.3s | 2.95 sym/s | Total: 9.5m | ETA: 10.7m
[2025-12-22T20:24:32.051347] [INFO ] [sig       ] [1674/3560] Forecasting IMPP...
[2025-12-22T20:24:32.051377] [INFO ] [sig       ] Generating forecast for: IMPP
[2025-12-22T20:24:32.051406] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMPP' from 'https://tdm.silogroup.org/data/derivative_storage/IMPP.csv'.
[2025-12-22T20:24:32.062144] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMPP'.
[2025-12-22T20:24:32.062454] [INFO ] [FORECASTER] Starting predict_future for IMPP
[2025-12-22T20:24:32.063227] [DEBUG] [LOCAL     ] No optimal features file found for IMPP: ./output/feature-sets/IMPP.txt
[2025-12-22T20:24:32.063278] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:24:32.063310] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:24:32.063336] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:24:32.063392] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:24:32.119550] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:24:32.120187] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:24:32.120261] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:24:32.120292] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:24:32.236926] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:24:32.237068] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:24:32.237106] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:24:32.237133] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:24:32.240476] [DEBUG] [FORECASTER] IMPP: Forecast T+1@11:T+2@11: DOWN (p=2.05%)
[2025-12-22T20:24:32.240761] [INFO ] [FORECASTER] Completed predict_future for IMPP
[2025-12-22T20:24:32.240879] [INFO ] [sig       ] IMPP: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:24:32.375174] [INFO ] [LOCAL     ] Saved forecast: IMPP	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/IMPP.txt
[2025-12-22T20:24:32.375290] [INFO ] [sig       ] [1674/3560] Completed IMPP in 0.3s | 2.95 sym/s | Total: 9.5m | ETA: 10.7m
[2025-12-22T20:24:32.375327] [INFO ] [sig       ] [1675/3560] Forecasting IMRX...
[2025-12-22T20:24:32.375356] [INFO ] [sig       ] Generating forecast for: IMRX
[2025-12-22T20:24:32.375386] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMRX' from 'https://tdm.silogroup.org/data/derivative_storage/IMRX.csv'.
[2025-12-22T20:24:32.386248] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMRX'.
[2025-12-22T20:24:32.386542] [INFO ] [FORECASTER] Starting predict_future for IMRX
[2025-12-22T20:24:32.387318] [DEBUG] [LOCAL     ] No optimal features file found for IMRX: ./output/feature-sets/IMRX.txt
[2025-12-22T20:24:32.387369] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:24:32.387401] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:24:32.387427] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:24:32.387483] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:24:32.443229] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:24:32.443865] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:24:32.443939] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:24:32.443970] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:24:32.563405] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:24:32.563583] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:24:32.563658] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:24:32.563688] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:24:32.567149] [DEBUG] [FORECASTER] IMRX: Forecast T+1@11:T+2@11: DOWN (p=32.46%)
[2025-12-22T20:24:32.567421] [INFO ] [FORECASTER] Completed predict_future for IMRX
[2025-12-22T20:24:32.567539] [INFO ] [sig       ] IMRX: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:24:32.701717] [INFO ] [LOCAL     ] Saved forecast: IMRX	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/IMRX.txt
[2025-12-22T20:24:32.701840] [INFO ] [sig       ] [1675/3560] Completed IMRX in 0.3s | 2.95 sym/s | Total: 9.5m | ETA: 10.7m
[2025-12-22T20:24:32.701879] [INFO ] [sig       ] [1676/3560] Forecasting IMTX...
[2025-12-22T20:24:32.701909] [INFO ] [sig       ] Generating forecast for: IMTX
[2025-12-22T20:24:32.701939] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMTX' from 'https://tdm.silogroup.org/data/derivative_storage/IMTX.csv'.
[2025-12-22T20:24:32.712841] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMTX'.
[2025-12-22T20:24:32.713169] [INFO ] [FORECASTER] Starting predict_future for IMTX
[2025-12-22T20:24:32.713938] [DEBUG] [LOCAL     ] No optimal features file found for IMTX: ./output/feature-sets/IMTX.txt
[2025-12-22T20:24:32.713989] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:24:32.714021] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:24:32.714048] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:24:32.714104] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:24:32.769774] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:24:32.770403] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:24:32.770476] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:24:32.770507] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:24:32.888842] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:24:32.888976] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:24:32.889014] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:24:32.889070] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:24:32.892372] [DEBUG] [FORECASTER] IMTX: Forecast T+1@11:T+2@11: UP (p=65.89%)
[2025-12-22T20:24:32.892655] [INFO ] [FORECASTER] Completed predict_future for IMTX
[2025-12-22T20:24:32.892777] [INFO ] [sig       ] IMTX: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:24:33.027011] [INFO ] [LOCAL     ] Saved forecast: IMTX	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/IMTX.txt
[2025-12-22T20:24:33.027142] [INFO ] [sig       ] [1676/3560] Completed IMTX in 0.3s | 2.95 sym/s | Total: 9.5m | ETA: 10.7m
[2025-12-22T20:24:33.027181] [INFO ] [sig       ] [1677/3560] Forecasting IMXI...
[2025-12-22T20:24:33.027211] [INFO ] [sig       ] Generating forecast for: IMXI
[2025-12-22T20:24:33.027242] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMXI' from 'https://tdm.silogroup.org/data/derivative_storage/IMXI.csv'.
[2025-12-22T20:24:33.038373] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMXI'.
[2025-12-22T20:24:33.038710] [INFO ] [FORECASTER] Starting predict_future for IMXI
[2025-12-22T20:24:33.039514] [DEBUG] [LOCAL     ] No optimal features file found for IMXI: ./output/feature-sets/IMXI.txt
[2025-12-22T20:24:33.039566] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:24:33.039617] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:24:33.039649] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:24:33.039720] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:24:33.095642] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:24:33.096261] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:24:33.096335] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:24:33.096366] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:24:33.214161] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:24:33.214303] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:24:33.214342] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:24:33.214369] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:24:33.217697] [DEBUG] [FORECASTER] IMXI: Forecast T+1@11:T+2@11: UP (p=81.35%)
[2025-12-22T20:24:33.217960] [INFO ] [FORECASTER] Completed predict_future for IMXI
[2025-12-22T20:24:33.218079] [INFO ] [sig       ] IMXI: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:24:33.352065] [INFO ] [LOCAL     ] Saved forecast: IMXI	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/IMXI.txt
[2025-12-22T20:24:33.352191] [INFO ] [sig       ] [1677/3560] Completed IMXI in 0.3s | 2.95 sym/s | Total: 9.5m | ETA: 10.7m
[2025-12-22T20:24:33.352230] [INFO ] [sig       ] [1678/3560] Forecasting INAB...
[2025-12-22T20:24:33.352259] [INFO ] [sig       ] Generating forecast for: INAB
[2025-12-22T20:24:33.352289] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INAB' from 'https://tdm.silogroup.org/data/derivative_storage/INAB.csv'.
[2025-12-22T20:24:33.362758] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INAB'.
[2025-12-22T20:24:33.363070] [INFO ] [FORECASTER] Starting predict_future for INAB
[2025-12-22T20:24:33.363851] [DEBUG] [LOCAL     ] No optimal features file found for INAB: ./output/feature-sets/INAB.txt
[2025-12-22T20:24:33.363901] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:24:33.363932] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:24:33.363959] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:24:33.364014] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:24:33.420038] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:24:33.420681] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:24:33.420755] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:24:33.420786] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:24:33.539067] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:24:33.539238] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:24:33.539285] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:24:33.539316] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:24:33.543037] [DEBUG] [FORECASTER] INAB: Forecast T+1@11:T+2@11: UP (p=55.64%)
[2025-12-22T20:24:33.543348] [INFO ] [FORECASTER] Completed predict_future for INAB
[2025-12-22T20:24:33.543494] [INFO ] [sig       ] INAB: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:24:33.688371] [INFO ] [LOCAL     ] Saved forecast: INAB	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/INAB.txt
[2025-12-22T20:24:33.688529] [INFO ] [sig       ] [1678/3560] Completed INAB in 0.3s | 2.95 sym/s | Total: 9.5m | ETA: 10.6m
[2025-12-22T20:24:33.688586] [INFO ] [sig       ] [1679/3560] Forecasting INBK...
[2025-12-22T20:24:33.688651] [INFO ] [sig       ] Generating forecast for: INBK
[2025-12-22T20:24:33.688683] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INBK' from 'https://tdm.silogroup.org/data/derivative_storage/INBK.csv'.
[2025-12-22T20:24:33.699530] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INBK'.
[2025-12-22T20:24:33.699915] [INFO ] [FORECASTER] Starting predict_future for INBK
[2025-12-22T20:24:33.700691] [DEBUG] [LOCAL     ] No optimal features file found for INBK: ./output/feature-sets/INBK.txt
[2025-12-22T20:24:33.700757] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:24:33.700790] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:24:33.700816] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:24:33.700873] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:24:33.757320] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:24:33.758133] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:24:33.758213] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:24:33.758246] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:24:33.876734] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:24:33.876895] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:24:33.876935] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:24:33.876964] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:24:33.880347] [DEBUG] [FORECASTER] INBK: Forecast T+1@11:T+2@11: UP (p=85.88%)
[2025-12-22T20:24:33.880651] [INFO ] [FORECASTER] Completed predict_future for INBK
[2025-12-22T20:24:33.880778] [INFO ] [sig       ] INBK: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:24:34.016049] [INFO ] [LOCAL     ] Saved forecast: INBK	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/INBK.txt
[2025-12-22T20:24:34.016176] [INFO ] [sig       ] [1679/3560] Completed INBK in 0.3s | 2.95 sym/s | Total: 9.5m | ETA: 10.6m
[2025-12-22T20:24:34.016215] [INFO ] [sig       ] [1680/3560] Forecasting INBX...
[2025-12-22T20:24:34.016244] [INFO ] [sig       ] Generating forecast for: INBX
[2025-12-22T20:24:34.016273] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INBX' from 'https://tdm.silogroup.org/data/derivative_storage/INBX.csv'.
[2025-12-22T20:24:34.028110] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INBX'.
[2025-12-22T20:24:34.028509] [INFO ] [FORECASTER] Starting predict_future for INBX
[2025-12-22T20:24:34.029347] [DEBUG] [LOCAL     ] No optimal features file found for INBX: ./output/feature-sets/INBX.txt
[2025-12-22T20:24:34.029399] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:24:34.029430] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:24:34.029457] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:24:34.029514] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:24:34.084984] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:24:34.085648] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:24:34.085726] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:24:34.085758] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:24:34.206708] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:24:34.206869] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:24:34.206909] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:24:34.206937] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:24:34.210282] [DEBUG] [FORECASTER] INBX: Forecast T+1@11:T+2@11: UP (p=79.95%)
[2025-12-22T20:24:34.210557] [INFO ] [FORECASTER] Completed predict_future for INBX
[2025-12-22T20:24:34.210699] [INFO ] [sig       ] INBX: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:24:34.346547] [INFO ] [LOCAL     ] Saved forecast: INBX	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/INBX.txt
[2025-12-22T20:24:34.346727] [INFO ] [sig       ] [1680/3560] Completed INBX in 0.3s | 2.95 sym/s | Total: 9.5m | ETA: 10.6m
[2025-12-22T20:24:34.346768] [INFO ] [sig       ] [1681/3560] Forecasting INCY...
[2025-12-22T20:24:34.346798] [INFO ] [sig       ] Generating forecast for: INCY
[2025-12-22T20:24:34.346827] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INCY' from 'https://tdm.silogroup.org/data/derivative_storage/INCY.csv'.
[2025-12-22T20:24:34.357973] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INCY'.
[2025-12-22T20:24:34.358342] [INFO ] [FORECASTER] Starting predict_future for INCY
[2025-12-22T20:24:34.359135] [DEBUG] [LOCAL     ] No optimal features file found for INCY: ./output/feature-sets/INCY.txt
[2025-12-22T20:24:34.359188] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:24:34.359220] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:24:34.359245] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:24:34.359302] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:24:34.414861] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:24:34.415752] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:24:34.415852] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:24:34.415885] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:24:34.534821] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:24:34.534980] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:24:34.535019] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:24:34.535047] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:24:34.538347] [DEBUG] [FORECASTER] INCY: Forecast T+1@11:T+2@11: DOWN (p=39.24%)
[2025-12-22T20:24:34.538647] [INFO ] [FORECASTER] Completed predict_future for INCY
[2025-12-22T20:24:34.538772] [INFO ] [sig       ] INCY: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:24:34.678672] [INFO ] [LOCAL     ] Saved forecast: INCY	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/INCY.txt
[2025-12-22T20:24:34.678821] [INFO ] [sig       ] [1681/3560] Completed INCY in 0.3s | 2.95 sym/s | Total: 9.5m | ETA: 10.6m
[2025-12-22T20:24:34.678862] [INFO ] [sig       ] [1682/3560] Forecasting INDB...
[2025-12-22T20:24:34.678891] [INFO ] [sig       ] Generating forecast for: INDB
[2025-12-22T20:24:34.678921] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INDB' from 'https://tdm.silogroup.org/data/derivative_storage/INDB.csv'.
[2025-12-22T20:24:34.690913] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INDB'.
[2025-12-22T20:24:34.691341] [INFO ] [FORECASTER] Starting predict_future for INDB
[2025-12-22T20:24:34.692189] [DEBUG] [LOCAL     ] No optimal features file found for INDB: ./output/feature-sets/INDB.txt
[2025-12-22T20:24:34.692243] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:24:34.692277] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:24:34.692304] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:24:34.692392] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:24:34.751110] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:24:34.752051] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:24:34.752132] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:24:34.752165] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:24:34.870213] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:24:34.870371] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:24:34.870412] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:24:34.870441] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:24:34.873894] [DEBUG] [FORECASTER] INDB: Forecast T+1@11:T+2@11: UP (p=98.23%)
[2025-12-22T20:24:34.874203] [INFO ] [FORECASTER] Completed predict_future for INDB
[2025-12-22T20:24:34.874336] [INFO ] [sig       ] INDB: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:24:35.012727] [INFO ] [LOCAL     ] Saved forecast: INDB	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/INDB.txt
[2025-12-22T20:24:35.012887] [INFO ] [sig       ] [1682/3560] Completed INDB in 0.3s | 2.95 sym/s | Total: 9.5m | ETA: 10.6m
[2025-12-22T20:24:35.012928] [INFO ] [sig       ] [1683/3560] Forecasting INDI...
[2025-12-22T20:24:35.012959] [INFO ] [sig       ] Generating forecast for: INDI
[2025-12-22T20:24:35.012989] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INDI' from 'https://tdm.silogroup.org/data/derivative_storage/INDI.csv'.
[2025-12-22T20:24:35.025104] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INDI'.
[2025-12-22T20:24:35.025531] [INFO ] [FORECASTER] Starting predict_future for INDI
[2025-12-22T20:24:35.026343] [DEBUG] [LOCAL     ] No optimal features file found for INDI: ./output/feature-sets/INDI.txt
[2025-12-22T20:24:35.026398] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:24:35.026429] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:24:35.026458] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:24:35.026516] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:24:35.084628] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:24:35.085505] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:24:35.085609] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:24:35.085646] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:24:35.203873] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:24:35.204033] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:24:35.204073] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:24:35.204102] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:24:35.207470] [DEBUG] [FORECASTER] INDI: Forecast T+1@11:T+2@11: DOWN (p=32.18%)
[2025-12-22T20:24:35.207759] [INFO ] [FORECASTER] Completed predict_future for INDI
[2025-12-22T20:24:35.207881] [INFO ] [sig       ] INDI: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:24:35.343648] [INFO ] [LOCAL     ] Saved forecast: INDI	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/INDI.txt
[2025-12-22T20:24:35.343805] [INFO ] [sig       ] [1683/3560] Completed INDI in 0.3s | 2.95 sym/s | Total: 9.5m | ETA: 10.6m
[2025-12-22T20:24:35.343845] [INFO ] [sig       ] [1684/3560] Forecasting INDP...
[2025-12-22T20:24:35.343875] [INFO ] [sig       ] Generating forecast for: INDP
[2025-12-22T20:24:35.343905] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INDP' from 'https://tdm.silogroup.org/data/derivative_storage/INDP.csv'.
[2025-12-22T20:24:35.354518] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INDP'.
[2025-12-22T20:24:35.354932] [INFO ] [FORECASTER] Starting predict_future for INDP
[2025-12-22T20:24:35.355722] [DEBUG] [LOCAL     ] No optimal features file found for INDP: ./output/feature-sets/INDP.txt
[2025-12-22T20:24:35.355773] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:24:35.355804] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:24:35.355830] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:24:35.355886] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:24:35.411291] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:24:35.412156] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:24:35.412237] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:24:35.412269] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:24:35.513377] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:24:35.513535] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:24:35.513592] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:24:35.513624] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:24:35.517016] [DEBUG] [FORECASTER] INDP: Forecast T+1@11:T+2@11: UP (p=86.54%)
[2025-12-22T20:24:35.517283] [INFO ] [FORECASTER] Completed predict_future for INDP
[2025-12-22T20:24:35.517401] [INFO ] [sig       ] INDP: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:24:35.652418] [INFO ] [LOCAL     ] Saved forecast: INDP	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/INDP.txt
[2025-12-22T20:24:35.652594] [INFO ] [sig       ] [1684/3560] Completed INDP in 0.3s | 2.95 sym/s | Total: 9.5m | ETA: 10.6m
[2025-12-22T20:24:35.652638] [INFO ] [sig       ] [1685/3560] Forecasting INDY...
[2025-12-22T20:24:35.652667] [INFO ] [sig       ] Generating forecast for: INDY
[2025-12-22T20:24:35.652697] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INDY' from 'https://tdm.silogroup.org/data/derivative_storage/INDY.csv'.
[2025-12-22T20:24:35.666051] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INDY'.
[2025-12-22T20:24:35.666435] [INFO ] [FORECASTER] Starting predict_future for INDY
[2025-12-22T20:24:35.667285] [DEBUG] [LOCAL     ] No optimal features file found for INDY: ./output/feature-sets/INDY.txt
[2025-12-22T20:24:35.667338] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:24:35.667372] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:24:35.667399] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:24:35.667456] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:24:35.723709] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:24:35.724557] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:24:35.724655] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:24:35.724703] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:24:35.847343] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:24:35.847498] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:24:35.847537] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:24:35.847566] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:24:35.850977] [DEBUG] [FORECASTER] INDY: Forecast T+1@11:T+2@11: UP (p=65.71%)
[2025-12-22T20:24:35.851271] [INFO ] [FORECASTER] Completed predict_future for INDY
[2025-12-22T20:24:35.851393] [INFO ] [sig       ] INDY: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:24:35.988021] [INFO ] [LOCAL     ] Saved forecast: INDY	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/INDY.txt
[2025-12-22T20:24:35.988181] [INFO ] [sig       ] [1685/3560] Completed INDY in 0.3s | 2.95 sym/s | Total: 9.5m | ETA: 10.6m
[2025-12-22T20:24:35.988222] [INFO ] [sig       ] [1686/3560] Forecasting INFY...
[2025-12-22T20:24:35.988251] [INFO ] [sig       ] Generating forecast for: INFY
[2025-12-22T20:24:35.988281] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INFY' from 'https://tdm.silogroup.org/data/derivative_storage/INFY.csv'.
[2025-12-22T20:24:35.999970] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INFY'.
[2025-12-22T20:24:36.000348] [INFO ] [FORECASTER] Starting predict_future for INFY
[2025-12-22T20:24:36.001117] [DEBUG] [LOCAL     ] No optimal features file found for INFY: ./output/feature-sets/INFY.txt
[2025-12-22T20:24:36.001168] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:24:36.001199] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:24:36.001226] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:24:36.001282] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:24:36.058420] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:24:36.059296] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:24:36.059377] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:24:36.059409] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:24:36.176326] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:24:36.176492] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:24:36.176533] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:24:36.176561] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:24:36.179907] [DEBUG] [FORECASTER] INFY: Forecast T+1@11:T+2@11: UP (p=54.61%)
[2025-12-22T20:24:36.180175] [INFO ] [FORECASTER] Completed predict_future for INFY
[2025-12-22T20:24:36.180294] [INFO ] [sig       ] INFY: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:24:36.315756] [INFO ] [LOCAL     ] Saved forecast: INFY	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/INFY.txt
[2025-12-22T20:24:36.315862] [INFO ] [sig       ] [1686/3560] Completed INFY in 0.3s | 2.95 sym/s | Total: 9.5m | ETA: 10.6m
[2025-12-22T20:24:36.315899] [INFO ] [sig       ] [1687/3560] Forecasting ING...
[2025-12-22T20:24:36.315928] [INFO ] [sig       ] Generating forecast for: ING
[2025-12-22T20:24:36.315956] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ING' from 'https://tdm.silogroup.org/data/derivative_storage/ING.csv'.
[2025-12-22T20:24:36.326555] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ING'.
[2025-12-22T20:24:36.326867] [INFO ] [FORECASTER] Starting predict_future for ING
[2025-12-22T20:24:36.327620] [DEBUG] [LOCAL     ] No optimal features file found for ING: ./output/feature-sets/ING.txt
[2025-12-22T20:24:36.327671] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:24:36.327703] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:24:36.327733] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:24:36.327790] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:24:36.384128] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:24:36.384711] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:24:36.384789] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:24:36.384820] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:24:36.503415] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:24:36.503564] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:24:36.503619] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:24:36.503648] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:24:36.506950] [DEBUG] [FORECASTER] ING: Forecast T+1@11:T+2@11: UP (p=58.77%)
[2025-12-22T20:24:36.507215] [INFO ] [FORECASTER] Completed predict_future for ING
[2025-12-22T20:24:36.507337] [INFO ] [sig       ] ING: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:24:36.642063] [INFO ] [LOCAL     ] Saved forecast: ING	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/ING.txt
[2025-12-22T20:24:36.642216] [INFO ] [sig       ] [1687/3560] Completed ING in 0.3s | 2.95 sym/s | Total: 9.5m | ETA: 10.6m
[2025-12-22T20:24:36.642256] [INFO ] [sig       ] [1688/3560] Forecasting INGN...
[2025-12-22T20:24:36.642285] [INFO ] [sig       ] Generating forecast for: INGN
[2025-12-22T20:24:36.642315] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INGN' from 'https://tdm.silogroup.org/data/derivative_storage/INGN.csv'.
[2025-12-22T20:24:36.653432] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INGN'.
[2025-12-22T20:24:36.653779] [INFO ] [FORECASTER] Starting predict_future for INGN
[2025-12-22T20:24:36.654526] [DEBUG] [LOCAL     ] No optimal features file found for INGN: ./output/feature-sets/INGN.txt
[2025-12-22T20:24:36.654598] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:24:36.654631] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:24:36.654658] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:24:36.654714] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:24:36.710261] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:24:36.711143] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:24:36.711226] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:24:36.711258] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:24:36.829212] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:24:36.829485] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:24:36.829528] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:24:36.829557] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:24:36.832992] [DEBUG] [FORECASTER] INGN: Forecast T+1@11:T+2@11: UP (p=80.10%)
[2025-12-22T20:24:36.833261] [INFO ] [FORECASTER] Completed predict_future for INGN
[2025-12-22T20:24:36.833383] [INFO ] [sig       ] INGN: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:24:36.966812] [INFO ] [LOCAL     ] Saved forecast: INGN	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/INGN.txt
[2025-12-22T20:24:36.966950] [INFO ] [sig       ] [1688/3560] Completed INGN in 0.3s | 2.95 sym/s | Total: 9.5m | ETA: 10.6m
[2025-12-22T20:24:36.966989] [INFO ] [sig       ] [1689/3560] Forecasting INM...
[2025-12-22T20:24:36.967020] [INFO ] [sig       ] Generating forecast for: INM
[2025-12-22T20:24:36.967051] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INM' from 'https://tdm.silogroup.org/data/derivative_storage/INM.csv'.
[2025-12-22T20:24:36.978139] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INM'.
[2025-12-22T20:24:36.978515] [INFO ] [FORECASTER] Starting predict_future for INM
[2025-12-22T20:24:36.979314] [DEBUG] [LOCAL     ] No optimal features file found for INM: ./output/feature-sets/INM.txt
[2025-12-22T20:24:36.979365] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:24:36.979396] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:24:36.979423] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:24:36.979479] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:24:37.035131] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:24:37.035901] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:24:37.035977] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:24:37.036009] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:24:37.152933] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:24:37.153084] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:24:37.153123] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:24:37.153151] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:24:37.156452] [DEBUG] [FORECASTER] INM: Forecast T+1@11:T+2@11: UP (p=78.16%)
[2025-12-22T20:24:37.156736] [INFO ] [FORECASTER] Completed predict_future for INM
[2025-12-22T20:24:37.156857] [INFO ] [sig       ] INM: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:24:37.291024] [INFO ] [LOCAL     ] Saved forecast: INM	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/INM.txt
[2025-12-22T20:24:37.291167] [INFO ] [sig       ] [1689/3560] Completed INM in 0.3s | 2.95 sym/s | Total: 9.6m | ETA: 10.6m
[2025-12-22T20:24:37.291206] [INFO ] [sig       ] [1690/3560] Forecasting INMB...
[2025-12-22T20:24:37.291236] [INFO ] [sig       ] Generating forecast for: INMB
[2025-12-22T20:24:37.291264] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INMB' from 'https://tdm.silogroup.org/data/derivative_storage/INMB.csv'.
[2025-12-22T20:24:37.302257] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INMB'.
[2025-12-22T20:24:37.302614] [INFO ] [FORECASTER] Starting predict_future for INMB
[2025-12-22T20:24:37.303370] [DEBUG] [LOCAL     ] No optimal features file found for INMB: ./output/feature-sets/INMB.txt
[2025-12-22T20:24:37.303437] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:24:37.303469] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:24:37.303495] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:24:37.303550] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:24:37.359156] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:24:37.359951] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:24:37.360030] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:24:37.360063] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:24:37.479947] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:24:37.480099] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:24:37.480139] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:24:37.480166] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:24:37.483508] [DEBUG] [FORECASTER] INMB: Forecast T+1@11:T+2@11: UP (p=78.72%)
[2025-12-22T20:24:37.483787] [INFO ] [FORECASTER] Completed predict_future for INMB
[2025-12-22T20:24:37.483911] [INFO ] [sig       ] INMB: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:24:37.618723] [INFO ] [LOCAL     ] Saved forecast: INMB	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/INMB.txt
[2025-12-22T20:24:37.618862] [INFO ] [sig       ] [1690/3560] Completed INMB in 0.3s | 2.95 sym/s | Total: 9.6m | ETA: 10.6m
[2025-12-22T20:24:37.618902] [INFO ] [sig       ] [1691/3560] Forecasting INMD...
[2025-12-22T20:24:37.618931] [INFO ] [sig       ] Generating forecast for: INMD
[2025-12-22T20:24:37.618961] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INMD' from 'https://tdm.silogroup.org/data/derivative_storage/INMD.csv'.
[2025-12-22T20:24:37.630676] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INMD'.
[2025-12-22T20:24:37.631003] [INFO ] [FORECASTER] Starting predict_future for INMD
[2025-12-22T20:24:37.631807] [DEBUG] [LOCAL     ] No optimal features file found for INMD: ./output/feature-sets/INMD.txt
[2025-12-22T20:24:37.631857] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:24:37.631889] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:24:37.631918] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:24:37.631973] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:24:37.688608] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:24:37.689369] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:24:37.689450] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:24:37.689481] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:24:37.810741] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:24:37.810888] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:24:37.810927] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:24:37.810954] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:24:37.814292] [DEBUG] [FORECASTER] INMD: Forecast T+1@11:T+2@11: UP (p=57.35%)
[2025-12-22T20:24:37.814557] [INFO ] [FORECASTER] Completed predict_future for INMD
[2025-12-22T20:24:37.814694] [INFO ] [sig       ] INMD: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:24:37.948378] [INFO ] [LOCAL     ] Saved forecast: INMD	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/INMD.txt
[2025-12-22T20:24:37.948507] [INFO ] [sig       ] [1691/3560] Completed INMD in 0.3s | 2.95 sym/s | Total: 9.6m | ETA: 10.6m
[2025-12-22T20:24:37.948545] [INFO ] [sig       ] [1692/3560] Forecasting INN...
[2025-12-22T20:24:37.948590] [INFO ] [sig       ] Generating forecast for: INN
[2025-12-22T20:24:37.948623] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INN' from 'https://tdm.silogroup.org/data/derivative_storage/INN.csv'.
[2025-12-22T20:24:37.959608] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INN'.
[2025-12-22T20:24:37.959913] [INFO ] [FORECASTER] Starting predict_future for INN
[2025-12-22T20:24:37.960676] [DEBUG] [LOCAL     ] No optimal features file found for INN: ./output/feature-sets/INN.txt
[2025-12-22T20:24:37.960726] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:24:37.960757] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:24:37.960784] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:24:37.960841] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:24:38.017240] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:24:38.017943] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:24:38.018019] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:24:38.018051] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:24:38.132754] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:24:38.132925] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:24:38.132964] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:24:38.132998] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:24:38.136314] [DEBUG] [FORECASTER] INN: Forecast T+1@11:T+2@11: DOWN (p=40.88%)
[2025-12-22T20:24:38.136594] [INFO ] [FORECASTER] Completed predict_future for INN
[2025-12-22T20:24:38.136725] [INFO ] [sig       ] INN: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:24:38.274789] [INFO ] [LOCAL     ] Saved forecast: INN	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/INN.txt
[2025-12-22T20:24:38.274927] [INFO ] [sig       ] [1692/3560] Completed INN in 0.3s | 2.95 sym/s | Total: 9.6m | ETA: 10.6m
[2025-12-22T20:24:38.274967] [INFO ] [sig       ] [1693/3560] Forecasting INO...
[2025-12-22T20:24:38.274997] [INFO ] [sig       ] Generating forecast for: INO
[2025-12-22T20:24:38.275026] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INO' from 'https://tdm.silogroup.org/data/derivative_storage/INO.csv'.
[2025-12-22T20:24:38.287024] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INO'.
[2025-12-22T20:24:38.287335] [INFO ] [FORECASTER] Starting predict_future for INO
[2025-12-22T20:24:38.288120] [DEBUG] [LOCAL     ] No optimal features file found for INO: ./output/feature-sets/INO.txt
[2025-12-22T20:24:38.288172] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:24:38.288204] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:24:38.288230] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:24:38.288286] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:24:38.344257] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:24:38.344932] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:24:38.345008] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:24:38.345039] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:24:38.460448] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:24:38.460618] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:24:38.460657] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:24:38.460687] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:24:38.464021] [DEBUG] [FORECASTER] INO: Forecast T+1@11:T+2@11: DOWN (p=13.33%)
[2025-12-22T20:24:38.464283] [INFO ] [FORECASTER] Completed predict_future for INO
[2025-12-22T20:24:38.464402] [INFO ] [sig       ] INO: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:24:38.600019] [INFO ] [LOCAL     ] Saved forecast: INO	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/INO.txt
[2025-12-22T20:24:38.600140] [INFO ] [sig       ] [1693/3560] Completed INO in 0.3s | 2.95 sym/s | Total: 9.6m | ETA: 10.6m
[2025-12-22T20:24:38.600183] [INFO ] [sig       ] [1694/3560] Forecasting INOD...
[2025-12-22T20:24:38.600213] [INFO ] [sig       ] Generating forecast for: INOD
[2025-12-22T20:24:38.600244] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INOD' from 'https://tdm.silogroup.org/data/derivative_storage/INOD.csv'.
[2025-12-22T20:24:38.611388] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INOD'.
[2025-12-22T20:24:38.611698] [INFO ] [FORECASTER] Starting predict_future for INOD
[2025-12-22T20:24:38.612442] [DEBUG] [LOCAL     ] No optimal features file found for INOD: ./output/feature-sets/INOD.txt
[2025-12-22T20:24:38.612494] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:24:38.612525] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:24:38.612552] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:24:38.612628] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:24:38.668760] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:24:38.669415] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:24:38.669493] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:24:38.669525] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:24:38.786897] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:24:38.787049] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:24:38.787089] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:24:38.787117] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:24:38.790444] [DEBUG] [FORECASTER] INOD: Forecast T+1@11:T+2@11: DOWN (p=26.44%)
[2025-12-22T20:24:38.790730] [INFO ] [FORECASTER] Completed predict_future for INOD
[2025-12-22T20:24:38.790850] [INFO ] [sig       ] INOD: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:24:38.925851] [INFO ] [LOCAL     ] Saved forecast: INOD	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/INOD.txt
[2025-12-22T20:24:38.925971] [INFO ] [sig       ] [1694/3560] Completed INOD in 0.3s | 2.95 sym/s | Total: 9.6m | ETA: 10.6m
[2025-12-22T20:24:38.926007] [INFO ] [sig       ] [1695/3560] Forecasting INSE...
[2025-12-22T20:24:38.926036] [INFO ] [sig       ] Generating forecast for: INSE
[2025-12-22T20:24:38.926066] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INSE' from 'https://tdm.silogroup.org/data/derivative_storage/INSE.csv'.
[2025-12-22T20:24:38.937902] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INSE'.
[2025-12-22T20:24:38.938218] [INFO ] [FORECASTER] Starting predict_future for INSE
[2025-12-22T20:24:38.938983] [DEBUG] [LOCAL     ] No optimal features file found for INSE: ./output/feature-sets/INSE.txt
[2025-12-22T20:24:38.939087] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:24:38.939120] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:24:38.939146] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:24:38.939202] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:24:38.995140] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:24:38.995766] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:24:38.995840] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:24:38.995871] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:24:39.116810] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:24:39.116966] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:24:39.117006] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:24:39.117033] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:24:39.120369] [DEBUG] [FORECASTER] INSE: Forecast T+1@11:T+2@11: DOWN (p=4.12%)
[2025-12-22T20:24:39.120670] [INFO ] [FORECASTER] Completed predict_future for INSE
[2025-12-22T20:24:39.120812] [INFO ] [sig       ] INSE: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:24:39.259480] [INFO ] [LOCAL     ] Saved forecast: INSE	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/INSE.txt
[2025-12-22T20:24:39.259655] [INFO ] [sig       ] [1695/3560] Completed INSE in 0.3s | 2.95 sym/s | Total: 9.6m | ETA: 10.5m
[2025-12-22T20:24:39.259725] [INFO ] [sig       ] [1696/3560] Forecasting INSG...
[2025-12-22T20:24:39.259757] [INFO ] [sig       ] Generating forecast for: INSG
[2025-12-22T20:24:39.259789] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INSG' from 'https://tdm.silogroup.org/data/derivative_storage/INSG.csv'.
[2025-12-22T20:24:39.270831] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INSG'.
[2025-12-22T20:24:39.271132] [INFO ] [FORECASTER] Starting predict_future for INSG
[2025-12-22T20:24:39.271896] [DEBUG] [LOCAL     ] No optimal features file found for INSG: ./output/feature-sets/INSG.txt
[2025-12-22T20:24:39.271946] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:24:39.271978] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:24:39.272005] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:24:39.272061] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:24:39.328291] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:24:39.328941] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:24:39.329015] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:24:39.329061] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:24:39.444730] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:24:39.444878] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:24:39.444917] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:24:39.444944] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:24:39.448220] [DEBUG] [FORECASTER] INSG: Forecast T+1@11:T+2@11: UP (p=82.74%)
[2025-12-22T20:24:39.448482] [INFO ] [FORECASTER] Completed predict_future for INSG
[2025-12-22T20:24:39.448618] [INFO ] [sig       ] INSG: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:24:39.584644] [INFO ] [LOCAL     ] Saved forecast: INSG	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/INSG.txt
[2025-12-22T20:24:39.584803] [INFO ] [sig       ] [1696/3560] Completed INSG in 0.3s | 2.95 sym/s | Total: 9.6m | ETA: 10.5m
[2025-12-22T20:24:39.584844] [INFO ] [sig       ] [1697/3560] Forecasting INSM...
[2025-12-22T20:24:39.584874] [INFO ] [sig       ] Generating forecast for: INSM
[2025-12-22T20:24:39.584904] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INSM' from 'https://tdm.silogroup.org/data/derivative_storage/INSM.csv'.
[2025-12-22T20:24:39.596438] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INSM'.
[2025-12-22T20:24:39.596880] [INFO ] [FORECASTER] Starting predict_future for INSM
[2025-12-22T20:24:39.597696] [DEBUG] [LOCAL     ] No optimal features file found for INSM: ./output/feature-sets/INSM.txt
[2025-12-22T20:24:39.597749] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:24:39.597782] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:24:39.597810] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:24:39.597878] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:24:39.655843] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:24:39.656689] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:24:39.656772] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:24:39.656805] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:24:39.776593] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:24:39.776760] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:24:39.776822] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:24:39.776851] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:24:39.780429] [DEBUG] [FORECASTER] INSM: Forecast T+1@11:T+2@11: UP (p=97.89%)
[2025-12-22T20:24:39.780741] [INFO ] [FORECASTER] Completed predict_future for INSM
[2025-12-22T20:24:39.780901] [INFO ] [sig       ] INSM: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:24:39.915880] [INFO ] [LOCAL     ] Saved forecast: INSM	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/INSM.txt
[2025-12-22T20:24:39.916007] [INFO ] [sig       ] [1697/3560] Completed INSM in 0.3s | 2.95 sym/s | Total: 9.6m | ETA: 10.5m
[2025-12-22T20:24:39.916045] [INFO ] [sig       ] [1698/3560] Forecasting INSP...
[2025-12-22T20:24:39.916074] [INFO ] [sig       ] Generating forecast for: INSP
[2025-12-22T20:24:39.916104] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INSP' from 'https://tdm.silogroup.org/data/derivative_storage/INSP.csv'.
[2025-12-22T20:24:39.927876] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INSP'.
[2025-12-22T20:24:39.928310] [INFO ] [FORECASTER] Starting predict_future for INSP
[2025-12-22T20:24:39.929190] [DEBUG] [LOCAL     ] No optimal features file found for INSP: ./output/feature-sets/INSP.txt
[2025-12-22T20:24:39.929246] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:24:39.929279] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:24:39.929309] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:24:39.929366] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:24:39.985815] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:24:39.986645] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:24:39.986724] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:24:39.986756] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:24:40.107901] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:24:40.108057] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:24:40.108096] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:24:40.108123] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:24:40.111422] [DEBUG] [FORECASTER] INSP: Forecast T+1@11:T+2@11: DOWN (p=32.04%)
[2025-12-22T20:24:40.111707] [INFO ] [FORECASTER] Completed predict_future for INSP
[2025-12-22T20:24:40.111826] [INFO ] [sig       ] INSP: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:24:40.246751] [INFO ] [LOCAL     ] Saved forecast: INSP	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/INSP.txt
[2025-12-22T20:24:40.246889] [INFO ] [sig       ] [1698/3560] Completed INSP in 0.3s | 2.95 sym/s | Total: 9.6m | ETA: 10.5m
[2025-12-22T20:24:40.246928] [INFO ] [sig       ] [1699/3560] Forecasting INTA...
[2025-12-22T20:24:40.246957] [INFO ] [sig       ] Generating forecast for: INTA
[2025-12-22T20:24:40.246986] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INTA' from 'https://tdm.silogroup.org/data/derivative_storage/INTA.csv'.
[2025-12-22T20:24:40.258257] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INTA'.
[2025-12-22T20:24:40.258597] [INFO ] [FORECASTER] Starting predict_future for INTA
[2025-12-22T20:24:40.259372] [DEBUG] [LOCAL     ] No optimal features file found for INTA: ./output/feature-sets/INTA.txt
[2025-12-22T20:24:40.259423] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:24:40.259455] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:24:40.259529] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:24:40.259610] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:24:40.315293] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:24:40.315963] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:24:40.316039] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:24:40.316071] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:24:40.439160] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:24:40.439313] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:24:40.439352] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:24:40.439381] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:24:40.442684] [DEBUG] [FORECASTER] INTA: Forecast T+1@11:T+2@11: UP (p=85.95%)
[2025-12-22T20:24:40.442951] [INFO ] [FORECASTER] Completed predict_future for INTA
[2025-12-22T20:24:40.443071] [INFO ] [sig       ] INTA: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:24:40.577847] [INFO ] [LOCAL     ] Saved forecast: INTA	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/INTA.txt
[2025-12-22T20:24:40.577980] [INFO ] [sig       ] [1699/3560] Completed INTA in 0.3s | 2.95 sym/s | Total: 9.6m | ETA: 10.5m
[2025-12-22T20:24:40.578018] [INFO ] [sig       ] [1700/3560] Forecasting INTC...
[2025-12-22T20:24:40.578048] [INFO ] [sig       ] Generating forecast for: INTC
[2025-12-22T20:24:40.578078] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INTC' from 'https://tdm.silogroup.org/data/derivative_storage/INTC.csv'.
[2025-12-22T20:24:40.589396] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INTC'.
[2025-12-22T20:24:40.589717] [INFO ] [FORECASTER] Starting predict_future for INTC
[2025-12-22T20:24:40.590460] [DEBUG] [LOCAL     ] No optimal features file found for INTC: ./output/feature-sets/INTC.txt
[2025-12-22T20:24:40.590512] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:24:40.590543] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:24:40.590570] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:24:40.590647] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:24:40.647634] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:24:40.648283] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:24:40.648360] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:24:40.648392] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:24:40.768266] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:24:40.768415] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:24:40.768454] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:24:40.768482] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:24:40.771852] [DEBUG] [FORECASTER] INTC: Forecast T+1@11:T+2@11: UP (p=54.78%)
[2025-12-22T20:24:40.772115] [INFO ] [FORECASTER] Completed predict_future for INTC
[2025-12-22T20:24:40.772233] [INFO ] [sig       ] INTC: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:24:40.909249] [INFO ] [LOCAL     ] Saved forecast: INTC	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/INTC.txt
[2025-12-22T20:24:40.909385] [INFO ] [sig       ] [1700/3560] Completed INTC in 0.3s | 2.95 sym/s | Total: 9.6m | ETA: 10.5m
[2025-12-22T20:24:40.909433] [INFO ] [sig       ] [1701/3560] Forecasting INTZ...
[2025-12-22T20:24:40.909461] [INFO ] [sig       ] Generating forecast for: INTZ
[2025-12-22T20:24:40.909490] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INTZ' from 'https://tdm.silogroup.org/data/derivative_storage/INTZ.csv'.
[2025-12-22T20:24:40.920891] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INTZ'.
[2025-12-22T20:24:40.921225] [INFO ] [FORECASTER] Starting predict_future for INTZ
[2025-12-22T20:24:40.922017] [DEBUG] [LOCAL     ] No optimal features file found for INTZ: ./output/feature-sets/INTZ.txt
[2025-12-22T20:24:40.922069] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:24:40.922120] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:24:40.922151] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:24:40.922208] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:24:40.978610] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:24:40.979288] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:24:40.979364] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:24:40.979396] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:24:41.101967] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:24:41.102116] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:24:41.102156] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:24:41.102184] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:24:41.105485] [DEBUG] [FORECASTER] INTZ: Forecast T+1@11:T+2@11: UP (p=67.22%)
[2025-12-22T20:24:41.105761] [INFO ] [FORECASTER] Completed predict_future for INTZ
[2025-12-22T20:24:41.105880] [INFO ] [sig       ] INTZ: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:24:41.244917] [INFO ] [LOCAL     ] Saved forecast: INTZ	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/INTZ.txt
[2025-12-22T20:24:41.245063] [INFO ] [sig       ] [1701/3560] Completed INTZ in 0.3s | 2.95 sym/s | Total: 9.6m | ETA: 10.5m
[2025-12-22T20:24:41.245104] [INFO ] [sig       ] [1702/3560] Forecasting INVA...
[2025-12-22T20:24:41.245133] [INFO ] [sig       ] Generating forecast for: INVA
[2025-12-22T20:24:41.245163] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INVA' from 'https://tdm.silogroup.org/data/derivative_storage/INVA.csv'.
[2025-12-22T20:24:41.256697] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INVA'.
[2025-12-22T20:24:41.257001] [INFO ] [FORECASTER] Starting predict_future for INVA
[2025-12-22T20:24:41.257778] [DEBUG] [LOCAL     ] No optimal features file found for INVA: ./output/feature-sets/INVA.txt
[2025-12-22T20:24:41.257833] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:24:41.257865] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:24:41.257892] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:24:41.257947] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:24:41.314818] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:24:41.315498] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:24:41.315599] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:24:41.315637] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:24:41.433532] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:24:41.433699] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:24:41.433740] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:24:41.433769] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:24:41.437255] [DEBUG] [FORECASTER] INVA: Forecast T+1@11:T+2@11: UP (p=72.94%)
[2025-12-22T20:24:41.437527] [INFO ] [FORECASTER] Completed predict_future for INVA
[2025-12-22T20:24:41.437672] [INFO ] [sig       ] INVA: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:24:41.634388] [INFO ] [LOCAL     ] Saved forecast: INVA	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/INVA.txt
[2025-12-22T20:24:41.634543] [INFO ] [sig       ] [1702/3560] Completed INVA in 0.4s | 2.95 sym/s | Total: 9.6m | ETA: 10.5m
[2025-12-22T20:24:41.634603] [INFO ] [sig       ] [1703/3560] Forecasting INVE...
[2025-12-22T20:24:41.634635] [INFO ] [sig       ] Generating forecast for: INVE
[2025-12-22T20:24:41.634666] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INVE' from 'https://tdm.silogroup.org/data/derivative_storage/INVE.csv'.
[2025-12-22T20:24:41.645966] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INVE'.
[2025-12-22T20:24:41.646389] [INFO ] [FORECASTER] Starting predict_future for INVE
[2025-12-22T20:24:41.647224] [DEBUG] [LOCAL     ] No optimal features file found for INVE: ./output/feature-sets/INVE.txt
[2025-12-22T20:24:41.647279] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:24:41.647314] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:24:41.647343] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:24:41.647402] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:24:41.706077] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:24:41.707018] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:24:41.707108] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:24:41.707142] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:24:41.823477] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:24:41.823655] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:24:41.823698] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:24:41.823727] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:24:41.827318] [DEBUG] [FORECASTER] INVE: Forecast T+1@11:T+2@11: UP (p=99.56%)
[2025-12-22T20:24:41.827684] [INFO ] [FORECASTER] Completed predict_future for INVE
[2025-12-22T20:24:41.827827] [INFO ] [sig       ] INVE: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:24:41.967844] [INFO ] [LOCAL     ] Saved forecast: INVE	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/INVE.txt
[2025-12-22T20:24:41.968019] [INFO ] [sig       ] [1703/3560] Completed INVE in 0.3s | 2.95 sym/s | Total: 9.6m | ETA: 10.5m
[2025-12-22T20:24:41.968061] [INFO ] [sig       ] [1704/3560] Forecasting INVH...
[2025-12-22T20:24:41.968092] [INFO ] [sig       ] Generating forecast for: INVH
[2025-12-22T20:24:41.968126] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INVH' from 'https://tdm.silogroup.org/data/derivative_storage/INVH.csv'.
[2025-12-22T20:24:41.979292] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INVH'.
[2025-12-22T20:24:41.979706] [INFO ] [FORECASTER] Starting predict_future for INVH
[2025-12-22T20:24:41.980530] [DEBUG] [LOCAL     ] No optimal features file found for INVH: ./output/feature-sets/INVH.txt
[2025-12-22T20:24:41.980621] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:24:41.980663] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:24:41.980693] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:24:41.980751] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:24:42.040755] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:24:42.041656] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:24:42.041740] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:24:42.041775] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:24:42.161159] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:24:42.161316] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:24:42.161358] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:24:42.161387] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:24:42.164855] [DEBUG] [FORECASTER] INVH: Forecast T+1@11:T+2@11: UP (p=98.74%)
[2025-12-22T20:24:42.165132] [INFO ] [FORECASTER] Completed predict_future for INVH
[2025-12-22T20:24:42.165252] [INFO ] [sig       ] INVH: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:24:42.299244] [INFO ] [LOCAL     ] Saved forecast: INVH	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/INVH.txt
[2025-12-22T20:24:42.299356] [INFO ] [sig       ] [1704/3560] Completed INVH in 0.3s | 2.95 sym/s | Total: 9.6m | ETA: 10.5m
[2025-12-22T20:24:42.299393] [INFO ] [sig       ] [1705/3560] Forecasting INVZ...
[2025-12-22T20:24:42.299429] [INFO ] [sig       ] Generating forecast for: INVZ
[2025-12-22T20:24:42.299459] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INVZ' from 'https://tdm.silogroup.org/data/derivative_storage/INVZ.csv'.
[2025-12-22T20:24:42.310414] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INVZ'.
[2025-12-22T20:24:42.310719] [INFO ] [FORECASTER] Starting predict_future for INVZ
[2025-12-22T20:24:42.311457] [DEBUG] [LOCAL     ] No optimal features file found for INVZ: ./output/feature-sets/INVZ.txt
[2025-12-22T20:24:42.311509] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:24:42.311540] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:24:42.311567] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:24:42.311642] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:24:42.368293] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:24:42.368908] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:24:42.368982] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:24:42.369014] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:24:42.483652] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:24:42.483790] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:24:42.483832] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:24:42.483863] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:24:42.487088] [DEBUG] [FORECASTER] INVZ: Forecast T+1@11:T+2@11: UP (p=50.55%)
[2025-12-22T20:24:42.487351] [INFO ] [FORECASTER] Completed predict_future for INVZ
[2025-12-22T20:24:42.487468] [INFO ] [sig       ] INVZ: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:24:42.622000] [INFO ] [LOCAL     ] Saved forecast: INVZ	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/INVZ.txt
[2025-12-22T20:24:42.622107] [INFO ] [sig       ] [1705/3560] Completed INVZ in 0.3s | 2.95 sym/s | Total: 9.6m | ETA: 10.5m
[2025-12-22T20:24:42.622146] [INFO ] [sig       ] [1706/3560] Forecasting IONS...
[2025-12-22T20:24:42.622174] [INFO ] [sig       ] Generating forecast for: IONS
[2025-12-22T20:24:42.622204] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IONS' from 'https://tdm.silogroup.org/data/derivative_storage/IONS.csv'.
[2025-12-22T20:24:42.632825] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IONS'.
[2025-12-22T20:24:42.633138] [INFO ] [FORECASTER] Starting predict_future for IONS
[2025-12-22T20:24:42.633908] [DEBUG] [LOCAL     ] No optimal features file found for IONS: ./output/feature-sets/IONS.txt
[2025-12-22T20:24:42.633960] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:24:42.633992] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:24:42.634018] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:24:42.634074] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:24:42.694129] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:24:42.694816] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:24:42.694890] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:24:42.694922] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:24:42.815310] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:24:42.815442] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:24:42.815479] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:24:42.815506] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:24:42.818800] [DEBUG] [FORECASTER] IONS: Forecast T+1@11:T+2@11: UP (p=65.33%)
[2025-12-22T20:24:42.819081] [INFO ] [FORECASTER] Completed predict_future for IONS
[2025-12-22T20:24:42.819206] [INFO ] [sig       ] IONS: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:24:42.953605] [INFO ] [LOCAL     ] Saved forecast: IONS	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/IONS.txt
[2025-12-22T20:24:42.953741] [INFO ] [sig       ] [1706/3560] Completed IONS in 0.3s | 2.95 sym/s | Total: 9.6m | ETA: 10.5m
[2025-12-22T20:24:42.953779] [INFO ] [sig       ] [1707/3560] Forecasting IOSP...
[2025-12-22T20:24:42.953808] [INFO ] [sig       ] Generating forecast for: IOSP
[2025-12-22T20:24:42.953838] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IOSP' from 'https://tdm.silogroup.org/data/derivative_storage/IOSP.csv'.
[2025-12-22T20:24:42.964894] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IOSP'.
[2025-12-22T20:24:42.965240] [INFO ] [FORECASTER] Starting predict_future for IOSP
[2025-12-22T20:24:42.966017] [DEBUG] [LOCAL     ] No optimal features file found for IOSP: ./output/feature-sets/IOSP.txt
[2025-12-22T20:24:42.966069] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:24:42.966100] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:24:42.966126] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:24:42.966182] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:24:43.022121] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:24:43.022926] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:24:43.023016] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:24:43.023047] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:24:43.137944] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:24:43.138084] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:24:43.138122] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:24:43.138150] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:24:43.141422] [DEBUG] [FORECASTER] IOSP: Forecast T+1@11:T+2@11: UP (p=88.35%)
[2025-12-22T20:24:43.141706] [INFO ] [FORECASTER] Completed predict_future for IOSP
[2025-12-22T20:24:43.141825] [INFO ] [sig       ] IOSP: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:24:43.283492] [INFO ] [LOCAL     ] Saved forecast: IOSP	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/IOSP.txt
[2025-12-22T20:24:43.283664] [INFO ] [sig       ] [1707/3560] Completed IOSP in 0.3s | 2.95 sym/s | Total: 9.7m | ETA: 10.5m
[2025-12-22T20:24:43.283705] [INFO ] [sig       ] [1708/3560] Forecasting IOVA...
[2025-12-22T20:24:43.283736] [INFO ] [sig       ] Generating forecast for: IOVA
[2025-12-22T20:24:43.283766] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IOVA' from 'https://tdm.silogroup.org/data/derivative_storage/IOVA.csv'.
[2025-12-22T20:24:43.295821] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IOVA'.
[2025-12-22T20:24:43.296103] [INFO ] [FORECASTER] Starting predict_future for IOVA
[2025-12-22T20:24:43.296876] [DEBUG] [LOCAL     ] No optimal features file found for IOVA: ./output/feature-sets/IOVA.txt
[2025-12-22T20:24:43.296928] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:24:43.296959] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:24:43.296986] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:24:43.297041] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:24:43.354144] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:24:43.354907] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:24:43.354985] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:24:43.355019] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:24:43.475264] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:24:43.475419] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:24:43.475459] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:24:43.475522] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:24:43.478940] [DEBUG] [FORECASTER] IOVA: Forecast T+1@11:T+2@11: DOWN (p=48.33%)
[2025-12-22T20:24:43.479282] [INFO ] [FORECASTER] Completed predict_future for IOVA
[2025-12-22T20:24:43.479421] [INFO ] [sig       ] IOVA: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:24:43.648925] [INFO ] [LOCAL     ] Saved forecast: IOVA	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/IOVA.txt
[2025-12-22T20:24:43.649160] [INFO ] [sig       ] [1708/3560] Completed IOVA in 0.4s | 2.95 sym/s | Total: 9.7m | ETA: 10.5m
[2025-12-22T20:24:43.649212] [INFO ] [sig       ] [1709/3560] Forecasting IPGP...
[2025-12-22T20:24:43.649248] [INFO ] [sig       ] Generating forecast for: IPGP
[2025-12-22T20:24:43.649286] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IPGP' from 'https://tdm.silogroup.org/data/derivative_storage/IPGP.csv'.
[2025-12-22T20:24:43.668306] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IPGP'.
[2025-12-22T20:24:43.668823] [INFO ] [FORECASTER] Starting predict_future for IPGP
[2025-12-22T20:24:43.670026] [DEBUG] [LOCAL     ] No optimal features file found for IPGP: ./output/feature-sets/IPGP.txt
[2025-12-22T20:24:43.670105] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:24:43.670157] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:24:43.670203] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:24:43.670292] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:24:43.762272] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:24:43.763487] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:24:43.763696] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:24:43.763745] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:24:43.909430] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:24:43.909615] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:24:43.909660] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:24:43.909689] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:24:43.913996] [DEBUG] [FORECASTER] IPGP: Forecast T+1@11:T+2@11: UP (p=90.64%)
[2025-12-22T20:24:43.914412] [INFO ] [FORECASTER] Completed predict_future for IPGP
[2025-12-22T20:24:43.914568] [INFO ] [sig       ] IPGP: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:24:44.135856] [INFO ] [LOCAL     ] Saved forecast: IPGP	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/IPGP.txt
[2025-12-22T20:24:44.136099] [INFO ] [sig       ] [1709/3560] Completed IPGP in 0.5s | 2.95 sym/s | Total: 9.7m | ETA: 10.5m
[2025-12-22T20:24:44.136177] [INFO ] [sig       ] [1710/3560] Forecasting IPI...
[2025-12-22T20:24:44.136230] [INFO ] [sig       ] Generating forecast for: IPI
[2025-12-22T20:24:44.136279] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IPI' from 'https://tdm.silogroup.org/data/derivative_storage/IPI.csv'.
[2025-12-22T20:24:44.156056] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IPI'.
[2025-12-22T20:24:44.156606] [INFO ] [FORECASTER] Starting predict_future for IPI
[2025-12-22T20:24:44.157830] [DEBUG] [LOCAL     ] No optimal features file found for IPI: ./output/feature-sets/IPI.txt
[2025-12-22T20:24:44.157905] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:24:44.157955] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:24:44.157997] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:24:44.158088] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:24:44.236497] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:24:44.237725] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:24:44.237863] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:24:44.237913] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:24:44.382993] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:24:44.383158] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:24:44.383202] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:24:44.383231] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:24:44.387427] [DEBUG] [FORECASTER] IPI: Forecast T+1@11:T+2@11: DOWN (p=20.15%)
[2025-12-22T20:24:44.387887] [INFO ] [FORECASTER] Completed predict_future for IPI
[2025-12-22T20:24:44.388072] [INFO ] [sig       ] IPI: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:24:44.532213] [INFO ] [LOCAL     ] Saved forecast: IPI	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/IPI.txt
[2025-12-22T20:24:44.532382] [INFO ] [sig       ] [1710/3560] Completed IPI in 0.4s | 2.95 sym/s | Total: 9.7m | ETA: 10.5m
[2025-12-22T20:24:44.532425] [INFO ] [sig       ] [1711/3560] Forecasting IQ...
[2025-12-22T20:24:44.532455] [INFO ] [sig       ] Generating forecast for: IQ
[2025-12-22T20:24:44.532486] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IQ' from 'https://tdm.silogroup.org/data/derivative_storage/IQ.csv'.
[2025-12-22T20:24:44.544129] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IQ'.
[2025-12-22T20:24:44.544544] [INFO ] [FORECASTER] Starting predict_future for IQ
[2025-12-22T20:24:44.545443] [DEBUG] [LOCAL     ] No optimal features file found for IQ: ./output/feature-sets/IQ.txt
[2025-12-22T20:24:44.545499] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:24:44.545532] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:24:44.545558] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:24:44.545640] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:24:44.604171] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:24:44.605051] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:24:44.605135] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:24:44.605170] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:24:44.737043] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:24:44.737199] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:24:44.737238] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:24:44.737268] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:24:44.740942] [DEBUG] [FORECASTER] IQ: Forecast T+1@11:T+2@11: DOWN (p=4.01%)
[2025-12-22T20:24:44.741240] [INFO ] [FORECASTER] Completed predict_future for IQ
[2025-12-22T20:24:44.741374] [INFO ] [sig       ] IQ: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:24:44.883911] [INFO ] [LOCAL     ] Saved forecast: IQ	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/IQ.txt
[2025-12-22T20:24:44.884070] [INFO ] [sig       ] [1711/3560] Completed IQ in 0.4s | 2.95 sym/s | Total: 9.7m | ETA: 10.5m
[2025-12-22T20:24:44.884112] [INFO ] [sig       ] [1712/3560] Forecasting IQI...
[2025-12-22T20:24:44.884140] [INFO ] [sig       ] Generating forecast for: IQI
[2025-12-22T20:24:44.884170] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IQI' from 'https://tdm.silogroup.org/data/derivative_storage/IQI.csv'.
[2025-12-22T20:24:44.895037] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IQI'.
[2025-12-22T20:24:44.895380] [INFO ] [FORECASTER] Starting predict_future for IQI
[2025-12-22T20:24:44.896180] [DEBUG] [LOCAL     ] No optimal features file found for IQI: ./output/feature-sets/IQI.txt
[2025-12-22T20:24:44.896234] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:24:44.896268] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:24:44.896310] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:24:44.896371] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:24:44.952993] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:24:44.953849] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:24:44.953933] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:24:44.953965] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:24:45.069816] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:24:45.069968] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:24:45.070015] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:24:45.070049] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:24:45.073386] [DEBUG] [FORECASTER] IQI: Forecast T+1@11:T+2@11: DOWN (p=0.35%)
[2025-12-22T20:24:45.073677] [INFO ] [FORECASTER] Completed predict_future for IQI
[2025-12-22T20:24:45.073801] [INFO ] [sig       ] IQI: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:24:45.208838] [INFO ] [LOCAL     ] Saved forecast: IQI	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/IQI.txt
[2025-12-22T20:24:45.208981] [INFO ] [sig       ] [1712/3560] Completed IQI in 0.3s | 2.95 sym/s | Total: 9.7m | ETA: 10.5m
[2025-12-22T20:24:45.209033] [INFO ] [sig       ] [1713/3560] Forecasting IQQQ...
[2025-12-22T20:24:45.209064] [INFO ] [sig       ] Generating forecast for: IQQQ
[2025-12-22T20:24:45.209166] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IQQQ' from 'https://tdm.silogroup.org/data/derivative_storage/IQQQ.csv'.
[2025-12-22T20:24:45.219793] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IQQQ'.
[2025-12-22T20:24:45.220121] [INFO ] [FORECASTER] Starting predict_future for IQQQ
[2025-12-22T20:24:45.220905] [DEBUG] [LOCAL     ] No optimal features file found for IQQQ: ./output/feature-sets/IQQQ.txt
[2025-12-22T20:24:45.220968] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:24:45.221007] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:24:45.221036] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:24:45.221090] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:24:45.276829] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:24:45.277429] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:24:45.277502] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:24:45.277534] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:24:45.392457] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:24:45.392586] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:24:45.392624] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:24:45.392651] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:24:45.395768] [DEBUG] [FORECASTER] IQQQ: Forecast T+1@11:T+2@11: DOWN (p=6.69%)
[2025-12-22T20:24:45.396031] [INFO ] [FORECASTER] Completed predict_future for IQQQ
[2025-12-22T20:24:45.396149] [INFO ] [sig       ] IQQQ: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:24:45.529812] [INFO ] [LOCAL     ] Saved forecast: IQQQ	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/IQQQ.txt
[2025-12-22T20:24:45.529929] [INFO ] [sig       ] [1713/3560] Completed IQQQ in 0.3s | 2.95 sym/s | Total: 9.7m | ETA: 10.4m
[2025-12-22T20:24:45.529969] [INFO ] [sig       ] [1714/3560] Forecasting IRDM...
[2025-12-22T20:24:45.529997] [INFO ] [sig       ] Generating forecast for: IRDM
[2025-12-22T20:24:45.530027] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IRDM' from 'https://tdm.silogroup.org/data/derivative_storage/IRDM.csv'.
[2025-12-22T20:24:45.540845] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IRDM'.
[2025-12-22T20:24:45.541132] [INFO ] [FORECASTER] Starting predict_future for IRDM
[2025-12-22T20:24:45.541916] [DEBUG] [LOCAL     ] No optimal features file found for IRDM: ./output/feature-sets/IRDM.txt
[2025-12-22T20:24:45.541968] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:24:45.542000] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:24:45.542027] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:24:45.542083] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:24:45.598424] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:24:45.599051] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:24:45.599125] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:24:45.599157] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:24:45.714927] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:24:45.715080] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:24:45.715118] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:24:45.715146] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:24:45.718485] [DEBUG] [FORECASTER] IRDM: Forecast T+1@11:T+2@11: DOWN (p=37.19%)
[2025-12-22T20:24:45.718763] [INFO ] [FORECASTER] Completed predict_future for IRDM
[2025-12-22T20:24:45.718882] [INFO ] [sig       ] IRDM: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:24:45.853371] [INFO ] [LOCAL     ] Saved forecast: IRDM	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/IRDM.txt
[2025-12-22T20:24:45.853481] [INFO ] [sig       ] [1714/3560] Completed IRDM in 0.3s | 2.95 sym/s | Total: 9.7m | ETA: 10.4m
[2025-12-22T20:24:45.853519] [INFO ] [sig       ] [1715/3560] Forecasting IREN...
[2025-12-22T20:24:45.853548] [INFO ] [sig       ] Generating forecast for: IREN
[2025-12-22T20:24:45.853594] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IREN' from 'https://tdm.silogroup.org/data/derivative_storage/IREN.csv'.
[2025-12-22T20:24:45.864842] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IREN'.
[2025-12-22T20:24:45.865146] [INFO ] [FORECASTER] Starting predict_future for IREN
[2025-12-22T20:24:45.865914] [DEBUG] [LOCAL     ] No optimal features file found for IREN: ./output/feature-sets/IREN.txt
[2025-12-22T20:24:45.865965] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:24:45.865997] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:24:45.866023] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:24:45.866078] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:24:45.922196] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:24:45.922795] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:24:45.922870] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:24:45.922905] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:24:46.045049] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:24:46.045191] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:24:46.045228] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:24:46.045257] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:24:46.048532] [DEBUG] [FORECASTER] IREN: Forecast T+1@11:T+2@11: DOWN (p=40.48%)
[2025-12-22T20:24:46.048811] [INFO ] [FORECASTER] Completed predict_future for IREN
[2025-12-22T20:24:46.048933] [INFO ] [sig       ] IREN: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:24:46.183275] [INFO ] [LOCAL     ] Saved forecast: IREN	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/IREN.txt
[2025-12-22T20:24:46.183388] [INFO ] [sig       ] [1715/3560] Completed IREN in 0.3s | 2.95 sym/s | Total: 9.7m | ETA: 10.4m
[2025-12-22T20:24:46.183426] [INFO ] [sig       ] [1716/3560] Forecasting IRM...
[2025-12-22T20:24:46.183453] [INFO ] [sig       ] Generating forecast for: IRM
[2025-12-22T20:24:46.183509] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IRM' from 'https://tdm.silogroup.org/data/derivative_storage/IRM.csv'.
[2025-12-22T20:24:46.194516] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IRM'.
[2025-12-22T20:24:46.194837] [INFO ] [FORECASTER] Starting predict_future for IRM
[2025-12-22T20:24:46.195617] [DEBUG] [LOCAL     ] No optimal features file found for IRM: ./output/feature-sets/IRM.txt
[2025-12-22T20:24:46.195669] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:24:46.195727] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:24:46.195755] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:24:46.195811] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:24:46.251887] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:24:46.252522] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:24:46.252613] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:24:46.252647] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:24:46.376209] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:24:46.376427] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:24:46.376472] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:24:46.376502] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:24:46.379875] [DEBUG] [FORECASTER] IRM: Forecast T+1@11:T+2@11: DOWN (p=0.39%)
[2025-12-22T20:24:46.380152] [INFO ] [FORECASTER] Completed predict_future for IRM
[2025-12-22T20:24:46.380272] [INFO ] [sig       ] IRM: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:24:46.514638] [INFO ] [LOCAL     ] Saved forecast: IRM	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/IRM.txt
[2025-12-22T20:24:46.514768] [INFO ] [sig       ] [1716/3560] Completed IRM in 0.3s | 2.95 sym/s | Total: 9.7m | ETA: 10.4m
[2025-12-22T20:24:46.514806] [INFO ] [sig       ] [1717/3560] Forecasting IRMD...
[2025-12-22T20:24:46.514836] [INFO ] [sig       ] Generating forecast for: IRMD
[2025-12-22T20:24:46.514866] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IRMD' from 'https://tdm.silogroup.org/data/derivative_storage/IRMD.csv'.
[2025-12-22T20:24:46.526289] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IRMD'.
[2025-12-22T20:24:46.526630] [INFO ] [FORECASTER] Starting predict_future for IRMD
[2025-12-22T20:24:46.527381] [DEBUG] [LOCAL     ] No optimal features file found for IRMD: ./output/feature-sets/IRMD.txt
[2025-12-22T20:24:46.527432] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:24:46.527463] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:24:46.527489] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:24:46.527543] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:24:46.583874] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:24:46.584714] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:24:46.584788] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:24:46.584819] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:24:46.702626] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:24:46.702762] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:24:46.702800] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:24:46.702828] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:24:46.706293] [DEBUG] [FORECASTER] IRMD: Forecast T+1@11:T+2@11: UP (p=93.34%)
[2025-12-22T20:24:46.706568] [INFO ] [FORECASTER] Completed predict_future for IRMD
[2025-12-22T20:24:46.706711] [INFO ] [sig       ] IRMD: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:24:46.842891] [INFO ] [LOCAL     ] Saved forecast: IRMD	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/IRMD.txt
[2025-12-22T20:24:46.843038] [INFO ] [sig       ] [1717/3560] Completed IRMD in 0.3s | 2.95 sym/s | Total: 9.7m | ETA: 10.4m
[2025-12-22T20:24:46.843079] [INFO ] [sig       ] [1718/3560] Forecasting IRON...
[2025-12-22T20:24:46.843107] [INFO ] [sig       ] Generating forecast for: IRON
[2025-12-22T20:24:46.843137] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IRON' from 'https://tdm.silogroup.org/data/derivative_storage/IRON.csv'.
[2025-12-22T20:24:46.854297] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IRON'.
[2025-12-22T20:24:46.854640] [INFO ] [FORECASTER] Starting predict_future for IRON
[2025-12-22T20:24:46.855402] [DEBUG] [LOCAL     ] No optimal features file found for IRON: ./output/feature-sets/IRON.txt
[2025-12-22T20:24:46.855453] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:24:46.855484] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:24:46.855510] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:24:46.855565] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:24:46.911684] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:24:46.912320] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:24:46.912394] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:24:46.912426] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:24:47.036468] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:24:47.036653] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:24:47.036702] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:24:47.036731] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:24:47.040176] [DEBUG] [FORECASTER] IRON: Forecast T+1@11:T+2@11: UP (p=80.01%)
[2025-12-22T20:24:47.040439] [INFO ] [FORECASTER] Completed predict_future for IRON
[2025-12-22T20:24:47.040583] [INFO ] [sig       ] IRON: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:24:47.175537] [INFO ] [LOCAL     ] Saved forecast: IRON	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/IRON.txt
[2025-12-22T20:24:47.175682] [INFO ] [sig       ] [1718/3560] Completed IRON in 0.3s | 2.95 sym/s | Total: 9.7m | ETA: 10.4m
[2025-12-22T20:24:47.175721] [INFO ] [sig       ] [1719/3560] Forecasting IRTC...
[2025-12-22T20:24:47.175750] [INFO ] [sig       ] Generating forecast for: IRTC
[2025-12-22T20:24:47.175780] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IRTC' from 'https://tdm.silogroup.org/data/derivative_storage/IRTC.csv'.
[2025-12-22T20:24:47.186546] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IRTC'.
[2025-12-22T20:24:47.186869] [INFO ] [FORECASTER] Starting predict_future for IRTC
[2025-12-22T20:24:47.187660] [DEBUG] [LOCAL     ] No optimal features file found for IRTC: ./output/feature-sets/IRTC.txt
[2025-12-22T20:24:47.187711] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:24:47.187742] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:24:47.187767] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:24:47.187822] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:24:47.244122] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:24:47.244805] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:24:47.244881] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:24:47.244913] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:24:47.364327] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:24:47.364475] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:24:47.364513] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:24:47.364587] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:24:47.367916] [DEBUG] [FORECASTER] IRTC: Forecast T+1@11:T+2@11: DOWN (p=27.47%)
[2025-12-22T20:24:47.368190] [INFO ] [FORECASTER] Completed predict_future for IRTC
[2025-12-22T20:24:47.368314] [INFO ] [sig       ] IRTC: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:24:47.503035] [INFO ] [LOCAL     ] Saved forecast: IRTC	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/IRTC.txt
[2025-12-22T20:24:47.503160] [INFO ] [sig       ] [1719/3560] Completed IRTC in 0.3s | 2.95 sym/s | Total: 9.7m | ETA: 10.4m
[2025-12-22T20:24:47.503199] [INFO ] [sig       ] [1720/3560] Forecasting IRWD...
[2025-12-22T20:24:47.503228] [INFO ] [sig       ] Generating forecast for: IRWD
[2025-12-22T20:24:47.503258] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IRWD' from 'https://tdm.silogroup.org/data/derivative_storage/IRWD.csv'.
[2025-12-22T20:24:47.514008] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IRWD'.
[2025-12-22T20:24:47.514330] [INFO ] [FORECASTER] Starting predict_future for IRWD
[2025-12-22T20:24:47.515109] [DEBUG] [LOCAL     ] No optimal features file found for IRWD: ./output/feature-sets/IRWD.txt
[2025-12-22T20:24:47.515160] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:24:47.515191] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:24:47.515217] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:24:47.515273] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:24:47.571887] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:24:47.572532] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:24:47.572622] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:24:47.572656] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:24:47.693692] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:24:47.693843] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:24:47.693882] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:24:47.693910] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:24:47.697187] [DEBUG] [FORECASTER] IRWD: Forecast T+1@11:T+2@11: DOWN (p=43.70%)
[2025-12-22T20:24:47.697452] [INFO ] [FORECASTER] Completed predict_future for IRWD
[2025-12-22T20:24:47.697586] [INFO ] [sig       ] IRWD: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:24:47.835267] [INFO ] [LOCAL     ] Saved forecast: IRWD	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/IRWD.txt
[2025-12-22T20:24:47.835418] [INFO ] [sig       ] [1720/3560] Completed IRWD in 0.3s | 2.95 sym/s | Total: 9.7m | ETA: 10.4m
[2025-12-22T20:24:47.835458] [INFO ] [sig       ] [1721/3560] Forecasting ISD...
[2025-12-22T20:24:47.835487] [INFO ] [sig       ] Generating forecast for: ISD
[2025-12-22T20:24:47.835517] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ISD' from 'https://tdm.silogroup.org/data/derivative_storage/ISD.csv'.
[2025-12-22T20:24:47.846882] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ISD'.
[2025-12-22T20:24:47.847218] [INFO ] [FORECASTER] Starting predict_future for ISD
[2025-12-22T20:24:47.848005] [DEBUG] [LOCAL     ] No optimal features file found for ISD: ./output/feature-sets/ISD.txt
[2025-12-22T20:24:47.848057] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:24:47.848090] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:24:47.848117] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:24:47.848345] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:24:47.905091] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:24:47.905916] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:24:47.906003] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:24:47.906034] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:24:48.023177] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:24:48.023329] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:24:48.023367] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:24:48.023396] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:24:48.026687] [DEBUG] [FORECASTER] ISD: Forecast T+1@11:T+2@11: DOWN (p=10.21%)
[2025-12-22T20:24:48.026955] [INFO ] [FORECASTER] Completed predict_future for ISD
[2025-12-22T20:24:48.027077] [INFO ] [sig       ] ISD: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:24:48.164254] [INFO ] [LOCAL     ] Saved forecast: ISD	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/ISD.txt
[2025-12-22T20:24:48.164390] [INFO ] [sig       ] [1721/3560] Completed ISD in 0.3s | 2.95 sym/s | Total: 9.7m | ETA: 10.4m
[2025-12-22T20:24:48.164431] [INFO ] [sig       ] [1722/3560] Forecasting ISRG...
[2025-12-22T20:24:48.164461] [INFO ] [sig       ] Generating forecast for: ISRG
[2025-12-22T20:24:48.164493] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ISRG' from 'https://tdm.silogroup.org/data/derivative_storage/ISRG.csv'.
[2025-12-22T20:24:48.175536] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ISRG'.
[2025-12-22T20:24:48.175879] [INFO ] [FORECASTER] Starting predict_future for ISRG
[2025-12-22T20:24:48.176673] [DEBUG] [LOCAL     ] No optimal features file found for ISRG: ./output/feature-sets/ISRG.txt
[2025-12-22T20:24:48.176726] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:24:48.176759] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:24:48.176786] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:24:48.176844] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:24:48.233921] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:24:48.234619] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:24:48.234699] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:24:48.234732] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:24:48.352698] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:24:48.352848] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:24:48.352889] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:24:48.352917] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:24:48.356224] [DEBUG] [FORECASTER] ISRG: Forecast T+1@11:T+2@11: DOWN (p=16.50%)
[2025-12-22T20:24:48.356486] [INFO ] [FORECASTER] Completed predict_future for ISRG
[2025-12-22T20:24:48.356621] [INFO ] [sig       ] ISRG: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:24:48.496063] [INFO ] [LOCAL     ] Saved forecast: ISRG	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/ISRG.txt
[2025-12-22T20:24:48.496222] [INFO ] [sig       ] [1722/3560] Completed ISRG in 0.3s | 2.95 sym/s | Total: 9.7m | ETA: 10.4m
[2025-12-22T20:24:48.496263] [INFO ] [sig       ] [1723/3560] Forecasting ISSC...
[2025-12-22T20:24:48.496294] [INFO ] [sig       ] Generating forecast for: ISSC
[2025-12-22T20:24:48.496325] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ISSC' from 'https://tdm.silogroup.org/data/derivative_storage/ISSC.csv'.
[2025-12-22T20:24:48.507924] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ISSC'.
[2025-12-22T20:24:48.508311] [INFO ] [FORECASTER] Starting predict_future for ISSC
[2025-12-22T20:24:48.509201] [DEBUG] [LOCAL     ] No optimal features file found for ISSC: ./output/feature-sets/ISSC.txt
[2025-12-22T20:24:48.509256] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:24:48.509289] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:24:48.509316] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:24:48.509388] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:24:48.567701] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:24:48.568517] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:24:48.568627] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:24:48.568663] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:24:48.689237] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:24:48.689391] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:24:48.689434] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:24:48.689464] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:24:48.692848] [DEBUG] [FORECASTER] ISSC: Forecast T+1@11:T+2@11: DOWN (p=26.01%)
[2025-12-22T20:24:48.693119] [INFO ] [FORECASTER] Completed predict_future for ISSC
[2025-12-22T20:24:48.693241] [INFO ] [sig       ] ISSC: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:24:48.833518] [INFO ] [LOCAL     ] Saved forecast: ISSC	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/ISSC.txt
[2025-12-22T20:24:48.833713] [INFO ] [sig       ] [1723/3560] Completed ISSC in 0.3s | 2.95 sym/s | Total: 9.7m | ETA: 10.4m
[2025-12-22T20:24:48.833765] [INFO ] [sig       ] [1724/3560] Forecasting ISTB...
[2025-12-22T20:24:48.833798] [INFO ] [sig       ] Generating forecast for: ISTB
[2025-12-22T20:24:48.833830] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ISTB' from 'https://tdm.silogroup.org/data/derivative_storage/ISTB.csv'.
[2025-12-22T20:24:48.844977] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'ISTB'.
[2025-12-22T20:24:48.845369] [INFO ] [FORECASTER] Starting predict_future for ISTB
[2025-12-22T20:24:48.846227] [DEBUG] [LOCAL     ] No optimal features file found for ISTB: ./output/feature-sets/ISTB.txt
[2025-12-22T20:24:48.846282] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:24:48.846317] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:24:48.846345] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:24:48.846404] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:24:48.903347] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:24:48.904202] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:24:48.904282] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:24:48.904315] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:24:49.023710] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:24:49.023868] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-22T20:24:49.023908] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:24:49.023939] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:24:49.027325] [DEBUG] [FORECASTER] ISTB: Forecast T+1@11:T+2@11: DOWN (p=4.39%)
[2025-12-22T20:24:49.027621] [INFO ] [FORECASTER] Completed predict_future for ISTB
[2025-12-22T20:24:49.027748] [INFO ] [sig       ] ISTB: Forecast for 2025-12-19: DOWN (sign=0.00)
[2025-12-22T20:24:49.166904] [INFO ] [LOCAL     ] Saved forecast: ISTB	2025-12-22	0 -> ./output/forecasts/individual/2025-12-22/ISTB.txt
[2025-12-22T20:24:49.167063] [INFO ] [sig       ] [1724/3560] Completed ISTB in 0.3s | 2.95 sym/s | Total: 9.8m | ETA: 10.4m
[2025-12-22T20:24:49.167105] [INFO ] [sig       ] [1725/3560] Forecasting ITIC...
[2025-12-22T20:24:49.167135] [INFO ] [sig       ] Generating forecast for: ITIC
[2025-12-22T20:24:49.167204] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ITIC' from 'https://tdm.silogroup.org/data/derivative_storage/ITIC.csv'.
[2025-12-22T20:24:49.178344] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ITIC'.
[2025-12-22T20:24:49.178737] [INFO ] [FORECASTER] Starting predict_future for ITIC
[2025-12-22T20:24:49.180138] [DEBUG] [LOCAL     ] No optimal features file found for ITIC: ./output/feature-sets/ITIC.txt
[2025-12-22T20:24:49.180291] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:24:49.180328] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:24:49.180355] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:24:49.180419] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:24:49.239909] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:24:49.241053] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:24:49.241161] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:24:49.241195] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:24:49.349529] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:24:49.349698] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:24:49.349740] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:24:49.349768] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:24:49.353230] [DEBUG] [FORECASTER] ITIC: Forecast T+1@11:T+2@11: UP (p=83.20%)
[2025-12-22T20:24:49.353504] [INFO ] [FORECASTER] Completed predict_future for ITIC
[2025-12-22T20:24:49.353644] [INFO ] [sig       ] ITIC: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:24:49.489507] [INFO ] [LOCAL     ] Saved forecast: ITIC	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/ITIC.txt
[2025-12-22T20:24:49.489685] [INFO ] [sig       ] [1725/3560] Completed ITIC in 0.3s | 2.95 sym/s | Total: 9.8m | ETA: 10.4m
[2025-12-22T20:24:49.489726] [INFO ] [sig       ] [1726/3560] Forecasting ITRI...
[2025-12-22T20:24:49.489755] [INFO ] [sig       ] Generating forecast for: ITRI
[2025-12-22T20:24:49.489784] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ITRI' from 'https://tdm.silogroup.org/data/derivative_storage/ITRI.csv'.
[2025-12-22T20:24:49.500938] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ITRI'.
[2025-12-22T20:24:49.501232] [INFO ] [FORECASTER] Starting predict_future for ITRI
[2025-12-22T20:24:49.502012] [DEBUG] [LOCAL     ] No optimal features file found for ITRI: ./output/feature-sets/ITRI.txt
[2025-12-22T20:24:49.502063] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:24:49.502095] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:24:49.502122] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:24:49.502177] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:24:49.558399] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:24:49.559012] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:24:49.559126] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:24:49.559159] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:24:49.679895] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:24:49.680058] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:24:49.680099] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:24:49.680127] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:24:49.683425] [DEBUG] [FORECASTER] ITRI: Forecast T+1@11:T+2@11: DOWN (p=34.68%)
[2025-12-22T20:24:49.683718] [INFO ] [FORECASTER] Completed predict_future for ITRI
[2025-12-22T20:24:49.683842] [INFO ] [sig       ] ITRI: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:24:49.819222] [INFO ] [LOCAL     ] Saved forecast: ITRI	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/ITRI.txt
[2025-12-22T20:24:49.819376] [INFO ] [sig       ] [1726/3560] Completed ITRI in 0.3s | 2.95 sym/s | Total: 9.8m | ETA: 10.4m
[2025-12-22T20:24:49.819416] [INFO ] [sig       ] [1727/3560] Forecasting ITRN...
[2025-12-22T20:24:49.819445] [INFO ] [sig       ] Generating forecast for: ITRN
[2025-12-22T20:24:49.819476] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ITRN' from 'https://tdm.silogroup.org/data/derivative_storage/ITRN.csv'.
[2025-12-22T20:24:49.831294] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ITRN'.
[2025-12-22T20:24:49.831712] [INFO ] [FORECASTER] Starting predict_future for ITRN
[2025-12-22T20:24:49.832520] [DEBUG] [LOCAL     ] No optimal features file found for ITRN: ./output/feature-sets/ITRN.txt
[2025-12-22T20:24:49.832593] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:24:49.832629] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:24:49.832658] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:24:49.832716] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:24:49.890563] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:24:49.891416] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:24:49.891499] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:24:49.891532] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:24:50.015128] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:24:50.015288] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:24:50.015327] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:24:50.015355] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:24:50.018727] [DEBUG] [FORECASTER] ITRN: Forecast T+1@11:T+2@11: DOWN (p=10.37%)
[2025-12-22T20:24:50.018999] [INFO ] [FORECASTER] Completed predict_future for ITRN
[2025-12-22T20:24:50.019145] [INFO ] [sig       ] ITRN: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:24:50.155067] [INFO ] [LOCAL     ] Saved forecast: ITRN	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/ITRN.txt
[2025-12-22T20:24:50.155229] [INFO ] [sig       ] [1727/3560] Completed ITRN in 0.3s | 2.95 sym/s | Total: 9.8m | ETA: 10.4m
[2025-12-22T20:24:50.155269] [INFO ] [sig       ] [1728/3560] Forecasting ITUB...
[2025-12-22T20:24:50.155298] [INFO ] [sig       ] Generating forecast for: ITUB
[2025-12-22T20:24:50.155327] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ITUB' from 'https://tdm.silogroup.org/data/derivative_storage/ITUB.csv'.
[2025-12-22T20:24:50.166884] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ITUB'.
[2025-12-22T20:24:50.167284] [INFO ] [FORECASTER] Starting predict_future for ITUB
[2025-12-22T20:24:50.168085] [DEBUG] [LOCAL     ] No optimal features file found for ITUB: ./output/feature-sets/ITUB.txt
[2025-12-22T20:24:50.168136] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:24:50.168169] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:24:50.168195] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:24:50.168254] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:24:50.224974] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:24:50.225858] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:24:50.225939] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:24:50.225971] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:24:50.348304] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:24:50.348460] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:24:50.348500] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:24:50.348528] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:24:50.351957] [DEBUG] [FORECASTER] ITUB: Forecast T+1@11:T+2@11: DOWN (p=16.85%)
[2025-12-22T20:24:50.352247] [INFO ] [FORECASTER] Completed predict_future for ITUB
[2025-12-22T20:24:50.352376] [INFO ] [sig       ] ITUB: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:24:50.489238] [INFO ] [LOCAL     ] Saved forecast: ITUB	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/ITUB.txt
[2025-12-22T20:24:50.489403] [INFO ] [sig       ] [1728/3560] Completed ITUB in 0.3s | 2.95 sym/s | Total: 9.8m | ETA: 10.4m
[2025-12-22T20:24:50.489444] [INFO ] [sig       ] [1729/3560] Forecasting IUS...
[2025-12-22T20:24:50.489472] [INFO ] [sig       ] Generating forecast for: IUS
[2025-12-22T20:24:50.489501] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IUS' from 'https://tdm.silogroup.org/data/derivative_storage/IUS.csv'.
[2025-12-22T20:24:50.505340] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IUS'.
[2025-12-22T20:24:50.505888] [INFO ] [FORECASTER] Starting predict_future for IUS
[2025-12-22T20:24:50.506729] [DEBUG] [LOCAL     ] No optimal features file found for IUS: ./output/feature-sets/IUS.txt
[2025-12-22T20:24:50.506782] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:24:50.506815] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:24:50.506842] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:24:50.506896] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:24:50.563702] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:24:50.564623] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:24:50.564707] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:24:50.564739] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:24:50.684564] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:24:50.684741] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:24:50.684781] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:24:50.684809] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:24:50.688238] [DEBUG] [FORECASTER] IUS: Forecast T+1@11:T+2@11: DOWN (p=4.31%)
[2025-12-22T20:24:50.688525] [INFO ] [FORECASTER] Completed predict_future for IUS
[2025-12-22T20:24:50.688675] [INFO ] [sig       ] IUS: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:24:50.824744] [INFO ] [LOCAL     ] Saved forecast: IUS	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/IUS.txt
[2025-12-22T20:24:50.824931] [INFO ] [sig       ] [1729/3560] Completed IUS in 0.3s | 2.95 sym/s | Total: 9.8m | ETA: 10.4m
[2025-12-22T20:24:50.824981] [INFO ] [sig       ] [1730/3560] Forecasting IUSB...
[2025-12-22T20:24:50.825018] [INFO ] [sig       ] Generating forecast for: IUSB
[2025-12-22T20:24:50.825057] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IUSB' from 'https://tdm.silogroup.org/data/derivative_storage/IUSB.csv'.
[2025-12-22T20:24:50.837216] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IUSB'.
[2025-12-22T20:24:50.837624] [INFO ] [FORECASTER] Starting predict_future for IUSB
[2025-12-22T20:24:50.838409] [DEBUG] [LOCAL     ] No optimal features file found for IUSB: ./output/feature-sets/IUSB.txt
[2025-12-22T20:24:50.838469] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:24:50.838503] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:24:50.838531] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:24:50.838605] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:24:50.894929] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:24:50.895693] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:24:50.895770] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:24:50.895802] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:24:51.014860] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:24:51.015023] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:24:51.015063] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:24:51.015091] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:24:51.018399] [DEBUG] [FORECASTER] IUSB: Forecast T+1@11:T+2@11: UP (p=94.91%)
[2025-12-22T20:24:51.018707] [INFO ] [FORECASTER] Completed predict_future for IUSB
[2025-12-22T20:24:51.018831] [INFO ] [sig       ] IUSB: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:24:51.153110] [INFO ] [LOCAL     ] Saved forecast: IUSB	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/IUSB.txt
[2025-12-22T20:24:51.153240] [INFO ] [sig       ] [1730/3560] Completed IUSB in 0.3s | 2.95 sym/s | Total: 9.8m | ETA: 10.4m
[2025-12-22T20:24:51.153279] [INFO ] [sig       ] [1731/3560] Forecasting IUSG...
[2025-12-22T20:24:51.153308] [INFO ] [sig       ] Generating forecast for: IUSG
[2025-12-22T20:24:51.153338] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IUSG' from 'https://tdm.silogroup.org/data/derivative_storage/IUSG.csv'.
[2025-12-22T20:24:51.165154] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IUSG'.
[2025-12-22T20:24:51.165486] [INFO ] [FORECASTER] Starting predict_future for IUSG
[2025-12-22T20:24:51.166274] [DEBUG] [LOCAL     ] No optimal features file found for IUSG: ./output/feature-sets/IUSG.txt
[2025-12-22T20:24:51.166327] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:24:51.166359] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:24:51.166386] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:24:51.166441] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:24:51.222239] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:24:51.222948] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:24:51.223025] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:24:51.223057] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:24:51.349733] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:24:51.349895] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:24:51.349934] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:24:51.349969] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:24:51.353504] [DEBUG] [FORECASTER] IUSG: Forecast T+1@11:T+2@11: UP (p=73.73%)
[2025-12-22T20:24:51.353784] [INFO ] [FORECASTER] Completed predict_future for IUSG
[2025-12-22T20:24:51.353904] [INFO ] [sig       ] IUSG: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:24:51.489226] [INFO ] [LOCAL     ] Saved forecast: IUSG	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/IUSG.txt
[2025-12-22T20:24:51.489381] [INFO ] [sig       ] [1731/3560] Completed IUSG in 0.3s | 2.95 sym/s | Total: 9.8m | ETA: 10.3m
[2025-12-22T20:24:51.489422] [INFO ] [sig       ] [1732/3560] Forecasting IVAL...
[2025-12-22T20:24:51.489451] [INFO ] [sig       ] Generating forecast for: IVAL
[2025-12-22T20:24:51.489487] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IVAL' from 'https://tdm.silogroup.org/data/derivative_storage/IVAL.csv'.
[2025-12-22T20:24:51.501486] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IVAL'.
[2025-12-22T20:24:51.501867] [INFO ] [FORECASTER] Starting predict_future for IVAL
[2025-12-22T20:24:51.502679] [DEBUG] [LOCAL     ] No optimal features file found for IVAL: ./output/feature-sets/IVAL.txt
[2025-12-22T20:24:51.502731] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:24:51.502764] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:24:51.502791] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:24:51.502870] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:24:51.560499] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:24:51.561414] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:24:51.561513] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:24:51.561550] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:24:51.671292] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:24:51.671514] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:24:51.671584] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:24:51.671627] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:24:51.676192] [DEBUG] [FORECASTER] IVAL: Forecast T+1@11:T+2@11: DOWN (p=1.25%)
[2025-12-22T20:24:51.676546] [INFO ] [FORECASTER] Completed predict_future for IVAL
[2025-12-22T20:24:51.676731] [INFO ] [sig       ] IVAL: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:24:51.823466] [INFO ] [LOCAL     ] Saved forecast: IVAL	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/IVAL.txt
[2025-12-22T20:24:51.823684] [INFO ] [sig       ] [1732/3560] Completed IVAL in 0.3s | 2.95 sym/s | Total: 9.8m | ETA: 10.3m
[2025-12-22T20:24:51.823729] [INFO ] [sig       ] [1733/3560] Forecasting IVZ...
[2025-12-22T20:24:51.823758] [INFO ] [sig       ] Generating forecast for: IVZ
[2025-12-22T20:24:51.823787] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IVZ' from 'https://tdm.silogroup.org/data/derivative_storage/IVZ.csv'.
[2025-12-22T20:24:51.835883] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IVZ'.
[2025-12-22T20:24:51.836198] [INFO ] [FORECASTER] Starting predict_future for IVZ
[2025-12-22T20:24:51.836987] [DEBUG] [LOCAL     ] No optimal features file found for IVZ: ./output/feature-sets/IVZ.txt
[2025-12-22T20:24:51.837043] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:24:51.837102] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:24:51.837131] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:24:51.837188] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:24:51.893587] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:24:51.894358] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:24:51.894438] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:24:51.894470] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:24:52.014945] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:24:52.015106] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:24:52.015144] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:24:52.015172] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:24:52.018521] [DEBUG] [FORECASTER] IVZ: Forecast T+1@11:T+2@11: DOWN (p=47.92%)
[2025-12-22T20:24:52.018804] [INFO ] [FORECASTER] Completed predict_future for IVZ
[2025-12-22T20:24:52.018926] [INFO ] [sig       ] IVZ: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:24:52.157060] [INFO ] [LOCAL     ] Saved forecast: IVZ	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/IVZ.txt
[2025-12-22T20:24:52.157215] [INFO ] [sig       ] [1733/3560] Completed IVZ in 0.3s | 2.95 sym/s | Total: 9.8m | ETA: 10.3m
[2025-12-22T20:24:52.157255] [INFO ] [sig       ] [1734/3560] Forecasting IX...
[2025-12-22T20:24:52.157284] [INFO ] [sig       ] Generating forecast for: IX
[2025-12-22T20:24:52.157314] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IX' from 'https://tdm.silogroup.org/data/derivative_storage/IX.csv'.
[2025-12-22T20:24:52.169380] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IX'.
[2025-12-22T20:24:52.169764] [INFO ] [FORECASTER] Starting predict_future for IX
[2025-12-22T20:24:52.170555] [DEBUG] [LOCAL     ] No optimal features file found for IX: ./output/feature-sets/IX.txt
[2025-12-22T20:24:52.170625] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:24:52.170658] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:24:52.170686] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:24:52.170741] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:24:52.228266] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:24:52.229146] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:24:52.229237] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:24:52.229274] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:24:52.351142] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:24:52.351294] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:24:52.351334] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:24:52.351363] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:24:52.354689] [DEBUG] [FORECASTER] IX: Forecast T+1@11:T+2@11: UP (p=97.51%)
[2025-12-22T20:24:52.354956] [INFO ] [FORECASTER] Completed predict_future for IX
[2025-12-22T20:24:52.355074] [INFO ] [sig       ] IX: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:24:52.489667] [INFO ] [LOCAL     ] Saved forecast: IX	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/IX.txt
[2025-12-22T20:24:52.489798] [INFO ] [sig       ] [1734/3560] Completed IX in 0.3s | 2.95 sym/s | Total: 9.8m | ETA: 10.3m
[2025-12-22T20:24:52.489837] [INFO ] [sig       ] [1735/3560] Forecasting IXUS...
[2025-12-22T20:24:52.489865] [INFO ] [sig       ] Generating forecast for: IXUS
[2025-12-22T20:24:52.489895] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IXUS' from 'https://tdm.silogroup.org/data/derivative_storage/IXUS.csv'.
[2025-12-22T20:24:52.500828] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IXUS'.
[2025-12-22T20:24:52.501208] [INFO ] [FORECASTER] Starting predict_future for IXUS
[2025-12-22T20:24:52.501986] [DEBUG] [LOCAL     ] No optimal features file found for IXUS: ./output/feature-sets/IXUS.txt
[2025-12-22T20:24:52.502037] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:24:52.502072] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:24:52.502100] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:24:52.502155] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:24:52.557662] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:24:52.558286] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:24:52.558360] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:24:52.558392] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:24:52.679144] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:24:52.679294] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:24:52.679332] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:24:52.679359] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:24:52.682682] [DEBUG] [FORECASTER] IXUS: Forecast T+1@11:T+2@11: UP (p=96.52%)
[2025-12-22T20:24:52.682949] [INFO ] [FORECASTER] Completed predict_future for IXUS
[2025-12-22T20:24:52.683070] [INFO ] [sig       ] IXUS: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:24:52.818402] [INFO ] [LOCAL     ] Saved forecast: IXUS	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/IXUS.txt
[2025-12-22T20:24:52.818563] [INFO ] [sig       ] [1735/3560] Completed IXUS in 0.3s | 2.95 sym/s | Total: 9.8m | ETA: 10.3m
[2025-12-22T20:24:52.818621] [INFO ] [sig       ] [1736/3560] Forecasting IZEA...
[2025-12-22T20:24:52.818650] [INFO ] [sig       ] Generating forecast for: IZEA
[2025-12-22T20:24:52.818681] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IZEA' from 'https://tdm.silogroup.org/data/derivative_storage/IZEA.csv'.
[2025-12-22T20:24:52.831735] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IZEA'.
[2025-12-22T20:24:52.832184] [INFO ] [FORECASTER] Starting predict_future for IZEA
[2025-12-22T20:24:52.833077] [DEBUG] [LOCAL     ] No optimal features file found for IZEA: ./output/feature-sets/IZEA.txt
[2025-12-22T20:24:52.833130] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:24:52.833179] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:24:52.833207] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:24:52.833269] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:24:52.889135] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:24:52.889976] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:24:52.890058] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:24:52.890090] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:24:53.004970] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:24:53.005096] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:24:53.005135] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:24:53.005196] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:24:53.008776] [DEBUG] [FORECASTER] IZEA: Forecast T+1@11:T+2@11: DOWN (p=1.28%)
[2025-12-22T20:24:53.009114] [INFO ] [FORECASTER] Completed predict_future for IZEA
[2025-12-22T20:24:53.009257] [INFO ] [sig       ] IZEA: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:24:53.144459] [INFO ] [LOCAL     ] Saved forecast: IZEA	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/IZEA.txt
[2025-12-22T20:24:53.144607] [INFO ] [sig       ] [1736/3560] Completed IZEA in 0.3s | 2.95 sym/s | Total: 9.8m | ETA: 10.3m
[2025-12-22T20:24:53.144648] [INFO ] [sig       ] [1737/3560] Forecasting J...
[2025-12-22T20:24:53.144677] [INFO ] [sig       ] Generating forecast for: J
[2025-12-22T20:24:53.144707] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'J' from 'https://tdm.silogroup.org/data/derivative_storage/J.csv'.
[2025-12-22T20:24:53.156060] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'J'.
[2025-12-22T20:24:53.156380] [INFO ] [FORECASTER] Starting predict_future for J
[2025-12-22T20:24:53.157151] [DEBUG] [LOCAL     ] No optimal features file found for J: ./output/feature-sets/J.txt
[2025-12-22T20:24:53.157203] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:24:53.157235] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:24:53.157261] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:24:53.157317] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:24:53.217441] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:24:53.218418] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:24:53.218501] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:24:53.218535] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:24:53.337144] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:24:53.337305] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:24:53.337347] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:24:53.337376] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:24:53.340820] [DEBUG] [FORECASTER] J: Forecast T+1@11:T+2@11: UP (p=99.92%)
[2025-12-22T20:24:53.341113] [INFO ] [FORECASTER] Completed predict_future for J
[2025-12-22T20:24:53.341254] [INFO ] [sig       ] J: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:24:53.476231] [INFO ] [LOCAL     ] Saved forecast: J	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/J.txt
[2025-12-22T20:24:53.476368] [INFO ] [sig       ] [1737/3560] Completed J in 0.3s | 2.95 sym/s | Total: 9.8m | ETA: 10.3m
[2025-12-22T20:24:53.476408] [INFO ] [sig       ] [1738/3560] Forecasting JACK...
[2025-12-22T20:24:53.476437] [INFO ] [sig       ] Generating forecast for: JACK
[2025-12-22T20:24:53.476467] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JACK' from 'https://tdm.silogroup.org/data/derivative_storage/JACK.csv'.
[2025-12-22T20:24:53.488842] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JACK'.
[2025-12-22T20:24:53.489268] [INFO ] [FORECASTER] Starting predict_future for JACK
[2025-12-22T20:24:53.490051] [DEBUG] [LOCAL     ] No optimal features file found for JACK: ./output/feature-sets/JACK.txt
[2025-12-22T20:24:53.490104] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:24:53.490136] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:24:53.490162] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:24:53.490219] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:24:53.545558] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:24:53.546384] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:24:53.546463] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:24:53.546495] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:24:53.666595] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:24:53.666747] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:24:53.666785] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:24:53.666814] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:24:53.670121] [DEBUG] [FORECASTER] JACK: Forecast T+1@11:T+2@11: DOWN (p=12.06%)
[2025-12-22T20:24:53.670390] [INFO ] [FORECASTER] Completed predict_future for JACK
[2025-12-22T20:24:53.670509] [INFO ] [sig       ] JACK: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:24:53.805313] [INFO ] [LOCAL     ] Saved forecast: JACK	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/JACK.txt
[2025-12-22T20:24:53.805480] [INFO ] [sig       ] [1738/3560] Completed JACK in 0.3s | 2.95 sym/s | Total: 9.8m | ETA: 10.3m
[2025-12-22T20:24:53.805527] [INFO ] [sig       ] [1739/3560] Forecasting JAGX...
[2025-12-22T20:24:53.805556] [INFO ] [sig       ] Generating forecast for: JAGX
[2025-12-22T20:24:53.805606] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JAGX' from 'https://tdm.silogroup.org/data/derivative_storage/JAGX.csv'.
[2025-12-22T20:24:53.816909] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JAGX'.
[2025-12-22T20:24:53.817258] [INFO ] [FORECASTER] Starting predict_future for JAGX
[2025-12-22T20:24:53.818057] [DEBUG] [LOCAL     ] No optimal features file found for JAGX: ./output/feature-sets/JAGX.txt
[2025-12-22T20:24:53.818109] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:24:53.818142] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:24:53.818169] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:24:53.818226] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:24:53.874151] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:24:53.874866] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:24:53.874946] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:24:53.874977] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:24:53.991107] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:24:53.991258] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:24:53.991297] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:24:53.991325] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:24:53.994730] [DEBUG] [FORECASTER] JAGX: Forecast T+1@11:T+2@11: UP (p=70.19%)
[2025-12-22T20:24:53.994999] [INFO ] [FORECASTER] Completed predict_future for JAGX
[2025-12-22T20:24:53.995139] [INFO ] [sig       ] JAGX: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:24:54.129283] [INFO ] [LOCAL     ] Saved forecast: JAGX	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/JAGX.txt
[2025-12-22T20:24:54.129788] [INFO ] [sig       ] [1739/3560] Completed JAGX in 0.3s | 2.95 sym/s | Total: 9.8m | ETA: 10.3m
[2025-12-22T20:24:54.129893] [INFO ] [sig       ] [1740/3560] Forecasting JAKK...
[2025-12-22T20:24:54.129953] [INFO ] [sig       ] Generating forecast for: JAKK
[2025-12-22T20:24:54.130010] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JAKK' from 'https://tdm.silogroup.org/data/derivative_storage/JAKK.csv'.
[2025-12-22T20:24:54.141389] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JAKK'.
[2025-12-22T20:24:54.141732] [INFO ] [FORECASTER] Starting predict_future for JAKK
[2025-12-22T20:24:54.142512] [DEBUG] [LOCAL     ] No optimal features file found for JAKK: ./output/feature-sets/JAKK.txt
[2025-12-22T20:24:54.142563] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:24:54.142616] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:24:54.142644] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:24:54.142700] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:24:54.203323] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:24:54.204685] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:24:54.204792] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:24:54.204841] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:24:54.332605] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:24:54.332849] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:24:54.332905] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:24:54.332937] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:24:54.336753] [DEBUG] [FORECASTER] JAKK: Forecast T+1@11:T+2@11: DOWN (p=39.89%)
[2025-12-22T20:24:54.337058] [INFO ] [FORECASTER] Completed predict_future for JAKK
[2025-12-22T20:24:54.337196] [INFO ] [sig       ] JAKK: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:24:54.477556] [INFO ] [LOCAL     ] Saved forecast: JAKK	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/JAKK.txt
[2025-12-22T20:24:54.477784] [INFO ] [sig       ] [1740/3560] Completed JAKK in 0.3s | 2.95 sym/s | Total: 9.8m | ETA: 10.3m
[2025-12-22T20:24:54.477827] [INFO ] [sig       ] [1741/3560] Forecasting JAMF...
[2025-12-22T20:24:54.477858] [INFO ] [sig       ] Generating forecast for: JAMF
[2025-12-22T20:24:54.477888] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JAMF' from 'https://tdm.silogroup.org/data/derivative_storage/JAMF.csv'.
[2025-12-22T20:24:54.491931] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JAMF'.
[2025-12-22T20:24:54.492425] [INFO ] [FORECASTER] Starting predict_future for JAMF
[2025-12-22T20:24:54.493309] [DEBUG] [LOCAL     ] No optimal features file found for JAMF: ./output/feature-sets/JAMF.txt
[2025-12-22T20:24:54.493362] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:24:54.493396] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:24:54.493423] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:24:54.493478] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:24:54.553050] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:24:54.553993] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:24:54.554089] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:24:54.554131] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:24:54.672615] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:24:54.672774] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:24:54.672815] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:24:54.672844] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:24:54.676336] [DEBUG] [FORECASTER] JAMF: Forecast T+1@11:T+2@11: DOWN (p=7.99%)
[2025-12-22T20:24:54.676655] [INFO ] [FORECASTER] Completed predict_future for JAMF
[2025-12-22T20:24:54.676825] [INFO ] [sig       ] JAMF: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:24:54.814823] [INFO ] [LOCAL     ] Saved forecast: JAMF	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/JAMF.txt
[2025-12-22T20:24:54.814969] [INFO ] [sig       ] [1741/3560] Completed JAMF in 0.3s | 2.95 sym/s | Total: 9.8m | ETA: 10.3m
[2025-12-22T20:24:54.815007] [INFO ] [sig       ] [1742/3560] Forecasting JANX...
[2025-12-22T20:24:54.815037] [INFO ] [sig       ] Generating forecast for: JANX
[2025-12-22T20:24:54.815067] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JANX' from 'https://tdm.silogroup.org/data/derivative_storage/JANX.csv'.
[2025-12-22T20:24:54.826741] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JANX'.
[2025-12-22T20:24:54.827070] [INFO ] [FORECASTER] Starting predict_future for JANX
[2025-12-22T20:24:54.827860] [DEBUG] [LOCAL     ] No optimal features file found for JANX: ./output/feature-sets/JANX.txt
[2025-12-22T20:24:54.827912] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:24:54.827944] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:24:54.827972] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:24:54.828028] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:24:54.886948] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:24:54.887785] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:24:54.887864] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:24:54.887896] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:24:55.010496] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:24:55.010677] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:24:55.010725] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:24:55.010755] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:24:55.014155] [DEBUG] [FORECASTER] JANX: Forecast T+1@11:T+2@11: DOWN (p=5.18%)
[2025-12-22T20:24:55.014471] [INFO ] [FORECASTER] Completed predict_future for JANX
[2025-12-22T20:24:55.014619] [INFO ] [sig       ] JANX: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:24:55.153522] [INFO ] [LOCAL     ] Saved forecast: JANX	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/JANX.txt
[2025-12-22T20:24:55.153677] [INFO ] [sig       ] [1742/3560] Completed JANX in 0.3s | 2.95 sym/s | Total: 9.9m | ETA: 10.3m
[2025-12-22T20:24:55.153718] [INFO ] [sig       ] [1743/3560] Forecasting JAZZ...
[2025-12-22T20:24:55.153747] [INFO ] [sig       ] Generating forecast for: JAZZ
[2025-12-22T20:24:55.153777] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JAZZ' from 'https://tdm.silogroup.org/data/derivative_storage/JAZZ.csv'.
[2025-12-22T20:24:55.165454] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JAZZ'.
[2025-12-22T20:24:55.165815] [INFO ] [FORECASTER] Starting predict_future for JAZZ
[2025-12-22T20:24:55.166566] [DEBUG] [LOCAL     ] No optimal features file found for JAZZ: ./output/feature-sets/JAZZ.txt
[2025-12-22T20:24:55.166639] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:24:55.166671] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:24:55.166698] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:24:55.166754] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:24:55.224022] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:24:55.224899] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:24:55.225034] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:24:55.225068] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:24:55.343085] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:24:55.343241] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:24:55.343279] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:24:55.343335] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:24:55.346638] [DEBUG] [FORECASTER] JAZZ: Forecast T+1@11:T+2@11: UP (p=51.19%)
[2025-12-22T20:24:55.346901] [INFO ] [FORECASTER] Completed predict_future for JAZZ
[2025-12-22T20:24:55.347019] [INFO ] [sig       ] JAZZ: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:24:55.482095] [INFO ] [LOCAL     ] Saved forecast: JAZZ	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/JAZZ.txt
[2025-12-22T20:24:55.482231] [INFO ] [sig       ] [1743/3560] Completed JAZZ in 0.3s | 2.95 sym/s | Total: 9.9m | ETA: 10.3m
[2025-12-22T20:24:55.482271] [INFO ] [sig       ] [1744/3560] Forecasting JBGS...
[2025-12-22T20:24:55.482300] [INFO ] [sig       ] Generating forecast for: JBGS
[2025-12-22T20:24:55.482330] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JBGS' from 'https://tdm.silogroup.org/data/derivative_storage/JBGS.csv'.
[2025-12-22T20:24:55.494557] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JBGS'.
[2025-12-22T20:24:55.495009] [INFO ] [FORECASTER] Starting predict_future for JBGS
[2025-12-22T20:24:55.495891] [DEBUG] [LOCAL     ] No optimal features file found for JBGS: ./output/feature-sets/JBGS.txt
[2025-12-22T20:24:55.495945] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:24:55.495978] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:24:55.496005] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:24:55.496063] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:24:55.552721] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:24:55.553608] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:24:55.553689] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:24:55.553721] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:24:55.676171] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:24:55.676330] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:24:55.676369] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:24:55.676397] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:24:55.679837] [DEBUG] [FORECASTER] JBGS: Forecast T+1@11:T+2@11: UP (p=82.46%)
[2025-12-22T20:24:55.680111] [INFO ] [FORECASTER] Completed predict_future for JBGS
[2025-12-22T20:24:55.680242] [INFO ] [sig       ] JBGS: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:24:55.828424] [INFO ] [LOCAL     ] Saved forecast: JBGS	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/JBGS.txt
[2025-12-22T20:24:55.828606] [INFO ] [sig       ] [1744/3560] Completed JBGS in 0.3s | 2.95 sym/s | Total: 9.9m | ETA: 10.3m
[2025-12-22T20:24:55.828648] [INFO ] [sig       ] [1745/3560] Forecasting JBI...
[2025-12-22T20:24:55.828678] [INFO ] [sig       ] Generating forecast for: JBI
[2025-12-22T20:24:55.828708] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JBI' from 'https://tdm.silogroup.org/data/derivative_storage/JBI.csv'.
[2025-12-22T20:24:55.840363] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JBI'.
[2025-12-22T20:24:55.840772] [INFO ] [FORECASTER] Starting predict_future for JBI
[2025-12-22T20:24:55.841535] [DEBUG] [LOCAL     ] No optimal features file found for JBI: ./output/feature-sets/JBI.txt
[2025-12-22T20:24:55.841603] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:24:55.841640] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:24:55.841667] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:24:55.841723] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:24:55.898205] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:24:55.898986] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:24:55.899220] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:24:55.899256] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:24:56.015247] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:24:56.015403] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:24:56.015442] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:24:56.015471] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:24:56.018846] [DEBUG] [FORECASTER] JBI: Forecast T+1@11:T+2@11: DOWN (p=6.90%)
[2025-12-22T20:24:56.019147] [INFO ] [FORECASTER] Completed predict_future for JBI
[2025-12-22T20:24:56.019271] [INFO ] [sig       ] JBI: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:24:56.154699] [INFO ] [LOCAL     ] Saved forecast: JBI	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/JBI.txt
[2025-12-22T20:24:56.154844] [INFO ] [sig       ] [1745/3560] Completed JBI in 0.3s | 2.95 sym/s | Total: 9.9m | ETA: 10.3m
[2025-12-22T20:24:56.154883] [INFO ] [sig       ] [1746/3560] Forecasting JBL...
[2025-12-22T20:24:56.154913] [INFO ] [sig       ] Generating forecast for: JBL
[2025-12-22T20:24:56.154942] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JBL' from 'https://tdm.silogroup.org/data/derivative_storage/JBL.csv'.
[2025-12-22T20:24:56.166680] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JBL'.
[2025-12-22T20:24:56.167048] [INFO ] [FORECASTER] Starting predict_future for JBL
[2025-12-22T20:24:56.167833] [DEBUG] [LOCAL     ] No optimal features file found for JBL: ./output/feature-sets/JBL.txt
[2025-12-22T20:24:56.167884] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:24:56.167916] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:24:56.167942] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:24:56.167998] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:24:56.224522] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:24:56.225419] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:24:56.225506] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:24:56.225538] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:24:56.344258] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:24:56.344414] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:24:56.344453] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:24:56.344481] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:24:56.347799] [DEBUG] [FORECASTER] JBL: Forecast T+1@11:T+2@11: DOWN (p=30.78%)
[2025-12-22T20:24:56.348063] [INFO ] [FORECASTER] Completed predict_future for JBL
[2025-12-22T20:24:56.348182] [INFO ] [sig       ] JBL: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:24:56.487610] [INFO ] [LOCAL     ] Saved forecast: JBL	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/JBL.txt
[2025-12-22T20:24:56.487809] [INFO ] [sig       ] [1746/3560] Completed JBL in 0.3s | 2.95 sym/s | Total: 9.9m | ETA: 10.3m
[2025-12-22T20:24:56.487850] [INFO ] [sig       ] [1747/3560] Forecasting JBND...
[2025-12-22T20:24:56.487880] [INFO ] [sig       ] Generating forecast for: JBND
[2025-12-22T20:24:56.487911] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JBND' from 'https://tdm.silogroup.org/data/derivative_storage/JBND.csv'.
[2025-12-22T20:24:56.499296] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JBND'.
[2025-12-22T20:24:56.499720] [INFO ] [FORECASTER] Starting predict_future for JBND
[2025-12-22T20:24:56.500519] [DEBUG] [LOCAL     ] No optimal features file found for JBND: ./output/feature-sets/JBND.txt
[2025-12-22T20:24:56.500592] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:24:56.500627] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:24:56.500669] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:24:56.500727] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:24:56.557226] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:24:56.558119] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:24:56.558226] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:24:56.558260] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:24:56.673848] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:24:56.674012] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:24:56.674051] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:24:56.674081] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:24:56.677397] [DEBUG] [FORECASTER] JBND: Forecast T+1@11:T+2@11: DOWN (p=3.02%)
[2025-12-22T20:24:56.677690] [INFO ] [FORECASTER] Completed predict_future for JBND
[2025-12-22T20:24:56.677838] [INFO ] [sig       ] JBND: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:24:56.817630] [INFO ] [LOCAL     ] Saved forecast: JBND	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/JBND.txt
[2025-12-22T20:24:56.817785] [INFO ] [sig       ] [1747/3560] Completed JBND in 0.3s | 2.95 sym/s | Total: 9.9m | ETA: 10.3m
[2025-12-22T20:24:56.817824] [INFO ] [sig       ] [1748/3560] Forecasting JBSS...
[2025-12-22T20:24:56.817854] [INFO ] [sig       ] Generating forecast for: JBSS
[2025-12-22T20:24:56.817884] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JBSS' from 'https://tdm.silogroup.org/data/derivative_storage/JBSS.csv'.
[2025-12-22T20:24:56.828370] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JBSS'.
[2025-12-22T20:24:56.828778] [INFO ] [FORECASTER] Starting predict_future for JBSS
[2025-12-22T20:24:56.829600] [DEBUG] [LOCAL     ] No optimal features file found for JBSS: ./output/feature-sets/JBSS.txt
[2025-12-22T20:24:56.829654] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:24:56.829688] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:24:56.829716] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:24:56.829774] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:24:56.887055] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:24:56.887943] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:24:56.888039] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:24:56.888084] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:24:57.007023] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:24:57.007177] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:24:57.007222] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:24:57.007251] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:24:57.010692] [DEBUG] [FORECASTER] JBSS: Forecast T+1@11:T+2@11: UP (p=89.11%)
[2025-12-22T20:24:57.010986] [INFO ] [FORECASTER] Completed predict_future for JBSS
[2025-12-22T20:24:57.011117] [INFO ] [sig       ] JBSS: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:24:57.147601] [INFO ] [LOCAL     ] Saved forecast: JBSS	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/JBSS.txt
[2025-12-22T20:24:57.147743] [INFO ] [sig       ] [1748/3560] Completed JBSS in 0.3s | 2.95 sym/s | Total: 9.9m | ETA: 10.2m
[2025-12-22T20:24:57.147783] [INFO ] [sig       ] [1749/3560] Forecasting JCE...
[2025-12-22T20:24:57.147814] [INFO ] [sig       ] Generating forecast for: JCE
[2025-12-22T20:24:57.147844] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JCE' from 'https://tdm.silogroup.org/data/derivative_storage/JCE.csv'.
[2025-12-22T20:24:57.158818] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JCE'.
[2025-12-22T20:24:57.159169] [INFO ] [FORECASTER] Starting predict_future for JCE
[2025-12-22T20:24:57.159984] [DEBUG] [LOCAL     ] No optimal features file found for JCE: ./output/feature-sets/JCE.txt
[2025-12-22T20:24:57.160037] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:24:57.160071] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:24:57.160097] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:24:57.160153] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:24:57.217772] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:24:57.218527] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:24:57.218624] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:24:57.218658] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:24:57.336942] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:24:57.337091] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:24:57.337132] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:24:57.337162] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:24:57.340626] [DEBUG] [FORECASTER] JCE: Forecast T+1@11:T+2@11: DOWN (p=6.85%)
[2025-12-22T20:24:57.340898] [INFO ] [FORECASTER] Completed predict_future for JCE
[2025-12-22T20:24:57.341021] [INFO ] [sig       ] JCE: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:24:57.477832] [INFO ] [LOCAL     ] Saved forecast: JCE	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/JCE.txt
[2025-12-22T20:24:57.477956] [INFO ] [sig       ] [1749/3560] Completed JCE in 0.3s | 2.95 sym/s | Total: 9.9m | ETA: 10.2m
[2025-12-22T20:24:57.477994] [INFO ] [sig       ] [1750/3560] Forecasting JCI...
[2025-12-22T20:24:57.478023] [INFO ] [sig       ] Generating forecast for: JCI
[2025-12-22T20:24:57.478052] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JCI' from 'https://tdm.silogroup.org/data/derivative_storage/JCI.csv'.
[2025-12-22T20:24:57.489179] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JCI'.
[2025-12-22T20:24:57.489524] [INFO ] [FORECASTER] Starting predict_future for JCI
[2025-12-22T20:24:57.490340] [DEBUG] [LOCAL     ] No optimal features file found for JCI: ./output/feature-sets/JCI.txt
[2025-12-22T20:24:57.490395] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:24:57.490460] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:24:57.490489] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:24:57.490546] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:24:57.560341] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:24:57.561242] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:24:57.561342] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:24:57.561381] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:24:57.679977] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:24:57.680132] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:24:57.680172] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:24:57.680204] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:24:57.683637] [DEBUG] [FORECASTER] JCI: Forecast T+1@11:T+2@11: DOWN (p=3.28%)
[2025-12-22T20:24:57.683915] [INFO ] [FORECASTER] Completed predict_future for JCI
[2025-12-22T20:24:57.684039] [INFO ] [sig       ] JCI: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:24:57.820981] [INFO ] [LOCAL     ] Saved forecast: JCI	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/JCI.txt
[2025-12-22T20:24:57.821111] [INFO ] [sig       ] [1750/3560] Completed JCI in 0.3s | 2.95 sym/s | Total: 9.9m | ETA: 10.2m
[2025-12-22T20:24:57.821170] [INFO ] [sig       ] [1751/3560] Forecasting JD...
[2025-12-22T20:24:57.821203] [INFO ] [sig       ] Generating forecast for: JD
[2025-12-22T20:24:57.821239] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JD' from 'https://tdm.silogroup.org/data/derivative_storage/JD.csv'.
[2025-12-22T20:24:57.832630] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JD'.
[2025-12-22T20:24:57.832971] [INFO ] [FORECASTER] Starting predict_future for JD
[2025-12-22T20:24:57.833777] [DEBUG] [LOCAL     ] No optimal features file found for JD: ./output/feature-sets/JD.txt
[2025-12-22T20:24:57.833830] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:24:57.833863] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:24:57.833889] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:24:57.833946] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:24:57.892936] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:24:57.893775] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:24:57.893864] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:24:57.893902] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:24:58.013877] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:24:58.014030] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:24:58.014074] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:24:58.014118] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:24:58.017639] [DEBUG] [FORECASTER] JD: Forecast T+1@11:T+2@11: UP (p=74.75%)
[2025-12-22T20:24:58.017919] [INFO ] [FORECASTER] Completed predict_future for JD
[2025-12-22T20:24:58.018040] [INFO ] [sig       ] JD: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:24:58.156400] [INFO ] [LOCAL     ] Saved forecast: JD	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/JD.txt
[2025-12-22T20:24:58.156585] [INFO ] [sig       ] [1751/3560] Completed JD in 0.3s | 2.95 sym/s | Total: 9.9m | ETA: 10.2m
[2025-12-22T20:24:58.156650] [INFO ] [sig       ] [1752/3560] Forecasting JDZG...
[2025-12-22T20:24:58.156697] [INFO ] [sig       ] Generating forecast for: JDZG
[2025-12-22T20:24:58.156730] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JDZG' from 'https://tdm.silogroup.org/data/derivative_storage/JDZG.csv'.
[2025-12-22T20:24:58.168463] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JDZG'.
[2025-12-22T20:24:58.168915] [INFO ] [FORECASTER] Starting predict_future for JDZG
[2025-12-22T20:24:58.169745] [DEBUG] [LOCAL     ] No optimal features file found for JDZG: ./output/feature-sets/JDZG.txt
[2025-12-22T20:24:58.169798] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:24:58.169830] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:24:58.169857] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:24:58.169912] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:24:58.226859] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:24:58.227777] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:24:58.227862] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:24:58.227894] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:24:58.353819] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:24:58.353987] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:24:58.354030] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:24:58.354058] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:24:58.357683] [DEBUG] [FORECASTER] JDZG: Forecast T+1@11:T+2@11: DOWN (p=35.22%)
[2025-12-22T20:24:58.357999] [INFO ] [FORECASTER] Completed predict_future for JDZG
[2025-12-22T20:24:58.358137] [INFO ] [sig       ] JDZG: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:24:58.500191] [INFO ] [LOCAL     ] Saved forecast: JDZG	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/JDZG.txt
[2025-12-22T20:24:58.500360] [INFO ] [sig       ] [1752/3560] Completed JDZG in 0.3s | 2.95 sym/s | Total: 9.9m | ETA: 10.2m
[2025-12-22T20:24:58.500399] [INFO ] [sig       ] [1753/3560] Forecasting JEF...
[2025-12-22T20:24:58.500429] [INFO ] [sig       ] Generating forecast for: JEF
[2025-12-22T20:24:58.500459] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JEF' from 'https://tdm.silogroup.org/data/derivative_storage/JEF.csv'.
[2025-12-22T20:24:58.512370] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JEF'.
[2025-12-22T20:24:58.512808] [INFO ] [FORECASTER] Starting predict_future for JEF
[2025-12-22T20:24:58.513617] [DEBUG] [LOCAL     ] No optimal features file found for JEF: ./output/feature-sets/JEF.txt
[2025-12-22T20:24:58.513670] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:24:58.513703] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:24:58.513731] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:24:58.513787] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:24:58.571006] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:24:58.571892] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:24:58.571972] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:24:58.572007] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:24:58.697376] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:24:58.697530] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:24:58.697590] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:24:58.697620] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:24:58.701114] [DEBUG] [FORECASTER] JEF: Forecast T+1@11:T+2@11: UP (p=96.36%)
[2025-12-22T20:24:58.701397] [INFO ] [FORECASTER] Completed predict_future for JEF
[2025-12-22T20:24:58.701525] [INFO ] [sig       ] JEF: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:24:58.841652] [INFO ] [LOCAL     ] Saved forecast: JEF	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/JEF.txt
[2025-12-22T20:24:58.841807] [INFO ] [sig       ] [1753/3560] Completed JEF in 0.3s | 2.95 sym/s | Total: 9.9m | ETA: 10.2m
[2025-12-22T20:24:58.841859] [INFO ] [sig       ] [1754/3560] Forecasting JELD...
[2025-12-22T20:24:58.841896] [INFO ] [sig       ] Generating forecast for: JELD
[2025-12-22T20:24:58.841928] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JELD' from 'https://tdm.silogroup.org/data/derivative_storage/JELD.csv'.
[2025-12-22T20:24:58.853499] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JELD'.
[2025-12-22T20:24:58.853912] [INFO ] [FORECASTER] Starting predict_future for JELD
[2025-12-22T20:24:58.854739] [DEBUG] [LOCAL     ] No optimal features file found for JELD: ./output/feature-sets/JELD.txt
[2025-12-22T20:24:58.854792] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:24:58.854826] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:24:58.854855] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:24:58.854914] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:24:58.913368] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:24:58.914251] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:24:58.914335] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:24:58.914368] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:24:59.038310] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:24:59.038466] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:24:59.038505] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:24:59.038532] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:24:59.041919] [DEBUG] [FORECASTER] JELD: Forecast T+1@11:T+2@11: DOWN (p=18.45%)
[2025-12-22T20:24:59.042199] [INFO ] [FORECASTER] Completed predict_future for JELD
[2025-12-22T20:24:59.042328] [INFO ] [sig       ] JELD: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:24:59.177659] [INFO ] [LOCAL     ] Saved forecast: JELD	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/JELD.txt
[2025-12-22T20:24:59.177813] [INFO ] [sig       ] [1754/3560] Completed JELD in 0.3s | 2.95 sym/s | Total: 9.9m | ETA: 10.2m
[2025-12-22T20:24:59.177852] [INFO ] [sig       ] [1755/3560] Forecasting JEPQ...
[2025-12-22T20:24:59.177884] [INFO ] [sig       ] Generating forecast for: JEPQ
[2025-12-22T20:24:59.177914] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JEPQ' from 'https://tdm.silogroup.org/data/derivative_storage/JEPQ.csv'.
[2025-12-22T20:24:59.190328] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JEPQ'.
[2025-12-22T20:24:59.190739] [INFO ] [FORECASTER] Starting predict_future for JEPQ
[2025-12-22T20:24:59.191534] [DEBUG] [LOCAL     ] No optimal features file found for JEPQ: ./output/feature-sets/JEPQ.txt
[2025-12-22T20:24:59.191616] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:24:59.191650] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:24:59.191676] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:24:59.191731] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:24:59.247895] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:24:59.248751] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:24:59.248831] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:24:59.248863] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:24:59.375985] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:24:59.376163] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:24:59.376205] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:24:59.376236] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:24:59.379691] [DEBUG] [FORECASTER] JEPQ: Forecast T+1@11:T+2@11: UP (p=53.48%)
[2025-12-22T20:24:59.379965] [INFO ] [FORECASTER] Completed predict_future for JEPQ
[2025-12-22T20:24:59.380090] [INFO ] [sig       ] JEPQ: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:24:59.515329] [INFO ] [LOCAL     ] Saved forecast: JEPQ	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/JEPQ.txt
[2025-12-22T20:24:59.515489] [INFO ] [sig       ] [1755/3560] Completed JEPQ in 0.3s | 2.95 sym/s | Total: 9.9m | ETA: 10.2m
[2025-12-22T20:24:59.515531] [INFO ] [sig       ] [1756/3560] Forecasting JFIN...
[2025-12-22T20:24:59.515562] [INFO ] [sig       ] Generating forecast for: JFIN
[2025-12-22T20:24:59.515618] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JFIN' from 'https://tdm.silogroup.org/data/derivative_storage/JFIN.csv'.
[2025-12-22T20:24:59.527710] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JFIN'.
[2025-12-22T20:24:59.528160] [INFO ] [FORECASTER] Starting predict_future for JFIN
[2025-12-22T20:24:59.529052] [DEBUG] [LOCAL     ] No optimal features file found for JFIN: ./output/feature-sets/JFIN.txt
[2025-12-22T20:24:59.529105] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:24:59.529139] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:24:59.529167] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:24:59.529224] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:24:59.585042] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:24:59.585888] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:24:59.585965] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:24:59.585997] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:24:59.705598] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:24:59.705745] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:24:59.705783] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:24:59.705811] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:24:59.709135] [DEBUG] [FORECASTER] JFIN: Forecast T+1@11:T+2@11: DOWN (p=25.25%)
[2025-12-22T20:24:59.709398] [INFO ] [FORECASTER] Completed predict_future for JFIN
[2025-12-22T20:24:59.709517] [INFO ] [sig       ] JFIN: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:24:59.843691] [INFO ] [LOCAL     ] Saved forecast: JFIN	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/JFIN.txt
[2025-12-22T20:24:59.843843] [INFO ] [sig       ] [1756/3560] Completed JFIN in 0.3s | 2.95 sym/s | Total: 9.9m | ETA: 10.2m
[2025-12-22T20:24:59.843884] [INFO ] [sig       ] [1757/3560] Forecasting JGLO...
[2025-12-22T20:24:59.843912] [INFO ] [sig       ] Generating forecast for: JGLO
[2025-12-22T20:24:59.843941] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JGLO' from 'https://tdm.silogroup.org/data/derivative_storage/JGLO.csv'.
[2025-12-22T20:24:59.854703] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JGLO'.
[2025-12-22T20:24:59.855077] [INFO ] [FORECASTER] Starting predict_future for JGLO
[2025-12-22T20:24:59.855900] [DEBUG] [LOCAL     ] No optimal features file found for JGLO: ./output/feature-sets/JGLO.txt
[2025-12-22T20:24:59.855953] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:24:59.855985] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:24:59.856011] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:24:59.856066] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:24:59.912638] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:24:59.913492] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:24:59.913595] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:24:59.913630] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:25:00.035012] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:25:00.035184] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:25:00.035224] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:25:00.035253] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:25:00.038617] [DEBUG] [FORECASTER] JGLO: Forecast T+1@11:T+2@11: UP (p=82.75%)
[2025-12-22T20:25:00.038888] [INFO ] [FORECASTER] Completed predict_future for JGLO
[2025-12-22T20:25:00.039039] [INFO ] [sig       ] JGLO: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:25:00.178321] [INFO ] [LOCAL     ] Saved forecast: JGLO	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/JGLO.txt
[2025-12-22T20:25:00.178483] [INFO ] [sig       ] [1757/3560] Completed JGLO in 0.3s | 2.95 sym/s | Total: 9.9m | ETA: 10.2m
[2025-12-22T20:25:00.178525] [INFO ] [sig       ] [1758/3560] Forecasting JHG...
[2025-12-22T20:25:00.178553] [INFO ] [sig       ] Generating forecast for: JHG
[2025-12-22T20:25:00.178601] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JHG' from 'https://tdm.silogroup.org/data/derivative_storage/JHG.csv'.
[2025-12-22T20:25:00.189850] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JHG'.
[2025-12-22T20:25:00.190261] [INFO ] [FORECASTER] Starting predict_future for JHG
[2025-12-22T20:25:00.191105] [DEBUG] [LOCAL     ] No optimal features file found for JHG: ./output/feature-sets/JHG.txt
[2025-12-22T20:25:00.191161] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:25:00.191193] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:25:00.191221] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:25:00.191293] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:25:00.248329] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:25:00.249269] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:25:00.249353] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:25:00.249384] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:25:00.370075] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:25:00.370231] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:25:00.370270] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:25:00.370298] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:25:00.373659] [DEBUG] [FORECASTER] JHG: Forecast T+1@11:T+2@11: DOWN (p=2.50%)
[2025-12-22T20:25:00.373926] [INFO ] [FORECASTER] Completed predict_future for JHG
[2025-12-22T20:25:00.374046] [INFO ] [sig       ] JHG: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:25:00.510233] [INFO ] [LOCAL     ] Saved forecast: JHG	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/JHG.txt
[2025-12-22T20:25:00.510367] [INFO ] [sig       ] [1758/3560] Completed JHG in 0.3s | 2.95 sym/s | Total: 9.9m | ETA: 10.2m
[2025-12-22T20:25:00.510405] [INFO ] [sig       ] [1759/3560] Forecasting JHI...
[2025-12-22T20:25:00.510434] [INFO ] [sig       ] Generating forecast for: JHI
[2025-12-22T20:25:00.510462] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JHI' from 'https://tdm.silogroup.org/data/derivative_storage/JHI.csv'.
[2025-12-22T20:25:00.521090] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JHI'.
[2025-12-22T20:25:00.521445] [INFO ] [FORECASTER] Starting predict_future for JHI
[2025-12-22T20:25:00.522234] [DEBUG] [LOCAL     ] No optimal features file found for JHI: ./output/feature-sets/JHI.txt
[2025-12-22T20:25:00.522298] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:25:00.522337] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:25:00.522369] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:25:00.522425] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:25:00.580110] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:25:00.580889] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:25:00.580973] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:25:00.581007] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:25:00.692624] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:25:00.692792] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:25:00.692834] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:25:00.692864] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:25:00.696395] [DEBUG] [FORECASTER] JHI: Forecast T+1@11:T+2@11: UP (p=87.65%)
[2025-12-22T20:25:00.696688] [INFO ] [FORECASTER] Completed predict_future for JHI
[2025-12-22T20:25:00.696810] [INFO ] [sig       ] JHI: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:25:00.837167] [INFO ] [LOCAL     ] Saved forecast: JHI	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/JHI.txt
[2025-12-22T20:25:00.837328] [INFO ] [sig       ] [1759/3560] Completed JHI in 0.3s | 2.95 sym/s | Total: 9.9m | ETA: 10.2m
[2025-12-22T20:25:00.837369] [INFO ] [sig       ] [1760/3560] Forecasting JHX...
[2025-12-22T20:25:00.837398] [INFO ] [sig       ] Generating forecast for: JHX
[2025-12-22T20:25:00.837439] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JHX' from 'https://tdm.silogroup.org/data/derivative_storage/JHX.csv'.
[2025-12-22T20:25:00.850303] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JHX'.
[2025-12-22T20:25:00.850739] [INFO ] [FORECASTER] Starting predict_future for JHX
[2025-12-22T20:25:00.851553] [DEBUG] [LOCAL     ] No optimal features file found for JHX: ./output/feature-sets/JHX.txt
[2025-12-22T20:25:00.851643] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:25:00.851678] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:25:00.851707] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:25:00.851765] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:25:00.910307] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:25:00.911249] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:25:00.911366] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:25:00.911402] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:25:01.030151] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:25:01.030318] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:25:01.030360] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:25:01.030389] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:25:01.033890] [DEBUG] [FORECASTER] JHX: Forecast T+1@11:T+2@11: DOWN (p=37.06%)
[2025-12-22T20:25:01.034216] [INFO ] [FORECASTER] Completed predict_future for JHX
[2025-12-22T20:25:01.034350] [INFO ] [sig       ] JHX: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:25:01.172397] [INFO ] [LOCAL     ] Saved forecast: JHX	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/JHX.txt
[2025-12-22T20:25:01.172547] [INFO ] [sig       ] [1760/3560] Completed JHX in 0.3s | 2.95 sym/s | Total: 10.0m | ETA: 10.2m
[2025-12-22T20:25:01.172604] [INFO ] [sig       ] [1761/3560] Forecasting JILL...
[2025-12-22T20:25:01.172636] [INFO ] [sig       ] Generating forecast for: JILL
[2025-12-22T20:25:01.172666] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JILL' from 'https://tdm.silogroup.org/data/derivative_storage/JILL.csv'.
[2025-12-22T20:25:01.236106] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JILL'.
[2025-12-22T20:25:01.236479] [INFO ] [FORECASTER] Starting predict_future for JILL
[2025-12-22T20:25:01.237320] [DEBUG] [LOCAL     ] No optimal features file found for JILL: ./output/feature-sets/JILL.txt
[2025-12-22T20:25:01.237373] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:25:01.237406] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:25:01.237433] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:25:01.237489] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:25:01.298226] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:25:01.299136] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:25:01.299218] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:25:01.299251] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:25:01.420363] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:25:01.420728] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:25:01.420770] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:25:01.420799] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:25:01.424430] [DEBUG] [FORECASTER] JILL: Forecast T+1@11:T+2@11: UP (p=97.70%)
[2025-12-22T20:25:01.424721] [INFO ] [FORECASTER] Completed predict_future for JILL
[2025-12-22T20:25:01.424845] [INFO ] [sig       ] JILL: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:25:01.564226] [INFO ] [LOCAL     ] Saved forecast: JILL	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/JILL.txt
[2025-12-22T20:25:01.564386] [INFO ] [sig       ] [1761/3560] Completed JILL in 0.4s | 2.95 sym/s | Total: 10.0m | ETA: 10.2m
[2025-12-22T20:25:01.564426] [INFO ] [sig       ] [1762/3560] Forecasting JIVE...
[2025-12-22T20:25:01.564454] [INFO ] [sig       ] Generating forecast for: JIVE
[2025-12-22T20:25:01.564484] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JIVE' from 'https://tdm.silogroup.org/data/derivative_storage/JIVE.csv'.
[2025-12-22T20:25:01.575155] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JIVE'.
[2025-12-22T20:25:01.575607] [INFO ] [FORECASTER] Starting predict_future for JIVE
[2025-12-22T20:25:01.576616] [DEBUG] [LOCAL     ] No optimal features file found for JIVE: ./output/feature-sets/JIVE.txt
[2025-12-22T20:25:01.576671] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:25:01.576704] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:25:01.576731] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:25:01.576788] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:25:01.651314] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:25:01.652669] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:25:01.652877] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:25:01.652937] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:25:01.790019] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:25:01.790220] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-22T20:25:01.790288] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:25:01.790345] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:25:01.795839] [DEBUG] [FORECASTER] JIVE: Forecast T+1@11:T+2@11: UP (p=99.14%)
[2025-12-22T20:25:01.796338] [INFO ] [FORECASTER] Completed predict_future for JIVE
[2025-12-22T20:25:01.796540] [INFO ] [sig       ] JIVE: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:25:01.966400] [INFO ] [LOCAL     ] Saved forecast: JIVE	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/JIVE.txt
[2025-12-22T20:25:01.966596] [INFO ] [sig       ] [1762/3560] Completed JIVE in 0.4s | 2.95 sym/s | Total: 10.0m | ETA: 10.2m
[2025-12-22T20:25:01.966643] [INFO ] [sig       ] [1763/3560] Forecasting JJSF...
[2025-12-22T20:25:01.966674] [INFO ] [sig       ] Generating forecast for: JJSF
[2025-12-22T20:25:01.966713] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JJSF' from 'https://tdm.silogroup.org/data/derivative_storage/JJSF.csv'.
[2025-12-22T20:25:01.980723] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JJSF'.
[2025-12-22T20:25:01.981157] [INFO ] [FORECASTER] Starting predict_future for JJSF
[2025-12-22T20:25:01.981985] [DEBUG] [LOCAL     ] No optimal features file found for JJSF: ./output/feature-sets/JJSF.txt
[2025-12-22T20:25:01.982037] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:25:01.982071] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:25:01.982098] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:25:01.982168] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:25:02.047113] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:25:02.048067] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:25:02.048172] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:25:02.048207] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:25:02.174533] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:25:02.174699] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:25:02.174740] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:25:02.174770] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:25:02.178237] [DEBUG] [FORECASTER] JJSF: Forecast T+1@11:T+2@11: DOWN (p=45.83%)
[2025-12-22T20:25:02.178512] [INFO ] [FORECASTER] Completed predict_future for JJSF
[2025-12-22T20:25:02.178655] [INFO ] [sig       ] JJSF: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:25:02.315332] [INFO ] [LOCAL     ] Saved forecast: JJSF	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/JJSF.txt
[2025-12-22T20:25:02.315480] [INFO ] [sig       ] [1763/3560] Completed JJSF in 0.3s | 2.95 sym/s | Total: 10.0m | ETA: 10.2m
[2025-12-22T20:25:02.315527] [INFO ] [sig       ] [1764/3560] Forecasting JKHY...
[2025-12-22T20:25:02.315557] [INFO ] [sig       ] Generating forecast for: JKHY
[2025-12-22T20:25:02.315607] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JKHY' from 'https://tdm.silogroup.org/data/derivative_storage/JKHY.csv'.
[2025-12-22T20:25:02.326255] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JKHY'.
[2025-12-22T20:25:02.326545] [INFO ] [FORECASTER] Starting predict_future for JKHY
[2025-12-22T20:25:02.327317] [DEBUG] [LOCAL     ] No optimal features file found for JKHY: ./output/feature-sets/JKHY.txt
[2025-12-22T20:25:02.327369] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:25:02.327401] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:25:02.327429] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:25:02.327484] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:25:02.389938] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:25:02.390906] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:25:02.390994] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:25:02.391035] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:25:02.511211] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:25:02.511361] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:25:02.511399] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:25:02.511428] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:25:02.514800] [DEBUG] [FORECASTER] JKHY: Forecast T+1@11:T+2@11: DOWN (p=27.05%)
[2025-12-22T20:25:02.515075] [INFO ] [FORECASTER] Completed predict_future for JKHY
[2025-12-22T20:25:02.515194] [INFO ] [sig       ] JKHY: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:25:02.651624] [INFO ] [LOCAL     ] Saved forecast: JKHY	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/JKHY.txt
[2025-12-22T20:25:02.651780] [INFO ] [sig       ] [1764/3560] Completed JKHY in 0.3s | 2.95 sym/s | Total: 10.0m | ETA: 10.2m
[2025-12-22T20:25:02.651818] [INFO ] [sig       ] [1765/3560] Forecasting JKS...
[2025-12-22T20:25:02.651849] [INFO ] [sig       ] Generating forecast for: JKS
[2025-12-22T20:25:02.651878] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JKS' from 'https://tdm.silogroup.org/data/derivative_storage/JKS.csv'.
[2025-12-22T20:25:02.662881] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JKS'.
[2025-12-22T20:25:02.663180] [INFO ] [FORECASTER] Starting predict_future for JKS
[2025-12-22T20:25:02.663958] [DEBUG] [LOCAL     ] No optimal features file found for JKS: ./output/feature-sets/JKS.txt
[2025-12-22T20:25:02.664011] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:25:02.664043] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:25:02.664071] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:25:02.664127] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:25:02.722863] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:25:02.723518] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:25:02.723613] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:25:02.723650] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:25:02.845001] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:25:02.845150] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:25:02.845189] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:25:02.845218] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:25:02.848633] [DEBUG] [FORECASTER] JKS: Forecast T+1@11:T+2@11: UP (p=83.29%)
[2025-12-22T20:25:02.848936] [INFO ] [FORECASTER] Completed predict_future for JKS
[2025-12-22T20:25:02.849085] [INFO ] [sig       ] JKS: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:25:02.986040] [INFO ] [LOCAL     ] Saved forecast: JKS	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/JKS.txt
[2025-12-22T20:25:02.986171] [INFO ] [sig       ] [1765/3560] Completed JKS in 0.3s | 2.95 sym/s | Total: 10.0m | ETA: 10.2m
[2025-12-22T20:25:02.986208] [INFO ] [sig       ] [1766/3560] Forecasting JLL...
[2025-12-22T20:25:02.986238] [INFO ] [sig       ] Generating forecast for: JLL
[2025-12-22T20:25:02.986268] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JLL' from 'https://tdm.silogroup.org/data/derivative_storage/JLL.csv'.
[2025-12-22T20:25:02.997009] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JLL'.
[2025-12-22T20:25:02.997304] [INFO ] [FORECASTER] Starting predict_future for JLL
[2025-12-22T20:25:02.998074] [DEBUG] [LOCAL     ] No optimal features file found for JLL: ./output/feature-sets/JLL.txt
[2025-12-22T20:25:02.998124] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:25:02.998157] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:25:02.998184] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:25:02.998239] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:25:03.056556] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:25:03.057356] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:25:03.057438] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:25:03.057472] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:25:03.181681] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:25:03.181837] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:25:03.181876] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:25:03.181904] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:25:03.185330] [DEBUG] [FORECASTER] JLL: Forecast T+1@11:T+2@11: UP (p=56.30%)
[2025-12-22T20:25:03.185611] [INFO ] [FORECASTER] Completed predict_future for JLL
[2025-12-22T20:25:03.185733] [INFO ] [sig       ] JLL: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:25:03.322170] [INFO ] [LOCAL     ] Saved forecast: JLL	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/JLL.txt
[2025-12-22T20:25:03.322308] [INFO ] [sig       ] [1766/3560] Completed JLL in 0.3s | 2.95 sym/s | Total: 10.0m | ETA: 10.1m
[2025-12-22T20:25:03.322349] [INFO ] [sig       ] [1767/3560] Forecasting JLS...
[2025-12-22T20:25:03.322380] [INFO ] [sig       ] Generating forecast for: JLS
[2025-12-22T20:25:03.322410] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JLS' from 'https://tdm.silogroup.org/data/derivative_storage/JLS.csv'.
[2025-12-22T20:25:03.333280] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JLS'.
[2025-12-22T20:25:03.333638] [INFO ] [FORECASTER] Starting predict_future for JLS
[2025-12-22T20:25:03.334401] [DEBUG] [LOCAL     ] No optimal features file found for JLS: ./output/feature-sets/JLS.txt
[2025-12-22T20:25:03.334453] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:25:03.334520] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:25:03.334549] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:25:03.334623] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:25:03.391526] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:25:03.392214] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:25:03.392289] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:25:03.392321] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:25:03.511852] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:25:03.511999] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:25:03.512074] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:25:03.512105] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:25:03.515622] [DEBUG] [FORECASTER] JLS: Forecast T+1@11:T+2@11: UP (p=58.32%)
[2025-12-22T20:25:03.515908] [INFO ] [FORECASTER] Completed predict_future for JLS
[2025-12-22T20:25:03.516040] [INFO ] [sig       ] JLS: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:25:03.657202] [INFO ] [LOCAL     ] Saved forecast: JLS	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/JLS.txt
[2025-12-22T20:25:03.657388] [INFO ] [sig       ] [1767/3560] Completed JLS in 0.3s | 2.95 sym/s | Total: 10.0m | ETA: 10.1m
[2025-12-22T20:25:03.657441] [INFO ] [sig       ] [1768/3560] Forecasting JMIA...
[2025-12-22T20:25:03.657475] [INFO ] [sig       ] Generating forecast for: JMIA
[2025-12-22T20:25:03.657513] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JMIA' from 'https://tdm.silogroup.org/data/derivative_storage/JMIA.csv'.
[2025-12-22T20:25:03.668855] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JMIA'.
[2025-12-22T20:25:03.669227] [INFO ] [FORECASTER] Starting predict_future for JMIA
[2025-12-22T20:25:03.670036] [DEBUG] [LOCAL     ] No optimal features file found for JMIA: ./output/feature-sets/JMIA.txt
[2025-12-22T20:25:03.670089] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:25:03.670122] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:25:03.670150] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:25:03.670206] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:25:03.730350] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:25:03.731296] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:25:03.731380] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:25:03.731415] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:25:03.854450] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:25:03.854620] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:25:03.854661] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:25:03.854689] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:25:03.858067] [DEBUG] [FORECASTER] JMIA: Forecast T+1@11:T+2@11: DOWN (p=11.56%)
[2025-12-22T20:25:03.858339] [INFO ] [FORECASTER] Completed predict_future for JMIA
[2025-12-22T20:25:03.858457] [INFO ] [sig       ] JMIA: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:25:04.001953] [INFO ] [LOCAL     ] Saved forecast: JMIA	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/JMIA.txt
[2025-12-22T20:25:04.002116] [INFO ] [sig       ] [1768/3560] Completed JMIA in 0.3s | 2.95 sym/s | Total: 10.0m | ETA: 10.1m
[2025-12-22T20:25:04.002156] [INFO ] [sig       ] [1769/3560] Forecasting JMSB...
[2025-12-22T20:25:04.002185] [INFO ] [sig       ] Generating forecast for: JMSB
[2025-12-22T20:25:04.002215] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JMSB' from 'https://tdm.silogroup.org/data/derivative_storage/JMSB.csv'.
[2025-12-22T20:25:04.013195] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JMSB'.
[2025-12-22T20:25:04.013589] [INFO ] [FORECASTER] Starting predict_future for JMSB
[2025-12-22T20:25:04.014385] [DEBUG] [LOCAL     ] No optimal features file found for JMSB: ./output/feature-sets/JMSB.txt
[2025-12-22T20:25:04.014437] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:25:04.014472] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:25:04.014500] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:25:04.014557] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:25:04.073722] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:25:04.074537] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:25:04.074647] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:25:04.074690] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:25:04.186725] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:25:04.186881] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:25:04.186921] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:25:04.186949] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:25:04.190410] [DEBUG] [FORECASTER] JMSB: Forecast T+1@11:T+2@11: UP (p=94.29%)
[2025-12-22T20:25:04.190738] [INFO ] [FORECASTER] Completed predict_future for JMSB
[2025-12-22T20:25:04.190863] [INFO ] [sig       ] JMSB: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:25:04.329882] [INFO ] [LOCAL     ] Saved forecast: JMSB	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/JMSB.txt
[2025-12-22T20:25:04.330038] [INFO ] [sig       ] [1769/3560] Completed JMSB in 0.3s | 2.95 sym/s | Total: 10.0m | ETA: 10.1m
[2025-12-22T20:25:04.330079] [INFO ] [sig       ] [1770/3560] Forecasting JNJ...
[2025-12-22T20:25:04.330109] [INFO ] [sig       ] Generating forecast for: JNJ
[2025-12-22T20:25:04.330140] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JNJ' from 'https://tdm.silogroup.org/data/derivative_storage/JNJ.csv'.
[2025-12-22T20:25:04.341747] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JNJ'.
[2025-12-22T20:25:04.342115] [INFO ] [FORECASTER] Starting predict_future for JNJ
[2025-12-22T20:25:04.342902] [DEBUG] [LOCAL     ] No optimal features file found for JNJ: ./output/feature-sets/JNJ.txt
[2025-12-22T20:25:04.342953] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:25:04.342985] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:25:04.343011] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:25:04.343066] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:25:04.400029] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:25:04.401139] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:25:04.401223] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:25:04.401255] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:25:04.524991] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:25:04.525145] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:25:04.525184] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:25:04.525272] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:25:04.528618] [DEBUG] [FORECASTER] JNJ: Forecast T+1@11:T+2@11: DOWN (p=38.14%)
[2025-12-22T20:25:04.528896] [INFO ] [FORECASTER] Completed predict_future for JNJ
[2025-12-22T20:25:04.529038] [INFO ] [sig       ] JNJ: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:25:04.667702] [INFO ] [LOCAL     ] Saved forecast: JNJ	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/JNJ.txt
[2025-12-22T20:25:04.667855] [INFO ] [sig       ] [1770/3560] Completed JNJ in 0.3s | 2.95 sym/s | Total: 10.0m | ETA: 10.1m
[2025-12-22T20:25:04.667895] [INFO ] [sig       ] [1771/3560] Forecasting JOBY...
[2025-12-22T20:25:04.667927] [INFO ] [sig       ] Generating forecast for: JOBY
[2025-12-22T20:25:04.667970] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JOBY' from 'https://tdm.silogroup.org/data/derivative_storage/JOBY.csv'.
[2025-12-22T20:25:04.679081] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JOBY'.
[2025-12-22T20:25:04.679446] [INFO ] [FORECASTER] Starting predict_future for JOBY
[2025-12-22T20:25:04.680232] [DEBUG] [LOCAL     ] No optimal features file found for JOBY: ./output/feature-sets/JOBY.txt
[2025-12-22T20:25:04.680284] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:25:04.680332] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:25:04.680361] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:25:04.680417] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:25:04.741762] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:25:04.742695] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:25:04.742772] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:25:04.742803] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:25:04.859826] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:25:04.859969] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:25:04.860006] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:25:04.860033] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:25:04.863307] [DEBUG] [FORECASTER] JOBY: Forecast T+1@11:T+2@11: DOWN (p=43.67%)
[2025-12-22T20:25:04.863584] [INFO ] [FORECASTER] Completed predict_future for JOBY
[2025-12-22T20:25:04.863714] [INFO ] [sig       ] JOBY: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:25:05.001548] [INFO ] [LOCAL     ] Saved forecast: JOBY	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/JOBY.txt
[2025-12-22T20:25:05.001731] [INFO ] [sig       ] [1771/3560] Completed JOBY in 0.3s | 2.95 sym/s | Total: 10.0m | ETA: 10.1m
[2025-12-22T20:25:05.001772] [INFO ] [sig       ] [1772/3560] Forecasting JOE...
[2025-12-22T20:25:05.001802] [INFO ] [sig       ] Generating forecast for: JOE
[2025-12-22T20:25:05.001832] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JOE' from 'https://tdm.silogroup.org/data/derivative_storage/JOE.csv'.
[2025-12-22T20:25:05.012904] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JOE'.
[2025-12-22T20:25:05.013262] [INFO ] [FORECASTER] Starting predict_future for JOE
[2025-12-22T20:25:05.014072] [DEBUG] [LOCAL     ] No optimal features file found for JOE: ./output/feature-sets/JOE.txt
[2025-12-22T20:25:05.014124] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:25:05.014155] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:25:05.014181] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:25:05.014237] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:25:05.070728] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:25:05.071546] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:25:05.071673] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:25:05.071707] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:25:05.192871] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:25:05.193025] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:25:05.193063] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:25:05.193091] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:25:05.196403] [DEBUG] [FORECASTER] JOE: Forecast T+1@11:T+2@11: UP (p=81.37%)
[2025-12-22T20:25:05.196704] [INFO ] [FORECASTER] Completed predict_future for JOE
[2025-12-22T20:25:05.196823] [INFO ] [sig       ] JOE: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:25:05.336714] [INFO ] [LOCAL     ] Saved forecast: JOE	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/JOE.txt
[2025-12-22T20:25:05.336866] [INFO ] [sig       ] [1772/3560] Completed JOE in 0.3s | 2.95 sym/s | Total: 10.0m | ETA: 10.1m
[2025-12-22T20:25:05.336906] [INFO ] [sig       ] [1773/3560] Forecasting JOF...
[2025-12-22T20:25:05.336936] [INFO ] [sig       ] Generating forecast for: JOF
[2025-12-22T20:25:05.336968] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JOF' from 'https://tdm.silogroup.org/data/derivative_storage/JOF.csv'.
[2025-12-22T20:25:05.347733] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JOF'.
[2025-12-22T20:25:05.348111] [INFO ] [FORECASTER] Starting predict_future for JOF
[2025-12-22T20:25:05.348892] [DEBUG] [LOCAL     ] No optimal features file found for JOF: ./output/feature-sets/JOF.txt
[2025-12-22T20:25:05.348943] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:25:05.348974] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:25:05.349001] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:25:05.349085] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:25:05.405563] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:25:05.406407] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:25:05.406489] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:25:05.406520] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:25:05.524832] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:25:05.524998] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:25:05.525042] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:25:05.525072] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:25:05.528507] [DEBUG] [FORECASTER] JOF: Forecast T+1@11:T+2@11: DOWN (p=19.84%)
[2025-12-22T20:25:05.528813] [INFO ] [FORECASTER] Completed predict_future for JOF
[2025-12-22T20:25:05.528938] [INFO ] [sig       ] JOF: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:25:05.665061] [INFO ] [LOCAL     ] Saved forecast: JOF	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/JOF.txt
[2025-12-22T20:25:05.665186] [INFO ] [sig       ] [1773/3560] Completed JOF in 0.3s | 2.95 sym/s | Total: 10.0m | ETA: 10.1m
[2025-12-22T20:25:05.665225] [INFO ] [sig       ] [1774/3560] Forecasting JPC...
[2025-12-22T20:25:05.665254] [INFO ] [sig       ] Generating forecast for: JPC
[2025-12-22T20:25:05.665283] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JPC' from 'https://tdm.silogroup.org/data/derivative_storage/JPC.csv'.
[2025-12-22T20:25:05.676179] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JPC'.
[2025-12-22T20:25:05.676485] [INFO ] [FORECASTER] Starting predict_future for JPC
[2025-12-22T20:25:05.677262] [DEBUG] [LOCAL     ] No optimal features file found for JPC: ./output/feature-sets/JPC.txt
[2025-12-22T20:25:05.677313] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:25:05.677345] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:25:05.677372] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:25:05.677427] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:25:05.734060] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:25:05.734728] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:25:05.734805] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:25:05.734838] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:25:05.849370] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:25:05.849509] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:25:05.849546] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:25:05.849592] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:25:05.852899] [DEBUG] [FORECASTER] JPC: Forecast T+1@11:T+2@11: DOWN (p=10.08%)
[2025-12-22T20:25:05.853172] [INFO ] [FORECASTER] Completed predict_future for JPC
[2025-12-22T20:25:05.853290] [INFO ] [sig       ] JPC: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:25:05.989475] [INFO ] [LOCAL     ] Saved forecast: JPC	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/JPC.txt
[2025-12-22T20:25:05.989613] [INFO ] [sig       ] [1774/3560] Completed JPC in 0.3s | 2.95 sym/s | Total: 10.0m | ETA: 10.1m
[2025-12-22T20:25:05.989654] [INFO ] [sig       ] [1775/3560] Forecasting JPEF...
[2025-12-22T20:25:05.989690] [INFO ] [sig       ] Generating forecast for: JPEF
[2025-12-22T20:25:05.989721] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JPEF' from 'https://tdm.silogroup.org/data/derivative_storage/JPEF.csv'.
[2025-12-22T20:25:06.000724] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JPEF'.
[2025-12-22T20:25:06.001066] [INFO ] [FORECASTER] Starting predict_future for JPEF
[2025-12-22T20:25:06.001872] [DEBUG] [LOCAL     ] No optimal features file found for JPEF: ./output/feature-sets/JPEF.txt
[2025-12-22T20:25:06.001926] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:25:06.001957] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:25:06.001984] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:25:06.002040] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:25:06.058383] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:25:06.058993] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:25:06.059082] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:25:06.059114] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:25:06.177017] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:25:06.177167] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:25:06.177205] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:25:06.177233] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:25:06.180608] [DEBUG] [FORECASTER] JPEF: Forecast T+1@11:T+2@11: DOWN (p=17.89%)
[2025-12-22T20:25:06.180870] [INFO ] [FORECASTER] Completed predict_future for JPEF
[2025-12-22T20:25:06.180989] [INFO ] [sig       ] JPEF: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:25:06.319661] [INFO ] [LOCAL     ] Saved forecast: JPEF	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/JPEF.txt
[2025-12-22T20:25:06.319818] [INFO ] [sig       ] [1775/3560] Completed JPEF in 0.3s | 2.95 sym/s | Total: 10.0m | ETA: 10.1m
[2025-12-22T20:25:06.319859] [INFO ] [sig       ] [1776/3560] Forecasting JPM...
[2025-12-22T20:25:06.319889] [INFO ] [sig       ] Generating forecast for: JPM
[2025-12-22T20:25:06.319919] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JPM' from 'https://tdm.silogroup.org/data/derivative_storage/JPM.csv'.
[2025-12-22T20:25:06.331877] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JPM'.
[2025-12-22T20:25:06.332251] [INFO ] [FORECASTER] Starting predict_future for JPM
[2025-12-22T20:25:06.333082] [DEBUG] [LOCAL     ] No optimal features file found for JPM: ./output/feature-sets/JPM.txt
[2025-12-22T20:25:06.333134] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:25:06.333165] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:25:06.333192] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:25:06.333247] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:25:06.390393] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:25:06.391276] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:25:06.391357] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:25:06.391395] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:25:06.517159] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:25:06.517308] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:25:06.517347] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:25:06.517376] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:25:06.520720] [DEBUG] [FORECASTER] JPM: Forecast T+1@11:T+2@11: DOWN (p=23.27%)
[2025-12-22T20:25:06.520981] [INFO ] [FORECASTER] Completed predict_future for JPM
[2025-12-22T20:25:06.521101] [INFO ] [sig       ] JPM: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:25:06.658708] [INFO ] [LOCAL     ] Saved forecast: JPM	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/JPM.txt
[2025-12-22T20:25:06.658850] [INFO ] [sig       ] [1776/3560] Completed JPM in 0.3s | 2.95 sym/s | Total: 10.0m | ETA: 10.1m
[2025-12-22T20:25:06.658889] [INFO ] [sig       ] [1777/3560] Forecasting JQC...
[2025-12-22T20:25:06.658919] [INFO ] [sig       ] Generating forecast for: JQC
[2025-12-22T20:25:06.658949] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JQC' from 'https://tdm.silogroup.org/data/derivative_storage/JQC.csv'.
[2025-12-22T20:25:06.669422] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JQC'.
[2025-12-22T20:25:06.669756] [INFO ] [FORECASTER] Starting predict_future for JQC
[2025-12-22T20:25:06.670495] [DEBUG] [LOCAL     ] No optimal features file found for JQC: ./output/feature-sets/JQC.txt
[2025-12-22T20:25:06.670546] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:25:06.670596] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:25:06.670627] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:25:06.670683] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:25:06.728723] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:25:06.729416] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:25:06.729546] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:25:06.729601] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:25:06.856102] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:25:06.856254] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:25:06.856296] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:25:06.856328] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:25:06.859807] [DEBUG] [FORECASTER] JQC: Forecast T+1@11:T+2@11: DOWN (p=23.59%)
[2025-12-22T20:25:06.860075] [INFO ] [FORECASTER] Completed predict_future for JQC
[2025-12-22T20:25:06.860198] [INFO ] [sig       ] JQC: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:25:06.998699] [INFO ] [LOCAL     ] Saved forecast: JQC	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/JQC.txt
[2025-12-22T20:25:06.998831] [INFO ] [sig       ] [1777/3560] Completed JQC in 0.3s | 2.95 sym/s | Total: 10.0m | ETA: 10.1m
[2025-12-22T20:25:06.998869] [INFO ] [sig       ] [1778/3560] Forecasting JRI...
[2025-12-22T20:25:06.998899] [INFO ] [sig       ] Generating forecast for: JRI
[2025-12-22T20:25:06.998929] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JRI' from 'https://tdm.silogroup.org/data/derivative_storage/JRI.csv'.
[2025-12-22T20:25:07.010096] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JRI'.
[2025-12-22T20:25:07.010396] [INFO ] [FORECASTER] Starting predict_future for JRI
[2025-12-22T20:25:07.011192] [DEBUG] [LOCAL     ] No optimal features file found for JRI: ./output/feature-sets/JRI.txt
[2025-12-22T20:25:07.011246] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:25:07.011280] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:25:07.011309] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:25:07.011367] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:25:07.070419] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:25:07.071058] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:25:07.071136] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:25:07.071169] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:25:07.190616] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:25:07.190781] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:25:07.190828] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:25:07.190875] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:25:07.194479] [DEBUG] [FORECASTER] JRI: Forecast T+1@11:T+2@11: UP (p=97.09%)
[2025-12-22T20:25:07.194793] [INFO ] [FORECASTER] Completed predict_future for JRI
[2025-12-22T20:25:07.194925] [INFO ] [sig       ] JRI: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:25:07.331932] [INFO ] [LOCAL     ] Saved forecast: JRI	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/JRI.txt
[2025-12-22T20:25:07.332055] [INFO ] [sig       ] [1778/3560] Completed JRI in 0.3s | 2.95 sym/s | Total: 10.1m | ETA: 10.1m
[2025-12-22T20:25:07.332093] [INFO ] [sig       ] [1779/3560] Forecasting JRS...
[2025-12-22T20:25:07.332122] [INFO ] [sig       ] Generating forecast for: JRS
[2025-12-22T20:25:07.332152] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JRS' from 'https://tdm.silogroup.org/data/derivative_storage/JRS.csv'.
[2025-12-22T20:25:07.343750] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JRS'.
[2025-12-22T20:25:07.344156] [INFO ] [FORECASTER] Starting predict_future for JRS
[2025-12-22T20:25:07.344984] [DEBUG] [LOCAL     ] No optimal features file found for JRS: ./output/feature-sets/JRS.txt
[2025-12-22T20:25:07.345037] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:25:07.345070] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:25:07.345097] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:25:07.345153] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:25:07.403309] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:25:07.404280] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:25:07.404368] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:25:07.404402] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:25:07.521549] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:25:07.521720] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:25:07.521761] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:25:07.521794] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:25:07.525240] [DEBUG] [FORECASTER] JRS: Forecast T+1@11:T+2@11: UP (p=95.43%)
[2025-12-22T20:25:07.525520] [INFO ] [FORECASTER] Completed predict_future for JRS
[2025-12-22T20:25:07.525665] [INFO ] [sig       ] JRS: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:25:07.661064] [INFO ] [LOCAL     ] Saved forecast: JRS	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/JRS.txt
[2025-12-22T20:25:07.661195] [INFO ] [sig       ] [1779/3560] Completed JRS in 0.3s | 2.95 sym/s | Total: 10.1m | ETA: 10.1m
[2025-12-22T20:25:07.661235] [INFO ] [sig       ] [1780/3560] Forecasting JSM...
[2025-12-22T20:25:07.661264] [INFO ] [sig       ] Generating forecast for: JSM
[2025-12-22T20:25:07.661294] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JSM' from 'https://tdm.silogroup.org/data/derivative_storage/JSM.csv'.
[2025-12-22T20:25:07.672261] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JSM'.
[2025-12-22T20:25:07.672605] [INFO ] [FORECASTER] Starting predict_future for JSM
[2025-12-22T20:25:07.673353] [DEBUG] [LOCAL     ] No optimal features file found for JSM: ./output/feature-sets/JSM.txt
[2025-12-22T20:25:07.673427] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:25:07.673461] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:25:07.673493] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:25:07.673549] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:25:07.732567] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:25:07.733262] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:25:07.733343] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:25:07.733401] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:25:07.847001] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:25:07.847150] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:25:07.847190] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:25:07.847221] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:25:07.850783] [DEBUG] [FORECASTER] JSM: Forecast T+1@11:T+2@11: UP (p=58.31%)
[2025-12-22T20:25:07.851077] [INFO ] [FORECASTER] Completed predict_future for JSM
[2025-12-22T20:25:07.851205] [INFO ] [sig       ] JSM: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:25:07.992073] [INFO ] [LOCAL     ] Saved forecast: JSM	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/JSM.txt
[2025-12-22T20:25:07.992228] [INFO ] [sig       ] [1780/3560] Completed JSM in 0.3s | 2.95 sym/s | Total: 10.1m | ETA: 10.1m
[2025-12-22T20:25:07.992270] [INFO ] [sig       ] [1781/3560] Forecasting JSMD...
[2025-12-22T20:25:07.992302] [INFO ] [sig       ] Generating forecast for: JSMD
[2025-12-22T20:25:07.992335] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JSMD' from 'https://tdm.silogroup.org/data/derivative_storage/JSMD.csv'.
[2025-12-22T20:25:08.003368] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JSMD'.
[2025-12-22T20:25:08.003789] [INFO ] [FORECASTER] Starting predict_future for JSMD
[2025-12-22T20:25:08.004638] [DEBUG] [LOCAL     ] No optimal features file found for JSMD: ./output/feature-sets/JSMD.txt
[2025-12-22T20:25:08.004695] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:25:08.004730] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:25:08.004759] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:25:08.004817] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:25:08.064388] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:25:08.065154] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:25:08.065243] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:25:08.065286] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:25:08.188638] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:25:08.188790] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:25:08.188827] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:25:08.188855] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:25:08.192215] [DEBUG] [FORECASTER] JSMD: Forecast T+1@11:T+2@11: DOWN (p=45.54%)
[2025-12-22T20:25:08.192484] [INFO ] [FORECASTER] Completed predict_future for JSMD
[2025-12-22T20:25:08.192623] [INFO ] [sig       ] JSMD: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:25:08.330076] [INFO ] [LOCAL     ] Saved forecast: JSMD	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/JSMD.txt
[2025-12-22T20:25:08.330196] [INFO ] [sig       ] [1781/3560] Completed JSMD in 0.3s | 2.95 sym/s | Total: 10.1m | ETA: 10.1m
[2025-12-22T20:25:08.330236] [INFO ] [sig       ] [1782/3560] Forecasting JSML...
[2025-12-22T20:25:08.330265] [INFO ] [sig       ] Generating forecast for: JSML
[2025-12-22T20:25:08.330296] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JSML' from 'https://tdm.silogroup.org/data/derivative_storage/JSML.csv'.
[2025-12-22T20:25:08.340457] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JSML'.
[2025-12-22T20:25:08.340797] [INFO ] [FORECASTER] Starting predict_future for JSML
[2025-12-22T20:25:08.341552] [DEBUG] [LOCAL     ] No optimal features file found for JSML: ./output/feature-sets/JSML.txt
[2025-12-22T20:25:08.341622] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:25:08.341654] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:25:08.341681] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:25:08.341752] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:25:08.401132] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:25:08.401882] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:25:08.401960] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:25:08.401992] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:25:08.518418] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:25:08.518560] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:25:08.518615] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:25:08.518643] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:25:08.522005] [DEBUG] [FORECASTER] JSML: Forecast T+1@11:T+2@11: UP (p=57.17%)
[2025-12-22T20:25:08.522274] [INFO ] [FORECASTER] Completed predict_future for JSML
[2025-12-22T20:25:08.522402] [INFO ] [sig       ] JSML: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:25:08.659821] [INFO ] [LOCAL     ] Saved forecast: JSML	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/JSML.txt
[2025-12-22T20:25:08.659949] [INFO ] [sig       ] [1782/3560] Completed JSML in 0.3s | 2.95 sym/s | Total: 10.1m | ETA: 10.1m
[2025-12-22T20:25:08.659987] [INFO ] [sig       ] [1783/3560] Forecasting JTAI...
[2025-12-22T20:25:08.660016] [INFO ] [sig       ] Generating forecast for: JTAI
[2025-12-22T20:25:08.660046] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JTAI' from 'https://tdm.silogroup.org/data/derivative_storage/JTAI.csv'.
[2025-12-22T20:25:08.671821] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JTAI'.
[2025-12-22T20:25:08.672245] [INFO ] [FORECASTER] Starting predict_future for JTAI
[2025-12-22T20:25:08.673057] [DEBUG] [LOCAL     ] No optimal features file found for JTAI: ./output/feature-sets/JTAI.txt
[2025-12-22T20:25:08.673110] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:25:08.673144] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:25:08.673170] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:25:08.673224] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:25:08.729858] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:25:08.730755] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:25:08.730838] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:25:08.730870] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:25:08.848659] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:25:08.848819] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:25:08.848858] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:25:08.848887] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:25:08.852492] [DEBUG] [FORECASTER] JTAI: Forecast T+1@11:T+2@11: UP (p=73.85%)
[2025-12-22T20:25:08.852788] [INFO ] [FORECASTER] Completed predict_future for JTAI
[2025-12-22T20:25:08.852915] [INFO ] [sig       ] JTAI: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:25:08.991384] [INFO ] [LOCAL     ] Saved forecast: JTAI	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/JTAI.txt
[2025-12-22T20:25:08.991544] [INFO ] [sig       ] [1783/3560] Completed JTAI in 0.3s | 2.95 sym/s | Total: 10.1m | ETA: 10.0m
[2025-12-22T20:25:08.991610] [INFO ] [sig       ] [1784/3560] Forecasting JTEK...
[2025-12-22T20:25:08.991641] [INFO ] [sig       ] Generating forecast for: JTEK
[2025-12-22T20:25:08.991670] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JTEK' from 'https://tdm.silogroup.org/data/derivative_storage/JTEK.csv'.
[2025-12-22T20:25:09.003288] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JTEK'.
[2025-12-22T20:25:09.003703] [INFO ] [FORECASTER] Starting predict_future for JTEK
[2025-12-22T20:25:09.004487] [DEBUG] [LOCAL     ] No optimal features file found for JTEK: ./output/feature-sets/JTEK.txt
[2025-12-22T20:25:09.004539] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:25:09.004613] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:25:09.004660] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:25:09.004717] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:25:09.061523] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:25:09.062305] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:25:09.062386] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:25:09.062426] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:25:09.180002] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:25:09.180157] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:25:09.180195] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:25:09.180223] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:25:09.183593] [DEBUG] [FORECASTER] JTEK: Forecast T+1@11:T+2@11: DOWN (p=26.98%)
[2025-12-22T20:25:09.183861] [INFO ] [FORECASTER] Completed predict_future for JTEK
[2025-12-22T20:25:09.183983] [INFO ] [sig       ] JTEK: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:25:09.318303] [INFO ] [LOCAL     ] Saved forecast: JTEK	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/JTEK.txt
[2025-12-22T20:25:09.318444] [INFO ] [sig       ] [1784/3560] Completed JTEK in 0.3s | 2.95 sym/s | Total: 10.1m | ETA: 10.0m
[2025-12-22T20:25:09.318484] [INFO ] [sig       ] [1785/3560] Forecasting JVA...
[2025-12-22T20:25:09.318513] [INFO ] [sig       ] Generating forecast for: JVA
[2025-12-22T20:25:09.318543] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JVA' from 'https://tdm.silogroup.org/data/derivative_storage/JVA.csv'.
[2025-12-22T20:25:09.328987] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JVA'.
[2025-12-22T20:25:09.329375] [INFO ] [FORECASTER] Starting predict_future for JVA
[2025-12-22T20:25:09.330201] [DEBUG] [LOCAL     ] No optimal features file found for JVA: ./output/feature-sets/JVA.txt
[2025-12-22T20:25:09.330253] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:25:09.330285] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:25:09.330313] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:25:09.330370] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:25:09.386253] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:25:09.386990] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:25:09.387067] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:25:09.387100] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:25:09.507676] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:25:09.507831] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:25:09.507871] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:25:09.507899] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:25:09.511209] [DEBUG] [FORECASTER] JVA: Forecast T+1@11:T+2@11: DOWN (p=24.94%)
[2025-12-22T20:25:09.511471] [INFO ] [FORECASTER] Completed predict_future for JVA
[2025-12-22T20:25:09.511607] [INFO ] [sig       ] JVA: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:25:09.646298] [INFO ] [LOCAL     ] Saved forecast: JVA	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/JVA.txt
[2025-12-22T20:25:09.646428] [INFO ] [sig       ] [1785/3560] Completed JVA in 0.3s | 2.95 sym/s | Total: 10.1m | ETA: 10.0m
[2025-12-22T20:25:09.646468] [INFO ] [sig       ] [1786/3560] Forecasting JXN...
[2025-12-22T20:25:09.646497] [INFO ] [sig       ] Generating forecast for: JXN
[2025-12-22T20:25:09.646533] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JXN' from 'https://tdm.silogroup.org/data/derivative_storage/JXN.csv'.
[2025-12-22T20:25:09.657170] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JXN'.
[2025-12-22T20:25:09.657497] [INFO ] [FORECASTER] Starting predict_future for JXN
[2025-12-22T20:25:09.658280] [DEBUG] [LOCAL     ] No optimal features file found for JXN: ./output/feature-sets/JXN.txt
[2025-12-22T20:25:09.658332] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:25:09.658365] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:25:09.658392] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:25:09.658447] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:25:09.714664] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:25:09.715510] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:25:09.715608] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:25:09.715643] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:25:09.836522] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:25:09.836670] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:25:09.836708] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:25:09.836736] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:25:09.840014] [DEBUG] [FORECASTER] JXN: Forecast T+1@11:T+2@11: UP (p=57.41%)
[2025-12-22T20:25:09.840275] [INFO ] [FORECASTER] Completed predict_future for JXN
[2025-12-22T20:25:09.840392] [INFO ] [sig       ] JXN: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:25:09.975620] [INFO ] [LOCAL     ] Saved forecast: JXN	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/JXN.txt
[2025-12-22T20:25:09.975772] [INFO ] [sig       ] [1786/3560] Completed JXN in 0.3s | 2.95 sym/s | Total: 10.1m | ETA: 10.0m
[2025-12-22T20:25:09.975811] [INFO ] [sig       ] [1787/3560] Forecasting KAI...
[2025-12-22T20:25:09.975842] [INFO ] [sig       ] Generating forecast for: KAI
[2025-12-22T20:25:09.975872] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KAI' from 'https://tdm.silogroup.org/data/derivative_storage/KAI.csv'.
[2025-12-22T20:25:09.986445] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KAI'.
[2025-12-22T20:25:09.986801] [INFO ] [FORECASTER] Starting predict_future for KAI
[2025-12-22T20:25:09.987562] [DEBUG] [LOCAL     ] No optimal features file found for KAI: ./output/feature-sets/KAI.txt
[2025-12-22T20:25:09.987633] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:25:09.987665] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:25:09.987691] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:25:09.987747] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:25:10.044290] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:25:10.045011] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:25:10.045088] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:25:10.045120] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:25:10.163793] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:25:10.163944] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:25:10.163982] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:25:10.164041] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:25:10.167411] [DEBUG] [FORECASTER] KAI: Forecast T+1@11:T+2@11: UP (p=72.55%)
[2025-12-22T20:25:10.167719] [INFO ] [FORECASTER] Completed predict_future for KAI
[2025-12-22T20:25:10.167849] [INFO ] [sig       ] KAI: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:25:10.303935] [INFO ] [LOCAL     ] Saved forecast: KAI	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/KAI.txt
[2025-12-22T20:25:10.304094] [INFO ] [sig       ] [1787/3560] Completed KAI in 0.3s | 2.95 sym/s | Total: 10.1m | ETA: 10.0m
[2025-12-22T20:25:10.304133] [INFO ] [sig       ] [1788/3560] Forecasting KARO...
[2025-12-22T20:25:10.304163] [INFO ] [sig       ] Generating forecast for: KARO
[2025-12-22T20:25:10.304194] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KARO' from 'https://tdm.silogroup.org/data/derivative_storage/KARO.csv'.
[2025-12-22T20:25:10.315016] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KARO'.
[2025-12-22T20:25:10.315375] [INFO ] [FORECASTER] Starting predict_future for KARO
[2025-12-22T20:25:10.316158] [DEBUG] [LOCAL     ] No optimal features file found for KARO: ./output/feature-sets/KARO.txt
[2025-12-22T20:25:10.316209] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:25:10.316240] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:25:10.316267] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:25:10.316323] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:25:10.372126] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:25:10.372768] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:25:10.372843] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:25:10.372874] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:25:10.489721] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:25:10.489870] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:25:10.489909] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:25:10.489937] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:25:10.493397] [DEBUG] [FORECASTER] KARO: Forecast T+1@11:T+2@11: UP (p=71.57%)
[2025-12-22T20:25:10.493683] [INFO ] [FORECASTER] Completed predict_future for KARO
[2025-12-22T20:25:10.493806] [INFO ] [sig       ] KARO: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:25:10.628849] [INFO ] [LOCAL     ] Saved forecast: KARO	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/KARO.txt
[2025-12-22T20:25:10.628975] [INFO ] [sig       ] [1788/3560] Completed KARO in 0.3s | 2.95 sym/s | Total: 10.1m | ETA: 10.0m
[2025-12-22T20:25:10.629013] [INFO ] [sig       ] [1789/3560] Forecasting KB...
[2025-12-22T20:25:10.629073] [INFO ] [sig       ] Generating forecast for: KB
[2025-12-22T20:25:10.629103] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KB' from 'https://tdm.silogroup.org/data/derivative_storage/KB.csv'.
[2025-12-22T20:25:10.640033] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KB'.
[2025-12-22T20:25:10.640351] [INFO ] [FORECASTER] Starting predict_future for KB
[2025-12-22T20:25:10.641123] [DEBUG] [LOCAL     ] No optimal features file found for KB: ./output/feature-sets/KB.txt
[2025-12-22T20:25:10.641174] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:25:10.641206] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:25:10.641233] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:25:10.641290] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:25:10.697629] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:25:10.698242] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:25:10.698318] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:25:10.698350] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:25:10.821146] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:25:10.821311] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:25:10.821351] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:25:10.821379] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:25:10.824761] [DEBUG] [FORECASTER] KB: Forecast T+1@11:T+2@11: UP (p=62.06%)
[2025-12-22T20:25:10.825055] [INFO ] [FORECASTER] Completed predict_future for KB
[2025-12-22T20:25:10.825175] [INFO ] [sig       ] KB: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:25:10.959814] [INFO ] [LOCAL     ] Saved forecast: KB	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/KB.txt
[2025-12-22T20:25:10.959965] [INFO ] [sig       ] [1789/3560] Completed KB in 0.3s | 2.95 sym/s | Total: 10.1m | ETA: 10.0m
[2025-12-22T20:25:10.960004] [INFO ] [sig       ] [1790/3560] Forecasting KBH...
[2025-12-22T20:25:10.960033] [INFO ] [sig       ] Generating forecast for: KBH
[2025-12-22T20:25:10.960065] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KBH' from 'https://tdm.silogroup.org/data/derivative_storage/KBH.csv'.
[2025-12-22T20:25:10.971038] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KBH'.
[2025-12-22T20:25:10.971407] [INFO ] [FORECASTER] Starting predict_future for KBH
[2025-12-22T20:25:10.972189] [DEBUG] [LOCAL     ] No optimal features file found for KBH: ./output/feature-sets/KBH.txt
[2025-12-22T20:25:10.972241] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:25:10.972272] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:25:10.972298] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:25:10.972353] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:25:11.029163] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:25:11.030001] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:25:11.030080] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:25:11.030112] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:25:11.149728] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:25:11.149870] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:25:11.149909] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:25:11.149937] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:25:11.153270] [DEBUG] [FORECASTER] KBH: Forecast T+1@11:T+2@11: DOWN (p=25.73%)
[2025-12-22T20:25:11.153533] [INFO ] [FORECASTER] Completed predict_future for KBH
[2025-12-22T20:25:11.153669] [INFO ] [sig       ] KBH: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:25:11.288421] [INFO ] [LOCAL     ] Saved forecast: KBH	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/KBH.txt
[2025-12-22T20:25:11.288540] [INFO ] [sig       ] [1790/3560] Completed KBH in 0.3s | 2.95 sym/s | Total: 10.1m | ETA: 10.0m
[2025-12-22T20:25:11.288595] [INFO ] [sig       ] [1791/3560] Forecasting KBWB...
[2025-12-22T20:25:11.288627] [INFO ] [sig       ] Generating forecast for: KBWB
[2025-12-22T20:25:11.288657] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KBWB' from 'https://tdm.silogroup.org/data/derivative_storage/KBWB.csv'.
[2025-12-22T20:25:11.299922] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KBWB'.
[2025-12-22T20:25:11.300242] [INFO ] [FORECASTER] Starting predict_future for KBWB
[2025-12-22T20:25:11.301074] [DEBUG] [LOCAL     ] No optimal features file found for KBWB: ./output/feature-sets/KBWB.txt
[2025-12-22T20:25:11.301127] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:25:11.301159] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:25:11.301187] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:25:11.301244] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:25:11.359057] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:25:11.359728] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:25:11.359816] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:25:11.359847] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:25:11.481968] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:25:11.482124] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:25:11.482162] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:25:11.482191] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:25:11.485451] [DEBUG] [FORECASTER] KBWB: Forecast T+1@11:T+2@11: UP (p=84.87%)
[2025-12-22T20:25:11.485736] [INFO ] [FORECASTER] Completed predict_future for KBWB
[2025-12-22T20:25:11.485854] [INFO ] [sig       ] KBWB: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:25:11.621626] [INFO ] [LOCAL     ] Saved forecast: KBWB	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/KBWB.txt
[2025-12-22T20:25:11.621756] [INFO ] [sig       ] [1791/3560] Completed KBWB in 0.3s | 2.95 sym/s | Total: 10.1m | ETA: 10.0m
[2025-12-22T20:25:11.621794] [INFO ] [sig       ] [1792/3560] Forecasting KBWD...
[2025-12-22T20:25:11.621825] [INFO ] [sig       ] Generating forecast for: KBWD
[2025-12-22T20:25:11.621855] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KBWD' from 'https://tdm.silogroup.org/data/derivative_storage/KBWD.csv'.
[2025-12-22T20:25:11.633227] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KBWD'.
[2025-12-22T20:25:11.633540] [INFO ] [FORECASTER] Starting predict_future for KBWD
[2025-12-22T20:25:11.634369] [DEBUG] [LOCAL     ] No optimal features file found for KBWD: ./output/feature-sets/KBWD.txt
[2025-12-22T20:25:11.634422] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:25:11.634455] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:25:11.634485] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:25:11.634544] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:25:11.692717] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:25:11.693544] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:25:11.693646] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:25:11.693679] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:25:11.816903] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:25:11.817075] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:25:11.817120] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:25:11.817148] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:25:11.820797] [DEBUG] [FORECASTER] KBWD: Forecast T+1@11:T+2@11: UP (p=93.89%)
[2025-12-22T20:25:11.821120] [INFO ] [FORECASTER] Completed predict_future for KBWD
[2025-12-22T20:25:11.821254] [INFO ] [sig       ] KBWD: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:25:11.959188] [INFO ] [LOCAL     ] Saved forecast: KBWD	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/KBWD.txt
[2025-12-22T20:25:11.959336] [INFO ] [sig       ] [1792/3560] Completed KBWD in 0.3s | 2.95 sym/s | Total: 10.1m | ETA: 10.0m
[2025-12-22T20:25:11.959374] [INFO ] [sig       ] [1793/3560] Forecasting KBWP...
[2025-12-22T20:25:11.959406] [INFO ] [sig       ] Generating forecast for: KBWP
[2025-12-22T20:25:11.959435] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KBWP' from 'https://tdm.silogroup.org/data/derivative_storage/KBWP.csv'.
[2025-12-22T20:25:11.970673] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KBWP'.
[2025-12-22T20:25:11.971029] [INFO ] [FORECASTER] Starting predict_future for KBWP
[2025-12-22T20:25:11.971893] [DEBUG] [LOCAL     ] No optimal features file found for KBWP: ./output/feature-sets/KBWP.txt
[2025-12-22T20:25:11.971947] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:25:11.971980] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:25:11.972007] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:25:11.972064] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:25:12.028250] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:25:12.029210] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:25:12.029293] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:25:12.029326] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:25:12.141833] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:25:12.141987] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:25:12.142027] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:25:12.142055] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:25:12.145393] [DEBUG] [FORECASTER] KBWP: Forecast T+1@11:T+2@11: DOWN (p=7.53%)
[2025-12-22T20:25:12.145691] [INFO ] [FORECASTER] Completed predict_future for KBWP
[2025-12-22T20:25:12.145816] [INFO ] [sig       ] KBWP: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:25:12.286628] [INFO ] [LOCAL     ] Saved forecast: KBWP	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/KBWP.txt
[2025-12-22T20:25:12.286789] [INFO ] [sig       ] [1793/3560] Completed KBWP in 0.3s | 2.95 sym/s | Total: 10.1m | ETA: 10.0m
[2025-12-22T20:25:12.286831] [INFO ] [sig       ] [1794/3560] Forecasting KBWY...
[2025-12-22T20:25:12.286861] [INFO ] [sig       ] Generating forecast for: KBWY
[2025-12-22T20:25:12.286891] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KBWY' from 'https://tdm.silogroup.org/data/derivative_storage/KBWY.csv'.
[2025-12-22T20:25:12.298786] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KBWY'.
[2025-12-22T20:25:12.299176] [INFO ] [FORECASTER] Starting predict_future for KBWY
[2025-12-22T20:25:12.299970] [DEBUG] [LOCAL     ] No optimal features file found for KBWY: ./output/feature-sets/KBWY.txt
[2025-12-22T20:25:12.300021] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:25:12.300053] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:25:12.300081] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:25:12.300136] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:25:12.358681] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:25:12.359793] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:25:12.359908] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:25:12.359941] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:25:12.481547] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:25:12.481736] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:25:12.481777] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:25:12.481806] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:25:12.485430] [DEBUG] [FORECASTER] KBWY: Forecast T+1@11:T+2@11: UP (p=70.62%)
[2025-12-22T20:25:12.485810] [INFO ] [FORECASTER] Completed predict_future for KBWY
[2025-12-22T20:25:12.485949] [INFO ] [sig       ] KBWY: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:25:12.630378] [INFO ] [LOCAL     ] Saved forecast: KBWY	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/KBWY.txt
[2025-12-22T20:25:12.630536] [INFO ] [sig       ] [1794/3560] Completed KBWY in 0.3s | 2.95 sym/s | Total: 10.1m | ETA: 10.0m
[2025-12-22T20:25:12.630603] [INFO ] [sig       ] [1795/3560] Forecasting KC...
[2025-12-22T20:25:12.630636] [INFO ] [sig       ] Generating forecast for: KC
[2025-12-22T20:25:12.630667] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KC' from 'https://tdm.silogroup.org/data/derivative_storage/KC.csv'.
[2025-12-22T20:25:12.642450] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KC'.
[2025-12-22T20:25:12.642870] [INFO ] [FORECASTER] Starting predict_future for KC
[2025-12-22T20:25:12.643666] [DEBUG] [LOCAL     ] No optimal features file found for KC: ./output/feature-sets/KC.txt
[2025-12-22T20:25:12.643723] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:25:12.643770] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:25:12.643798] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:25:12.643854] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:25:12.703146] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:25:12.704050] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:25:12.704139] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:25:12.704171] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:25:12.830903] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:25:12.831041] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:25:12.831080] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:25:12.831109] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:25:12.834380] [DEBUG] [FORECASTER] KC: Forecast T+1@11:T+2@11: UP (p=66.41%)
[2025-12-22T20:25:12.834686] [INFO ] [FORECASTER] Completed predict_future for KC
[2025-12-22T20:25:12.834814] [INFO ] [sig       ] KC: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:25:12.972612] [INFO ] [LOCAL     ] Saved forecast: KC	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/KC.txt
[2025-12-22T20:25:12.972742] [INFO ] [sig       ] [1795/3560] Completed KC in 0.3s | 2.95 sym/s | Total: 10.1m | ETA: 10.0m
[2025-12-22T20:25:12.972781] [INFO ] [sig       ] [1796/3560] Forecasting KD...
[2025-12-22T20:25:12.972809] [INFO ] [sig       ] Generating forecast for: KD
[2025-12-22T20:25:12.972839] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KD' from 'https://tdm.silogroup.org/data/derivative_storage/KD.csv'.
[2025-12-22T20:25:12.983658] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KD'.
[2025-12-22T20:25:12.983961] [INFO ] [FORECASTER] Starting predict_future for KD
[2025-12-22T20:25:12.984746] [DEBUG] [LOCAL     ] No optimal features file found for KD: ./output/feature-sets/KD.txt
[2025-12-22T20:25:12.984798] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:25:12.984829] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:25:12.984856] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:25:12.984911] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:25:13.042468] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:25:13.043174] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:25:13.043251] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:25:13.043285] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:25:13.165748] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:25:13.165895] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:25:13.165933] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:25:13.165961] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:25:13.169307] [DEBUG] [FORECASTER] KD: Forecast T+1@11:T+2@11: UP (p=97.38%)
[2025-12-22T20:25:13.169622] [INFO ] [FORECASTER] Completed predict_future for KD
[2025-12-22T20:25:13.169753] [INFO ] [sig       ] KD: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:25:13.309332] [INFO ] [LOCAL     ] Saved forecast: KD	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/KD.txt
[2025-12-22T20:25:13.309466] [INFO ] [sig       ] [1796/3560] Completed KD in 0.3s | 2.95 sym/s | Total: 10.2m | ETA: 10.0m
[2025-12-22T20:25:13.309506] [INFO ] [sig       ] [1797/3560] Forecasting KDP...
[2025-12-22T20:25:13.309542] [INFO ] [sig       ] Generating forecast for: KDP
[2025-12-22T20:25:13.309598] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KDP' from 'https://tdm.silogroup.org/data/derivative_storage/KDP.csv'.
[2025-12-22T20:25:13.321099] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KDP'.
[2025-12-22T20:25:13.321404] [INFO ] [FORECASTER] Starting predict_future for KDP
[2025-12-22T20:25:13.322197] [DEBUG] [LOCAL     ] No optimal features file found for KDP: ./output/feature-sets/KDP.txt
[2025-12-22T20:25:13.322248] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:25:13.322280] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:25:13.322306] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:25:13.322361] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:25:13.381620] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:25:13.382252] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:25:13.382330] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:25:13.382363] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:25:13.502072] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:25:13.502229] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:25:13.502268] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:25:13.502299] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:25:13.505682] [DEBUG] [FORECASTER] KDP: Forecast T+1@11:T+2@11: UP (p=95.06%)
[2025-12-22T20:25:13.505951] [INFO ] [FORECASTER] Completed predict_future for KDP
[2025-12-22T20:25:13.506075] [INFO ] [sig       ] KDP: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:25:13.652528] [INFO ] [LOCAL     ] Saved forecast: KDP	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/KDP.txt
[2025-12-22T20:25:13.652731] [INFO ] [sig       ] [1797/3560] Completed KDP in 0.3s | 2.95 sym/s | Total: 10.2m | ETA: 10.0m
[2025-12-22T20:25:13.652774] [INFO ] [sig       ] [1798/3560] Forecasting KE...
[2025-12-22T20:25:13.652803] [INFO ] [sig       ] Generating forecast for: KE
[2025-12-22T20:25:13.652834] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KE' from 'https://tdm.silogroup.org/data/derivative_storage/KE.csv'.
[2025-12-22T20:25:13.665249] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KE'.
[2025-12-22T20:25:13.665541] [INFO ] [FORECASTER] Starting predict_future for KE
[2025-12-22T20:25:13.666305] [DEBUG] [LOCAL     ] No optimal features file found for KE: ./output/feature-sets/KE.txt
[2025-12-22T20:25:13.666356] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:25:13.666388] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:25:13.666415] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:25:13.666470] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:25:13.723906] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:25:13.724510] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:25:13.724602] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:25:13.724635] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:25:13.843270] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:25:13.843420] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:25:13.843462] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:25:13.843491] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:25:13.846778] [DEBUG] [FORECASTER] KE: Forecast T+1@11:T+2@11: DOWN (p=11.11%)
[2025-12-22T20:25:13.847042] [INFO ] [FORECASTER] Completed predict_future for KE
[2025-12-22T20:25:13.847161] [INFO ] [sig       ] KE: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:25:13.985597] [INFO ] [LOCAL     ] Saved forecast: KE	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/KE.txt
[2025-12-22T20:25:13.985727] [INFO ] [sig       ] [1798/3560] Completed KE in 0.3s | 2.95 sym/s | Total: 10.2m | ETA: 10.0m
[2025-12-22T20:25:13.985764] [INFO ] [sig       ] [1799/3560] Forecasting KELYA...
[2025-12-22T20:25:13.985800] [INFO ] [sig       ] Generating forecast for: KELYA
[2025-12-22T20:25:13.985831] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KELYA' from 'https://tdm.silogroup.org/data/derivative_storage/KELYA.csv'.
[2025-12-22T20:25:13.996719] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KELYA'.
[2025-12-22T20:25:13.996994] [INFO ] [FORECASTER] Starting predict_future for KELYA
[2025-12-22T20:25:13.997756] [DEBUG] [LOCAL     ] No optimal features file found for KELYA: ./output/feature-sets/KELYA.txt
[2025-12-22T20:25:13.997807] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:25:13.997838] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:25:13.997865] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:25:13.997920] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:25:14.056107] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:25:14.056772] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:25:14.056852] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:25:14.056885] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:25:14.179120] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:25:14.179274] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:25:14.179314] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:25:14.179342] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:25:14.182690] [DEBUG] [FORECASTER] KELYA: Forecast T+1@11:T+2@11: DOWN (p=2.32%)
[2025-12-22T20:25:14.182954] [INFO ] [FORECASTER] Completed predict_future for KELYA
[2025-12-22T20:25:14.183071] [INFO ] [sig       ] KELYA: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:25:14.322593] [INFO ] [LOCAL     ] Saved forecast: KELYA	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/KELYA.txt
[2025-12-22T20:25:14.322760] [INFO ] [sig       ] [1799/3560] Completed KELYA in 0.3s | 2.95 sym/s | Total: 10.2m | ETA: 10.0m
[2025-12-22T20:25:14.322801] [INFO ] [sig       ] [1800/3560] Forecasting KEN...
[2025-12-22T20:25:14.322830] [INFO ] [sig       ] Generating forecast for: KEN
[2025-12-22T20:25:14.322860] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KEN' from 'https://tdm.silogroup.org/data/derivative_storage/KEN.csv'.
[2025-12-22T20:25:14.333467] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KEN'.
[2025-12-22T20:25:14.333886] [INFO ] [FORECASTER] Starting predict_future for KEN
[2025-12-22T20:25:14.334664] [DEBUG] [LOCAL     ] No optimal features file found for KEN: ./output/feature-sets/KEN.txt
[2025-12-22T20:25:14.334715] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:25:14.334747] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:25:14.334774] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:25:14.334829] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:25:14.395021] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:25:14.396001] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:25:14.396080] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:25:14.396112] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:25:14.511195] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:25:14.511341] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:25:14.511381] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:25:14.511410] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:25:14.514770] [DEBUG] [FORECASTER] KEN: Forecast T+1@11:T+2@11: DOWN (p=30.04%)
[2025-12-22T20:25:14.515034] [INFO ] [FORECASTER] Completed predict_future for KEN
[2025-12-22T20:25:14.515152] [INFO ] [sig       ] KEN: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:25:14.652802] [INFO ] [LOCAL     ] Saved forecast: KEN	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/KEN.txt
[2025-12-22T20:25:14.652949] [INFO ] [sig       ] [1800/3560] Completed KEN in 0.3s | 2.95 sym/s | Total: 10.2m | ETA: 10.0m
[2025-12-22T20:25:14.652990] [INFO ] [sig       ] [1801/3560] Forecasting KEP...
[2025-12-22T20:25:14.653019] [INFO ] [sig       ] Generating forecast for: KEP
[2025-12-22T20:25:14.653049] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KEP' from 'https://tdm.silogroup.org/data/derivative_storage/KEP.csv'.
[2025-12-22T20:25:14.664456] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KEP'.
[2025-12-22T20:25:14.664910] [INFO ] [FORECASTER] Starting predict_future for KEP
[2025-12-22T20:25:14.665708] [DEBUG] [LOCAL     ] No optimal features file found for KEP: ./output/feature-sets/KEP.txt
[2025-12-22T20:25:14.665759] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:25:14.665818] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:25:14.665847] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:25:14.665904] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:25:14.723463] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:25:14.724299] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:25:14.724381] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:25:14.724413] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:25:14.844585] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:25:14.844746] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:25:14.844787] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:25:14.844818] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:25:14.848147] [DEBUG] [FORECASTER] KEP: Forecast T+1@11:T+2@11: DOWN (p=42.05%)
[2025-12-22T20:25:14.848406] [INFO ] [FORECASTER] Completed predict_future for KEP
[2025-12-22T20:25:14.848526] [INFO ] [sig       ] KEP: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:25:14.985610] [INFO ] [LOCAL     ] Saved forecast: KEP	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/KEP.txt
[2025-12-22T20:25:14.985768] [INFO ] [sig       ] [1801/3560] Completed KEP in 0.3s | 2.95 sym/s | Total: 10.2m | ETA: 9.9m
[2025-12-22T20:25:14.985809] [INFO ] [sig       ] [1802/3560] Forecasting KEX...
[2025-12-22T20:25:14.985839] [INFO ] [sig       ] Generating forecast for: KEX
[2025-12-22T20:25:14.985870] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KEX' from 'https://tdm.silogroup.org/data/derivative_storage/KEX.csv'.
[2025-12-22T20:25:14.997312] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KEX'.
[2025-12-22T20:25:14.997618] [INFO ] [FORECASTER] Starting predict_future for KEX
[2025-12-22T20:25:14.998362] [DEBUG] [LOCAL     ] No optimal features file found for KEX: ./output/feature-sets/KEX.txt
[2025-12-22T20:25:14.998413] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:25:14.998444] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:25:14.998470] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:25:14.998525] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:25:15.055703] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:25:15.056336] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:25:15.056411] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:25:15.056443] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:25:15.177982] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:25:15.178137] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:25:15.178180] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:25:15.178226] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:25:15.184975] [DEBUG] [FORECASTER] KEX: Forecast T+1@11:T+2@11: DOWN (p=5.38%)
[2025-12-22T20:25:15.185363] [INFO ] [FORECASTER] Completed predict_future for KEX
[2025-12-22T20:25:15.185487] [INFO ] [sig       ] KEX: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:25:15.322095] [INFO ] [LOCAL     ] Saved forecast: KEX	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/KEX.txt
[2025-12-22T20:25:15.322216] [INFO ] [sig       ] [1802/3560] Completed KEX in 0.3s | 2.95 sym/s | Total: 10.2m | ETA: 9.9m
[2025-12-22T20:25:15.322254] [INFO ] [sig       ] [1803/3560] Forecasting KEYS...
[2025-12-22T20:25:15.322283] [INFO ] [sig       ] Generating forecast for: KEYS
[2025-12-22T20:25:15.322312] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KEYS' from 'https://tdm.silogroup.org/data/derivative_storage/KEYS.csv'.
[2025-12-22T20:25:15.334111] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KEYS'.
[2025-12-22T20:25:15.334410] [INFO ] [FORECASTER] Starting predict_future for KEYS
[2025-12-22T20:25:15.335187] [DEBUG] [LOCAL     ] No optimal features file found for KEYS: ./output/feature-sets/KEYS.txt
[2025-12-22T20:25:15.335237] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:25:15.335270] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:25:15.335296] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:25:15.335352] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:25:15.392842] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:25:15.393491] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:25:15.393592] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:25:15.393633] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:25:15.517292] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:25:15.517439] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:25:15.517477] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:25:15.517504] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:25:15.520837] [DEBUG] [FORECASTER] KEYS: Forecast T+1@11:T+2@11: UP (p=89.74%)
[2025-12-22T20:25:15.521101] [INFO ] [FORECASTER] Completed predict_future for KEYS
[2025-12-22T20:25:15.521216] [INFO ] [sig       ] KEYS: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:25:15.659308] [INFO ] [LOCAL     ] Saved forecast: KEYS	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/KEYS.txt
[2025-12-22T20:25:15.659432] [INFO ] [sig       ] [1803/3560] Completed KEYS in 0.3s | 2.95 sym/s | Total: 10.2m | ETA: 9.9m
[2025-12-22T20:25:15.659470] [INFO ] [sig       ] [1804/3560] Forecasting KFS...
[2025-12-22T20:25:15.659500] [INFO ] [sig       ] Generating forecast for: KFS
[2025-12-22T20:25:15.659531] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KFS' from 'https://tdm.silogroup.org/data/derivative_storage/KFS.csv'.
[2025-12-22T20:25:15.674771] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KFS'.
[2025-12-22T20:25:15.675566] [INFO ] [FORECASTER] Starting predict_future for KFS
[2025-12-22T20:25:15.676813] [DEBUG] [LOCAL     ] No optimal features file found for KFS: ./output/feature-sets/KFS.txt
[2025-12-22T20:25:15.676882] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:25:15.676930] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:25:15.676967] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:25:15.677044] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:25:15.739983] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:25:15.741186] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:25:15.741301] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:25:15.741363] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:25:15.876110] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:25:15.876359] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:25:15.876432] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:25:15.876518] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:25:15.882983] [DEBUG] [FORECASTER] KFS: Forecast T+1@11:T+2@11: DOWN (p=3.04%)
[2025-12-22T20:25:15.883605] [INFO ] [FORECASTER] Completed predict_future for KFS
[2025-12-22T20:25:15.883836] [INFO ] [sig       ] KFS: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:25:16.042334] [INFO ] [LOCAL     ] Saved forecast: KFS	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/KFS.txt
[2025-12-22T20:25:16.042529] [INFO ] [sig       ] [1804/3560] Completed KFS in 0.4s | 2.95 sym/s | Total: 10.2m | ETA: 9.9m
[2025-12-22T20:25:16.042599] [INFO ] [sig       ] [1805/3560] Forecasting KFY...
[2025-12-22T20:25:16.042635] [INFO ] [sig       ] Generating forecast for: KFY
[2025-12-22T20:25:16.042668] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KFY' from 'https://tdm.silogroup.org/data/derivative_storage/KFY.csv'.
[2025-12-22T20:25:16.055325] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KFY'.
[2025-12-22T20:25:16.055841] [INFO ] [FORECASTER] Starting predict_future for KFY
[2025-12-22T20:25:16.056759] [DEBUG] [LOCAL     ] No optimal features file found for KFY: ./output/feature-sets/KFY.txt
[2025-12-22T20:25:16.056840] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:25:16.056878] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:25:16.056927] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:25:16.056987] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:25:16.116973] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:25:16.118189] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:25:16.118286] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:25:16.118322] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:25:16.242712] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:25:16.242937] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:25:16.242984] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:25:16.243015] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:25:16.246878] [DEBUG] [FORECASTER] KFY: Forecast T+1@11:T+2@11: DOWN (p=28.36%)
[2025-12-22T20:25:16.247192] [INFO ] [FORECASTER] Completed predict_future for KFY
[2025-12-22T20:25:16.247332] [INFO ] [sig       ] KFY: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:25:16.392755] [INFO ] [LOCAL     ] Saved forecast: KFY	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/KFY.txt
[2025-12-22T20:25:16.392959] [INFO ] [sig       ] [1805/3560] Completed KFY in 0.4s | 2.95 sym/s | Total: 10.2m | ETA: 9.9m
[2025-12-22T20:25:16.393001] [INFO ] [sig       ] [1806/3560] Forecasting KGS...
[2025-12-22T20:25:16.393032] [INFO ] [sig       ] Generating forecast for: KGS
[2025-12-22T20:25:16.393066] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KGS' from 'https://tdm.silogroup.org/data/derivative_storage/KGS.csv'.
[2025-12-22T20:25:16.406430] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KGS'.
[2025-12-22T20:25:16.406972] [INFO ] [FORECASTER] Starting predict_future for KGS
[2025-12-22T20:25:16.407935] [DEBUG] [LOCAL     ] No optimal features file found for KGS: ./output/feature-sets/KGS.txt
[2025-12-22T20:25:16.407989] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:25:16.408022] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:25:16.408071] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:25:16.408131] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:25:16.479881] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:25:16.481048] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:25:16.481169] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:25:16.481224] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:25:16.614356] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:25:16.614621] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:25:16.614684] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:25:16.614729] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:25:16.619172] [DEBUG] [FORECASTER] KGS: Forecast T+1@11:T+2@11: UP (p=61.59%)
[2025-12-22T20:25:16.619595] [INFO ] [FORECASTER] Completed predict_future for KGS
[2025-12-22T20:25:16.619751] [INFO ] [sig       ] KGS: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:25:16.776493] [INFO ] [LOCAL     ] Saved forecast: KGS	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/KGS.txt
[2025-12-22T20:25:16.776733] [INFO ] [sig       ] [1806/3560] Completed KGS in 0.4s | 2.95 sym/s | Total: 10.2m | ETA: 9.9m
[2025-12-22T20:25:16.776782] [INFO ] [sig       ] [1807/3560] Forecasting KHC...
[2025-12-22T20:25:16.776813] [INFO ] [sig       ] Generating forecast for: KHC
[2025-12-22T20:25:16.776847] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KHC' from 'https://tdm.silogroup.org/data/derivative_storage/KHC.csv'.
[2025-12-22T20:25:16.790998] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KHC'.
[2025-12-22T20:25:16.791632] [INFO ] [FORECASTER] Starting predict_future for KHC
[2025-12-22T20:25:16.792598] [DEBUG] [LOCAL     ] No optimal features file found for KHC: ./output/feature-sets/KHC.txt
[2025-12-22T20:25:16.792654] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:25:16.792688] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:25:16.792719] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:25:16.792778] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:25:16.855872] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:25:16.857062] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:25:16.857210] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:25:16.857255] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:25:16.988400] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:25:16.988646] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:25:16.988691] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:25:16.988720] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:25:16.992648] [DEBUG] [FORECASTER] KHC: Forecast T+1@11:T+2@11: UP (p=94.28%)
[2025-12-22T20:25:16.992979] [INFO ] [FORECASTER] Completed predict_future for KHC
[2025-12-22T20:25:16.993116] [INFO ] [sig       ] KHC: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:25:17.139004] [INFO ] [LOCAL     ] Saved forecast: KHC	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/KHC.txt
[2025-12-22T20:25:17.139534] [INFO ] [sig       ] [1807/3560] Completed KHC in 0.4s | 2.95 sym/s | Total: 10.2m | ETA: 9.9m
[2025-12-22T20:25:17.139610] [INFO ] [sig       ] [1808/3560] Forecasting KIDS...
[2025-12-22T20:25:17.139649] [INFO ] [sig       ] Generating forecast for: KIDS
[2025-12-22T20:25:17.139682] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KIDS' from 'https://tdm.silogroup.org/data/derivative_storage/KIDS.csv'.
[2025-12-22T20:25:17.152772] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KIDS'.
[2025-12-22T20:25:17.153301] [INFO ] [FORECASTER] Starting predict_future for KIDS
[2025-12-22T20:25:17.154235] [DEBUG] [LOCAL     ] No optimal features file found for KIDS: ./output/feature-sets/KIDS.txt
[2025-12-22T20:25:17.154287] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:25:17.154319] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:25:17.154346] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:25:17.154404] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:25:17.213337] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:25:17.214438] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:25:17.214535] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:25:17.214568] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:25:17.334923] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:25:17.335175] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:25:17.335245] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:25:17.335283] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:25:17.339559] [DEBUG] [FORECASTER] KIDS: Forecast T+1@11:T+2@11: UP (p=65.80%)
[2025-12-22T20:25:17.339924] [INFO ] [FORECASTER] Completed predict_future for KIDS
[2025-12-22T20:25:17.340093] [INFO ] [sig       ] KIDS: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:25:17.484514] [INFO ] [LOCAL     ] Saved forecast: KIDS	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/KIDS.txt
[2025-12-22T20:25:17.484742] [INFO ] [sig       ] [1808/3560] Completed KIDS in 0.3s | 2.95 sym/s | Total: 10.2m | ETA: 9.9m
[2025-12-22T20:25:17.484789] [INFO ] [sig       ] [1809/3560] Forecasting KIM...
[2025-12-22T20:25:17.484821] [INFO ] [sig       ] Generating forecast for: KIM
[2025-12-22T20:25:17.484854] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KIM' from 'https://tdm.silogroup.org/data/derivative_storage/KIM.csv'.
[2025-12-22T20:25:17.499485] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KIM'.
[2025-12-22T20:25:17.500178] [INFO ] [FORECASTER] Starting predict_future for KIM
[2025-12-22T20:25:17.501393] [DEBUG] [LOCAL     ] No optimal features file found for KIM: ./output/feature-sets/KIM.txt
[2025-12-22T20:25:17.501478] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:25:17.501523] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:25:17.501554] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:25:17.501641] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:25:17.559390] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:25:17.560347] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:25:17.560434] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:25:17.560466] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:25:17.681842] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:25:17.682003] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:25:17.682046] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:25:17.682074] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:25:17.685478] [DEBUG] [FORECASTER] KIM: Forecast T+1@11:T+2@11: DOWN (p=31.97%)
[2025-12-22T20:25:17.685765] [INFO ] [FORECASTER] Completed predict_future for KIM
[2025-12-22T20:25:17.685898] [INFO ] [sig       ] KIM: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:25:17.823105] [INFO ] [LOCAL     ] Saved forecast: KIM	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/KIM.txt
[2025-12-22T20:25:17.823611] [INFO ] [sig       ] [1809/3560] Completed KIM in 0.3s | 2.95 sym/s | Total: 10.2m | ETA: 9.9m
[2025-12-22T20:25:17.823676] [INFO ] [sig       ] [1810/3560] Forecasting KINS...
[2025-12-22T20:25:17.823712] [INFO ] [sig       ] Generating forecast for: KINS
[2025-12-22T20:25:17.823938] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KINS' from 'https://tdm.silogroup.org/data/derivative_storage/KINS.csv'.
[2025-12-22T20:25:17.838450] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KINS'.
[2025-12-22T20:25:17.839079] [INFO ] [FORECASTER] Starting predict_future for KINS
[2025-12-22T20:25:17.840082] [DEBUG] [LOCAL     ] No optimal features file found for KINS: ./output/feature-sets/KINS.txt
[2025-12-22T20:25:17.840137] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:25:17.840172] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:25:17.840199] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:25:17.840258] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:25:17.905343] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:25:17.906652] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:25:17.906751] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:25:17.906784] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:25:18.033099] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:25:18.033317] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:25:18.033360] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:25:18.033389] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:25:18.037244] [DEBUG] [FORECASTER] KINS: Forecast T+1@11:T+2@11: DOWN (p=24.00%)
[2025-12-22T20:25:18.037555] [INFO ] [FORECASTER] Completed predict_future for KINS
[2025-12-22T20:25:18.037705] [INFO ] [sig       ] KINS: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:25:18.181287] [INFO ] [LOCAL     ] Saved forecast: KINS	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/KINS.txt
[2025-12-22T20:25:18.181508] [INFO ] [sig       ] [1810/3560] Completed KINS in 0.4s | 2.95 sym/s | Total: 10.2m | ETA: 9.9m
[2025-12-22T20:25:18.181553] [INFO ] [sig       ] [1811/3560] Forecasting KIO...
[2025-12-22T20:25:18.181600] [INFO ] [sig       ] Generating forecast for: KIO
[2025-12-22T20:25:18.181636] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KIO' from 'https://tdm.silogroup.org/data/derivative_storage/KIO.csv'.
[2025-12-22T20:25:18.196543] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KIO'.
[2025-12-22T20:25:18.197178] [INFO ] [FORECASTER] Starting predict_future for KIO
[2025-12-22T20:25:18.198287] [DEBUG] [LOCAL     ] No optimal features file found for KIO: ./output/feature-sets/KIO.txt
[2025-12-22T20:25:18.198347] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:25:18.198381] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:25:18.198411] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:25:18.198472] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:25:18.262180] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:25:18.263374] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:25:18.263518] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:25:18.263554] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:25:18.393626] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:25:18.393896] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:25:18.393961] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:25:18.394009] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:25:18.400458] [DEBUG] [FORECASTER] KIO: Forecast T+1@11:T+2@11: DOWN (p=12.50%)
[2025-12-22T20:25:18.401111] [INFO ] [FORECASTER] Completed predict_future for KIO
[2025-12-22T20:25:18.401358] [INFO ] [sig       ] KIO: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:25:18.601490] [INFO ] [LOCAL     ] Saved forecast: KIO	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/KIO.txt
[2025-12-22T20:25:18.601752] [INFO ] [sig       ] [1811/3560] Completed KIO in 0.4s | 2.95 sym/s | Total: 10.2m | ETA: 9.9m
[2025-12-22T20:25:18.601802] [INFO ] [sig       ] [1812/3560] Forecasting KKRS...
[2025-12-22T20:25:18.601839] [INFO ] [sig       ] Generating forecast for: KKRS
[2025-12-22T20:25:18.601873] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KKRS' from 'https://tdm.silogroup.org/data/derivative_storage/KKRS.csv'.
[2025-12-22T20:25:18.615913] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KKRS'.
[2025-12-22T20:25:18.616542] [INFO ] [FORECASTER] Starting predict_future for KKRS
[2025-12-22T20:25:18.617458] [DEBUG] [LOCAL     ] No optimal features file found for KKRS: ./output/feature-sets/KKRS.txt
[2025-12-22T20:25:18.617511] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:25:18.617545] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:25:18.617591] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:25:18.617654] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:25:18.682656] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:25:18.684133] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:25:18.684230] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:25:18.684268] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:25:18.815367] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:25:18.815617] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:25:18.815664] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:25:18.815694] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:25:18.819673] [DEBUG] [FORECASTER] KKRS: Forecast T+1@11:T+2@11: DOWN (p=3.78%)
[2025-12-22T20:25:18.820007] [INFO ] [FORECASTER] Completed predict_future for KKRS
[2025-12-22T20:25:18.820154] [INFO ] [sig       ] KKRS: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:25:18.972715] [INFO ] [LOCAL     ] Saved forecast: KKRS	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/KKRS.txt
[2025-12-22T20:25:18.973184] [INFO ] [sig       ] [1812/3560] Completed KKRS in 0.4s | 2.95 sym/s | Total: 10.2m | ETA: 9.9m
[2025-12-22T20:25:18.973246] [INFO ] [sig       ] [1813/3560] Forecasting KLAC...
[2025-12-22T20:25:18.973288] [INFO ] [sig       ] Generating forecast for: KLAC
[2025-12-22T20:25:18.973334] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KLAC' from 'https://tdm.silogroup.org/data/derivative_storage/KLAC.csv'.
[2025-12-22T20:25:18.989967] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KLAC'.
[2025-12-22T20:25:18.990668] [INFO ] [FORECASTER] Starting predict_future for KLAC
[2025-12-22T20:25:18.991708] [DEBUG] [LOCAL     ] No optimal features file found for KLAC: ./output/feature-sets/KLAC.txt
[2025-12-22T20:25:18.991773] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:25:18.991819] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:25:18.991859] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:25:18.991924] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:25:19.056375] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:25:19.057540] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:25:19.057675] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:25:19.057711] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:25:19.192286] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:25:19.192522] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:25:19.192566] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:25:19.192615] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:25:19.196668] [DEBUG] [FORECASTER] KLAC: Forecast T+1@11:T+2@11: UP (p=73.94%)
[2025-12-22T20:25:19.196972] [INFO ] [FORECASTER] Completed predict_future for KLAC
[2025-12-22T20:25:19.197106] [INFO ] [sig       ] KLAC: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:25:19.348637] [INFO ] [LOCAL     ] Saved forecast: KLAC	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/KLAC.txt
[2025-12-22T20:25:19.348858] [INFO ] [sig       ] [1813/3560] Completed KLAC in 0.4s | 2.95 sym/s | Total: 10.3m | ETA: 9.9m
[2025-12-22T20:25:19.348901] [INFO ] [sig       ] [1814/3560] Forecasting KLIC...
[2025-12-22T20:25:19.348932] [INFO ] [sig       ] Generating forecast for: KLIC
[2025-12-22T20:25:19.348965] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KLIC' from 'https://tdm.silogroup.org/data/derivative_storage/KLIC.csv'.
[2025-12-22T20:25:19.362447] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KLIC'.
[2025-12-22T20:25:19.363045] [INFO ] [FORECASTER] Starting predict_future for KLIC
[2025-12-22T20:25:19.363940] [DEBUG] [LOCAL     ] No optimal features file found for KLIC: ./output/feature-sets/KLIC.txt
[2025-12-22T20:25:19.363995] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:25:19.364030] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:25:19.364058] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:25:19.364118] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:25:19.423745] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:25:19.424890] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:25:19.424993] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:25:19.425028] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:25:19.556332] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:25:19.556627] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:25:19.556693] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:25:19.556728] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:25:19.561087] [DEBUG] [FORECASTER] KLIC: Forecast T+1@11:T+2@11: UP (p=91.69%)
[2025-12-22T20:25:19.561517] [INFO ] [FORECASTER] Completed predict_future for KLIC
[2025-12-22T20:25:19.561697] [INFO ] [sig       ] KLIC: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:25:19.710500] [INFO ] [LOCAL     ] Saved forecast: KLIC	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/KLIC.txt
[2025-12-22T20:25:19.710775] [INFO ] [sig       ] [1814/3560] Completed KLIC in 0.4s | 2.95 sym/s | Total: 10.3m | ETA: 9.9m
[2025-12-22T20:25:19.710821] [INFO ] [sig       ] [1815/3560] Forecasting KLXE...
[2025-12-22T20:25:19.710853] [INFO ] [sig       ] Generating forecast for: KLXE
[2025-12-22T20:25:19.710886] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KLXE' from 'https://tdm.silogroup.org/data/derivative_storage/KLXE.csv'.
[2025-12-22T20:25:19.725434] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KLXE'.
[2025-12-22T20:25:19.726052] [INFO ] [FORECASTER] Starting predict_future for KLXE
[2025-12-22T20:25:19.727005] [DEBUG] [LOCAL     ] No optimal features file found for KLXE: ./output/feature-sets/KLXE.txt
[2025-12-22T20:25:19.727062] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:25:19.727098] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:25:19.727131] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:25:19.727195] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:25:19.789420] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:25:19.790665] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:25:19.790780] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:25:19.790825] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:25:19.915997] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:25:19.916262] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:25:19.916312] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:25:19.916360] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:25:19.920464] [DEBUG] [FORECASTER] KLXE: Forecast T+1@11:T+2@11: DOWN (p=43.31%)
[2025-12-22T20:25:19.920805] [INFO ] [FORECASTER] Completed predict_future for KLXE
[2025-12-22T20:25:19.920960] [INFO ] [sig       ] KLXE: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:25:20.067120] [INFO ] [LOCAL     ] Saved forecast: KLXE	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/KLXE.txt
[2025-12-22T20:25:20.067305] [INFO ] [sig       ] [1815/3560] Completed KLXE in 0.4s | 2.95 sym/s | Total: 10.3m | ETA: 9.9m
[2025-12-22T20:25:20.067345] [INFO ] [sig       ] [1816/3560] Forecasting KMB...
[2025-12-22T20:25:20.067376] [INFO ] [sig       ] Generating forecast for: KMB
[2025-12-22T20:25:20.067409] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KMB' from 'https://tdm.silogroup.org/data/derivative_storage/KMB.csv'.
[2025-12-22T20:25:20.082609] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KMB'.
[2025-12-22T20:25:20.083122] [INFO ] [FORECASTER] Starting predict_future for KMB
[2025-12-22T20:25:20.084305] [DEBUG] [LOCAL     ] No optimal features file found for KMB: ./output/feature-sets/KMB.txt
[2025-12-22T20:25:20.084361] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:25:20.084397] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:25:20.084424] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:25:20.084485] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:25:20.144398] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:25:20.145439] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:25:20.145536] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:25:20.145569] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:25:20.278177] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:25:20.278482] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:25:20.278534] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:25:20.278565] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:25:20.283550] [DEBUG] [FORECASTER] KMB: Forecast T+1@11:T+2@11: UP (p=84.36%)
[2025-12-22T20:25:20.283909] [INFO ] [FORECASTER] Completed predict_future for KMB
[2025-12-22T20:25:20.284277] [INFO ] [sig       ] KMB: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:25:20.428601] [INFO ] [LOCAL     ] Saved forecast: KMB	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/KMB.txt
[2025-12-22T20:25:20.428825] [INFO ] [sig       ] [1816/3560] Completed KMB in 0.4s | 2.95 sym/s | Total: 10.3m | ETA: 9.9m
[2025-12-22T20:25:20.428868] [INFO ] [sig       ] [1817/3560] Forecasting KMDA...
[2025-12-22T20:25:20.428899] [INFO ] [sig       ] Generating forecast for: KMDA
[2025-12-22T20:25:20.428933] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KMDA' from 'https://tdm.silogroup.org/data/derivative_storage/KMDA.csv'.
[2025-12-22T20:25:20.442058] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KMDA'.
[2025-12-22T20:25:20.442607] [INFO ] [FORECASTER] Starting predict_future for KMDA
[2025-12-22T20:25:20.443489] [DEBUG] [LOCAL     ] No optimal features file found for KMDA: ./output/feature-sets/KMDA.txt
[2025-12-22T20:25:20.443543] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:25:20.443603] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:25:20.443635] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:25:20.443695] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:25:20.501280] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:25:20.502542] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:25:20.502664] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:25:20.502698] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:25:20.634652] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:25:20.634903] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:25:20.634951] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:25:20.634982] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:25:20.639433] [DEBUG] [FORECASTER] KMDA: Forecast T+1@11:T+2@11: DOWN (p=14.50%)
[2025-12-22T20:25:20.639845] [INFO ] [FORECASTER] Completed predict_future for KMDA
[2025-12-22T20:25:20.640015] [INFO ] [sig       ] KMDA: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:25:20.782109] [INFO ] [LOCAL     ] Saved forecast: KMDA	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/KMDA.txt
[2025-12-22T20:25:20.782288] [INFO ] [sig       ] [1817/3560] Completed KMDA in 0.4s | 2.95 sym/s | Total: 10.3m | ETA: 9.9m
[2025-12-22T20:25:20.782328] [INFO ] [sig       ] [1818/3560] Forecasting KMI...
[2025-12-22T20:25:20.782359] [INFO ] [sig       ] Generating forecast for: KMI
[2025-12-22T20:25:20.782391] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KMI' from 'https://tdm.silogroup.org/data/derivative_storage/KMI.csv'.
[2025-12-22T20:25:20.795266] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KMI'.
[2025-12-22T20:25:20.795736] [INFO ] [FORECASTER] Starting predict_future for KMI
[2025-12-22T20:25:20.796630] [DEBUG] [LOCAL     ] No optimal features file found for KMI: ./output/feature-sets/KMI.txt
[2025-12-22T20:25:20.796683] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:25:20.796752] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:25:20.796781] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:25:20.796838] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:25:20.853184] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:25:20.854097] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:25:20.854189] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:25:20.854221] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:25:20.974700] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:25:20.974936] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:25:20.974984] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:25:20.975017] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:25:20.979183] [DEBUG] [FORECASTER] KMI: Forecast T+1@11:T+2@11: DOWN (p=40.01%)
[2025-12-22T20:25:20.979501] [INFO ] [FORECASTER] Completed predict_future for KMI
[2025-12-22T20:25:20.979660] [INFO ] [sig       ] KMI: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:25:21.128889] [INFO ] [LOCAL     ] Saved forecast: KMI	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/KMI.txt
[2025-12-22T20:25:21.129137] [INFO ] [sig       ] [1818/3560] Completed KMI in 0.3s | 2.95 sym/s | Total: 10.3m | ETA: 9.9m
[2025-12-22T20:25:21.129187] [INFO ] [sig       ] [1819/3560] Forecasting KMPB...
[2025-12-22T20:25:21.129223] [INFO ] [sig       ] Generating forecast for: KMPB
[2025-12-22T20:25:21.129257] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KMPB' from 'https://tdm.silogroup.org/data/derivative_storage/KMPB.csv'.
[2025-12-22T20:25:21.142412] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KMPB'.
[2025-12-22T20:25:21.142954] [INFO ] [FORECASTER] Starting predict_future for KMPB
[2025-12-22T20:25:21.143910] [DEBUG] [LOCAL     ] No optimal features file found for KMPB: ./output/feature-sets/KMPB.txt
[2025-12-22T20:25:21.143993] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:25:21.144027] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:25:21.144053] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:25:21.144112] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:25:21.203918] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:25:21.205139] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:25:21.205249] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:25:21.205286] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:25:21.320195] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:25:21.320452] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:25:21.320499] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:25:21.320528] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:25:21.324433] [DEBUG] [FORECASTER] KMPB: Forecast T+1@11:T+2@11: UP (p=78.16%)
[2025-12-22T20:25:21.324811] [INFO ] [FORECASTER] Completed predict_future for KMPB
[2025-12-22T20:25:21.324956] [INFO ] [sig       ] KMPB: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:25:21.469296] [INFO ] [LOCAL     ] Saved forecast: KMPB	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/KMPB.txt
[2025-12-22T20:25:21.469503] [INFO ] [sig       ] [1819/3560] Completed KMPB in 0.3s | 2.95 sym/s | Total: 10.3m | ETA: 9.8m
[2025-12-22T20:25:21.469549] [INFO ] [sig       ] [1820/3560] Forecasting KMX...
[2025-12-22T20:25:21.469597] [INFO ] [sig       ] Generating forecast for: KMX
[2025-12-22T20:25:21.469631] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KMX' from 'https://tdm.silogroup.org/data/derivative_storage/KMX.csv'.
[2025-12-22T20:25:21.483029] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KMX'.
[2025-12-22T20:25:21.483632] [INFO ] [FORECASTER] Starting predict_future for KMX
[2025-12-22T20:25:21.484521] [DEBUG] [LOCAL     ] No optimal features file found for KMX: ./output/feature-sets/KMX.txt
[2025-12-22T20:25:21.484594] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:25:21.484632] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:25:21.484660] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:25:21.484718] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:25:21.546867] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:25:21.548265] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:25:21.548411] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:25:21.548454] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:25:21.675763] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:25:21.676028] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:25:21.676076] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:25:21.676106] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:25:21.680141] [DEBUG] [FORECASTER] KMX: Forecast T+1@11:T+2@11: UP (p=96.04%)
[2025-12-22T20:25:21.680563] [INFO ] [FORECASTER] Completed predict_future for KMX
[2025-12-22T20:25:21.680771] [INFO ] [sig       ] KMX: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:25:21.849585] [INFO ] [LOCAL     ] Saved forecast: KMX	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/KMX.txt
[2025-12-22T20:25:21.849833] [INFO ] [sig       ] [1820/3560] Completed KMX in 0.4s | 2.95 sym/s | Total: 10.3m | ETA: 9.8m
[2025-12-22T20:25:21.849899] [INFO ] [sig       ] [1821/3560] Forecasting KN...
[2025-12-22T20:25:21.849932] [INFO ] [sig       ] Generating forecast for: KN
[2025-12-22T20:25:21.849966] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KN' from 'https://tdm.silogroup.org/data/derivative_storage/KN.csv'.
[2025-12-22T20:25:21.863884] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KN'.
[2025-12-22T20:25:21.864372] [INFO ] [FORECASTER] Starting predict_future for KN
[2025-12-22T20:25:21.865275] [DEBUG] [LOCAL     ] No optimal features file found for KN: ./output/feature-sets/KN.txt
[2025-12-22T20:25:21.865336] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:25:21.865375] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:25:21.865413] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:25:21.865481] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:25:21.924308] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:25:21.925492] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:25:21.925606] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:25:21.925643] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:25:22.050891] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:25:22.051123] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:25:22.051167] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:25:22.051232] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:25:22.055098] [DEBUG] [FORECASTER] KN: Forecast T+1@11:T+2@11: UP (p=83.07%)
[2025-12-22T20:25:22.055454] [INFO ] [FORECASTER] Completed predict_future for KN
[2025-12-22T20:25:22.055613] [INFO ] [sig       ] KN: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:25:22.206988] [INFO ] [LOCAL     ] Saved forecast: KN	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/KN.txt
[2025-12-22T20:25:22.207194] [INFO ] [sig       ] [1821/3560] Completed KN in 0.4s | 2.95 sym/s | Total: 10.3m | ETA: 9.8m
[2025-12-22T20:25:22.207238] [INFO ] [sig       ] [1822/3560] Forecasting KNF...
[2025-12-22T20:25:22.207268] [INFO ] [sig       ] Generating forecast for: KNF
[2025-12-22T20:25:22.207301] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KNF' from 'https://tdm.silogroup.org/data/derivative_storage/KNF.csv'.
[2025-12-22T20:25:22.220726] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KNF'.
[2025-12-22T20:25:22.221341] [INFO ] [FORECASTER] Starting predict_future for KNF
[2025-12-22T20:25:22.222325] [DEBUG] [LOCAL     ] No optimal features file found for KNF: ./output/feature-sets/KNF.txt
[2025-12-22T20:25:22.222379] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:25:22.222413] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:25:22.222440] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:25:22.222499] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:25:22.285884] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:25:22.287054] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:25:22.287157] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:25:22.287191] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:25:22.406964] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:25:22.407197] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:25:22.407243] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:25:22.407272] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:25:22.411229] [DEBUG] [FORECASTER] KNF: Forecast T+1@11:T+2@11: UP (p=97.02%)
[2025-12-22T20:25:22.411546] [INFO ] [FORECASTER] Completed predict_future for KNF
[2025-12-22T20:25:22.411707] [INFO ] [sig       ] KNF: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:25:22.549708] [INFO ] [LOCAL     ] Saved forecast: KNF	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/KNF.txt
[2025-12-22T20:25:22.549905] [INFO ] [sig       ] [1822/3560] Completed KNF in 0.3s | 2.95 sym/s | Total: 10.3m | ETA: 9.8m
[2025-12-22T20:25:22.549959] [INFO ] [sig       ] [1823/3560] Forecasting KNOP...
[2025-12-22T20:25:22.549992] [INFO ] [sig       ] Generating forecast for: KNOP
[2025-12-22T20:25:22.550048] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KNOP' from 'https://tdm.silogroup.org/data/derivative_storage/KNOP.csv'.
[2025-12-22T20:25:22.563375] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KNOP'.
[2025-12-22T20:25:22.563901] [INFO ] [FORECASTER] Starting predict_future for KNOP
[2025-12-22T20:25:22.564874] [DEBUG] [LOCAL     ] No optimal features file found for KNOP: ./output/feature-sets/KNOP.txt
[2025-12-22T20:25:22.564928] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:25:22.564961] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:25:22.564989] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:25:22.565057] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:25:22.625953] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:25:22.627121] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:25:22.627226] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:25:22.627259] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:25:22.755328] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:25:22.755559] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:25:22.755623] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:25:22.755654] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:25:22.759979] [DEBUG] [FORECASTER] KNOP: Forecast T+1@11:T+2@11: UP (p=86.03%)
[2025-12-22T20:25:22.760378] [INFO ] [FORECASTER] Completed predict_future for KNOP
[2025-12-22T20:25:22.760556] [INFO ] [sig       ] KNOP: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:25:22.908252] [INFO ] [LOCAL     ] Saved forecast: KNOP	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/KNOP.txt
[2025-12-22T20:25:22.908499] [INFO ] [sig       ] [1823/3560] Completed KNOP in 0.4s | 2.95 sym/s | Total: 10.3m | ETA: 9.8m
[2025-12-22T20:25:22.908546] [INFO ] [sig       ] [1824/3560] Forecasting KNSA...
[2025-12-22T20:25:22.908594] [INFO ] [sig       ] Generating forecast for: KNSA
[2025-12-22T20:25:22.908631] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KNSA' from 'https://tdm.silogroup.org/data/derivative_storage/KNSA.csv'.
[2025-12-22T20:25:22.922232] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KNSA'.
[2025-12-22T20:25:22.922802] [INFO ] [FORECASTER] Starting predict_future for KNSA
[2025-12-22T20:25:22.923769] [DEBUG] [LOCAL     ] No optimal features file found for KNSA: ./output/feature-sets/KNSA.txt
[2025-12-22T20:25:22.923823] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:25:22.923857] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:25:22.923885] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:25:22.923944] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:25:22.982160] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:25:22.983315] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:25:22.983419] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:25:22.983454] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:25:23.106817] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:25:23.106979] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:25:23.107019] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:25:23.107047] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:25:23.110464] [DEBUG] [FORECASTER] KNSA: Forecast T+1@11:T+2@11: DOWN (p=26.20%)
[2025-12-22T20:25:23.110763] [INFO ] [FORECASTER] Completed predict_future for KNSA
[2025-12-22T20:25:23.110911] [INFO ] [sig       ] KNSA: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:25:23.246282] [INFO ] [LOCAL     ] Saved forecast: KNSA	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/KNSA.txt
[2025-12-22T20:25:23.246435] [INFO ] [sig       ] [1824/3560] Completed KNSA in 0.3s | 2.95 sym/s | Total: 10.3m | ETA: 9.8m
[2025-12-22T20:25:23.246474] [INFO ] [sig       ] [1825/3560] Forecasting KNSL...
[2025-12-22T20:25:23.246504] [INFO ] [sig       ] Generating forecast for: KNSL
[2025-12-22T20:25:23.246533] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KNSL' from 'https://tdm.silogroup.org/data/derivative_storage/KNSL.csv'.
[2025-12-22T20:25:23.257450] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KNSL'.
[2025-12-22T20:25:23.257824] [INFO ] [FORECASTER] Starting predict_future for KNSL
[2025-12-22T20:25:23.258628] [DEBUG] [LOCAL     ] No optimal features file found for KNSL: ./output/feature-sets/KNSL.txt
[2025-12-22T20:25:23.258681] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:25:23.258714] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:25:23.258742] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:25:23.258804] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:25:23.316000] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:25:23.316744] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:25:23.316829] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:25:23.316862] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:25:23.439611] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:25:23.439845] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:25:23.439892] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:25:23.439923] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:25:23.444045] [DEBUG] [FORECASTER] KNSL: Forecast T+1@11:T+2@11: UP (p=99.39%)
[2025-12-22T20:25:23.444499] [INFO ] [FORECASTER] Completed predict_future for KNSL
[2025-12-22T20:25:23.444692] [INFO ] [sig       ] KNSL: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:25:23.588922] [INFO ] [LOCAL     ] Saved forecast: KNSL	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/KNSL.txt
[2025-12-22T20:25:23.589178] [INFO ] [sig       ] [1825/3560] Completed KNSL in 0.3s | 2.95 sym/s | Total: 10.3m | ETA: 9.8m
[2025-12-22T20:25:23.589232] [INFO ] [sig       ] [1826/3560] Forecasting KNTK...
[2025-12-22T20:25:23.589264] [INFO ] [sig       ] Generating forecast for: KNTK
[2025-12-22T20:25:23.589300] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KNTK' from 'https://tdm.silogroup.org/data/derivative_storage/KNTK.csv'.
[2025-12-22T20:25:23.603053] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KNTK'.
[2025-12-22T20:25:23.603595] [INFO ] [FORECASTER] Starting predict_future for KNTK
[2025-12-22T20:25:23.604543] [DEBUG] [LOCAL     ] No optimal features file found for KNTK: ./output/feature-sets/KNTK.txt
[2025-12-22T20:25:23.604620] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:25:23.604658] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:25:23.604686] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:25:23.604746] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:25:23.666503] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:25:23.667756] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:25:23.667856] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:25:23.667892] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:25:23.797961] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:25:23.798185] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:25:23.798266] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:25:23.798296] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:25:23.802467] [DEBUG] [FORECASTER] KNTK: Forecast T+1@11:T+2@11: UP (p=91.43%)
[2025-12-22T20:25:23.802822] [INFO ] [FORECASTER] Completed predict_future for KNTK
[2025-12-22T20:25:23.802960] [INFO ] [sig       ] KNTK: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:25:23.953827] [INFO ] [LOCAL     ] Saved forecast: KNTK	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/KNTK.txt
[2025-12-22T20:25:23.954056] [INFO ] [sig       ] [1826/3560] Completed KNTK in 0.4s | 2.95 sym/s | Total: 10.3m | ETA: 9.8m
[2025-12-22T20:25:23.954108] [INFO ] [sig       ] [1827/3560] Forecasting KNX...
[2025-12-22T20:25:23.954142] [INFO ] [sig       ] Generating forecast for: KNX
[2025-12-22T20:25:23.954179] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KNX' from 'https://tdm.silogroup.org/data/derivative_storage/KNX.csv'.
[2025-12-22T20:25:23.967817] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KNX'.
[2025-12-22T20:25:23.968358] [INFO ] [FORECASTER] Starting predict_future for KNX
[2025-12-22T20:25:23.969354] [DEBUG] [LOCAL     ] No optimal features file found for KNX: ./output/feature-sets/KNX.txt
[2025-12-22T20:25:23.969412] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:25:23.969450] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:25:23.969477] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:25:23.969535] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:25:24.031745] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:25:24.033030] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:25:24.033129] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:25:24.033164] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:25:24.166735] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:25:24.166980] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:25:24.167025] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:25:24.167054] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:25:24.171735] [DEBUG] [FORECASTER] KNX: Forecast T+1@11:T+2@11: DOWN (p=3.76%)
[2025-12-22T20:25:24.172307] [INFO ] [FORECASTER] Completed predict_future for KNX
[2025-12-22T20:25:24.172516] [INFO ] [sig       ] KNX: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:25:24.318301] [INFO ] [LOCAL     ] Saved forecast: KNX	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/KNX.txt
[2025-12-22T20:25:24.318515] [INFO ] [sig       ] [1827/3560] Completed KNX in 0.4s | 2.95 sym/s | Total: 10.3m | ETA: 9.8m
[2025-12-22T20:25:24.318558] [INFO ] [sig       ] [1828/3560] Forecasting KOD...
[2025-12-22T20:25:24.318611] [INFO ] [sig       ] Generating forecast for: KOD
[2025-12-22T20:25:24.318644] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KOD' from 'https://tdm.silogroup.org/data/derivative_storage/KOD.csv'.
[2025-12-22T20:25:24.332070] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KOD'.
[2025-12-22T20:25:24.332707] [INFO ] [FORECASTER] Starting predict_future for KOD
[2025-12-22T20:25:24.333658] [DEBUG] [LOCAL     ] No optimal features file found for KOD: ./output/feature-sets/KOD.txt
[2025-12-22T20:25:24.333712] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:25:24.333745] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:25:24.333772] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:25:24.333832] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:25:24.394761] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:25:24.396056] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:25:24.396228] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:25:24.396270] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:25:24.521638] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:25:24.521865] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:25:24.521910] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:25:24.521959] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:25:24.525717] [DEBUG] [FORECASTER] KOD: Forecast T+1@11:T+2@11: DOWN (p=19.66%)
[2025-12-22T20:25:24.526045] [INFO ] [FORECASTER] Completed predict_future for KOD
[2025-12-22T20:25:24.526178] [INFO ] [sig       ] KOD: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:25:24.671234] [INFO ] [LOCAL     ] Saved forecast: KOD	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/KOD.txt
[2025-12-22T20:25:24.671444] [INFO ] [sig       ] [1828/3560] Completed KOD in 0.4s | 2.95 sym/s | Total: 10.3m | ETA: 9.8m
[2025-12-22T20:25:24.671488] [INFO ] [sig       ] [1829/3560] Forecasting KODK...
[2025-12-22T20:25:24.671519] [INFO ] [sig       ] Generating forecast for: KODK
[2025-12-22T20:25:24.671551] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KODK' from 'https://tdm.silogroup.org/data/derivative_storage/KODK.csv'.
[2025-12-22T20:25:24.685034] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KODK'.
[2025-12-22T20:25:24.685643] [INFO ] [FORECASTER] Starting predict_future for KODK
[2025-12-22T20:25:24.686540] [DEBUG] [LOCAL     ] No optimal features file found for KODK: ./output/feature-sets/KODK.txt
[2025-12-22T20:25:24.686618] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:25:24.686654] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:25:24.686689] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:25:24.686754] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:25:24.746421] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:25:24.747595] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:25:24.747713] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:25:24.747747] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:25:24.884988] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:25:24.885225] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:25:24.885277] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:25:24.885310] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:25:24.889669] [DEBUG] [FORECASTER] KODK: Forecast T+1@11:T+2@11: DOWN (p=5.17%)
[2025-12-22T20:25:24.890096] [INFO ] [FORECASTER] Completed predict_future for KODK
[2025-12-22T20:25:24.890271] [INFO ] [sig       ] KODK: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:25:25.030196] [INFO ] [LOCAL     ] Saved forecast: KODK	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/KODK.txt
[2025-12-22T20:25:25.030378] [INFO ] [sig       ] [1829/3560] Completed KODK in 0.4s | 2.95 sym/s | Total: 10.4m | ETA: 9.8m
[2025-12-22T20:25:25.030421] [INFO ] [sig       ] [1830/3560] Forecasting KOF...
[2025-12-22T20:25:25.030451] [INFO ] [sig       ] Generating forecast for: KOF
[2025-12-22T20:25:25.030483] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KOF' from 'https://tdm.silogroup.org/data/derivative_storage/KOF.csv'.
[2025-12-22T20:25:25.043336] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KOF'.
[2025-12-22T20:25:25.043822] [INFO ] [FORECASTER] Starting predict_future for KOF
[2025-12-22T20:25:25.044770] [DEBUG] [LOCAL     ] No optimal features file found for KOF: ./output/feature-sets/KOF.txt
[2025-12-22T20:25:25.044829] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:25:25.044887] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:25:25.044916] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:25:25.044973] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:25:25.104250] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:25:25.105261] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:25:25.105353] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:25:25.105386] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:25:25.227862] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:25:25.228098] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:25:25.228146] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:25:25.228176] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:25:25.232247] [DEBUG] [FORECASTER] KOF: Forecast T+1@11:T+2@11: UP (p=88.25%)
[2025-12-22T20:25:25.232554] [INFO ] [FORECASTER] Completed predict_future for KOF
[2025-12-22T20:25:25.232709] [INFO ] [sig       ] KOF: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:25:25.398744] [INFO ] [LOCAL     ] Saved forecast: KOF	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/KOF.txt
[2025-12-22T20:25:25.398987] [INFO ] [sig       ] [1830/3560] Completed KOF in 0.4s | 2.95 sym/s | Total: 10.4m | ETA: 9.8m
[2025-12-22T20:25:25.399073] [INFO ] [sig       ] [1831/3560] Forecasting KOP...
[2025-12-22T20:25:25.399113] [INFO ] [sig       ] Generating forecast for: KOP
[2025-12-22T20:25:25.399158] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KOP' from 'https://tdm.silogroup.org/data/derivative_storage/KOP.csv'.
[2025-12-22T20:25:25.414592] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KOP'.
[2025-12-22T20:25:25.415180] [INFO ] [FORECASTER] Starting predict_future for KOP
[2025-12-22T20:25:25.416081] [DEBUG] [LOCAL     ] No optimal features file found for KOP: ./output/feature-sets/KOP.txt
[2025-12-22T20:25:25.416134] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:25:25.416168] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:25:25.416195] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:25:25.416252] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:25:25.477970] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:25:25.479149] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:25:25.479274] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:25:25.479309] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:25:25.606073] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:25:25.606310] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:25:25.606358] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:25:25.606391] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:25:25.610485] [DEBUG] [FORECASTER] KOP: Forecast T+1@11:T+2@11: DOWN (p=3.45%)
[2025-12-22T20:25:25.610869] [INFO ] [FORECASTER] Completed predict_future for KOP
[2025-12-22T20:25:25.611040] [INFO ] [sig       ] KOP: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:25:25.752516] [INFO ] [LOCAL     ] Saved forecast: KOP	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/KOP.txt
[2025-12-22T20:25:25.752781] [INFO ] [sig       ] [1831/3560] Completed KOP in 0.4s | 2.95 sym/s | Total: 10.4m | ETA: 9.8m
[2025-12-22T20:25:25.752827] [INFO ] [sig       ] [1832/3560] Forecasting KOPN...
[2025-12-22T20:25:25.752858] [INFO ] [sig       ] Generating forecast for: KOPN
[2025-12-22T20:25:25.752892] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KOPN' from 'https://tdm.silogroup.org/data/derivative_storage/KOPN.csv'.
[2025-12-22T20:25:25.766223] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KOPN'.
[2025-12-22T20:25:25.766846] [INFO ] [FORECASTER] Starting predict_future for KOPN
[2025-12-22T20:25:25.767739] [DEBUG] [LOCAL     ] No optimal features file found for KOPN: ./output/feature-sets/KOPN.txt
[2025-12-22T20:25:25.767792] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:25:25.767826] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:25:25.767853] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:25:25.767911] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:25:25.827751] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:25:25.828926] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:25:25.829042] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:25:25.829077] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:25:25.954094] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:25:25.954332] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:25:25.954379] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:25:25.954412] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:25:25.958919] [DEBUG] [FORECASTER] KOPN: Forecast T+1@11:T+2@11: DOWN (p=29.11%)
[2025-12-22T20:25:25.959379] [INFO ] [FORECASTER] Completed predict_future for KOPN
[2025-12-22T20:25:25.959544] [INFO ] [sig       ] KOPN: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:25:26.106431] [INFO ] [LOCAL     ] Saved forecast: KOPN	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/KOPN.txt
[2025-12-22T20:25:26.106646] [INFO ] [sig       ] [1832/3560] Completed KOPN in 0.4s | 2.94 sym/s | Total: 10.4m | ETA: 9.8m
[2025-12-22T20:25:26.106725] [INFO ] [sig       ] [1833/3560] Forecasting KOSS...
[2025-12-22T20:25:26.106757] [INFO ] [sig       ] Generating forecast for: KOSS
[2025-12-22T20:25:26.106789] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KOSS' from 'https://tdm.silogroup.org/data/derivative_storage/KOSS.csv'.
[2025-12-22T20:25:26.119817] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KOSS'.
[2025-12-22T20:25:26.120358] [INFO ] [FORECASTER] Starting predict_future for KOSS
[2025-12-22T20:25:26.121257] [DEBUG] [LOCAL     ] No optimal features file found for KOSS: ./output/feature-sets/KOSS.txt
[2025-12-22T20:25:26.121310] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:25:26.121343] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:25:26.121370] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:25:26.121428] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:25:26.182337] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:25:26.183515] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:25:26.183631] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:25:26.183666] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:25:26.303600] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:25:26.303819] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:25:26.303863] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:25:26.303892] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:25:26.307890] [DEBUG] [FORECASTER] KOSS: Forecast T+1@11:T+2@11: UP (p=61.08%)
[2025-12-22T20:25:26.308209] [INFO ] [FORECASTER] Completed predict_future for KOSS
[2025-12-22T20:25:26.308355] [INFO ] [sig       ] KOSS: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:25:26.553924] [INFO ] [LOCAL     ] Saved forecast: KOSS	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/KOSS.txt
[2025-12-22T20:25:26.554122] [INFO ] [sig       ] [1833/3560] Completed KOSS in 0.4s | 2.94 sym/s | Total: 10.4m | ETA: 9.8m
[2025-12-22T20:25:26.554167] [INFO ] [sig       ] [1834/3560] Forecasting KPRX...
[2025-12-22T20:25:26.554209] [INFO ] [sig       ] Generating forecast for: KPRX
[2025-12-22T20:25:26.554245] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KPRX' from 'https://tdm.silogroup.org/data/derivative_storage/KPRX.csv'.
[2025-12-22T20:25:26.567548] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KPRX'.
[2025-12-22T20:25:26.568132] [INFO ] [FORECASTER] Starting predict_future for KPRX
[2025-12-22T20:25:26.569234] [DEBUG] [LOCAL     ] No optimal features file found for KPRX: ./output/feature-sets/KPRX.txt
[2025-12-22T20:25:26.569291] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:25:26.569326] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:25:26.569357] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:25:26.569417] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:25:26.630212] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:25:26.631675] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:25:26.631790] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:25:26.631829] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:25:26.753510] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:25:26.753759] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-22T20:25:26.753812] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:25:26.753847] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:25:26.757887] [DEBUG] [FORECASTER] KPRX: Forecast T+1@11:T+2@11: DOWN (p=0.78%)
[2025-12-22T20:25:26.758194] [INFO ] [FORECASTER] Completed predict_future for KPRX
[2025-12-22T20:25:26.758334] [INFO ] [sig       ] KPRX: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:25:26.904361] [INFO ] [LOCAL     ] Saved forecast: KPRX	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/KPRX.txt
[2025-12-22T20:25:26.904600] [INFO ] [sig       ] [1834/3560] Completed KPRX in 0.4s | 2.94 sym/s | Total: 10.4m | ETA: 9.8m
[2025-12-22T20:25:26.904653] [INFO ] [sig       ] [1835/3560] Forecasting KPTI...
[2025-12-22T20:25:26.904691] [INFO ] [sig       ] Generating forecast for: KPTI
[2025-12-22T20:25:26.904724] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KPTI' from 'https://tdm.silogroup.org/data/derivative_storage/KPTI.csv'.
[2025-12-22T20:25:26.918083] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KPTI'.
[2025-12-22T20:25:26.918698] [INFO ] [FORECASTER] Starting predict_future for KPTI
[2025-12-22T20:25:26.919677] [DEBUG] [LOCAL     ] No optimal features file found for KPTI: ./output/feature-sets/KPTI.txt
[2025-12-22T20:25:26.919732] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:25:26.919805] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:25:26.919836] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:25:26.919896] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:25:26.981440] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:25:26.982629] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:25:26.982729] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:25:26.982765] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:25:27.108601] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:25:27.108842] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:25:27.108889] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:25:27.108920] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:25:27.113077] [DEBUG] [FORECASTER] KPTI: Forecast T+1@11:T+2@11: DOWN (p=6.20%)
[2025-12-22T20:25:27.113455] [INFO ] [FORECASTER] Completed predict_future for KPTI
[2025-12-22T20:25:27.113695] [INFO ] [sig       ] KPTI: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:25:27.261304] [INFO ] [LOCAL     ] Saved forecast: KPTI	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/KPTI.txt
[2025-12-22T20:25:27.261600] [INFO ] [sig       ] [1835/3560] Completed KPTI in 0.4s | 2.94 sym/s | Total: 10.4m | ETA: 9.8m
[2025-12-22T20:25:27.261658] [INFO ] [sig       ] [1836/3560] Forecasting KRC...
[2025-12-22T20:25:27.261693] [INFO ] [sig       ] Generating forecast for: KRC
[2025-12-22T20:25:27.261733] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRC' from 'https://tdm.silogroup.org/data/derivative_storage/KRC.csv'.
[2025-12-22T20:25:27.276078] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRC'.
[2025-12-22T20:25:27.276717] [INFO ] [FORECASTER] Starting predict_future for KRC
[2025-12-22T20:25:27.277796] [DEBUG] [LOCAL     ] No optimal features file found for KRC: ./output/feature-sets/KRC.txt
[2025-12-22T20:25:27.277854] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:25:27.277904] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:25:27.277940] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:25:27.278028] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:25:27.338061] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:25:27.339255] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:25:27.339398] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:25:27.339435] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:25:27.468085] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:25:27.468312] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:25:27.468355] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:25:27.468387] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:25:27.472554] [DEBUG] [FORECASTER] KRC: Forecast T+1@11:T+2@11: DOWN (p=7.45%)
[2025-12-22T20:25:27.472950] [INFO ] [FORECASTER] Completed predict_future for KRC
[2025-12-22T20:25:27.473104] [INFO ] [sig       ] KRC: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:25:27.625808] [INFO ] [LOCAL     ] Saved forecast: KRC	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/KRC.txt
[2025-12-22T20:25:27.626063] [INFO ] [sig       ] [1836/3560] Completed KRC in 0.4s | 2.94 sym/s | Total: 10.4m | ETA: 9.8m
[2025-12-22T20:25:27.626112] [INFO ] [sig       ] [1837/3560] Forecasting KREF...
[2025-12-22T20:25:27.626145] [INFO ] [sig       ] Generating forecast for: KREF
[2025-12-22T20:25:27.626179] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KREF' from 'https://tdm.silogroup.org/data/derivative_storage/KREF.csv'.
[2025-12-22T20:25:27.642149] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KREF'.
[2025-12-22T20:25:27.642676] [INFO ] [FORECASTER] Starting predict_future for KREF
[2025-12-22T20:25:27.643638] [DEBUG] [LOCAL     ] No optimal features file found for KREF: ./output/feature-sets/KREF.txt
[2025-12-22T20:25:27.643692] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:25:27.643727] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:25:27.643763] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:25:27.643831] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:25:27.700766] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:25:27.701721] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:25:27.701805] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:25:27.701839] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:25:27.819368] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:25:27.819537] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:25:27.819594] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:25:27.819644] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:25:27.823186] [DEBUG] [FORECASTER] KREF: Forecast T+1@11:T+2@11: UP (p=70.88%)
[2025-12-22T20:25:27.823494] [INFO ] [FORECASTER] Completed predict_future for KREF
[2025-12-22T20:25:27.823657] [INFO ] [sig       ] KREF: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:25:27.969214] [INFO ] [LOCAL     ] Saved forecast: KREF	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/KREF.txt
[2025-12-22T20:25:27.969428] [INFO ] [sig       ] [1837/3560] Completed KREF in 0.3s | 2.94 sym/s | Total: 10.4m | ETA: 9.8m
[2025-12-22T20:25:27.969481] [INFO ] [sig       ] [1838/3560] Forecasting KRG...
[2025-12-22T20:25:27.969513] [INFO ] [sig       ] Generating forecast for: KRG
[2025-12-22T20:25:27.969547] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRG' from 'https://tdm.silogroup.org/data/derivative_storage/KRG.csv'.
[2025-12-22T20:25:27.983379] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRG'.
[2025-12-22T20:25:27.984244] [INFO ] [FORECASTER] Starting predict_future for KRG
[2025-12-22T20:25:27.985418] [DEBUG] [LOCAL     ] No optimal features file found for KRG: ./output/feature-sets/KRG.txt
[2025-12-22T20:25:27.985479] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:25:27.985514] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:25:27.985542] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:25:27.985622] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:25:28.045455] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:25:28.046623] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:25:28.046723] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:25:28.046758] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:25:28.169240] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:25:28.169483] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:25:28.169535] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:25:28.169634] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:25:28.173849] [DEBUG] [FORECASTER] KRG: Forecast T+1@11:T+2@11: DOWN (p=47.98%)
[2025-12-22T20:25:28.174191] [INFO ] [FORECASTER] Completed predict_future for KRG
[2025-12-22T20:25:28.174349] [INFO ] [sig       ] KRG: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:25:28.326843] [INFO ] [LOCAL     ] Saved forecast: KRG	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/KRG.txt
[2025-12-22T20:25:28.327038] [INFO ] [sig       ] [1838/3560] Completed KRG in 0.4s | 2.94 sym/s | Total: 10.4m | ETA: 9.7m
[2025-12-22T20:25:28.327083] [INFO ] [sig       ] [1839/3560] Forecasting KRMD...
[2025-12-22T20:25:28.327114] [INFO ] [sig       ] Generating forecast for: KRMD
[2025-12-22T20:25:28.327148] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRMD' from 'https://tdm.silogroup.org/data/derivative_storage/KRMD.csv'.
[2025-12-22T20:25:28.340009] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRMD'.
[2025-12-22T20:25:28.340443] [INFO ] [FORECASTER] Starting predict_future for KRMD
[2025-12-22T20:25:28.341396] [DEBUG] [LOCAL     ] No optimal features file found for KRMD: ./output/feature-sets/KRMD.txt
[2025-12-22T20:25:28.341450] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:25:28.341482] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:25:28.341509] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:25:28.341564] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:25:28.396780] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:25:28.397438] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:25:28.397521] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:25:28.397569] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:25:28.514674] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:25:28.514829] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-22T20:25:28.514869] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:25:28.514896] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:25:28.518304] [DEBUG] [FORECASTER] KRMD: Forecast T+1@11:T+2@11: UP (p=81.95%)
[2025-12-22T20:25:28.518592] [INFO ] [FORECASTER] Completed predict_future for KRMD
[2025-12-22T20:25:28.518716] [INFO ] [sig       ] KRMD: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:25:28.652006] [INFO ] [LOCAL     ] Saved forecast: KRMD	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/KRMD.txt
[2025-12-22T20:25:28.652333] [INFO ] [sig       ] [1839/3560] Completed KRMD in 0.3s | 2.94 sym/s | Total: 10.4m | ETA: 9.7m
[2025-12-22T20:25:28.652371] [INFO ] [sig       ] [1840/3560] Forecasting KRNY...
[2025-12-22T20:25:28.652400] [INFO ] [sig       ] Generating forecast for: KRNY
[2025-12-22T20:25:28.652430] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRNY' from 'https://tdm.silogroup.org/data/derivative_storage/KRNY.csv'.
[2025-12-22T20:25:28.663538] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRNY'.
[2025-12-22T20:25:28.663902] [INFO ] [FORECASTER] Starting predict_future for KRNY
[2025-12-22T20:25:28.664690] [DEBUG] [LOCAL     ] No optimal features file found for KRNY: ./output/feature-sets/KRNY.txt
[2025-12-22T20:25:28.664742] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:25:28.664773] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:25:28.664798] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:25:28.664854] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:25:28.720252] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:25:28.721044] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:25:28.721123] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:25:28.721154] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:25:28.837300] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:25:28.837456] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:25:28.837496] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:25:28.837525] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:25:28.840883] [DEBUG] [FORECASTER] KRNY: Forecast T+1@11:T+2@11: UP (p=70.74%)
[2025-12-22T20:25:28.841153] [INFO ] [FORECASTER] Completed predict_future for KRNY
[2025-12-22T20:25:28.841273] [INFO ] [sig       ] KRNY: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:25:28.974185] [INFO ] [LOCAL     ] Saved forecast: KRNY	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/KRNY.txt
[2025-12-22T20:25:28.974310] [INFO ] [sig       ] [1840/3560] Completed KRNY in 0.3s | 2.94 sym/s | Total: 10.4m | ETA: 9.7m
[2025-12-22T20:25:28.974347] [INFO ] [sig       ] [1841/3560] Forecasting KRO...
[2025-12-22T20:25:28.974376] [INFO ] [sig       ] Generating forecast for: KRO
[2025-12-22T20:25:28.974408] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRO' from 'https://tdm.silogroup.org/data/derivative_storage/KRO.csv'.
[2025-12-22T20:25:28.985645] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRO'.
[2025-12-22T20:25:28.985979] [INFO ] [FORECASTER] Starting predict_future for KRO
[2025-12-22T20:25:28.986752] [DEBUG] [LOCAL     ] No optimal features file found for KRO: ./output/feature-sets/KRO.txt
[2025-12-22T20:25:28.986802] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:25:28.986833] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:25:28.986860] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:25:28.986931] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:25:29.042032] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:25:29.042662] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:25:29.042738] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:25:29.042770] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:25:29.158249] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:25:29.158401] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:25:29.158441] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:25:29.158468] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:25:29.162194] [DEBUG] [FORECASTER] KRO: Forecast T+1@11:T+2@11: UP (p=99.70%)
[2025-12-22T20:25:29.162459] [INFO ] [FORECASTER] Completed predict_future for KRO
[2025-12-22T20:25:29.162596] [INFO ] [sig       ] KRO: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:25:29.298756] [INFO ] [LOCAL     ] Saved forecast: KRO	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/KRO.txt
[2025-12-22T20:25:29.298879] [INFO ] [sig       ] [1841/3560] Completed KRO in 0.3s | 2.94 sym/s | Total: 10.4m | ETA: 9.7m
[2025-12-22T20:25:29.298917] [INFO ] [sig       ] [1842/3560] Forecasting KROS...
[2025-12-22T20:25:29.298945] [INFO ] [sig       ] Generating forecast for: KROS
[2025-12-22T20:25:29.298975] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KROS' from 'https://tdm.silogroup.org/data/derivative_storage/KROS.csv'.
[2025-12-22T20:25:29.310370] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KROS'.
[2025-12-22T20:25:29.310726] [INFO ] [FORECASTER] Starting predict_future for KROS
[2025-12-22T20:25:29.311504] [DEBUG] [LOCAL     ] No optimal features file found for KROS: ./output/feature-sets/KROS.txt
[2025-12-22T20:25:29.311555] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:25:29.311610] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:25:29.311638] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:25:29.311693] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:25:29.367036] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:25:29.367661] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:25:29.367738] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:25:29.367770] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:25:29.488593] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:25:29.488745] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:25:29.488783] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:25:29.488810] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:25:29.492107] [DEBUG] [FORECASTER] KROS: Forecast T+1@11:T+2@11: UP (p=93.19%)
[2025-12-22T20:25:29.492372] [INFO ] [FORECASTER] Completed predict_future for KROS
[2025-12-22T20:25:29.492494] [INFO ] [sig       ] KROS: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:25:29.626832] [INFO ] [LOCAL     ] Saved forecast: KROS	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/KROS.txt
[2025-12-22T20:25:29.626967] [INFO ] [sig       ] [1842/3560] Completed KROS in 0.3s | 2.94 sym/s | Total: 10.4m | ETA: 9.7m
[2025-12-22T20:25:29.627006] [INFO ] [sig       ] [1843/3560] Forecasting KRP...
[2025-12-22T20:25:29.627035] [INFO ] [sig       ] Generating forecast for: KRP
[2025-12-22T20:25:29.627064] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRP' from 'https://tdm.silogroup.org/data/derivative_storage/KRP.csv'.
[2025-12-22T20:25:29.638410] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRP'.
[2025-12-22T20:25:29.638740] [INFO ] [FORECASTER] Starting predict_future for KRP
[2025-12-22T20:25:29.639539] [DEBUG] [LOCAL     ] No optimal features file found for KRP: ./output/feature-sets/KRP.txt
[2025-12-22T20:25:29.639646] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:25:29.639682] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:25:29.639710] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:25:29.639766] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:25:29.695002] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:25:29.695628] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:25:29.695704] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:25:29.695736] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:25:29.812454] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:25:29.812619] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:25:29.812660] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:25:29.812689] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:25:29.816019] [DEBUG] [FORECASTER] KRP: Forecast T+1@11:T+2@11: UP (p=91.11%)
[2025-12-22T20:25:29.816285] [INFO ] [FORECASTER] Completed predict_future for KRP
[2025-12-22T20:25:29.816406] [INFO ] [sig       ] KRP: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:25:29.950752] [INFO ] [LOCAL     ] Saved forecast: KRP	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/KRP.txt
[2025-12-22T20:25:29.950917] [INFO ] [sig       ] [1843/3560] Completed KRP in 0.3s | 2.94 sym/s | Total: 10.4m | ETA: 9.7m
[2025-12-22T20:25:29.950955] [INFO ] [sig       ] [1844/3560] Forecasting KRRO...
[2025-12-22T20:25:29.950984] [INFO ] [sig       ] Generating forecast for: KRRO
[2025-12-22T20:25:29.951016] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRRO' from 'https://tdm.silogroup.org/data/derivative_storage/KRRO.csv'.
[2025-12-22T20:25:29.961896] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRRO'.
[2025-12-22T20:25:29.962288] [INFO ] [FORECASTER] Starting predict_future for KRRO
[2025-12-22T20:25:29.963084] [DEBUG] [LOCAL     ] No optimal features file found for KRRO: ./output/feature-sets/KRRO.txt
[2025-12-22T20:25:29.963137] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:25:29.963168] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:25:29.963194] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:25:29.963250] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:25:30.018833] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:25:30.019747] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:25:30.019829] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:25:30.019867] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:25:30.142656] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:25:30.142795] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:25:30.142834] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:25:30.142862] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:25:30.146106] [DEBUG] [FORECASTER] KRRO: Forecast T+1@11:T+2@11: DOWN (p=4.84%)
[2025-12-22T20:25:30.146373] [INFO ] [FORECASTER] Completed predict_future for KRRO
[2025-12-22T20:25:30.146494] [INFO ] [sig       ] KRRO: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:25:30.281912] [INFO ] [LOCAL     ] Saved forecast: KRRO	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/KRRO.txt
[2025-12-22T20:25:30.282044] [INFO ] [sig       ] [1844/3560] Completed KRRO in 0.3s | 2.94 sym/s | Total: 10.4m | ETA: 9.7m
[2025-12-22T20:25:30.282082] [INFO ] [sig       ] [1845/3560] Forecasting KRUS...
[2025-12-22T20:25:30.282112] [INFO ] [sig       ] Generating forecast for: KRUS
[2025-12-22T20:25:30.282141] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRUS' from 'https://tdm.silogroup.org/data/derivative_storage/KRUS.csv'.
[2025-12-22T20:25:30.293249] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRUS'.
[2025-12-22T20:25:30.293602] [INFO ] [FORECASTER] Starting predict_future for KRUS
[2025-12-22T20:25:30.294398] [DEBUG] [LOCAL     ] No optimal features file found for KRUS: ./output/feature-sets/KRUS.txt
[2025-12-22T20:25:30.294452] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:25:30.294485] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:25:30.294513] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:25:30.294570] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:25:30.349854] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:25:30.350432] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:25:30.350536] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:25:30.350568] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:25:30.463310] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:25:30.463442] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:25:30.463482] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:25:30.463510] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:25:30.467168] [DEBUG] [FORECASTER] KRUS: Forecast T+1@11:T+2@11: UP (p=86.75%)
[2025-12-22T20:25:30.467431] [INFO ] [FORECASTER] Completed predict_future for KRUS
[2025-12-22T20:25:30.467548] [INFO ] [sig       ] KRUS: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:25:30.607706] [INFO ] [LOCAL     ] Saved forecast: KRUS	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/KRUS.txt
[2025-12-22T20:25:30.607855] [INFO ] [sig       ] [1845/3560] Completed KRUS in 0.3s | 2.94 sym/s | Total: 10.4m | ETA: 9.7m
[2025-12-22T20:25:30.607893] [INFO ] [sig       ] [1846/3560] Forecasting KRYS...
[2025-12-22T20:25:30.607925] [INFO ] [sig       ] Generating forecast for: KRYS
[2025-12-22T20:25:30.607957] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRYS' from 'https://tdm.silogroup.org/data/derivative_storage/KRYS.csv'.
[2025-12-22T20:25:30.620167] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRYS'.
[2025-12-22T20:25:30.620598] [INFO ] [FORECASTER] Starting predict_future for KRYS
[2025-12-22T20:25:30.621437] [DEBUG] [LOCAL     ] No optimal features file found for KRYS: ./output/feature-sets/KRYS.txt
[2025-12-22T20:25:30.621489] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:25:30.621521] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:25:30.621548] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:25:30.621636] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:25:30.681654] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:25:30.682557] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:25:30.682667] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:25:30.682708] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:25:30.819543] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:25:30.819764] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:25:30.819835] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:25:30.819887] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:25:30.825502] [DEBUG] [FORECASTER] KRYS: Forecast T+1@11:T+2@11: UP (p=77.81%)
[2025-12-22T20:25:30.826001] [INFO ] [FORECASTER] Completed predict_future for KRYS
[2025-12-22T20:25:30.826189] [INFO ] [sig       ] KRYS: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:25:31.020198] [INFO ] [LOCAL     ] Saved forecast: KRYS	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/KRYS.txt
[2025-12-22T20:25:31.020441] [INFO ] [sig       ] [1846/3560] Completed KRYS in 0.4s | 2.94 sym/s | Total: 10.4m | ETA: 9.7m
[2025-12-22T20:25:31.020510] [INFO ] [sig       ] [1847/3560] Forecasting KSCP...
[2025-12-22T20:25:31.020563] [INFO ] [sig       ] Generating forecast for: KSCP
[2025-12-22T20:25:31.020639] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KSCP' from 'https://tdm.silogroup.org/data/derivative_storage/KSCP.csv'.
[2025-12-22T20:25:31.038271] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KSCP'.
[2025-12-22T20:25:31.038794] [INFO ] [FORECASTER] Starting predict_future for KSCP
[2025-12-22T20:25:31.040030] [DEBUG] [LOCAL     ] No optimal features file found for KSCP: ./output/feature-sets/KSCP.txt
[2025-12-22T20:25:31.040102] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:25:31.040157] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:25:31.040204] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:25:31.040295] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:25:31.128877] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:25:31.130107] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:25:31.130235] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:25:31.130283] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:25:31.288845] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:25:31.289076] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:25:31.289138] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:25:31.289184] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:25:31.294786] [DEBUG] [FORECASTER] KSCP: Forecast T+1@11:T+2@11: DOWN (p=36.22%)
[2025-12-22T20:25:31.295312] [INFO ] [FORECASTER] Completed predict_future for KSCP
[2025-12-22T20:25:31.295522] [INFO ] [sig       ] KSCP: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:25:31.498224] [INFO ] [LOCAL     ] Saved forecast: KSCP	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/KSCP.txt
[2025-12-22T20:25:31.498402] [INFO ] [sig       ] [1847/3560] Completed KSCP in 0.5s | 2.94 sym/s | Total: 10.5m | ETA: 9.7m
[2025-12-22T20:25:31.498446] [INFO ] [sig       ] [1848/3560] Forecasting KSPI...
[2025-12-22T20:25:31.498479] [INFO ] [sig       ] Generating forecast for: KSPI
[2025-12-22T20:25:31.498510] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KSPI' from 'https://tdm.silogroup.org/data/derivative_storage/KSPI.csv'.
[2025-12-22T20:25:31.519610] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KSPI'.
[2025-12-22T20:25:31.520192] [INFO ] [FORECASTER] Starting predict_future for KSPI
[2025-12-22T20:25:31.521493] [DEBUG] [LOCAL     ] No optimal features file found for KSPI: ./output/feature-sets/KSPI.txt
[2025-12-22T20:25:31.521568] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:25:31.521651] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:25:31.521701] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:25:31.521798] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:25:31.606421] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:25:31.607526] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:25:31.607666] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:25:31.607725] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:25:31.741440] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:25:31.741635] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:25:31.741695] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:25:31.741736] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:25:31.745678] [DEBUG] [FORECASTER] KSPI: Forecast T+1@11:T+2@11: UP (p=85.70%)
[2025-12-22T20:25:31.746078] [INFO ] [FORECASTER] Completed predict_future for KSPI
[2025-12-22T20:25:31.746246] [INFO ] [sig       ] KSPI: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:25:31.922348] [INFO ] [LOCAL     ] Saved forecast: KSPI	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/KSPI.txt
[2025-12-22T20:25:31.922631] [INFO ] [sig       ] [1848/3560] Completed KSPI in 0.4s | 2.94 sym/s | Total: 10.5m | ETA: 9.7m
[2025-12-22T20:25:31.922686] [INFO ] [sig       ] [1849/3560] Forecasting KSS...
[2025-12-22T20:25:31.922729] [INFO ] [sig       ] Generating forecast for: KSS
[2025-12-22T20:25:31.922768] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KSS' from 'https://tdm.silogroup.org/data/derivative_storage/KSS.csv'.
[2025-12-22T20:25:31.934538] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KSS'.
[2025-12-22T20:25:31.935043] [INFO ] [FORECASTER] Starting predict_future for KSS
[2025-12-22T20:25:31.935969] [DEBUG] [LOCAL     ] No optimal features file found for KSS: ./output/feature-sets/KSS.txt
[2025-12-22T20:25:31.936030] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:25:31.936065] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:25:31.936092] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:25:31.936149] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:25:32.019655] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:25:32.020590] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:25:32.020691] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:25:32.020739] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:25:32.158907] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:25:32.159103] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:25:32.159146] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:25:32.159177] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:25:32.162779] [DEBUG] [FORECASTER] KSS: Forecast T+1@11:T+2@11: DOWN (p=23.95%)
[2025-12-22T20:25:32.163125] [INFO ] [FORECASTER] Completed predict_future for KSS
[2025-12-22T20:25:32.163270] [INFO ] [sig       ] KSS: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:25:32.316880] [INFO ] [LOCAL     ] Saved forecast: KSS	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/KSS.txt
[2025-12-22T20:25:32.317021] [INFO ] [sig       ] [1849/3560] Completed KSS in 0.4s | 2.94 sym/s | Total: 10.5m | ETA: 9.7m
[2025-12-22T20:25:32.317061] [INFO ] [sig       ] [1850/3560] Forecasting KTB...
[2025-12-22T20:25:32.317091] [INFO ] [sig       ] Generating forecast for: KTB
[2025-12-22T20:25:32.317122] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KTB' from 'https://tdm.silogroup.org/data/derivative_storage/KTB.csv'.
[2025-12-22T20:25:32.328008] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KTB'.
[2025-12-22T20:25:32.328360] [INFO ] [FORECASTER] Starting predict_future for KTB
[2025-12-22T20:25:32.329198] [DEBUG] [LOCAL     ] No optimal features file found for KTB: ./output/feature-sets/KTB.txt
[2025-12-22T20:25:32.329251] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:25:32.329285] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:25:32.329312] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:25:32.329369] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:25:32.386667] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:25:32.387537] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:25:32.387641] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:25:32.387676] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:25:32.510302] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:25:32.510476] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:25:32.510516] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:25:32.510544] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:25:32.513991] [DEBUG] [FORECASTER] KTB: Forecast T+1@11:T+2@11: UP (p=53.14%)
[2025-12-22T20:25:32.514285] [INFO ] [FORECASTER] Completed predict_future for KTB
[2025-12-22T20:25:32.514417] [INFO ] [sig       ] KTB: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:25:32.650335] [INFO ] [LOCAL     ] Saved forecast: KTB	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/KTB.txt
[2025-12-22T20:25:32.650478] [INFO ] [sig       ] [1850/3560] Completed KTB in 0.3s | 2.94 sym/s | Total: 10.5m | ETA: 9.7m
[2025-12-22T20:25:32.650517] [INFO ] [sig       ] [1851/3560] Forecasting KTCC...
[2025-12-22T20:25:32.650547] [INFO ] [sig       ] Generating forecast for: KTCC
[2025-12-22T20:25:32.650596] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KTCC' from 'https://tdm.silogroup.org/data/derivative_storage/KTCC.csv'.
[2025-12-22T20:25:32.661132] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KTCC'.
[2025-12-22T20:25:32.661462] [INFO ] [FORECASTER] Starting predict_future for KTCC
[2025-12-22T20:25:32.662245] [DEBUG] [LOCAL     ] No optimal features file found for KTCC: ./output/feature-sets/KTCC.txt
[2025-12-22T20:25:32.662296] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:25:32.662329] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:25:32.662356] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:25:32.662411] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:25:32.719009] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:25:32.719970] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:25:32.720063] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:25:32.720103] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:25:32.828230] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:25:32.828383] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:25:32.828421] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:25:32.828449] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:25:32.831858] [DEBUG] [FORECASTER] KTCC: Forecast T+1@11:T+2@11: DOWN (p=3.76%)
[2025-12-22T20:25:32.832133] [INFO ] [FORECASTER] Completed predict_future for KTCC
[2025-12-22T20:25:32.832257] [INFO ] [sig       ] KTCC: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:25:32.974173] [INFO ] [LOCAL     ] Saved forecast: KTCC	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/KTCC.txt
[2025-12-22T20:25:32.974302] [INFO ] [sig       ] [1851/3560] Completed KTCC in 0.3s | 2.94 sym/s | Total: 10.5m | ETA: 9.7m
[2025-12-22T20:25:32.974340] [INFO ] [sig       ] [1852/3560] Forecasting KTF...
[2025-12-22T20:25:32.974369] [INFO ] [sig       ] Generating forecast for: KTF
[2025-12-22T20:25:32.974399] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KTF' from 'https://tdm.silogroup.org/data/derivative_storage/KTF.csv'.
[2025-12-22T20:25:32.985008] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KTF'.
[2025-12-22T20:25:32.985291] [INFO ] [FORECASTER] Starting predict_future for KTF
[2025-12-22T20:25:32.986070] [DEBUG] [LOCAL     ] No optimal features file found for KTF: ./output/feature-sets/KTF.txt
[2025-12-22T20:25:32.986122] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:25:32.986179] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:25:32.986207] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:25:32.986263] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:25:33.044859] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:25:33.045719] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:25:33.045802] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:25:33.045836] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:25:33.169780] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:25:33.169929] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:25:33.169975] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:25:33.170010] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:25:33.173509] [DEBUG] [FORECASTER] KTF: Forecast T+1@11:T+2@11: UP (p=61.11%)
[2025-12-22T20:25:33.173808] [INFO ] [FORECASTER] Completed predict_future for KTF
[2025-12-22T20:25:33.173947] [INFO ] [sig       ] KTF: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:25:33.309389] [INFO ] [LOCAL     ] Saved forecast: KTF	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/KTF.txt
[2025-12-22T20:25:33.309520] [INFO ] [sig       ] [1852/3560] Completed KTF in 0.3s | 2.94 sym/s | Total: 10.5m | ETA: 9.7m
[2025-12-22T20:25:33.309559] [INFO ] [sig       ] [1853/3560] Forecasting KURA...
[2025-12-22T20:25:33.309607] [INFO ] [sig       ] Generating forecast for: KURA
[2025-12-22T20:25:33.309638] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KURA' from 'https://tdm.silogroup.org/data/derivative_storage/KURA.csv'.
[2025-12-22T20:25:33.320425] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KURA'.
[2025-12-22T20:25:33.320761] [INFO ] [FORECASTER] Starting predict_future for KURA
[2025-12-22T20:25:33.321538] [DEBUG] [LOCAL     ] No optimal features file found for KURA: ./output/feature-sets/KURA.txt
[2025-12-22T20:25:33.321607] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:25:33.321640] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:25:33.321667] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:25:33.321723] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:25:33.376945] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:25:33.377568] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:25:33.377660] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:25:33.377693] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:25:33.497561] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:25:33.497725] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:25:33.497765] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:25:33.497793] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:25:33.501129] [DEBUG] [FORECASTER] KURA: Forecast T+1@11:T+2@11: UP (p=85.37%)
[2025-12-22T20:25:33.501400] [INFO ] [FORECASTER] Completed predict_future for KURA
[2025-12-22T20:25:33.501522] [INFO ] [sig       ] KURA: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:25:33.636204] [INFO ] [LOCAL     ] Saved forecast: KURA	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/KURA.txt
[2025-12-22T20:25:33.636332] [INFO ] [sig       ] [1853/3560] Completed KURA in 0.3s | 2.94 sym/s | Total: 10.5m | ETA: 9.7m
[2025-12-22T20:25:33.636370] [INFO ] [sig       ] [1854/3560] Forecasting KVHI...
[2025-12-22T20:25:33.636400] [INFO ] [sig       ] Generating forecast for: KVHI
[2025-12-22T20:25:33.636429] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KVHI' from 'https://tdm.silogroup.org/data/derivative_storage/KVHI.csv'.
[2025-12-22T20:25:33.646942] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KVHI'.
[2025-12-22T20:25:33.647262] [INFO ] [FORECASTER] Starting predict_future for KVHI
[2025-12-22T20:25:33.648043] [DEBUG] [LOCAL     ] No optimal features file found for KVHI: ./output/feature-sets/KVHI.txt
[2025-12-22T20:25:33.648095] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:25:33.648141] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:25:33.648168] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:25:33.648223] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:25:33.704952] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:25:33.705658] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:25:33.705734] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:25:33.705767] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:25:33.819066] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:25:33.819219] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:25:33.819257] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:25:33.819284] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:25:33.822690] [DEBUG] [FORECASTER] KVHI: Forecast T+1@11:T+2@11: DOWN (p=13.83%)
[2025-12-22T20:25:33.822958] [INFO ] [FORECASTER] Completed predict_future for KVHI
[2025-12-22T20:25:33.823084] [INFO ] [sig       ] KVHI: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:25:33.958175] [INFO ] [LOCAL     ] Saved forecast: KVHI	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/KVHI.txt
[2025-12-22T20:25:33.958311] [INFO ] [sig       ] [1854/3560] Completed KVHI in 0.3s | 2.94 sym/s | Total: 10.5m | ETA: 9.7m
[2025-12-22T20:25:33.958349] [INFO ] [sig       ] [1855/3560] Forecasting KVUE...
[2025-12-22T20:25:33.958379] [INFO ] [sig       ] Generating forecast for: KVUE
[2025-12-22T20:25:33.958409] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KVUE' from 'https://tdm.silogroup.org/data/derivative_storage/KVUE.csv'.
[2025-12-22T20:25:33.969327] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KVUE'.
[2025-12-22T20:25:33.969684] [INFO ] [FORECASTER] Starting predict_future for KVUE
[2025-12-22T20:25:33.970445] [DEBUG] [LOCAL     ] No optimal features file found for KVUE: ./output/feature-sets/KVUE.txt
[2025-12-22T20:25:33.970497] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:25:33.970528] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:25:33.970555] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:25:33.970633] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:25:34.027713] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:25:34.028561] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:25:34.028660] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:25:34.028693] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:25:34.144338] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:25:34.144480] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:25:34.144518] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:25:34.144592] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:25:34.148960] [DEBUG] [FORECASTER] KVUE: Forecast T+1@11:T+2@11: UP (p=53.41%)
[2025-12-22T20:25:34.149264] [INFO ] [FORECASTER] Completed predict_future for KVUE
[2025-12-22T20:25:34.149392] [INFO ] [sig       ] KVUE: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:25:34.285942] [INFO ] [LOCAL     ] Saved forecast: KVUE	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/KVUE.txt
[2025-12-22T20:25:34.286111] [INFO ] [sig       ] [1855/3560] Completed KVUE in 0.3s | 2.94 sym/s | Total: 10.5m | ETA: 9.7m
[2025-12-22T20:25:34.286156] [INFO ] [sig       ] [1856/3560] Forecasting KVYO...
[2025-12-22T20:25:34.286187] [INFO ] [sig       ] Generating forecast for: KVYO
[2025-12-22T20:25:34.286219] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KVYO' from 'https://tdm.silogroup.org/data/derivative_storage/KVYO.csv'.
[2025-12-22T20:25:34.297084] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KVYO'.
[2025-12-22T20:25:34.297413] [INFO ] [FORECASTER] Starting predict_future for KVYO
[2025-12-22T20:25:34.298209] [DEBUG] [LOCAL     ] No optimal features file found for KVYO: ./output/feature-sets/KVYO.txt
[2025-12-22T20:25:34.298263] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:25:34.298294] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:25:34.298321] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:25:34.298378] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:25:34.355512] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:25:34.356220] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:25:34.356296] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:25:34.356329] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:25:34.482332] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:25:34.482463] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:25:34.482503] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:25:34.482531] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:25:34.486118] [DEBUG] [FORECASTER] KVYO: Forecast T+1@11:T+2@11: DOWN (p=34.78%)
[2025-12-22T20:25:34.486393] [INFO ] [FORECASTER] Completed predict_future for KVYO
[2025-12-22T20:25:34.486516] [INFO ] [sig       ] KVYO: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:25:34.623603] [INFO ] [LOCAL     ] Saved forecast: KVYO	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/KVYO.txt
[2025-12-22T20:25:34.623782] [INFO ] [sig       ] [1856/3560] Completed KVYO in 0.3s | 2.94 sym/s | Total: 10.5m | ETA: 9.6m
[2025-12-22T20:25:34.623845] [INFO ] [sig       ] [1857/3560] Forecasting KYN...
[2025-12-22T20:25:34.623879] [INFO ] [sig       ] Generating forecast for: KYN
[2025-12-22T20:25:34.623911] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KYN' from 'https://tdm.silogroup.org/data/derivative_storage/KYN.csv'.
[2025-12-22T20:25:34.636038] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KYN'.
[2025-12-22T20:25:34.636415] [INFO ] [FORECASTER] Starting predict_future for KYN
[2025-12-22T20:25:34.637243] [DEBUG] [LOCAL     ] No optimal features file found for KYN: ./output/feature-sets/KYN.txt
[2025-12-22T20:25:34.637296] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:25:34.637328] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:25:34.637355] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:25:34.637413] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:25:34.696991] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:25:34.697841] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:25:34.697922] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:25:34.697954] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:25:34.819995] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:25:34.820157] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:25:34.820204] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:25:34.820234] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:25:34.823687] [DEBUG] [FORECASTER] KYN: Forecast T+1@11:T+2@11: UP (p=84.54%)
[2025-12-22T20:25:34.823985] [INFO ] [FORECASTER] Completed predict_future for KYN
[2025-12-22T20:25:34.824116] [INFO ] [sig       ] KYN: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:25:34.965716] [INFO ] [LOCAL     ] Saved forecast: KYN	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/KYN.txt
[2025-12-22T20:25:34.965891] [INFO ] [sig       ] [1857/3560] Completed KYN in 0.3s | 2.94 sym/s | Total: 10.5m | ETA: 9.6m
[2025-12-22T20:25:34.965965] [INFO ] [sig       ] [1858/3560] Forecasting KYTX...
[2025-12-22T20:25:34.966000] [INFO ] [sig       ] Generating forecast for: KYTX
[2025-12-22T20:25:34.966034] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KYTX' from 'https://tdm.silogroup.org/data/derivative_storage/KYTX.csv'.
[2025-12-22T20:25:34.977663] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KYTX'.
[2025-12-22T20:25:34.978076] [INFO ] [FORECASTER] Starting predict_future for KYTX
[2025-12-22T20:25:34.978951] [DEBUG] [LOCAL     ] No optimal features file found for KYTX: ./output/feature-sets/KYTX.txt
[2025-12-22T20:25:34.979005] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:25:34.979070] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:25:34.979099] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:25:34.979157] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:25:35.037836] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:25:35.038702] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:25:35.038784] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:25:35.038818] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:25:35.158396] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:25:35.158545] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:25:35.158602] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:25:35.158634] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:25:35.162179] [DEBUG] [FORECASTER] KYTX: Forecast T+1@11:T+2@11: DOWN (p=12.07%)
[2025-12-22T20:25:35.162497] [INFO ] [FORECASTER] Completed predict_future for KYTX
[2025-12-22T20:25:35.162651] [INFO ] [sig       ] KYTX: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:25:35.305412] [INFO ] [LOCAL     ] Saved forecast: KYTX	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/KYTX.txt
[2025-12-22T20:25:35.305608] [INFO ] [sig       ] [1858/3560] Completed KYTX in 0.3s | 2.94 sym/s | Total: 10.5m | ETA: 9.6m
[2025-12-22T20:25:35.305658] [INFO ] [sig       ] [1859/3560] Forecasting KZIA...
[2025-12-22T20:25:35.305690] [INFO ] [sig       ] Generating forecast for: KZIA
[2025-12-22T20:25:35.305721] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KZIA' from 'https://tdm.silogroup.org/data/derivative_storage/KZIA.csv'.
[2025-12-22T20:25:35.317488] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KZIA'.
[2025-12-22T20:25:35.317876] [INFO ] [FORECASTER] Starting predict_future for KZIA
[2025-12-22T20:25:35.318675] [DEBUG] [LOCAL     ] No optimal features file found for KZIA: ./output/feature-sets/KZIA.txt
[2025-12-22T20:25:35.318727] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:25:35.318759] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:25:35.318785] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:25:35.318841] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:25:35.378001] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:25:35.379096] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:25:35.379180] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:25:35.379213] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:25:35.500665] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:25:35.500821] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:25:35.500862] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:25:35.500892] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:25:35.504501] [DEBUG] [FORECASTER] KZIA: Forecast T+1@11:T+2@11: DOWN (p=9.12%)
[2025-12-22T20:25:35.504799] [INFO ] [FORECASTER] Completed predict_future for KZIA
[2025-12-22T20:25:35.504949] [INFO ] [sig       ] KZIA: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:25:35.645797] [INFO ] [LOCAL     ] Saved forecast: KZIA	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/KZIA.txt
[2025-12-22T20:25:35.645951] [INFO ] [sig       ] [1859/3560] Completed KZIA in 0.3s | 2.94 sym/s | Total: 10.5m | ETA: 9.6m
[2025-12-22T20:25:35.645990] [INFO ] [sig       ] [1860/3560] Forecasting L...
[2025-12-22T20:25:35.646020] [INFO ] [sig       ] Generating forecast for: L
[2025-12-22T20:25:35.646052] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'L' from 'https://tdm.silogroup.org/data/derivative_storage/L.csv'.
[2025-12-22T20:25:35.658525] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'L'.
[2025-12-22T20:25:35.658899] [INFO ] [FORECASTER] Starting predict_future for L
[2025-12-22T20:25:35.659757] [DEBUG] [LOCAL     ] No optimal features file found for L: ./output/feature-sets/L.txt
[2025-12-22T20:25:35.659810] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:25:35.659844] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:25:35.659871] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:25:35.659928] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:25:35.719981] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:25:35.720900] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:25:35.720983] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:25:35.721016] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:25:35.842641] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:25:35.842807] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:25:35.842851] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:25:35.842880] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:25:35.846419] [DEBUG] [FORECASTER] L: Forecast T+1@11:T+2@11: UP (p=90.61%)
[2025-12-22T20:25:35.846767] [INFO ] [FORECASTER] Completed predict_future for L
[2025-12-22T20:25:35.846907] [INFO ] [sig       ] L: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:25:35.996588] [INFO ] [LOCAL     ] Saved forecast: L	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/L.txt
[2025-12-22T20:25:35.996777] [INFO ] [sig       ] [1860/3560] Completed L in 0.4s | 2.94 sym/s | Total: 10.5m | ETA: 9.6m
[2025-12-22T20:25:35.996823] [INFO ] [sig       ] [1861/3560] Forecasting LAB...
[2025-12-22T20:25:35.996854] [INFO ] [sig       ] Generating forecast for: LAB
[2025-12-22T20:25:35.996885] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAB' from 'https://tdm.silogroup.org/data/derivative_storage/LAB.csv'.
[2025-12-22T20:25:36.009237] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LAB'.
[2025-12-22T20:25:36.009877] [INFO ] [FORECASTER] Starting predict_future for LAB
[2025-12-22T20:25:36.011422] [DEBUG] [LOCAL     ] No optimal features file found for LAB: ./output/feature-sets/LAB.txt
[2025-12-22T20:25:36.011488] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:25:36.011540] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:25:36.011628] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:25:36.011722] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:25:36.078236] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:25:36.079160] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:25:36.079244] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:25:36.079277] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:25:36.199999] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:25:36.200188] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:25:36.200235] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:25:36.200298] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:25:36.203759] [DEBUG] [FORECASTER] LAB: Forecast T+1@11:T+2@11: UP (p=76.99%)
[2025-12-22T20:25:36.204092] [INFO ] [FORECASTER] Completed predict_future for LAB
[2025-12-22T20:25:36.204247] [INFO ] [sig       ] LAB: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:25:36.343835] [INFO ] [LOCAL     ] Saved forecast: LAB	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/LAB.txt
[2025-12-22T20:25:36.343990] [INFO ] [sig       ] [1861/3560] Completed LAB in 0.3s | 2.94 sym/s | Total: 10.5m | ETA: 9.6m
[2025-12-22T20:25:36.344028] [INFO ] [sig       ] [1862/3560] Forecasting LAC...
[2025-12-22T20:25:36.344057] [INFO ] [sig       ] Generating forecast for: LAC
[2025-12-22T20:25:36.344091] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAC' from 'https://tdm.silogroup.org/data/derivative_storage/LAC.csv'.
[2025-12-22T20:25:36.359224] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LAC'.
[2025-12-22T20:25:36.359844] [INFO ] [FORECASTER] Starting predict_future for LAC
[2025-12-22T20:25:36.361135] [DEBUG] [LOCAL     ] No optimal features file found for LAC: ./output/feature-sets/LAC.txt
[2025-12-22T20:25:36.361190] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:25:36.361421] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:25:36.361452] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:25:36.361510] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:25:36.428969] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:25:36.429986] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:25:36.430083] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:25:36.430169] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:25:36.559498] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:25:36.559710] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:25:36.559752] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:25:36.559783] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:25:36.563300] [DEBUG] [FORECASTER] LAC: Forecast T+1@11:T+2@11: DOWN (p=10.50%)
[2025-12-22T20:25:36.563635] [INFO ] [FORECASTER] Completed predict_future for LAC
[2025-12-22T20:25:36.563770] [INFO ] [sig       ] LAC: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:25:36.709304] [INFO ] [LOCAL     ] Saved forecast: LAC	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/LAC.txt
[2025-12-22T20:25:36.709479] [INFO ] [sig       ] [1862/3560] Completed LAC in 0.4s | 2.94 sym/s | Total: 10.5m | ETA: 9.6m
[2025-12-22T20:25:36.709519] [INFO ] [sig       ] [1863/3560] Forecasting LAD...
[2025-12-22T20:25:36.709548] [INFO ] [sig       ] Generating forecast for: LAD
[2025-12-22T20:25:36.709601] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAD' from 'https://tdm.silogroup.org/data/derivative_storage/LAD.csv'.
[2025-12-22T20:25:36.723247] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LAD'.
[2025-12-22T20:25:36.723983] [INFO ] [FORECASTER] Starting predict_future for LAD
[2025-12-22T20:25:36.725382] [DEBUG] [LOCAL     ] No optimal features file found for LAD: ./output/feature-sets/LAD.txt
[2025-12-22T20:25:36.725611] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:25:36.725652] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:25:36.725681] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:25:36.725773] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:25:36.782307] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:25:36.783293] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:25:36.783399] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:25:36.783433] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:25:36.897878] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:25:36.898046] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:25:36.898088] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:25:36.898117] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:25:36.901785] [DEBUG] [FORECASTER] LAD: Forecast T+1@11:T+2@11: DOWN (p=21.33%)
[2025-12-22T20:25:36.902123] [INFO ] [FORECASTER] Completed predict_future for LAD
[2025-12-22T20:25:36.902262] [INFO ] [sig       ] LAD: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:25:37.052514] [INFO ] [LOCAL     ] Saved forecast: LAD	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/LAD.txt
[2025-12-22T20:25:37.052708] [INFO ] [sig       ] [1863/3560] Completed LAD in 0.3s | 2.94 sym/s | Total: 10.6m | ETA: 9.6m
[2025-12-22T20:25:37.052749] [INFO ] [sig       ] [1864/3560] Forecasting LAES...
[2025-12-22T20:25:37.052779] [INFO ] [sig       ] Generating forecast for: LAES
[2025-12-22T20:25:37.052810] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAES' from 'https://tdm.silogroup.org/data/derivative_storage/LAES.csv'.
[2025-12-22T20:25:37.064682] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LAES'.
[2025-12-22T20:25:37.065059] [INFO ] [FORECASTER] Starting predict_future for LAES
[2025-12-22T20:25:37.065851] [DEBUG] [LOCAL     ] No optimal features file found for LAES: ./output/feature-sets/LAES.txt
[2025-12-22T20:25:37.065903] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:25:37.065934] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:25:37.065961] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:25:37.066016] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:25:37.122485] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:25:37.123339] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:25:37.123423] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:25:37.123456] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:25:37.239399] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:25:37.239561] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:25:37.239637] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:25:37.239684] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:25:37.243092] [DEBUG] [FORECASTER] LAES: Forecast T+1@11:T+2@11: DOWN (p=19.08%)
[2025-12-22T20:25:37.243358] [INFO ] [FORECASTER] Completed predict_future for LAES
[2025-12-22T20:25:37.243480] [INFO ] [sig       ] LAES: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:25:37.381204] [INFO ] [LOCAL     ] Saved forecast: LAES	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/LAES.txt
[2025-12-22T20:25:37.381336] [INFO ] [sig       ] [1864/3560] Completed LAES in 0.3s | 2.94 sym/s | Total: 10.6m | ETA: 9.6m
[2025-12-22T20:25:37.381384] [INFO ] [sig       ] [1865/3560] Forecasting LAKE...
[2025-12-22T20:25:37.381415] [INFO ] [sig       ] Generating forecast for: LAKE
[2025-12-22T20:25:37.381445] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAKE' from 'https://tdm.silogroup.org/data/derivative_storage/LAKE.csv'.
[2025-12-22T20:25:37.392289] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LAKE'.
[2025-12-22T20:25:37.392622] [INFO ] [FORECASTER] Starting predict_future for LAKE
[2025-12-22T20:25:37.393369] [DEBUG] [LOCAL     ] No optimal features file found for LAKE: ./output/feature-sets/LAKE.txt
[2025-12-22T20:25:37.393420] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:25:37.393451] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:25:37.393494] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:25:37.393550] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:25:37.451544] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:25:37.452342] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:25:37.452422] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:25:37.452456] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:25:37.569216] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:25:37.569372] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:25:37.569412] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:25:37.569442] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:25:37.573047] [DEBUG] [FORECASTER] LAKE: Forecast T+1@11:T+2@11: UP (p=84.74%)
[2025-12-22T20:25:37.573344] [INFO ] [FORECASTER] Completed predict_future for LAKE
[2025-12-22T20:25:37.573463] [INFO ] [sig       ] LAKE: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:25:37.716509] [INFO ] [LOCAL     ] Saved forecast: LAKE	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/LAKE.txt
[2025-12-22T20:25:37.716713] [INFO ] [sig       ] [1865/3560] Completed LAKE in 0.3s | 2.94 sym/s | Total: 10.6m | ETA: 9.6m
[2025-12-22T20:25:37.716754] [INFO ] [sig       ] [1866/3560] Forecasting LAND...
[2025-12-22T20:25:37.716783] [INFO ] [sig       ] Generating forecast for: LAND
[2025-12-22T20:25:37.716812] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAND' from 'https://tdm.silogroup.org/data/derivative_storage/LAND.csv'.
[2025-12-22T20:25:37.728090] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LAND'.
[2025-12-22T20:25:37.728401] [INFO ] [FORECASTER] Starting predict_future for LAND
[2025-12-22T20:25:37.729230] [DEBUG] [LOCAL     ] No optimal features file found for LAND: ./output/feature-sets/LAND.txt
[2025-12-22T20:25:37.729282] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:25:37.729314] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:25:37.729340] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:25:37.729395] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:25:37.787045] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:25:37.787825] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:25:37.787906] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:25:37.787940] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:25:37.906826] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:25:37.906981] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:25:37.907020] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:25:37.907048] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:25:37.910465] [DEBUG] [FORECASTER] LAND: Forecast T+1@11:T+2@11: UP (p=98.82%)
[2025-12-22T20:25:37.910752] [INFO ] [FORECASTER] Completed predict_future for LAND
[2025-12-22T20:25:37.910872] [INFO ] [sig       ] LAND: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:25:38.048540] [INFO ] [LOCAL     ] Saved forecast: LAND	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/LAND.txt
[2025-12-22T20:25:38.048701] [INFO ] [sig       ] [1866/3560] Completed LAND in 0.3s | 2.94 sym/s | Total: 10.6m | ETA: 9.6m
[2025-12-22T20:25:38.048741] [INFO ] [sig       ] [1867/3560] Forecasting LANDO...
[2025-12-22T20:25:38.048770] [INFO ] [sig       ] Generating forecast for: LANDO
[2025-12-22T20:25:38.048802] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LANDO' from 'https://tdm.silogroup.org/data/derivative_storage/LANDO.csv'.
[2025-12-22T20:25:38.060063] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LANDO'.
[2025-12-22T20:25:38.060469] [INFO ] [FORECASTER] Starting predict_future for LANDO
[2025-12-22T20:25:38.061281] [DEBUG] [LOCAL     ] No optimal features file found for LANDO: ./output/feature-sets/LANDO.txt
[2025-12-22T20:25:38.061332] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:25:38.061364] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:25:38.061390] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:25:38.061444] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:25:38.117364] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:25:38.118237] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:25:38.118316] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:25:38.118348] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:25:38.224371] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:25:38.224527] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:25:38.224589] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:25:38.224623] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:25:38.228001] [DEBUG] [FORECASTER] LANDO: Forecast T+1@11:T+2@11: UP (p=65.74%)
[2025-12-22T20:25:38.228280] [INFO ] [FORECASTER] Completed predict_future for LANDO
[2025-12-22T20:25:38.228408] [INFO ] [sig       ] LANDO: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:25:38.362373] [INFO ] [LOCAL     ] Saved forecast: LANDO	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/LANDO.txt
[2025-12-22T20:25:38.362519] [INFO ] [sig       ] [1867/3560] Completed LANDO in 0.3s | 2.94 sym/s | Total: 10.6m | ETA: 9.6m
[2025-12-22T20:25:38.362558] [INFO ] [sig       ] [1868/3560] Forecasting LANDP...
[2025-12-22T20:25:38.362607] [INFO ] [sig       ] Generating forecast for: LANDP
[2025-12-22T20:25:38.362638] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LANDP' from 'https://tdm.silogroup.org/data/derivative_storage/LANDP.csv'.
[2025-12-22T20:25:38.374079] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LANDP'.
[2025-12-22T20:25:38.374453] [INFO ] [FORECASTER] Starting predict_future for LANDP
[2025-12-22T20:25:38.375268] [DEBUG] [LOCAL     ] No optimal features file found for LANDP: ./output/feature-sets/LANDP.txt
[2025-12-22T20:25:38.375320] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:25:38.375353] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:25:38.375380] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:25:38.375436] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:25:38.431831] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:25:38.432553] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:25:38.432660] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:25:38.432699] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:25:38.547407] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:25:38.547566] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:25:38.547625] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:25:38.547654] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:25:38.550986] [DEBUG] [FORECASTER] LANDP: Forecast T+1@11:T+2@11: DOWN (p=13.89%)
[2025-12-22T20:25:38.551260] [INFO ] [FORECASTER] Completed predict_future for LANDP
[2025-12-22T20:25:38.551382] [INFO ] [sig       ] LANDP: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:25:38.685870] [INFO ] [LOCAL     ] Saved forecast: LANDP	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/LANDP.txt
[2025-12-22T20:25:38.686003] [INFO ] [sig       ] [1868/3560] Completed LANDP in 0.3s | 2.94 sym/s | Total: 10.6m | ETA: 9.6m
[2025-12-22T20:25:38.686042] [INFO ] [sig       ] [1869/3560] Forecasting LASE...
[2025-12-22T20:25:38.686077] [INFO ] [sig       ] Generating forecast for: LASE
[2025-12-22T20:25:38.686109] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LASE' from 'https://tdm.silogroup.org/data/derivative_storage/LASE.csv'.
[2025-12-22T20:25:38.697193] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LASE'.
[2025-12-22T20:25:38.697552] [INFO ] [FORECASTER] Starting predict_future for LASE
[2025-12-22T20:25:38.698322] [DEBUG] [LOCAL     ] No optimal features file found for LASE: ./output/feature-sets/LASE.txt
[2025-12-22T20:25:38.698373] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:25:38.698456] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:25:38.698485] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:25:38.698541] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:25:38.757054] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:25:38.757836] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:25:38.757916] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:25:38.757949] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:25:38.873764] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:25:38.873920] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:25:38.873962] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:25:38.873992] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:25:38.877503] [DEBUG] [FORECASTER] LASE: Forecast T+1@11:T+2@11: UP (p=91.95%)
[2025-12-22T20:25:38.877808] [INFO ] [FORECASTER] Completed predict_future for LASE
[2025-12-22T20:25:38.877936] [INFO ] [sig       ] LASE: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:25:39.018082] [INFO ] [LOCAL     ] Saved forecast: LASE	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/LASE.txt
[2025-12-22T20:25:39.018241] [INFO ] [sig       ] [1869/3560] Completed LASE in 0.3s | 2.94 sym/s | Total: 10.6m | ETA: 9.6m
[2025-12-22T20:25:39.018281] [INFO ] [sig       ] [1870/3560] Forecasting LAZ...
[2025-12-22T20:25:39.018310] [INFO ] [sig       ] Generating forecast for: LAZ
[2025-12-22T20:25:39.018340] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAZ' from 'https://tdm.silogroup.org/data/derivative_storage/LAZ.csv'.
[2025-12-22T20:25:39.030090] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LAZ'.
[2025-12-22T20:25:39.030409] [INFO ] [FORECASTER] Starting predict_future for LAZ
[2025-12-22T20:25:39.031207] [DEBUG] [LOCAL     ] No optimal features file found for LAZ: ./output/feature-sets/LAZ.txt
[2025-12-22T20:25:39.031261] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:25:39.031299] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:25:39.031337] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:25:39.031412] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:25:39.087570] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:25:39.088203] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:25:39.088279] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:25:39.088310] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:25:39.206772] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:25:39.206911] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:25:39.206950] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:25:39.206979] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:25:39.210327] [DEBUG] [FORECASTER] LAZ: Forecast T+1@11:T+2@11: UP (p=99.72%)
[2025-12-22T20:25:39.210617] [INFO ] [FORECASTER] Completed predict_future for LAZ
[2025-12-22T20:25:39.210744] [INFO ] [sig       ] LAZ: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:25:39.348715] [INFO ] [LOCAL     ] Saved forecast: LAZ	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/LAZ.txt
[2025-12-22T20:25:39.348864] [INFO ] [sig       ] [1870/3560] Completed LAZ in 0.3s | 2.94 sym/s | Total: 10.6m | ETA: 9.6m
[2025-12-22T20:25:39.348920] [INFO ] [sig       ] [1871/3560] Forecasting LBRDA...
[2025-12-22T20:25:39.348958] [INFO ] [sig       ] Generating forecast for: LBRDA
[2025-12-22T20:25:39.348991] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LBRDA' from 'https://tdm.silogroup.org/data/derivative_storage/LBRDA.csv'.
[2025-12-22T20:25:39.359728] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LBRDA'.
[2025-12-22T20:25:39.360037] [INFO ] [FORECASTER] Starting predict_future for LBRDA
[2025-12-22T20:25:39.360860] [DEBUG] [LOCAL     ] No optimal features file found for LBRDA: ./output/feature-sets/LBRDA.txt
[2025-12-22T20:25:39.360913] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:25:39.360946] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:25:39.360973] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:25:39.361030] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:25:39.417176] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:25:39.417820] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:25:39.417895] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:25:39.417927] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:25:39.543048] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:25:39.543218] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:25:39.543268] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:25:39.543298] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:25:39.547076] [DEBUG] [FORECASTER] LBRDA: Forecast T+1@11:T+2@11: UP (p=51.68%)
[2025-12-22T20:25:39.547380] [INFO ] [FORECASTER] Completed predict_future for LBRDA
[2025-12-22T20:25:39.547510] [INFO ] [sig       ] LBRDA: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:25:39.689740] [INFO ] [LOCAL     ] Saved forecast: LBRDA	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/LBRDA.txt
[2025-12-22T20:25:39.689897] [INFO ] [sig       ] [1871/3560] Completed LBRDA in 0.3s | 2.94 sym/s | Total: 10.6m | ETA: 9.6m
[2025-12-22T20:25:39.689942] [INFO ] [sig       ] [1872/3560] Forecasting LBRDK...
[2025-12-22T20:25:39.689974] [INFO ] [sig       ] Generating forecast for: LBRDK
[2025-12-22T20:25:39.690028] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LBRDK' from 'https://tdm.silogroup.org/data/derivative_storage/LBRDK.csv'.
[2025-12-22T20:25:39.702616] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LBRDK'.
[2025-12-22T20:25:39.702949] [INFO ] [FORECASTER] Starting predict_future for LBRDK
[2025-12-22T20:25:39.703773] [DEBUG] [LOCAL     ] No optimal features file found for LBRDK: ./output/feature-sets/LBRDK.txt
[2025-12-22T20:25:39.703825] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:25:39.703859] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:25:39.703886] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:25:39.703944] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:25:39.766605] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:25:39.767286] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:25:39.767526] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:25:39.767558] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:25:39.892674] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:25:39.892818] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:25:39.892856] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:25:39.892947] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:25:39.896417] [DEBUG] [FORECASTER] LBRDK: Forecast T+1@11:T+2@11: UP (p=71.56%)
[2025-12-22T20:25:39.896705] [INFO ] [FORECASTER] Completed predict_future for LBRDK
[2025-12-22T20:25:39.896826] [INFO ] [sig       ] LBRDK: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:25:40.038104] [INFO ] [LOCAL     ] Saved forecast: LBRDK	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/LBRDK.txt
[2025-12-22T20:25:40.038270] [INFO ] [sig       ] [1872/3560] Completed LBRDK in 0.3s | 2.94 sym/s | Total: 10.6m | ETA: 9.6m
[2025-12-22T20:25:40.038311] [INFO ] [sig       ] [1873/3560] Forecasting LBTYA...
[2025-12-22T20:25:40.038343] [INFO ] [sig       ] Generating forecast for: LBTYA
[2025-12-22T20:25:40.038374] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LBTYA' from 'https://tdm.silogroup.org/data/derivative_storage/LBTYA.csv'.
[2025-12-22T20:25:40.050423] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LBTYA'.
[2025-12-22T20:25:40.050873] [INFO ] [FORECASTER] Starting predict_future for LBTYA
[2025-12-22T20:25:40.051755] [DEBUG] [LOCAL     ] No optimal features file found for LBTYA: ./output/feature-sets/LBTYA.txt
[2025-12-22T20:25:40.051809] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:25:40.051842] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:25:40.051870] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:25:40.051926] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:25:40.115535] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:25:40.116407] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:25:40.116489] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:25:40.116523] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:25:40.240141] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:25:40.240303] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:25:40.240348] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:25:40.240378] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:25:40.244845] [DEBUG] [FORECASTER] LBTYA: Forecast T+1@11:T+2@11: DOWN (p=1.73%)
[2025-12-22T20:25:40.245131] [INFO ] [FORECASTER] Completed predict_future for LBTYA
[2025-12-22T20:25:40.245259] [INFO ] [sig       ] LBTYA: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:25:40.395371] [INFO ] [LOCAL     ] Saved forecast: LBTYA	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/LBTYA.txt
[2025-12-22T20:25:40.395553] [INFO ] [sig       ] [1873/3560] Completed LBTYA in 0.4s | 2.94 sym/s | Total: 10.6m | ETA: 9.6m
[2025-12-22T20:25:40.395614] [INFO ] [sig       ] [1874/3560] Forecasting LBTYK...
[2025-12-22T20:25:40.395646] [INFO ] [sig       ] Generating forecast for: LBTYK
[2025-12-22T20:25:40.395684] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LBTYK' from 'https://tdm.silogroup.org/data/derivative_storage/LBTYK.csv'.
[2025-12-22T20:25:40.408545] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LBTYK'.
[2025-12-22T20:25:40.408961] [INFO ] [FORECASTER] Starting predict_future for LBTYK
[2025-12-22T20:25:40.409834] [DEBUG] [LOCAL     ] No optimal features file found for LBTYK: ./output/feature-sets/LBTYK.txt
[2025-12-22T20:25:40.409893] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:25:40.409927] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:25:40.409954] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:25:40.410011] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:25:40.470146] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:25:40.471055] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:25:40.471159] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:25:40.471231] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:25:40.596115] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:25:40.596279] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:25:40.596324] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:25:40.596353] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:25:40.599794] [DEBUG] [FORECASTER] LBTYK: Forecast T+1@11:T+2@11: DOWN (p=30.84%)
[2025-12-22T20:25:40.600069] [INFO ] [FORECASTER] Completed predict_future for LBTYK
[2025-12-22T20:25:40.600193] [INFO ] [sig       ] LBTYK: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:25:40.740318] [INFO ] [LOCAL     ] Saved forecast: LBTYK	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/LBTYK.txt
[2025-12-22T20:25:40.740451] [INFO ] [sig       ] [1874/3560] Completed LBTYK in 0.3s | 2.94 sym/s | Total: 10.6m | ETA: 9.5m
[2025-12-22T20:25:40.740491] [INFO ] [sig       ] [1875/3560] Forecasting LC...
[2025-12-22T20:25:40.740520] [INFO ] [sig       ] Generating forecast for: LC
[2025-12-22T20:25:40.740553] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LC' from 'https://tdm.silogroup.org/data/derivative_storage/LC.csv'.
[2025-12-22T20:25:40.751944] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LC'.
[2025-12-22T20:25:40.752256] [INFO ] [FORECASTER] Starting predict_future for LC
[2025-12-22T20:25:40.753052] [DEBUG] [LOCAL     ] No optimal features file found for LC: ./output/feature-sets/LC.txt
[2025-12-22T20:25:40.753105] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:25:40.753140] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:25:40.753168] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:25:40.753227] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:25:40.813166] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:25:40.813967] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:25:40.814048] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:25:40.814082] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:25:40.936556] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:25:40.936719] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:25:40.936759] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:25:40.936788] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:25:40.940234] [DEBUG] [FORECASTER] LC: Forecast T+1@11:T+2@11: UP (p=91.19%)
[2025-12-22T20:25:40.940526] [INFO ] [FORECASTER] Completed predict_future for LC
[2025-12-22T20:25:40.940666] [INFO ] [sig       ] LC: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:25:41.083841] [INFO ] [LOCAL     ] Saved forecast: LC	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/LC.txt
[2025-12-22T20:25:41.083978] [INFO ] [sig       ] [1875/3560] Completed LC in 0.3s | 2.94 sym/s | Total: 10.6m | ETA: 9.5m
[2025-12-22T20:25:41.084018] [INFO ] [sig       ] [1876/3560] Forecasting LCFY...
[2025-12-22T20:25:41.084047] [INFO ] [sig       ] Generating forecast for: LCFY
[2025-12-22T20:25:41.084078] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LCFY' from 'https://tdm.silogroup.org/data/derivative_storage/LCFY.csv'.
[2025-12-22T20:25:41.094381] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LCFY'.
[2025-12-22T20:25:41.094701] [INFO ] [FORECASTER] Starting predict_future for LCFY
[2025-12-22T20:25:41.095467] [DEBUG] [LOCAL     ] No optimal features file found for LCFY: ./output/feature-sets/LCFY.txt
[2025-12-22T20:25:41.095522] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:25:41.095564] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:25:41.095638] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:25:41.095711] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:25:41.155010] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:25:41.155658] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:25:41.155735] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:25:41.155769] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:25:41.266544] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:25:41.266713] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:25:41.266753] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:25:41.266780] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:25:41.270148] [DEBUG] [FORECASTER] LCFY: Forecast T+1@11:T+2@11: UP (p=70.15%)
[2025-12-22T20:25:41.270417] [INFO ] [FORECASTER] Completed predict_future for LCFY
[2025-12-22T20:25:41.270539] [INFO ] [sig       ] LCFY: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:25:41.408496] [INFO ] [LOCAL     ] Saved forecast: LCFY	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/LCFY.txt
[2025-12-22T20:25:41.408652] [INFO ] [sig       ] [1876/3560] Completed LCFY in 0.3s | 2.94 sym/s | Total: 10.6m | ETA: 9.5m
[2025-12-22T20:25:41.408693] [INFO ] [sig       ] [1877/3560] Forecasting LCID...
[2025-12-22T20:25:41.408723] [INFO ] [sig       ] Generating forecast for: LCID
[2025-12-22T20:25:41.408752] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LCID' from 'https://tdm.silogroup.org/data/derivative_storage/LCID.csv'.
[2025-12-22T20:25:41.419930] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LCID'.
[2025-12-22T20:25:41.420293] [INFO ] [FORECASTER] Starting predict_future for LCID
[2025-12-22T20:25:41.421085] [DEBUG] [LOCAL     ] No optimal features file found for LCID: ./output/feature-sets/LCID.txt
[2025-12-22T20:25:41.421138] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:25:41.421172] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:25:41.421200] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:25:41.421258] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:25:41.484413] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:25:41.485378] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:25:41.485476] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:25:41.485517] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:25:41.607995] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:25:41.608161] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:25:41.608206] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:25:41.608235] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:25:41.611617] [DEBUG] [FORECASTER] LCID: Forecast T+1@11:T+2@11: DOWN (p=29.73%)
[2025-12-22T20:25:41.611889] [INFO ] [FORECASTER] Completed predict_future for LCID
[2025-12-22T20:25:41.612015] [INFO ] [sig       ] LCID: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:25:41.752751] [INFO ] [LOCAL     ] Saved forecast: LCID	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/LCID.txt
[2025-12-22T20:25:41.752907] [INFO ] [sig       ] [1877/3560] Completed LCID in 0.3s | 2.94 sym/s | Total: 10.6m | ETA: 9.5m
[2025-12-22T20:25:41.752949] [INFO ] [sig       ] [1878/3560] Forecasting LCII...
[2025-12-22T20:25:41.752981] [INFO ] [sig       ] Generating forecast for: LCII
[2025-12-22T20:25:41.753012] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LCII' from 'https://tdm.silogroup.org/data/derivative_storage/LCII.csv'.
[2025-12-22T20:25:41.763927] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LCII'.
[2025-12-22T20:25:41.764281] [INFO ] [FORECASTER] Starting predict_future for LCII
[2025-12-22T20:25:41.765127] [DEBUG] [LOCAL     ] No optimal features file found for LCII: ./output/feature-sets/LCII.txt
[2025-12-22T20:25:41.765181] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:25:41.765215] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:25:41.765243] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:25:41.765301] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:25:41.824716] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:25:41.825521] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:25:41.825621] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:25:41.825657] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:25:41.943059] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:25:41.943211] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:25:41.943250] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:25:41.943278] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:25:41.946565] [DEBUG] [FORECASTER] LCII: Forecast T+1@11:T+2@11: DOWN (p=9.55%)
[2025-12-22T20:25:41.946867] [INFO ] [FORECASTER] Completed predict_future for LCII
[2025-12-22T20:25:41.946989] [INFO ] [sig       ] LCII: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:25:42.085261] [INFO ] [LOCAL     ] Saved forecast: LCII	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/LCII.txt
[2025-12-22T20:25:42.085394] [INFO ] [sig       ] [1878/3560] Completed LCII in 0.3s | 2.94 sym/s | Total: 10.6m | ETA: 9.5m
[2025-12-22T20:25:42.085433] [INFO ] [sig       ] [1879/3560] Forecasting LCNB...
[2025-12-22T20:25:42.085463] [INFO ] [sig       ] Generating forecast for: LCNB
[2025-12-22T20:25:42.085492] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LCNB' from 'https://tdm.silogroup.org/data/derivative_storage/LCNB.csv'.
[2025-12-22T20:25:42.095957] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LCNB'.
[2025-12-22T20:25:42.096295] [INFO ] [FORECASTER] Starting predict_future for LCNB
[2025-12-22T20:25:42.097101] [DEBUG] [LOCAL     ] No optimal features file found for LCNB: ./output/feature-sets/LCNB.txt
[2025-12-22T20:25:42.097162] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:25:42.097200] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:25:42.097234] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:25:42.097302] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:25:42.155109] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:25:42.155849] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:25:42.155980] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:25:42.156014] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:25:42.274661] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:25:42.274823] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:25:42.274866] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:25:42.274895] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:25:42.278415] [DEBUG] [FORECASTER] LCNB: Forecast T+1@11:T+2@11: UP (p=84.95%)
[2025-12-22T20:25:42.278706] [INFO ] [FORECASTER] Completed predict_future for LCNB
[2025-12-22T20:25:42.278835] [INFO ] [sig       ] LCNB: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:25:42.415850] [INFO ] [LOCAL     ] Saved forecast: LCNB	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/LCNB.txt
[2025-12-22T20:25:42.415989] [INFO ] [sig       ] [1879/3560] Completed LCNB in 0.3s | 2.94 sym/s | Total: 10.6m | ETA: 9.5m
[2025-12-22T20:25:42.416028] [INFO ] [sig       ] [1880/3560] Forecasting LDI...
[2025-12-22T20:25:42.416059] [INFO ] [sig       ] Generating forecast for: LDI
[2025-12-22T20:25:42.416104] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LDI' from 'https://tdm.silogroup.org/data/derivative_storage/LDI.csv'.
[2025-12-22T20:25:42.427656] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LDI'.
[2025-12-22T20:25:42.428006] [INFO ] [FORECASTER] Starting predict_future for LDI
[2025-12-22T20:25:42.428857] [DEBUG] [LOCAL     ] No optimal features file found for LDI: ./output/feature-sets/LDI.txt
[2025-12-22T20:25:42.428912] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:25:42.428945] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:25:42.428974] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:25:42.429059] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:25:42.484823] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:25:42.485723] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:25:42.485805] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:25:42.485846] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:25:42.604180] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:25:42.604330] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:25:42.604372] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:25:42.604403] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:25:42.607833] [DEBUG] [FORECASTER] LDI: Forecast T+1@11:T+2@11: DOWN (p=4.27%)
[2025-12-22T20:25:42.608110] [INFO ] [FORECASTER] Completed predict_future for LDI
[2025-12-22T20:25:42.608238] [INFO ] [sig       ] LDI: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:25:42.747666] [INFO ] [LOCAL     ] Saved forecast: LDI	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/LDI.txt
[2025-12-22T20:25:42.747811] [INFO ] [sig       ] [1880/3560] Completed LDI in 0.3s | 2.94 sym/s | Total: 10.6m | ETA: 9.5m
[2025-12-22T20:25:42.747850] [INFO ] [sig       ] [1881/3560] Forecasting LDOS...
[2025-12-22T20:25:42.747880] [INFO ] [sig       ] Generating forecast for: LDOS
[2025-12-22T20:25:42.747910] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LDOS' from 'https://tdm.silogroup.org/data/derivative_storage/LDOS.csv'.
[2025-12-22T20:25:42.758903] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LDOS'.
[2025-12-22T20:25:42.759267] [INFO ] [FORECASTER] Starting predict_future for LDOS
[2025-12-22T20:25:42.760069] [DEBUG] [LOCAL     ] No optimal features file found for LDOS: ./output/feature-sets/LDOS.txt
[2025-12-22T20:25:42.760121] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:25:42.760154] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:25:42.760182] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:25:42.760252] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:25:42.817041] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:25:42.817817] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:25:42.817896] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:25:42.817928] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:25:42.936219] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:25:42.936368] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:25:42.936409] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:25:42.936437] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:25:42.939893] [DEBUG] [FORECASTER] LDOS: Forecast T+1@11:T+2@11: UP (p=55.72%)
[2025-12-22T20:25:42.940174] [INFO ] [FORECASTER] Completed predict_future for LDOS
[2025-12-22T20:25:42.940313] [INFO ] [sig       ] LDOS: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:25:43.088209] [INFO ] [LOCAL     ] Saved forecast: LDOS	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/LDOS.txt
[2025-12-22T20:25:43.088346] [INFO ] [sig       ] [1881/3560] Completed LDOS in 0.3s | 2.94 sym/s | Total: 10.7m | ETA: 9.5m
[2025-12-22T20:25:43.088386] [INFO ] [sig       ] [1882/3560] Forecasting LDP...
[2025-12-22T20:25:43.088415] [INFO ] [sig       ] Generating forecast for: LDP
[2025-12-22T20:25:43.088445] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LDP' from 'https://tdm.silogroup.org/data/derivative_storage/LDP.csv'.
[2025-12-22T20:25:43.099269] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LDP'.
[2025-12-22T20:25:43.099627] [INFO ] [FORECASTER] Starting predict_future for LDP
[2025-12-22T20:25:43.100436] [DEBUG] [LOCAL     ] No optimal features file found for LDP: ./output/feature-sets/LDP.txt
[2025-12-22T20:25:43.100488] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:25:43.100521] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:25:43.100549] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:25:43.100637] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:25:43.158260] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:25:43.158942] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:25:43.159040] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:25:43.159076] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:25:43.280336] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:25:43.280482] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:25:43.280522] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:25:43.280552] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:25:43.283976] [DEBUG] [FORECASTER] LDP: Forecast T+1@11:T+2@11: UP (p=97.42%)
[2025-12-22T20:25:43.284251] [INFO ] [FORECASTER] Completed predict_future for LDP
[2025-12-22T20:25:43.284398] [INFO ] [sig       ] LDP: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:25:43.424895] [INFO ] [LOCAL     ] Saved forecast: LDP	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/LDP.txt
[2025-12-22T20:25:43.425056] [INFO ] [sig       ] [1882/3560] Completed LDP in 0.3s | 2.94 sym/s | Total: 10.7m | ETA: 9.5m
[2025-12-22T20:25:43.425097] [INFO ] [sig       ] [1883/3560] Forecasting LDSF...
[2025-12-22T20:25:43.425128] [INFO ] [sig       ] Generating forecast for: LDSF
[2025-12-22T20:25:43.425159] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LDSF' from 'https://tdm.silogroup.org/data/derivative_storage/LDSF.csv'.
[2025-12-22T20:25:43.435710] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LDSF'.
[2025-12-22T20:25:43.436060] [INFO ] [FORECASTER] Starting predict_future for LDSF
[2025-12-22T20:25:43.436851] [DEBUG] [LOCAL     ] No optimal features file found for LDSF: ./output/feature-sets/LDSF.txt
[2025-12-22T20:25:43.436903] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:25:43.436935] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:25:43.436962] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:25:43.437018] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:25:43.497730] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:25:43.498509] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:25:43.498610] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:25:43.498647] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:25:43.612592] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:25:43.612768] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:25:43.612827] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:25:43.612875] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:25:43.616477] [DEBUG] [FORECASTER] LDSF: Forecast T+1@11:T+2@11: UP (p=65.41%)
[2025-12-22T20:25:43.616772] [INFO ] [FORECASTER] Completed predict_future for LDSF
[2025-12-22T20:25:43.616899] [INFO ] [sig       ] LDSF: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:25:43.755519] [INFO ] [LOCAL     ] Saved forecast: LDSF	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/LDSF.txt
[2025-12-22T20:25:43.755695] [INFO ] [sig       ] [1883/3560] Completed LDSF in 0.3s | 2.94 sym/s | Total: 10.7m | ETA: 9.5m
[2025-12-22T20:25:43.755736] [INFO ] [sig       ] [1884/3560] Forecasting LE...
[2025-12-22T20:25:43.755767] [INFO ] [sig       ] Generating forecast for: LE
[2025-12-22T20:25:43.755798] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LE' from 'https://tdm.silogroup.org/data/derivative_storage/LE.csv'.
[2025-12-22T20:25:43.767305] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LE'.
[2025-12-22T20:25:43.767703] [INFO ] [FORECASTER] Starting predict_future for LE
[2025-12-22T20:25:43.768450] [DEBUG] [LOCAL     ] No optimal features file found for LE: ./output/feature-sets/LE.txt
[2025-12-22T20:25:43.768502] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:25:43.768534] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:25:43.768561] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:25:43.768643] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:25:43.831260] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:25:43.832110] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:25:43.832189] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:25:43.832221] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:25:43.958077] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:25:43.958230] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:25:43.958271] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:25:43.958298] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:25:43.961713] [DEBUG] [FORECASTER] LE: Forecast T+1@11:T+2@11: UP (p=60.39%)
[2025-12-22T20:25:43.961999] [INFO ] [FORECASTER] Completed predict_future for LE
[2025-12-22T20:25:43.962126] [INFO ] [sig       ] LE: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:25:44.106527] [INFO ] [LOCAL     ] Saved forecast: LE	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/LE.txt
[2025-12-22T20:25:44.106711] [INFO ] [sig       ] [1884/3560] Completed LE in 0.4s | 2.94 sym/s | Total: 10.7m | ETA: 9.5m
[2025-12-22T20:25:44.106751] [INFO ] [sig       ] [1885/3560] Forecasting LEA...
[2025-12-22T20:25:44.106781] [INFO ] [sig       ] Generating forecast for: LEA
[2025-12-22T20:25:44.106814] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEA' from 'https://tdm.silogroup.org/data/derivative_storage/LEA.csv'.
[2025-12-22T20:25:44.118333] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LEA'.
[2025-12-22T20:25:44.118750] [INFO ] [FORECASTER] Starting predict_future for LEA
[2025-12-22T20:25:44.119553] [DEBUG] [LOCAL     ] No optimal features file found for LEA: ./output/feature-sets/LEA.txt
[2025-12-22T20:25:44.119634] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:25:44.119668] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:25:44.119697] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:25:44.119754] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:25:44.179454] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:25:44.180321] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:25:44.180406] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:25:44.180440] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:25:44.301236] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:25:44.301444] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:25:44.301497] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:25:44.301531] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:25:44.305088] [DEBUG] [FORECASTER] LEA: Forecast T+1@11:T+2@11: UP (p=81.99%)
[2025-12-22T20:25:44.305358] [INFO ] [FORECASTER] Completed predict_future for LEA
[2025-12-22T20:25:44.305495] [INFO ] [sig       ] LEA: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:25:44.443980] [INFO ] [LOCAL     ] Saved forecast: LEA	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/LEA.txt
[2025-12-22T20:25:44.444145] [INFO ] [sig       ] [1885/3560] Completed LEA in 0.3s | 2.94 sym/s | Total: 10.7m | ETA: 9.5m
[2025-12-22T20:25:44.444183] [INFO ] [sig       ] [1886/3560] Forecasting LECO...
[2025-12-22T20:25:44.444213] [INFO ] [sig       ] Generating forecast for: LECO
[2025-12-22T20:25:44.444243] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LECO' from 'https://tdm.silogroup.org/data/derivative_storage/LECO.csv'.
[2025-12-22T20:25:44.455347] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LECO'.
[2025-12-22T20:25:44.455745] [INFO ] [FORECASTER] Starting predict_future for LECO
[2025-12-22T20:25:44.456502] [DEBUG] [LOCAL     ] No optimal features file found for LECO: ./output/feature-sets/LECO.txt
[2025-12-22T20:25:44.456554] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:25:44.456631] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:25:44.456660] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:25:44.456715] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:25:44.514106] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:25:44.514932] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:25:44.515011] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:25:44.515045] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:25:44.635971] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:25:44.636122] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:25:44.636163] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:25:44.636193] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:25:44.640471] [DEBUG] [FORECASTER] LECO: Forecast T+1@11:T+2@11: DOWN (p=6.81%)
[2025-12-22T20:25:44.641088] [INFO ] [FORECASTER] Completed predict_future for LECO
[2025-12-22T20:25:44.641300] [INFO ] [sig       ] LECO: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:25:44.788748] [INFO ] [LOCAL     ] Saved forecast: LECO	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/LECO.txt
[2025-12-22T20:25:44.788938] [INFO ] [sig       ] [1886/3560] Completed LECO in 0.3s | 2.94 sym/s | Total: 10.7m | ETA: 9.5m
[2025-12-22T20:25:44.788999] [INFO ] [sig       ] [1887/3560] Forecasting LEG...
[2025-12-22T20:25:44.789059] [INFO ] [sig       ] Generating forecast for: LEG
[2025-12-22T20:25:44.789102] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEG' from 'https://tdm.silogroup.org/data/derivative_storage/LEG.csv'.
[2025-12-22T20:25:44.800926] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LEG'.
[2025-12-22T20:25:44.801280] [INFO ] [FORECASTER] Starting predict_future for LEG
[2025-12-22T20:25:44.802108] [DEBUG] [LOCAL     ] No optimal features file found for LEG: ./output/feature-sets/LEG.txt
[2025-12-22T20:25:44.802161] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:25:44.802194] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:25:44.802220] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:25:44.802276] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:25:44.859712] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:25:44.860723] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:25:44.860819] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:25:44.860863] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:25:44.981956] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:25:44.982121] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:25:44.982166] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:25:44.982203] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:25:44.985716] [DEBUG] [FORECASTER] LEG: Forecast T+1@11:T+2@11: UP (p=98.15%)
[2025-12-22T20:25:44.986003] [INFO ] [FORECASTER] Completed predict_future for LEG
[2025-12-22T20:25:44.986135] [INFO ] [sig       ] LEG: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:25:45.129253] [INFO ] [LOCAL     ] Saved forecast: LEG	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/LEG.txt
[2025-12-22T20:25:45.129390] [INFO ] [sig       ] [1887/3560] Completed LEG in 0.3s | 2.94 sym/s | Total: 10.7m | ETA: 9.5m
[2025-12-22T20:25:45.129429] [INFO ] [sig       ] [1888/3560] Forecasting LEGH...
[2025-12-22T20:25:45.129458] [INFO ] [sig       ] Generating forecast for: LEGH
[2025-12-22T20:25:45.129670] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEGH' from 'https://tdm.silogroup.org/data/derivative_storage/LEGH.csv'.
[2025-12-22T20:25:45.140406] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LEGH'.
[2025-12-22T20:25:45.140736] [INFO ] [FORECASTER] Starting predict_future for LEGH
[2025-12-22T20:25:45.141515] [DEBUG] [LOCAL     ] No optimal features file found for LEGH: ./output/feature-sets/LEGH.txt
[2025-12-22T20:25:45.141565] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:25:45.141618] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:25:45.141645] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:25:45.141700] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:25:45.197126] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:25:45.197763] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:25:45.197840] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:25:45.197872] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:25:45.314935] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:25:45.315085] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:25:45.315124] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:25:45.315152] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:25:45.318444] [DEBUG] [FORECASTER] LEGH: Forecast T+1@11:T+2@11: UP (p=98.24%)
[2025-12-22T20:25:45.318728] [INFO ] [FORECASTER] Completed predict_future for LEGH
[2025-12-22T20:25:45.318849] [INFO ] [sig       ] LEGH: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:25:45.462304] [INFO ] [LOCAL     ] Saved forecast: LEGH	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/LEGH.txt
[2025-12-22T20:25:45.462467] [INFO ] [sig       ] [1888/3560] Completed LEGH in 0.3s | 2.94 sym/s | Total: 10.7m | ETA: 9.5m
[2025-12-22T20:25:45.462515] [INFO ] [sig       ] [1889/3560] Forecasting LEGN...
[2025-12-22T20:25:45.462548] [INFO ] [sig       ] Generating forecast for: LEGN
[2025-12-22T20:25:45.462596] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEGN' from 'https://tdm.silogroup.org/data/derivative_storage/LEGN.csv'.
[2025-12-22T20:25:45.474010] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LEGN'.
[2025-12-22T20:25:45.474400] [INFO ] [FORECASTER] Starting predict_future for LEGN
[2025-12-22T20:25:45.475198] [DEBUG] [LOCAL     ] No optimal features file found for LEGN: ./output/feature-sets/LEGN.txt
[2025-12-22T20:25:45.475266] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:25:45.475298] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:25:45.475324] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:25:45.475380] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:25:45.530913] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:25:45.531505] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:25:45.531597] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:25:45.531631] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:25:45.649418] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:25:45.649555] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:25:45.649613] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:25:45.649672] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:25:45.653053] [DEBUG] [FORECASTER] LEGN: Forecast T+1@11:T+2@11: UP (p=86.47%)
[2025-12-22T20:25:45.653322] [INFO ] [FORECASTER] Completed predict_future for LEGN
[2025-12-22T20:25:45.653448] [INFO ] [sig       ] LEGN: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:25:45.794429] [INFO ] [LOCAL     ] Saved forecast: LEGN	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/LEGN.txt
[2025-12-22T20:25:45.794557] [INFO ] [sig       ] [1889/3560] Completed LEGN in 0.3s | 2.94 sym/s | Total: 10.7m | ETA: 9.5m
[2025-12-22T20:25:45.794621] [INFO ] [sig       ] [1890/3560] Forecasting LEN...
[2025-12-22T20:25:45.794652] [INFO ] [sig       ] Generating forecast for: LEN
[2025-12-22T20:25:45.794683] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEN' from 'https://tdm.silogroup.org/data/derivative_storage/LEN.csv'.
[2025-12-22T20:25:45.805757] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LEN'.
[2025-12-22T20:25:45.806062] [INFO ] [FORECASTER] Starting predict_future for LEN
[2025-12-22T20:25:45.806848] [DEBUG] [LOCAL     ] No optimal features file found for LEN: ./output/feature-sets/LEN.txt
[2025-12-22T20:25:45.806901] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:25:45.806933] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:25:45.806960] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:25:45.807016] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:25:45.864220] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:25:45.864856] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:25:45.864933] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:25:45.864966] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:25:45.988353] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:25:45.988497] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:25:45.988537] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:25:45.988585] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:25:45.991951] [DEBUG] [FORECASTER] LEN: Forecast T+1@11:T+2@11: UP (p=53.88%)
[2025-12-22T20:25:45.992224] [INFO ] [FORECASTER] Completed predict_future for LEN
[2025-12-22T20:25:45.992346] [INFO ] [sig       ] LEN: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:25:46.135443] [INFO ] [LOCAL     ] Saved forecast: LEN	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/LEN.txt
[2025-12-22T20:25:46.135594] [INFO ] [sig       ] [1890/3560] Completed LEN in 0.3s | 2.94 sym/s | Total: 10.7m | ETA: 9.5m
[2025-12-22T20:25:46.135636] [INFO ] [sig       ] [1891/3560] Forecasting LENZ...
[2025-12-22T20:25:46.135665] [INFO ] [sig       ] Generating forecast for: LENZ
[2025-12-22T20:25:46.135695] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LENZ' from 'https://tdm.silogroup.org/data/derivative_storage/LENZ.csv'.
[2025-12-22T20:25:46.146784] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LENZ'.
[2025-12-22T20:25:46.147097] [INFO ] [FORECASTER] Starting predict_future for LENZ
[2025-12-22T20:25:46.147918] [DEBUG] [LOCAL     ] No optimal features file found for LENZ: ./output/feature-sets/LENZ.txt
[2025-12-22T20:25:46.147972] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:25:46.148005] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:25:46.148034] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:25:46.148091] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:25:46.205513] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:25:46.206199] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:25:46.206277] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:25:46.206310] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:25:46.325150] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:25:46.325306] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:25:46.325346] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:25:46.325376] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:25:46.328757] [DEBUG] [FORECASTER] LENZ: Forecast T+1@11:T+2@11: UP (p=50.14%)
[2025-12-22T20:25:46.329044] [INFO ] [FORECASTER] Completed predict_future for LENZ
[2025-12-22T20:25:46.329171] [INFO ] [sig       ] LENZ: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:25:46.471427] [INFO ] [LOCAL     ] Saved forecast: LENZ	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/LENZ.txt
[2025-12-22T20:25:46.471552] [INFO ] [sig       ] [1891/3560] Completed LENZ in 0.3s | 2.94 sym/s | Total: 10.7m | ETA: 9.5m
[2025-12-22T20:25:46.471608] [INFO ] [sig       ] [1892/3560] Forecasting LEO...
[2025-12-22T20:25:46.471638] [INFO ] [sig       ] Generating forecast for: LEO
[2025-12-22T20:25:46.471669] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEO' from 'https://tdm.silogroup.org/data/derivative_storage/LEO.csv'.
[2025-12-22T20:25:46.482819] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LEO'.
[2025-12-22T20:25:46.483190] [INFO ] [FORECASTER] Starting predict_future for LEO
[2025-12-22T20:25:46.483981] [DEBUG] [LOCAL     ] No optimal features file found for LEO: ./output/feature-sets/LEO.txt
[2025-12-22T20:25:46.484034] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:25:46.484065] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:25:46.484092] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:25:46.484147] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:25:46.542279] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:25:46.543137] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:25:46.543218] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:25:46.543251] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:25:46.661803] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:25:46.661937] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:25:46.661977] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:25:46.662005] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:25:46.665333] [DEBUG] [FORECASTER] LEO: Forecast T+1@11:T+2@11: UP (p=54.23%)
[2025-12-22T20:25:46.665625] [INFO ] [FORECASTER] Completed predict_future for LEO
[2025-12-22T20:25:46.665746] [INFO ] [sig       ] LEO: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:25:46.799076] [INFO ] [LOCAL     ] Saved forecast: LEO	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/LEO.txt
[2025-12-22T20:25:46.799188] [INFO ] [sig       ] [1892/3560] Completed LEO in 0.3s | 2.94 sym/s | Total: 10.7m | ETA: 9.4m
[2025-12-22T20:25:46.799231] [INFO ] [sig       ] [1893/3560] Forecasting LESL...
[2025-12-22T20:25:46.799260] [INFO ] [sig       ] Generating forecast for: LESL
[2025-12-22T20:25:46.799290] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LESL' from 'https://tdm.silogroup.org/data/derivative_storage/LESL.csv'.
[2025-12-22T20:25:46.809633] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LESL'.
[2025-12-22T20:25:46.809957] [INFO ] [FORECASTER] Starting predict_future for LESL
[2025-12-22T20:25:46.810743] [DEBUG] [LOCAL     ] No optimal features file found for LESL: ./output/feature-sets/LESL.txt
[2025-12-22T20:25:46.810796] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:25:46.810828] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:25:46.810856] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:25:46.810912] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:25:46.867185] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:25:46.867807] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:25:46.867880] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:25:46.867916] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:25:46.990306] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:25:46.990482] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:25:46.990529] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:25:46.990559] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:25:46.993993] [DEBUG] [FORECASTER] LESL: Forecast T+1@11:T+2@11: UP (p=98.15%)
[2025-12-22T20:25:46.994273] [INFO ] [FORECASTER] Completed predict_future for LESL
[2025-12-22T20:25:46.994400] [INFO ] [sig       ] LESL: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:25:47.128412] [INFO ] [LOCAL     ] Saved forecast: LESL	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/LESL.txt
[2025-12-22T20:25:47.128564] [INFO ] [sig       ] [1893/3560] Completed LESL in 0.3s | 2.94 sym/s | Total: 10.7m | ETA: 9.4m
[2025-12-22T20:25:47.128623] [INFO ] [sig       ] [1894/3560] Forecasting LEVI...
[2025-12-22T20:25:47.128653] [INFO ] [sig       ] Generating forecast for: LEVI
[2025-12-22T20:25:47.128683] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEVI' from 'https://tdm.silogroup.org/data/derivative_storage/LEVI.csv'.
[2025-12-22T20:25:47.140106] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LEVI'.
[2025-12-22T20:25:47.140469] [INFO ] [FORECASTER] Starting predict_future for LEVI
[2025-12-22T20:25:47.141241] [DEBUG] [LOCAL     ] No optimal features file found for LEVI: ./output/feature-sets/LEVI.txt
[2025-12-22T20:25:47.141296] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:25:47.141330] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:25:47.141360] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:25:47.141415] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:25:47.197089] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:25:47.197972] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:25:47.198054] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:25:47.198086] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:25:47.324971] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:25:47.325143] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:25:47.325194] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:25:47.325230] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:25:47.330014] [DEBUG] [FORECASTER] LEVI: Forecast T+1@11:T+2@11: DOWN (p=5.40%)
[2025-12-22T20:25:47.330479] [INFO ] [FORECASTER] Completed predict_future for LEVI
[2025-12-22T20:25:47.330707] [INFO ] [sig       ] LEVI: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:25:47.467742] [INFO ] [LOCAL     ] Saved forecast: LEVI	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/LEVI.txt
[2025-12-22T20:25:47.467897] [INFO ] [sig       ] [1894/3560] Completed LEVI in 0.3s | 2.94 sym/s | Total: 10.7m | ETA: 9.4m
[2025-12-22T20:25:47.467939] [INFO ] [sig       ] [1895/3560] Forecasting LFMD...
[2025-12-22T20:25:47.467969] [INFO ] [sig       ] Generating forecast for: LFMD
[2025-12-22T20:25:47.467999] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LFMD' from 'https://tdm.silogroup.org/data/derivative_storage/LFMD.csv'.
[2025-12-22T20:25:47.478866] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LFMD'.
[2025-12-22T20:25:47.479250] [INFO ] [FORECASTER] Starting predict_future for LFMD
[2025-12-22T20:25:47.480022] [DEBUG] [LOCAL     ] No optimal features file found for LFMD: ./output/feature-sets/LFMD.txt
[2025-12-22T20:25:47.480073] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:25:47.480104] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:25:47.480130] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:25:47.480184] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:25:47.542308] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:25:47.543201] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:25:47.543293] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:25:47.543335] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:25:47.666863] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:25:47.667015] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:25:47.667055] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:25:47.667084] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:25:47.673789] [DEBUG] [FORECASTER] LFMD: Forecast T+1@11:T+2@11: UP (p=78.32%)
[2025-12-22T20:25:47.674155] [INFO ] [FORECASTER] Completed predict_future for LFMD
[2025-12-22T20:25:47.674291] [INFO ] [sig       ] LFMD: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:25:47.814223] [INFO ] [LOCAL     ] Saved forecast: LFMD	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/LFMD.txt
[2025-12-22T20:25:47.814377] [INFO ] [sig       ] [1895/3560] Completed LFMD in 0.3s | 2.94 sym/s | Total: 10.7m | ETA: 9.4m
[2025-12-22T20:25:47.814415] [INFO ] [sig       ] [1896/3560] Forecasting LFUS...
[2025-12-22T20:25:47.814446] [INFO ] [sig       ] Generating forecast for: LFUS
[2025-12-22T20:25:47.814476] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LFUS' from 'https://tdm.silogroup.org/data/derivative_storage/LFUS.csv'.
[2025-12-22T20:25:47.825468] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LFUS'.
[2025-12-22T20:25:47.825840] [INFO ] [FORECASTER] Starting predict_future for LFUS
[2025-12-22T20:25:47.826653] [DEBUG] [LOCAL     ] No optimal features file found for LFUS: ./output/feature-sets/LFUS.txt
[2025-12-22T20:25:47.826705] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:25:47.826736] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:25:47.826762] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:25:47.826818] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:25:47.883598] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:25:47.884475] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:25:47.884601] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:25:47.884636] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:25:48.007332] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:25:48.007494] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:25:48.007553] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:25:48.007607] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:25:48.011078] [DEBUG] [FORECASTER] LFUS: Forecast T+1@11:T+2@11: UP (p=92.58%)
[2025-12-22T20:25:48.011378] [INFO ] [FORECASTER] Completed predict_future for LFUS
[2025-12-22T20:25:48.011511] [INFO ] [sig       ] LFUS: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:25:48.152912] [INFO ] [LOCAL     ] Saved forecast: LFUS	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/LFUS.txt
[2025-12-22T20:25:48.153084] [INFO ] [sig       ] [1896/3560] Completed LFUS in 0.3s | 2.94 sym/s | Total: 10.7m | ETA: 9.4m
[2025-12-22T20:25:48.153129] [INFO ] [sig       ] [1897/3560] Forecasting LFVN...
[2025-12-22T20:25:48.153162] [INFO ] [sig       ] Generating forecast for: LFVN
[2025-12-22T20:25:48.153195] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LFVN' from 'https://tdm.silogroup.org/data/derivative_storage/LFVN.csv'.
[2025-12-22T20:25:48.165245] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LFVN'.
[2025-12-22T20:25:48.165655] [INFO ] [FORECASTER] Starting predict_future for LFVN
[2025-12-22T20:25:48.166469] [DEBUG] [LOCAL     ] No optimal features file found for LFVN: ./output/feature-sets/LFVN.txt
[2025-12-22T20:25:48.166524] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:25:48.166557] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:25:48.166606] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:25:48.166666] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:25:48.226395] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:25:48.227255] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:25:48.227338] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:25:48.227378] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:25:48.351654] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:25:48.351810] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:25:48.351869] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:25:48.351904] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:25:48.355403] [DEBUG] [FORECASTER] LFVN: Forecast T+1@11:T+2@11: UP (p=65.75%)
[2025-12-22T20:25:48.355714] [INFO ] [FORECASTER] Completed predict_future for LFVN
[2025-12-22T20:25:48.355840] [INFO ] [sig       ] LFVN: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:25:48.498063] [INFO ] [LOCAL     ] Saved forecast: LFVN	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/LFVN.txt
[2025-12-22T20:25:48.498196] [INFO ] [sig       ] [1897/3560] Completed LFVN in 0.3s | 2.94 sym/s | Total: 10.7m | ETA: 9.4m
[2025-12-22T20:25:48.498236] [INFO ] [sig       ] [1898/3560] Forecasting LGCL...
[2025-12-22T20:25:48.498267] [INFO ] [sig       ] Generating forecast for: LGCL
[2025-12-22T20:25:48.498297] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LGCL' from 'https://tdm.silogroup.org/data/derivative_storage/LGCL.csv'.
[2025-12-22T20:25:48.510194] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LGCL'.
[2025-12-22T20:25:48.510537] [INFO ] [FORECASTER] Starting predict_future for LGCL
[2025-12-22T20:25:48.511760] [DEBUG] [LOCAL     ] No optimal features file found for LGCL: ./output/feature-sets/LGCL.txt
[2025-12-22T20:25:48.511814] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:25:48.511847] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:25:48.511874] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:25:48.511932] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:25:48.571730] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:25:48.572650] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:25:48.572738] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:25:48.572773] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:25:48.687876] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:25:48.688027] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:25:48.688067] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:25:48.688096] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:25:48.691839] [DEBUG] [FORECASTER] LGCL: Forecast T+1@11:T+2@11: UP (p=90.81%)
[2025-12-22T20:25:48.692117] [INFO ] [FORECASTER] Completed predict_future for LGCL
[2025-12-22T20:25:48.692248] [INFO ] [sig       ] LGCL: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:25:48.831212] [INFO ] [LOCAL     ] Saved forecast: LGCL	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/LGCL.txt
[2025-12-22T20:25:48.831345] [INFO ] [sig       ] [1898/3560] Completed LGCL in 0.3s | 2.94 sym/s | Total: 10.7m | ETA: 9.4m
[2025-12-22T20:25:48.831389] [INFO ] [sig       ] [1899/3560] Forecasting LGI...
[2025-12-22T20:25:48.831421] [INFO ] [sig       ] Generating forecast for: LGI
[2025-12-22T20:25:48.831452] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LGI' from 'https://tdm.silogroup.org/data/derivative_storage/LGI.csv'.
[2025-12-22T20:25:48.842903] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LGI'.
[2025-12-22T20:25:48.843233] [INFO ] [FORECASTER] Starting predict_future for LGI
[2025-12-22T20:25:48.844060] [DEBUG] [LOCAL     ] No optimal features file found for LGI: ./output/feature-sets/LGI.txt
[2025-12-22T20:25:48.844114] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:25:48.844148] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:25:48.844176] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:25:48.844233] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:25:48.903398] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:25:48.904122] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:25:48.904201] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:25:48.904235] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:25:49.022001] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:25:49.022150] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:25:49.022189] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:25:49.022218] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:25:49.025502] [DEBUG] [FORECASTER] LGI: Forecast T+1@11:T+2@11: DOWN (p=41.83%)
[2025-12-22T20:25:49.025784] [INFO ] [FORECASTER] Completed predict_future for LGI
[2025-12-22T20:25:49.025903] [INFO ] [sig       ] LGI: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:25:49.162343] [INFO ] [LOCAL     ] Saved forecast: LGI	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/LGI.txt
[2025-12-22T20:25:49.162494] [INFO ] [sig       ] [1899/3560] Completed LGI in 0.3s | 2.94 sym/s | Total: 10.8m | ETA: 9.4m
[2025-12-22T20:25:49.162534] [INFO ] [sig       ] [1900/3560] Forecasting LGIH...
[2025-12-22T20:25:49.162564] [INFO ] [sig       ] Generating forecast for: LGIH
[2025-12-22T20:25:49.162615] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LGIH' from 'https://tdm.silogroup.org/data/derivative_storage/LGIH.csv'.
[2025-12-22T20:25:49.173238] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LGIH'.
[2025-12-22T20:25:49.173554] [INFO ] [FORECASTER] Starting predict_future for LGIH
[2025-12-22T20:25:49.174326] [DEBUG] [LOCAL     ] No optimal features file found for LGIH: ./output/feature-sets/LGIH.txt
[2025-12-22T20:25:49.174379] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:25:49.174429] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:25:49.174459] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:25:49.174516] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:25:49.234151] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:25:49.235119] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:25:49.235200] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:25:49.235234] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:25:49.357836] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:25:49.357995] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:25:49.358034] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:25:49.358062] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:25:49.361391] [DEBUG] [FORECASTER] LGIH: Forecast T+1@11:T+2@11: DOWN (p=25.74%)
[2025-12-22T20:25:49.361682] [INFO ] [FORECASTER] Completed predict_future for LGIH
[2025-12-22T20:25:49.361805] [INFO ] [sig       ] LGIH: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:25:49.497646] [INFO ] [LOCAL     ] Saved forecast: LGIH	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/LGIH.txt
[2025-12-22T20:25:49.497803] [INFO ] [sig       ] [1900/3560] Completed LGIH in 0.3s | 2.94 sym/s | Total: 10.8m | ETA: 9.4m
[2025-12-22T20:25:49.497843] [INFO ] [sig       ] [1901/3560] Forecasting LGND...
[2025-12-22T20:25:49.497873] [INFO ] [sig       ] Generating forecast for: LGND
[2025-12-22T20:25:49.497903] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LGND' from 'https://tdm.silogroup.org/data/derivative_storage/LGND.csv'.
[2025-12-22T20:25:49.509466] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LGND'.
[2025-12-22T20:25:49.509872] [INFO ] [FORECASTER] Starting predict_future for LGND
[2025-12-22T20:25:49.510673] [DEBUG] [LOCAL     ] No optimal features file found for LGND: ./output/feature-sets/LGND.txt
[2025-12-22T20:25:49.510727] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:25:49.510762] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:25:49.510790] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:25:49.510850] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:25:49.567825] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:25:49.568689] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:25:49.568769] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:25:49.568802] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:25:49.687486] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:25:49.687651] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:25:49.687691] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:25:49.687720] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:25:49.691059] [DEBUG] [FORECASTER] LGND: Forecast T+1@11:T+2@11: DOWN (p=45.81%)
[2025-12-22T20:25:49.691334] [INFO ] [FORECASTER] Completed predict_future for LGND
[2025-12-22T20:25:49.691479] [INFO ] [sig       ] LGND: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:25:49.828011] [INFO ] [LOCAL     ] Saved forecast: LGND	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/LGND.txt
[2025-12-22T20:25:49.828161] [INFO ] [sig       ] [1901/3560] Completed LGND in 0.3s | 2.94 sym/s | Total: 10.8m | ETA: 9.4m
[2025-12-22T20:25:49.828201] [INFO ] [sig       ] [1902/3560] Forecasting LH...
[2025-12-22T20:25:49.828231] [INFO ] [sig       ] Generating forecast for: LH
[2025-12-22T20:25:49.828262] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LH' from 'https://tdm.silogroup.org/data/derivative_storage/LH.csv'.
[2025-12-22T20:25:49.838904] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LH'.
[2025-12-22T20:25:49.839337] [INFO ] [FORECASTER] Starting predict_future for LH
[2025-12-22T20:25:49.840140] [DEBUG] [LOCAL     ] No optimal features file found for LH: ./output/feature-sets/LH.txt
[2025-12-22T20:25:49.840194] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:25:49.840228] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:25:49.840255] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:25:49.840312] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:25:49.896421] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:25:49.897257] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:25:49.897336] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:25:49.897368] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:25:50.023983] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:25:50.024164] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:25:50.024217] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:25:50.024251] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:25:50.027783] [DEBUG] [FORECASTER] LH: Forecast T+1@11:T+2@11: UP (p=88.51%)
[2025-12-22T20:25:50.028067] [INFO ] [FORECASTER] Completed predict_future for LH
[2025-12-22T20:25:50.028191] [INFO ] [sig       ] LH: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:25:50.170744] [INFO ] [LOCAL     ] Saved forecast: LH	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/LH.txt
[2025-12-22T20:25:50.170882] [INFO ] [sig       ] [1902/3560] Completed LH in 0.3s | 2.94 sym/s | Total: 10.8m | ETA: 9.4m
[2025-12-22T20:25:50.170923] [INFO ] [sig       ] [1903/3560] Forecasting LHX...
[2025-12-22T20:25:50.170953] [INFO ] [sig       ] Generating forecast for: LHX
[2025-12-22T20:25:50.170985] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LHX' from 'https://tdm.silogroup.org/data/derivative_storage/LHX.csv'.
[2025-12-22T20:25:50.182689] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LHX'.
[2025-12-22T20:25:50.183008] [INFO ] [FORECASTER] Starting predict_future for LHX
[2025-12-22T20:25:50.183796] [DEBUG] [LOCAL     ] No optimal features file found for LHX: ./output/feature-sets/LHX.txt
[2025-12-22T20:25:50.183847] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:25:50.183919] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:25:50.183951] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:25:50.184007] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:25:50.245497] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:25:50.246344] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:25:50.246433] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:25:50.246467] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:25:50.369756] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:25:50.369907] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:25:50.369948] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:25:50.369978] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:25:50.373344] [DEBUG] [FORECASTER] LHX: Forecast T+1@11:T+2@11: UP (p=79.48%)
[2025-12-22T20:25:50.373630] [INFO ] [FORECASTER] Completed predict_future for LHX
[2025-12-22T20:25:50.373904] [INFO ] [sig       ] LHX: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:25:50.513259] [INFO ] [LOCAL     ] Saved forecast: LHX	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/LHX.txt
[2025-12-22T20:25:50.513401] [INFO ] [sig       ] [1903/3560] Completed LHX in 0.3s | 2.94 sym/s | Total: 10.8m | ETA: 9.4m
[2025-12-22T20:25:50.513443] [INFO ] [sig       ] [1904/3560] Forecasting LI...
[2025-12-22T20:25:50.513482] [INFO ] [sig       ] Generating forecast for: LI
[2025-12-22T20:25:50.513515] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LI' from 'https://tdm.silogroup.org/data/derivative_storage/LI.csv'.
[2025-12-22T20:25:50.524174] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LI'.
[2025-12-22T20:25:50.524492] [INFO ] [FORECASTER] Starting predict_future for LI
[2025-12-22T20:25:50.525277] [DEBUG] [LOCAL     ] No optimal features file found for LI: ./output/feature-sets/LI.txt
[2025-12-22T20:25:50.525330] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:25:50.525363] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:25:50.525391] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:25:50.525448] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:25:50.583046] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:25:50.583780] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:25:50.583860] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:25:50.583894] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:25:50.705693] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:25:50.705847] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:25:50.705887] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:25:50.705919] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:25:50.709323] [DEBUG] [FORECASTER] LI: Forecast T+1@11:T+2@11: DOWN (p=4.52%)
[2025-12-22T20:25:50.709615] [INFO ] [FORECASTER] Completed predict_future for LI
[2025-12-22T20:25:50.709742] [INFO ] [sig       ] LI: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:25:50.851671] [INFO ] [LOCAL     ] Saved forecast: LI	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/LI.txt
[2025-12-22T20:25:50.851831] [INFO ] [sig       ] [1904/3560] Completed LI in 0.3s | 2.94 sym/s | Total: 10.8m | ETA: 9.4m
[2025-12-22T20:25:50.851871] [INFO ] [sig       ] [1905/3560] Forecasting LICN...
[2025-12-22T20:25:50.851903] [INFO ] [sig       ] Generating forecast for: LICN
[2025-12-22T20:25:50.851934] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LICN' from 'https://tdm.silogroup.org/data/derivative_storage/LICN.csv'.
[2025-12-22T20:25:50.862767] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LICN'.
[2025-12-22T20:25:50.863114] [INFO ] [FORECASTER] Starting predict_future for LICN
[2025-12-22T20:25:50.864079] [DEBUG] [LOCAL     ] No optimal features file found for LICN: ./output/feature-sets/LICN.txt
[2025-12-22T20:25:50.864132] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:25:50.864166] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:25:50.864194] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:25:50.864250] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:25:50.920692] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:25:50.921411] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:25:50.921495] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:25:50.921529] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:25:51.036634] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:25:51.036787] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-22T20:25:51.036827] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:25:51.036855] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:25:51.040566] [DEBUG] [FORECASTER] LICN: Forecast T+1@11:T+2@11: DOWN (p=20.31%)
[2025-12-22T20:25:51.041051] [INFO ] [FORECASTER] Completed predict_future for LICN
[2025-12-22T20:25:51.041176] [INFO ] [sig       ] LICN: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:25:51.177225] [INFO ] [LOCAL     ] Saved forecast: LICN	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/LICN.txt
[2025-12-22T20:25:51.177357] [INFO ] [sig       ] [1905/3560] Completed LICN in 0.3s | 2.94 sym/s | Total: 10.8m | ETA: 9.4m
[2025-12-22T20:25:51.177394] [INFO ] [sig       ] [1906/3560] Forecasting LIF...
[2025-12-22T20:25:51.177424] [INFO ] [sig       ] Generating forecast for: LIF
[2025-12-22T20:25:51.177454] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LIF' from 'https://tdm.silogroup.org/data/derivative_storage/LIF.csv'.
[2025-12-22T20:25:51.188358] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LIF'.
[2025-12-22T20:25:51.188729] [INFO ] [FORECASTER] Starting predict_future for LIF
[2025-12-22T20:25:51.189586] [DEBUG] [LOCAL     ] No optimal features file found for LIF: ./output/feature-sets/LIF.txt
[2025-12-22T20:25:51.189639] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:25:51.189672] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:25:51.189699] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:25:51.189756] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:25:51.247444] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:25:51.248278] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:25:51.248379] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:25:51.248425] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:25:51.372320] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:25:51.372469] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:25:51.372510] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:25:51.372542] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:25:51.375894] [DEBUG] [FORECASTER] LIF: Forecast T+1@11:T+2@11: UP (p=62.05%)
[2025-12-22T20:25:51.376160] [INFO ] [FORECASTER] Completed predict_future for LIF
[2025-12-22T20:25:51.376282] [INFO ] [sig       ] LIF: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:25:51.524053] [INFO ] [LOCAL     ] Saved forecast: LIF	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/LIF.txt
[2025-12-22T20:25:51.524217] [INFO ] [sig       ] [1906/3560] Completed LIF in 0.3s | 2.94 sym/s | Total: 10.8m | ETA: 9.4m
[2025-12-22T20:25:51.524261] [INFO ] [sig       ] [1907/3560] Forecasting LII...
[2025-12-22T20:25:51.524291] [INFO ] [sig       ] Generating forecast for: LII
[2025-12-22T20:25:51.524323] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LII' from 'https://tdm.silogroup.org/data/derivative_storage/LII.csv'.
[2025-12-22T20:25:51.535837] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LII'.
[2025-12-22T20:25:51.536210] [INFO ] [FORECASTER] Starting predict_future for LII
[2025-12-22T20:25:51.537019] [DEBUG] [LOCAL     ] No optimal features file found for LII: ./output/feature-sets/LII.txt
[2025-12-22T20:25:51.537073] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:25:51.537110] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:25:51.537145] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:25:51.537203] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:25:51.597170] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:25:51.598470] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:25:51.598761] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:25:51.598795] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:25:51.727605] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:25:51.727780] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:25:51.727837] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:25:51.727936] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:25:51.732597] [DEBUG] [FORECASTER] LII: Forecast T+1@11:T+2@11: DOWN (p=39.45%)
[2025-12-22T20:25:51.733001] [INFO ] [FORECASTER] Completed predict_future for LII
[2025-12-22T20:25:51.733162] [INFO ] [sig       ] LII: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:25:51.868781] [INFO ] [LOCAL     ] Saved forecast: LII	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/LII.txt
[2025-12-22T20:25:51.868911] [INFO ] [sig       ] [1907/3560] Completed LII in 0.3s | 2.94 sym/s | Total: 10.8m | ETA: 9.4m
[2025-12-22T20:25:51.868950] [INFO ] [sig       ] [1908/3560] Forecasting LILA...
[2025-12-22T20:25:51.868980] [INFO ] [sig       ] Generating forecast for: LILA
[2025-12-22T20:25:51.869009] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LILA' from 'https://tdm.silogroup.org/data/derivative_storage/LILA.csv'.
[2025-12-22T20:25:51.880009] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LILA'.
[2025-12-22T20:25:51.880370] [INFO ] [FORECASTER] Starting predict_future for LILA
[2025-12-22T20:25:51.881173] [DEBUG] [LOCAL     ] No optimal features file found for LILA: ./output/feature-sets/LILA.txt
[2025-12-22T20:25:51.881226] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:25:51.881258] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:25:51.881284] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:25:51.881340] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:25:51.937011] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:25:51.937900] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:25:51.937984] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:25:51.938017] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:25:52.053558] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:25:52.053725] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:25:52.053764] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:25:52.053792] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:25:52.057336] [DEBUG] [FORECASTER] LILA: Forecast T+1@11:T+2@11: UP (p=68.30%)
[2025-12-22T20:25:52.057691] [INFO ] [FORECASTER] Completed predict_future for LILA
[2025-12-22T20:25:52.057828] [INFO ] [sig       ] LILA: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:25:52.192786] [INFO ] [LOCAL     ] Saved forecast: LILA	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/LILA.txt
[2025-12-22T20:25:52.192912] [INFO ] [sig       ] [1908/3560] Completed LILA in 0.3s | 2.94 sym/s | Total: 10.8m | ETA: 9.4m
[2025-12-22T20:25:52.192950] [INFO ] [sig       ] [1909/3560] Forecasting LILAK...
[2025-12-22T20:25:52.192980] [INFO ] [sig       ] Generating forecast for: LILAK
[2025-12-22T20:25:52.193011] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LILAK' from 'https://tdm.silogroup.org/data/derivative_storage/LILAK.csv'.
[2025-12-22T20:25:52.203813] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LILAK'.
[2025-12-22T20:25:52.204131] [INFO ] [FORECASTER] Starting predict_future for LILAK
[2025-12-22T20:25:52.204912] [DEBUG] [LOCAL     ] No optimal features file found for LILAK: ./output/feature-sets/LILAK.txt
[2025-12-22T20:25:52.204964] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:25:52.204996] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:25:52.205022] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:25:52.205076] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:25:52.261697] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:25:52.262294] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:25:52.262369] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:25:52.262402] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:25:52.387110] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:25:52.387308] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:25:52.387349] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:25:52.387377] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:25:52.390897] [DEBUG] [FORECASTER] LILAK: Forecast T+1@11:T+2@11: DOWN (p=10.78%)
[2025-12-22T20:25:52.391196] [INFO ] [FORECASTER] Completed predict_future for LILAK
[2025-12-22T20:25:52.391322] [INFO ] [sig       ] LILAK: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:25:52.528556] [INFO ] [LOCAL     ] Saved forecast: LILAK	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/LILAK.txt
[2025-12-22T20:25:52.528715] [INFO ] [sig       ] [1909/3560] Completed LILAK in 0.3s | 2.94 sym/s | Total: 10.8m | ETA: 9.3m
[2025-12-22T20:25:52.528756] [INFO ] [sig       ] [1910/3560] Forecasting LIN...
[2025-12-22T20:25:52.528784] [INFO ] [sig       ] Generating forecast for: LIN
[2025-12-22T20:25:52.528813] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LIN' from 'https://tdm.silogroup.org/data/derivative_storage/LIN.csv'.
[2025-12-22T20:25:52.541910] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LIN'.
[2025-12-22T20:25:52.542288] [INFO ] [FORECASTER] Starting predict_future for LIN
[2025-12-22T20:25:52.543078] [DEBUG] [LOCAL     ] No optimal features file found for LIN: ./output/feature-sets/LIN.txt
[2025-12-22T20:25:52.543130] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:25:52.543162] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:25:52.543189] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:25:52.543246] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:25:52.599287] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:25:52.600174] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:25:52.600256] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:25:52.600288] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:25:52.717826] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:25:52.717981] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:25:52.718021] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:25:52.718049] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:25:52.721828] [DEBUG] [FORECASTER] LIN: Forecast T+1@11:T+2@11: DOWN (p=2.68%)
[2025-12-22T20:25:52.722097] [INFO ] [FORECASTER] Completed predict_future for LIN
[2025-12-22T20:25:52.722219] [INFO ] [sig       ] LIN: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:25:52.859913] [INFO ] [LOCAL     ] Saved forecast: LIN	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/LIN.txt
[2025-12-22T20:25:52.860067] [INFO ] [sig       ] [1910/3560] Completed LIN in 0.3s | 2.94 sym/s | Total: 10.8m | ETA: 9.3m
[2025-12-22T20:25:52.860108] [INFO ] [sig       ] [1911/3560] Forecasting LINC...
[2025-12-22T20:25:52.860138] [INFO ] [sig       ] Generating forecast for: LINC
[2025-12-22T20:25:52.860168] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LINC' from 'https://tdm.silogroup.org/data/derivative_storage/LINC.csv'.
[2025-12-22T20:25:52.871330] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LINC'.
[2025-12-22T20:25:52.871727] [INFO ] [FORECASTER] Starting predict_future for LINC
[2025-12-22T20:25:52.872517] [DEBUG] [LOCAL     ] No optimal features file found for LINC: ./output/feature-sets/LINC.txt
[2025-12-22T20:25:52.872586] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:25:52.872622] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:25:52.872650] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:25:52.872747] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:25:52.931525] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:25:52.932394] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:25:52.932483] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:25:52.932518] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:25:53.049761] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:25:53.049936] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:25:53.049980] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:25:53.050018] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:25:53.053709] [DEBUG] [FORECASTER] LINC: Forecast T+1@11:T+2@11: DOWN (p=8.14%)
[2025-12-22T20:25:53.054053] [INFO ] [FORECASTER] Completed predict_future for LINC
[2025-12-22T20:25:53.054194] [INFO ] [sig       ] LINC: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:25:53.193273] [INFO ] [LOCAL     ] Saved forecast: LINC	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/LINC.txt
[2025-12-22T20:25:53.193429] [INFO ] [sig       ] [1911/3560] Completed LINC in 0.3s | 2.94 sym/s | Total: 10.8m | ETA: 9.3m
[2025-12-22T20:25:53.193468] [INFO ] [sig       ] [1912/3560] Forecasting LIND...
[2025-12-22T20:25:53.193498] [INFO ] [sig       ] Generating forecast for: LIND
[2025-12-22T20:25:53.193528] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LIND' from 'https://tdm.silogroup.org/data/derivative_storage/LIND.csv'.
[2025-12-22T20:25:53.204491] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LIND'.
[2025-12-22T20:25:53.204957] [INFO ] [FORECASTER] Starting predict_future for LIND
[2025-12-22T20:25:53.205970] [DEBUG] [LOCAL     ] No optimal features file found for LIND: ./output/feature-sets/LIND.txt
[2025-12-22T20:25:53.206024] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:25:53.206057] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:25:53.206085] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:25:53.206143] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:25:53.265815] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:25:53.266689] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:25:53.266770] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:25:53.266804] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:25:53.387886] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:25:53.388035] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:25:53.388076] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:25:53.388104] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:25:53.391498] [DEBUG] [FORECASTER] LIND: Forecast T+1@11:T+2@11: UP (p=60.54%)
[2025-12-22T20:25:53.391798] [INFO ] [FORECASTER] Completed predict_future for LIND
[2025-12-22T20:25:53.391922] [INFO ] [sig       ] LIND: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:25:53.532400] [INFO ] [LOCAL     ] Saved forecast: LIND	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/LIND.txt
[2025-12-22T20:25:53.532565] [INFO ] [sig       ] [1912/3560] Completed LIND in 0.3s | 2.94 sym/s | Total: 10.8m | ETA: 9.3m
[2025-12-22T20:25:53.532646] [INFO ] [sig       ] [1913/3560] Forecasting LINE...
[2025-12-22T20:25:53.532682] [INFO ] [sig       ] Generating forecast for: LINE
[2025-12-22T20:25:53.532712] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LINE' from 'https://tdm.silogroup.org/data/derivative_storage/LINE.csv'.
[2025-12-22T20:25:53.543739] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LINE'.
[2025-12-22T20:25:53.544085] [INFO ] [FORECASTER] Starting predict_future for LINE
[2025-12-22T20:25:53.544890] [DEBUG] [LOCAL     ] No optimal features file found for LINE: ./output/feature-sets/LINE.txt
[2025-12-22T20:25:53.544969] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:25:53.545004] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:25:53.545033] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:25:53.545091] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:25:53.606288] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:25:53.607155] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:25:53.607278] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:25:53.607315] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:25:53.732274] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:25:53.732429] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:25:53.732470] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:25:53.732500] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:25:53.736109] [DEBUG] [FORECASTER] LINE: Forecast T+1@11:T+2@11: DOWN (p=14.14%)
[2025-12-22T20:25:53.736435] [INFO ] [FORECASTER] Completed predict_future for LINE
[2025-12-22T20:25:53.736596] [INFO ] [sig       ] LINE: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:25:53.892247] [INFO ] [LOCAL     ] Saved forecast: LINE	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/LINE.txt
[2025-12-22T20:25:53.892437] [INFO ] [sig       ] [1913/3560] Completed LINE in 0.4s | 2.94 sym/s | Total: 10.8m | ETA: 9.3m
[2025-12-22T20:25:53.892499] [INFO ] [sig       ] [1914/3560] Forecasting LINK...
[2025-12-22T20:25:53.892544] [INFO ] [sig       ] Generating forecast for: LINK
[2025-12-22T20:25:53.892610] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LINK' from 'https://tdm.silogroup.org/data/derivative_storage/LINK.csv'.
[2025-12-22T20:25:53.904226] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LINK'.
[2025-12-22T20:25:53.904622] [INFO ] [FORECASTER] Starting predict_future for LINK
[2025-12-22T20:25:53.905554] [DEBUG] [LOCAL     ] No optimal features file found for LINK: ./output/feature-sets/LINK.txt
[2025-12-22T20:25:53.905633] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:25:53.905674] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:25:53.905710] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:25:53.905784] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:25:53.969326] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:25:53.970202] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:25:53.970288] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:25:53.970322] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:25:54.090965] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:25:54.091114] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:25:54.091155] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:25:54.091185] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:25:54.094616] [DEBUG] [FORECASTER] LINK: Forecast T+1@11:T+2@11: DOWN (p=8.53%)
[2025-12-22T20:25:54.094896] [INFO ] [FORECASTER] Completed predict_future for LINK
[2025-12-22T20:25:54.095021] [INFO ] [sig       ] LINK: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:25:54.234157] [INFO ] [LOCAL     ] Saved forecast: LINK	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/LINK.txt
[2025-12-22T20:25:54.234311] [INFO ] [sig       ] [1914/3560] Completed LINK in 0.3s | 2.94 sym/s | Total: 10.8m | ETA: 9.3m
[2025-12-22T20:25:54.234351] [INFO ] [sig       ] [1915/3560] Forecasting LITE...
[2025-12-22T20:25:54.234382] [INFO ] [sig       ] Generating forecast for: LITE
[2025-12-22T20:25:54.234413] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LITE' from 'https://tdm.silogroup.org/data/derivative_storage/LITE.csv'.
[2025-12-22T20:25:54.245863] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LITE'.
[2025-12-22T20:25:54.246222] [INFO ] [FORECASTER] Starting predict_future for LITE
[2025-12-22T20:25:54.247005] [DEBUG] [LOCAL     ] No optimal features file found for LITE: ./output/feature-sets/LITE.txt
[2025-12-22T20:25:54.247056] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:25:54.247088] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:25:54.247114] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:25:54.247170] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:25:54.302698] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:25:54.303413] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:25:54.303489] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:25:54.303521] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:25:54.422951] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:25:54.423102] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:25:54.423140] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:25:54.423169] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:25:54.426472] [DEBUG] [FORECASTER] LITE: Forecast T+1@11:T+2@11: UP (p=94.90%)
[2025-12-22T20:25:54.426759] [INFO ] [FORECASTER] Completed predict_future for LITE
[2025-12-22T20:25:54.426881] [INFO ] [sig       ] LITE: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:25:54.563856] [INFO ] [LOCAL     ] Saved forecast: LITE	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/LITE.txt
[2025-12-22T20:25:54.564000] [INFO ] [sig       ] [1915/3560] Completed LITE in 0.3s | 2.94 sym/s | Total: 10.8m | ETA: 9.3m
[2025-12-22T20:25:54.564038] [INFO ] [sig       ] [1916/3560] Forecasting LITM...
[2025-12-22T20:25:54.564067] [INFO ] [sig       ] Generating forecast for: LITM
[2025-12-22T20:25:54.564098] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LITM' from 'https://tdm.silogroup.org/data/derivative_storage/LITM.csv'.
[2025-12-22T20:25:54.575374] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LITM'.
[2025-12-22T20:25:54.575726] [INFO ] [FORECASTER] Starting predict_future for LITM
[2025-12-22T20:25:54.576519] [DEBUG] [LOCAL     ] No optimal features file found for LITM: ./output/feature-sets/LITM.txt
[2025-12-22T20:25:54.576596] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:25:54.576639] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:25:54.576672] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:25:54.576740] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:25:54.637460] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:25:54.638303] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:25:54.638381] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:25:54.638412] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:25:54.759037] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:25:54.759190] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:25:54.759228] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:25:54.759256] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:25:54.762584] [DEBUG] [FORECASTER] LITM: Forecast T+1@11:T+2@11: UP (p=98.83%)
[2025-12-22T20:25:54.762853] [INFO ] [FORECASTER] Completed predict_future for LITM
[2025-12-22T20:25:54.762970] [INFO ] [sig       ] LITM: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:25:54.902438] [INFO ] [LOCAL     ] Saved forecast: LITM	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/LITM.txt
[2025-12-22T20:25:54.902627] [INFO ] [sig       ] [1916/3560] Completed LITM in 0.3s | 2.94 sym/s | Total: 10.8m | ETA: 9.3m
[2025-12-22T20:25:54.902672] [INFO ] [sig       ] [1917/3560] Forecasting LIVN...
[2025-12-22T20:25:54.902702] [INFO ] [sig       ] Generating forecast for: LIVN
[2025-12-22T20:25:54.902733] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LIVN' from 'https://tdm.silogroup.org/data/derivative_storage/LIVN.csv'.
[2025-12-22T20:25:54.913879] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LIVN'.
[2025-12-22T20:25:54.914251] [INFO ] [FORECASTER] Starting predict_future for LIVN
[2025-12-22T20:25:54.915029] [DEBUG] [LOCAL     ] No optimal features file found for LIVN: ./output/feature-sets/LIVN.txt
[2025-12-22T20:25:54.915081] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:25:54.915114] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:25:54.915141] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:25:54.915196] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:25:54.974401] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:25:54.975256] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:25:54.975338] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:25:54.975370] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:25:55.096303] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:25:55.096458] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:25:55.096496] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:25:55.096524] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:25:55.099893] [DEBUG] [FORECASTER] LIVN: Forecast T+1@11:T+2@11: DOWN (p=35.59%)
[2025-12-22T20:25:55.100166] [INFO ] [FORECASTER] Completed predict_future for LIVN
[2025-12-22T20:25:55.100286] [INFO ] [sig       ] LIVN: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:25:55.238705] [INFO ] [LOCAL     ] Saved forecast: LIVN	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/LIVN.txt
[2025-12-22T20:25:55.238859] [INFO ] [sig       ] [1917/3560] Completed LIVN in 0.3s | 2.94 sym/s | Total: 10.9m | ETA: 9.3m
[2025-12-22T20:25:55.238897] [INFO ] [sig       ] [1918/3560] Forecasting LKFN...
[2025-12-22T20:25:55.238926] [INFO ] [sig       ] Generating forecast for: LKFN
[2025-12-22T20:25:55.238958] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LKFN' from 'https://tdm.silogroup.org/data/derivative_storage/LKFN.csv'.
[2025-12-22T20:25:55.250413] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LKFN'.
[2025-12-22T20:25:55.250797] [INFO ] [FORECASTER] Starting predict_future for LKFN
[2025-12-22T20:25:55.251554] [DEBUG] [LOCAL     ] No optimal features file found for LKFN: ./output/feature-sets/LKFN.txt
[2025-12-22T20:25:55.251625] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:25:55.251658] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:25:55.251685] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:25:55.251741] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:25:55.311995] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:25:55.312947] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:25:55.313041] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:25:55.313077] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:25:55.436289] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:25:55.436476] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:25:55.436528] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:25:55.436561] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:25:55.440323] [DEBUG] [FORECASTER] LKFN: Forecast T+1@11:T+2@11: DOWN (p=13.21%)
[2025-12-22T20:25:55.440645] [INFO ] [FORECASTER] Completed predict_future for LKFN
[2025-12-22T20:25:55.440779] [INFO ] [sig       ] LKFN: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:25:55.581205] [INFO ] [LOCAL     ] Saved forecast: LKFN	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/LKFN.txt
[2025-12-22T20:25:55.581354] [INFO ] [sig       ] [1918/3560] Completed LKFN in 0.3s | 2.94 sym/s | Total: 10.9m | ETA: 9.3m
[2025-12-22T20:25:55.581393] [INFO ] [sig       ] [1919/3560] Forecasting LKQ...
[2025-12-22T20:25:55.581424] [INFO ] [sig       ] Generating forecast for: LKQ
[2025-12-22T20:25:55.581454] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LKQ' from 'https://tdm.silogroup.org/data/derivative_storage/LKQ.csv'.
[2025-12-22T20:25:55.592605] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LKQ'.
[2025-12-22T20:25:55.592976] [INFO ] [FORECASTER] Starting predict_future for LKQ
[2025-12-22T20:25:55.593788] [DEBUG] [LOCAL     ] No optimal features file found for LKQ: ./output/feature-sets/LKQ.txt
[2025-12-22T20:25:55.593841] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:25:55.593876] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:25:55.593904] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:25:55.593967] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:25:55.659358] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:25:55.660246] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:25:55.660328] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:25:55.660362] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:25:55.775253] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:25:55.775408] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:25:55.775447] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:25:55.775476] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:25:55.779220] [DEBUG] [FORECASTER] LKQ: Forecast T+1@11:T+2@11: DOWN (p=18.64%)
[2025-12-22T20:25:55.779503] [INFO ] [FORECASTER] Completed predict_future for LKQ
[2025-12-22T20:25:55.779656] [INFO ] [sig       ] LKQ: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:25:55.917187] [INFO ] [LOCAL     ] Saved forecast: LKQ	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/LKQ.txt
[2025-12-22T20:25:55.917343] [INFO ] [sig       ] [1919/3560] Completed LKQ in 0.3s | 2.94 sym/s | Total: 10.9m | ETA: 9.3m
[2025-12-22T20:25:55.917382] [INFO ] [sig       ] [1920/3560] Forecasting LLY...
[2025-12-22T20:25:55.917413] [INFO ] [sig       ] Generating forecast for: LLY
[2025-12-22T20:25:55.917443] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LLY' from 'https://tdm.silogroup.org/data/derivative_storage/LLY.csv'.
[2025-12-22T20:25:55.928395] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LLY'.
[2025-12-22T20:25:55.928769] [INFO ] [FORECASTER] Starting predict_future for LLY
[2025-12-22T20:25:55.929594] [DEBUG] [LOCAL     ] No optimal features file found for LLY: ./output/feature-sets/LLY.txt
[2025-12-22T20:25:55.929656] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:25:55.929724] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:25:55.929752] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:25:55.929809] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:25:55.985745] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:25:55.986615] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:25:55.986703] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:25:55.986735] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:25:56.109719] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:25:56.109888] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:25:56.109929] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:25:56.109957] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:25:56.113293] [DEBUG] [FORECASTER] LLY: Forecast T+1@11:T+2@11: DOWN (p=25.76%)
[2025-12-22T20:25:56.113568] [INFO ] [FORECASTER] Completed predict_future for LLY
[2025-12-22T20:25:56.113710] [INFO ] [sig       ] LLY: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:25:56.252999] [INFO ] [LOCAL     ] Saved forecast: LLY	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/LLY.txt
[2025-12-22T20:25:56.253131] [INFO ] [sig       ] [1920/3560] Completed LLY in 0.3s | 2.94 sym/s | Total: 10.9m | ETA: 9.3m
[2025-12-22T20:25:56.253178] [INFO ] [sig       ] [1921/3560] Forecasting LMB...
[2025-12-22T20:25:56.253208] [INFO ] [sig       ] Generating forecast for: LMB
[2025-12-22T20:25:56.253238] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LMB' from 'https://tdm.silogroup.org/data/derivative_storage/LMB.csv'.
[2025-12-22T20:25:56.265254] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LMB'.
[2025-12-22T20:25:56.265590] [INFO ] [FORECASTER] Starting predict_future for LMB
[2025-12-22T20:25:56.266594] [DEBUG] [LOCAL     ] No optimal features file found for LMB: ./output/feature-sets/LMB.txt
[2025-12-22T20:25:56.266649] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:25:56.266681] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:25:56.266859] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:25:56.266914] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:25:56.322781] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:25:56.323495] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:25:56.323588] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:25:56.323623] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:25:56.439324] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:25:56.439474] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:25:56.439517] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:25:56.439552] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:25:56.442903] [DEBUG] [FORECASTER] LMB: Forecast T+1@11:T+2@11: DOWN (p=48.40%)
[2025-12-22T20:25:56.443171] [INFO ] [FORECASTER] Completed predict_future for LMB
[2025-12-22T20:25:56.443289] [INFO ] [sig       ] LMB: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:25:56.578281] [INFO ] [LOCAL     ] Saved forecast: LMB	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/LMB.txt
[2025-12-22T20:25:56.578419] [INFO ] [sig       ] [1921/3560] Completed LMB in 0.3s | 2.94 sym/s | Total: 10.9m | ETA: 9.3m
[2025-12-22T20:25:56.578458] [INFO ] [sig       ] [1922/3560] Forecasting LMBS...
[2025-12-22T20:25:56.578487] [INFO ] [sig       ] Generating forecast for: LMBS
[2025-12-22T20:25:56.578516] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LMBS' from 'https://tdm.silogroup.org/data/derivative_storage/LMBS.csv'.
[2025-12-22T20:25:56.590003] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LMBS'.
[2025-12-22T20:25:56.590317] [INFO ] [FORECASTER] Starting predict_future for LMBS
[2025-12-22T20:25:56.591091] [DEBUG] [LOCAL     ] No optimal features file found for LMBS: ./output/feature-sets/LMBS.txt
[2025-12-22T20:25:56.591143] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:25:56.591175] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:25:56.591202] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:25:56.591258] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:25:56.647916] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:25:56.648520] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:25:56.648618] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:25:56.648651] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:25:56.766523] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:25:56.766687] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:25:56.766726] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:25:56.766754] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:25:56.770167] [DEBUG] [FORECASTER] LMBS: Forecast T+1@11:T+2@11: UP (p=84.23%)
[2025-12-22T20:25:56.770440] [INFO ] [FORECASTER] Completed predict_future for LMBS
[2025-12-22T20:25:56.770564] [INFO ] [sig       ] LMBS: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:25:56.906619] [INFO ] [LOCAL     ] Saved forecast: LMBS	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/LMBS.txt
[2025-12-22T20:25:56.906740] [INFO ] [sig       ] [1922/3560] Completed LMBS in 0.3s | 2.94 sym/s | Total: 10.9m | ETA: 9.3m
[2025-12-22T20:25:56.906779] [INFO ] [sig       ] [1923/3560] Forecasting LMND...
[2025-12-22T20:25:56.906807] [INFO ] [sig       ] Generating forecast for: LMND
[2025-12-22T20:25:56.906837] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LMND' from 'https://tdm.silogroup.org/data/derivative_storage/LMND.csv'.
[2025-12-22T20:25:56.917469] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LMND'.
[2025-12-22T20:25:56.917796] [INFO ] [FORECASTER] Starting predict_future for LMND
[2025-12-22T20:25:56.918539] [DEBUG] [LOCAL     ] No optimal features file found for LMND: ./output/feature-sets/LMND.txt
[2025-12-22T20:25:56.918618] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:25:56.918652] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:25:56.918679] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:25:56.918736] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:25:56.977223] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:25:56.977925] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:25:56.978000] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:25:56.978032] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:25:57.097098] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:25:57.097238] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:25:57.097275] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:25:57.097334] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:25:57.100697] [DEBUG] [FORECASTER] LMND: Forecast T+1@11:T+2@11: DOWN (p=15.84%)
[2025-12-22T20:25:57.100962] [INFO ] [FORECASTER] Completed predict_future for LMND
[2025-12-22T20:25:57.101081] [INFO ] [sig       ] LMND: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:25:57.237156] [INFO ] [LOCAL     ] Saved forecast: LMND	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/LMND.txt
[2025-12-22T20:25:57.237277] [INFO ] [sig       ] [1923/3560] Completed LMND in 0.3s | 2.94 sym/s | Total: 10.9m | ETA: 9.3m
[2025-12-22T20:25:57.237316] [INFO ] [sig       ] [1924/3560] Forecasting LNC...
[2025-12-22T20:25:57.237345] [INFO ] [sig       ] Generating forecast for: LNC
[2025-12-22T20:25:57.237375] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LNC' from 'https://tdm.silogroup.org/data/derivative_storage/LNC.csv'.
[2025-12-22T20:25:57.248287] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LNC'.
[2025-12-22T20:25:57.248634] [INFO ] [FORECASTER] Starting predict_future for LNC
[2025-12-22T20:25:57.249433] [DEBUG] [LOCAL     ] No optimal features file found for LNC: ./output/feature-sets/LNC.txt
[2025-12-22T20:25:57.249501] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:25:57.249534] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:25:57.249560] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:25:57.249653] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:25:57.306564] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:25:57.307398] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:25:57.307474] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:25:57.307505] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:25:57.431886] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:25:57.432033] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:25:57.432072] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:25:57.432101] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:25:57.435469] [DEBUG] [FORECASTER] LNC: Forecast T+1@11:T+2@11: DOWN (p=34.54%)
[2025-12-22T20:25:57.435756] [INFO ] [FORECASTER] Completed predict_future for LNC
[2025-12-22T20:25:57.435876] [INFO ] [sig       ] LNC: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:25:57.573937] [INFO ] [LOCAL     ] Saved forecast: LNC	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/LNC.txt
[2025-12-22T20:25:57.574094] [INFO ] [sig       ] [1924/3560] Completed LNC in 0.3s | 2.94 sym/s | Total: 10.9m | ETA: 9.3m
[2025-12-22T20:25:57.574134] [INFO ] [sig       ] [1925/3560] Forecasting LND...
[2025-12-22T20:25:57.574163] [INFO ] [sig       ] Generating forecast for: LND
[2025-12-22T20:25:57.574192] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LND' from 'https://tdm.silogroup.org/data/derivative_storage/LND.csv'.
[2025-12-22T20:25:57.585403] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LND'.
[2025-12-22T20:25:57.585787] [INFO ] [FORECASTER] Starting predict_future for LND
[2025-12-22T20:25:57.586539] [DEBUG] [LOCAL     ] No optimal features file found for LND: ./output/feature-sets/LND.txt
[2025-12-22T20:25:57.586614] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:25:57.586647] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:25:57.586674] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:25:57.586730] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:25:57.642846] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:25:57.643721] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:25:57.643805] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:25:57.643838] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:25:57.757671] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:25:57.757852] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:25:57.757902] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:25:57.757933] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:25:57.761401] [DEBUG] [FORECASTER] LND: Forecast T+1@11:T+2@11: DOWN (p=28.34%)
[2025-12-22T20:25:57.761691] [INFO ] [FORECASTER] Completed predict_future for LND
[2025-12-22T20:25:57.761814] [INFO ] [sig       ] LND: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:25:57.898292] [INFO ] [LOCAL     ] Saved forecast: LND	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/LND.txt
[2025-12-22T20:25:57.898447] [INFO ] [sig       ] [1925/3560] Completed LND in 0.3s | 2.94 sym/s | Total: 10.9m | ETA: 9.3m
[2025-12-22T20:25:57.898487] [INFO ] [sig       ] [1926/3560] Forecasting LNG...
[2025-12-22T20:25:57.898519] [INFO ] [sig       ] Generating forecast for: LNG
[2025-12-22T20:25:57.898556] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LNG' from 'https://tdm.silogroup.org/data/derivative_storage/LNG.csv'.
[2025-12-22T20:25:57.910290] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LNG'.
[2025-12-22T20:25:57.910709] [INFO ] [FORECASTER] Starting predict_future for LNG
[2025-12-22T20:25:57.911522] [DEBUG] [LOCAL     ] No optimal features file found for LNG: ./output/feature-sets/LNG.txt
[2025-12-22T20:25:57.911594] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:25:57.911630] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:25:57.911657] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:25:57.911713] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:25:57.970546] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:25:57.971440] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:25:57.971526] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:25:57.971560] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:25:58.090434] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:25:58.090611] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:25:58.090654] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:25:58.090683] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:25:58.094148] [DEBUG] [FORECASTER] LNG: Forecast T+1@11:T+2@11: DOWN (p=47.48%)
[2025-12-22T20:25:58.094477] [INFO ] [FORECASTER] Completed predict_future for LNG
[2025-12-22T20:25:58.094632] [INFO ] [sig       ] LNG: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:25:58.235156] [INFO ] [LOCAL     ] Saved forecast: LNG	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/LNG.txt
[2025-12-22T20:25:58.235315] [INFO ] [sig       ] [1926/3560] Completed LNG in 0.3s | 2.94 sym/s | Total: 10.9m | ETA: 9.3m
[2025-12-22T20:25:58.235354] [INFO ] [sig       ] [1927/3560] Forecasting LNKB...
[2025-12-22T20:25:58.235384] [INFO ] [sig       ] Generating forecast for: LNKB
[2025-12-22T20:25:58.235414] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LNKB' from 'https://tdm.silogroup.org/data/derivative_storage/LNKB.csv'.
[2025-12-22T20:25:58.247039] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LNKB'.
[2025-12-22T20:25:58.247376] [INFO ] [FORECASTER] Starting predict_future for LNKB
[2025-12-22T20:25:58.248375] [DEBUG] [LOCAL     ] No optimal features file found for LNKB: ./output/feature-sets/LNKB.txt
[2025-12-22T20:25:58.248427] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:25:58.248458] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:25:58.248484] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:25:58.248539] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:25:58.306288] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:25:58.307149] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:25:58.307229] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:25:58.307261] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:25:58.419786] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:25:58.419943] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:25:58.419982] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:25:58.420011] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:25:58.423346] [DEBUG] [FORECASTER] LNKB: Forecast T+1@11:T+2@11: UP (p=81.80%)
[2025-12-22T20:25:58.423642] [INFO ] [FORECASTER] Completed predict_future for LNKB
[2025-12-22T20:25:58.423768] [INFO ] [sig       ] LNKB: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:25:58.567306] [INFO ] [LOCAL     ] Saved forecast: LNKB	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/LNKB.txt
[2025-12-22T20:25:58.567457] [INFO ] [sig       ] [1927/3560] Completed LNKB in 0.3s | 2.94 sym/s | Total: 10.9m | ETA: 9.2m
[2025-12-22T20:25:58.567511] [INFO ] [sig       ] [1928/3560] Forecasting LNN...
[2025-12-22T20:25:58.567542] [INFO ] [sig       ] Generating forecast for: LNN
[2025-12-22T20:25:58.567589] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LNN' from 'https://tdm.silogroup.org/data/derivative_storage/LNN.csv'.
[2025-12-22T20:25:58.578814] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LNN'.
[2025-12-22T20:25:58.579118] [INFO ] [FORECASTER] Starting predict_future for LNN
[2025-12-22T20:25:58.579888] [DEBUG] [LOCAL     ] No optimal features file found for LNN: ./output/feature-sets/LNN.txt
[2025-12-22T20:25:58.579939] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:25:58.579971] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:25:58.579997] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:25:58.580053] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:25:58.636111] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:25:58.636876] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:25:58.636955] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:25:58.636987] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:25:58.756850] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:25:58.757003] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:25:58.757041] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:25:58.757070] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:25:58.760393] [DEBUG] [FORECASTER] LNN: Forecast T+1@11:T+2@11: UP (p=92.33%)
[2025-12-22T20:25:58.760702] [INFO ] [FORECASTER] Completed predict_future for LNN
[2025-12-22T20:25:58.760828] [INFO ] [sig       ] LNN: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:25:58.896616] [INFO ] [LOCAL     ] Saved forecast: LNN	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/LNN.txt
[2025-12-22T20:25:58.896755] [INFO ] [sig       ] [1928/3560] Completed LNN in 0.3s | 2.94 sym/s | Total: 10.9m | ETA: 9.2m
[2025-12-22T20:25:58.896794] [INFO ] [sig       ] [1929/3560] Forecasting LNTH...
[2025-12-22T20:25:58.896823] [INFO ] [sig       ] Generating forecast for: LNTH
[2025-12-22T20:25:58.896853] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LNTH' from 'https://tdm.silogroup.org/data/derivative_storage/LNTH.csv'.
[2025-12-22T20:25:58.907842] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LNTH'.
[2025-12-22T20:25:58.908196] [INFO ] [FORECASTER] Starting predict_future for LNTH
[2025-12-22T20:25:58.908969] [DEBUG] [LOCAL     ] No optimal features file found for LNTH: ./output/feature-sets/LNTH.txt
[2025-12-22T20:25:58.909045] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:25:58.909077] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:25:58.909104] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:25:58.909160] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:25:58.965438] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:25:58.966294] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:25:58.966380] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:25:58.966413] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:25:59.084629] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:25:59.084782] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:25:59.084821] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:25:59.084849] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:25:59.088147] [DEBUG] [FORECASTER] LNTH: Forecast T+1@11:T+2@11: UP (p=98.85%)
[2025-12-22T20:25:59.088414] [INFO ] [FORECASTER] Completed predict_future for LNTH
[2025-12-22T20:25:59.088551] [INFO ] [sig       ] LNTH: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:25:59.223478] [INFO ] [LOCAL     ] Saved forecast: LNTH	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/LNTH.txt
[2025-12-22T20:25:59.223649] [INFO ] [sig       ] [1929/3560] Completed LNTH in 0.3s | 2.94 sym/s | Total: 10.9m | ETA: 9.2m
[2025-12-22T20:25:59.223692] [INFO ] [sig       ] [1930/3560] Forecasting LNZA...
[2025-12-22T20:25:59.223723] [INFO ] [sig       ] Generating forecast for: LNZA
[2025-12-22T20:25:59.223753] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LNZA' from 'https://tdm.silogroup.org/data/derivative_storage/LNZA.csv'.
[2025-12-22T20:25:59.235920] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LNZA'.
[2025-12-22T20:25:59.236345] [INFO ] [FORECASTER] Starting predict_future for LNZA
[2025-12-22T20:25:59.237150] [DEBUG] [LOCAL     ] No optimal features file found for LNZA: ./output/feature-sets/LNZA.txt
[2025-12-22T20:25:59.237202] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:25:59.237234] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:25:59.237261] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:25:59.237317] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:25:59.293764] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:25:59.294669] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:25:59.294787] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:25:59.294820] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:25:59.409107] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:25:59.409258] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:25:59.409298] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:25:59.409327] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:25:59.412634] [DEBUG] [FORECASTER] LNZA: Forecast T+1@11:T+2@11: DOWN (p=19.96%)
[2025-12-22T20:25:59.412904] [INFO ] [FORECASTER] Completed predict_future for LNZA
[2025-12-22T20:25:59.413023] [INFO ] [sig       ] LNZA: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:25:59.548259] [INFO ] [LOCAL     ] Saved forecast: LNZA	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/LNZA.txt
[2025-12-22T20:25:59.548412] [INFO ] [sig       ] [1930/3560] Completed LNZA in 0.3s | 2.94 sym/s | Total: 10.9m | ETA: 9.2m
[2025-12-22T20:25:59.548453] [INFO ] [sig       ] [1931/3560] Forecasting LOAN...
[2025-12-22T20:25:59.548483] [INFO ] [sig       ] Generating forecast for: LOAN
[2025-12-22T20:25:59.548514] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOAN' from 'https://tdm.silogroup.org/data/derivative_storage/LOAN.csv'.
[2025-12-22T20:25:59.559200] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LOAN'.
[2025-12-22T20:25:59.559609] [INFO ] [FORECASTER] Starting predict_future for LOAN
[2025-12-22T20:25:59.560379] [DEBUG] [LOCAL     ] No optimal features file found for LOAN: ./output/feature-sets/LOAN.txt
[2025-12-22T20:25:59.560430] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:25:59.560462] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:25:59.560489] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:25:59.560545] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:25:59.616806] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:25:59.617643] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:25:59.617721] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:25:59.617753] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:25:59.723834] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:25:59.723985] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:25:59.724038] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:25:59.724068] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:25:59.727339] [DEBUG] [FORECASTER] LOAN: Forecast T+1@11:T+2@11: DOWN (p=3.30%)
[2025-12-22T20:25:59.727626] [INFO ] [FORECASTER] Completed predict_future for LOAN
[2025-12-22T20:25:59.727745] [INFO ] [sig       ] LOAN: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:25:59.863236] [INFO ] [LOCAL     ] Saved forecast: LOAN	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/LOAN.txt
[2025-12-22T20:25:59.863360] [INFO ] [sig       ] [1931/3560] Completed LOAN in 0.3s | 2.94 sym/s | Total: 10.9m | ETA: 9.2m
[2025-12-22T20:25:59.863400] [INFO ] [sig       ] [1932/3560] Forecasting LOB...
[2025-12-22T20:25:59.863429] [INFO ] [sig       ] Generating forecast for: LOB
[2025-12-22T20:25:59.863459] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOB' from 'https://tdm.silogroup.org/data/derivative_storage/LOB.csv'.
[2025-12-22T20:25:59.874382] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LOB'.
[2025-12-22T20:25:59.874778] [INFO ] [FORECASTER] Starting predict_future for LOB
[2025-12-22T20:25:59.875525] [DEBUG] [LOCAL     ] No optimal features file found for LOB: ./output/feature-sets/LOB.txt
[2025-12-22T20:25:59.875601] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:25:59.875636] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:25:59.875668] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:25:59.875725] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:25:59.931987] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:25:59.932590] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:25:59.932666] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:25:59.932697] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:26:00.055024] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:26:00.055177] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:26:00.055216] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:26:00.055245] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:26:00.058911] [DEBUG] [FORECASTER] LOB: Forecast T+1@11:T+2@11: UP (p=78.98%)
[2025-12-22T20:26:00.059211] [INFO ] [FORECASTER] Completed predict_future for LOB
[2025-12-22T20:26:00.059337] [INFO ] [sig       ] LOB: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:26:00.195908] [INFO ] [LOCAL     ] Saved forecast: LOB	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/LOB.txt
[2025-12-22T20:26:00.196050] [INFO ] [sig       ] [1932/3560] Completed LOB in 0.3s | 2.94 sym/s | Total: 10.9m | ETA: 9.2m
[2025-12-22T20:26:00.196091] [INFO ] [sig       ] [1933/3560] Forecasting LOCO...
[2025-12-22T20:26:00.196121] [INFO ] [sig       ] Generating forecast for: LOCO
[2025-12-22T20:26:00.196151] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOCO' from 'https://tdm.silogroup.org/data/derivative_storage/LOCO.csv'.
[2025-12-22T20:26:00.208137] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LOCO'.
[2025-12-22T20:26:00.208622] [INFO ] [FORECASTER] Starting predict_future for LOCO
[2025-12-22T20:26:00.209537] [DEBUG] [LOCAL     ] No optimal features file found for LOCO: ./output/feature-sets/LOCO.txt
[2025-12-22T20:26:00.209609] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:26:00.209648] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:26:00.209676] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:26:00.209732] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:26:00.266116] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:26:00.266965] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:26:00.267074] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:26:00.267107] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:26:00.391019] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:26:00.391173] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:26:00.391212] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:26:00.391241] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:26:00.394875] [DEBUG] [FORECASTER] LOCO: Forecast T+1@11:T+2@11: DOWN (p=39.52%)
[2025-12-22T20:26:00.395165] [INFO ] [FORECASTER] Completed predict_future for LOCO
[2025-12-22T20:26:00.395292] [INFO ] [sig       ] LOCO: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:26:00.532250] [INFO ] [LOCAL     ] Saved forecast: LOCO	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/LOCO.txt
[2025-12-22T20:26:00.532448] [INFO ] [sig       ] [1933/3560] Completed LOCO in 0.3s | 2.94 sym/s | Total: 10.9m | ETA: 9.2m
[2025-12-22T20:26:00.532506] [INFO ] [sig       ] [1934/3560] Forecasting LOGI...
[2025-12-22T20:26:00.532549] [INFO ] [sig       ] Generating forecast for: LOGI
[2025-12-22T20:26:00.532612] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOGI' from 'https://tdm.silogroup.org/data/derivative_storage/LOGI.csv'.
[2025-12-22T20:26:00.543795] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LOGI'.
[2025-12-22T20:26:00.544142] [INFO ] [FORECASTER] Starting predict_future for LOGI
[2025-12-22T20:26:00.544946] [DEBUG] [LOCAL     ] No optimal features file found for LOGI: ./output/feature-sets/LOGI.txt
[2025-12-22T20:26:00.544998] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:26:00.545031] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:26:00.545058] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:26:00.545115] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:26:00.602195] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:26:00.603049] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:26:00.603126] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:26:00.603158] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:26:00.723160] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:26:00.723323] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:26:00.723373] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:26:00.723408] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:26:00.726762] [DEBUG] [FORECASTER] LOGI: Forecast T+1@11:T+2@11: UP (p=99.34%)
[2025-12-22T20:26:00.727040] [INFO ] [FORECASTER] Completed predict_future for LOGI
[2025-12-22T20:26:00.727165] [INFO ] [sig       ] LOGI: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:26:00.867104] [INFO ] [LOCAL     ] Saved forecast: LOGI	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/LOGI.txt
[2025-12-22T20:26:00.867272] [INFO ] [sig       ] [1934/3560] Completed LOGI in 0.3s | 2.94 sym/s | Total: 10.9m | ETA: 9.2m
[2025-12-22T20:26:00.867312] [INFO ] [sig       ] [1935/3560] Forecasting LOMA...
[2025-12-22T20:26:00.867342] [INFO ] [sig       ] Generating forecast for: LOMA
[2025-12-22T20:26:00.867373] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOMA' from 'https://tdm.silogroup.org/data/derivative_storage/LOMA.csv'.
[2025-12-22T20:26:00.878945] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LOMA'.
[2025-12-22T20:26:00.879396] [INFO ] [FORECASTER] Starting predict_future for LOMA
[2025-12-22T20:26:00.880213] [DEBUG] [LOCAL     ] No optimal features file found for LOMA: ./output/feature-sets/LOMA.txt
[2025-12-22T20:26:00.880266] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:26:00.880323] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:26:00.880351] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:26:00.880407] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:26:00.936570] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:26:00.937451] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:26:00.937537] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:26:00.937570] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:26:01.059102] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:26:01.059261] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:26:01.059300] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:26:01.059328] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:26:01.062808] [DEBUG] [FORECASTER] LOMA: Forecast T+1@11:T+2@11: UP (p=91.33%)
[2025-12-22T20:26:01.063083] [INFO ] [FORECASTER] Completed predict_future for LOMA
[2025-12-22T20:26:01.063209] [INFO ] [sig       ] LOMA: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:26:01.203293] [INFO ] [LOCAL     ] Saved forecast: LOMA	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/LOMA.txt
[2025-12-22T20:26:01.203455] [INFO ] [sig       ] [1935/3560] Completed LOMA in 0.3s | 2.94 sym/s | Total: 11.0m | ETA: 9.2m
[2025-12-22T20:26:01.203496] [INFO ] [sig       ] [1936/3560] Forecasting LOPE...
[2025-12-22T20:26:01.203528] [INFO ] [sig       ] Generating forecast for: LOPE
[2025-12-22T20:26:01.203559] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOPE' from 'https://tdm.silogroup.org/data/derivative_storage/LOPE.csv'.
[2025-12-22T20:26:01.214773] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LOPE'.
[2025-12-22T20:26:01.215126] [INFO ] [FORECASTER] Starting predict_future for LOPE
[2025-12-22T20:26:01.215943] [DEBUG] [LOCAL     ] No optimal features file found for LOPE: ./output/feature-sets/LOPE.txt
[2025-12-22T20:26:01.215997] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:26:01.216033] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:26:01.216061] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:26:01.216118] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:26:01.275700] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:26:01.276727] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:26:01.276823] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:26:01.276857] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:26:01.399761] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:26:01.400147] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:26:01.401068] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:26:01.401107] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:26:01.404714] [DEBUG] [FORECASTER] LOPE: Forecast T+1@11:T+2@11: DOWN (p=32.70%)
[2025-12-22T20:26:01.405007] [INFO ] [FORECASTER] Completed predict_future for LOPE
[2025-12-22T20:26:01.405142] [INFO ] [sig       ] LOPE: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:26:01.543173] [INFO ] [LOCAL     ] Saved forecast: LOPE	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/LOPE.txt
[2025-12-22T20:26:01.543354] [INFO ] [sig       ] [1936/3560] Completed LOPE in 0.3s | 2.94 sym/s | Total: 11.0m | ETA: 9.2m
[2025-12-22T20:26:01.543396] [INFO ] [sig       ] [1937/3560] Forecasting LOVE...
[2025-12-22T20:26:01.543428] [INFO ] [sig       ] Generating forecast for: LOVE
[2025-12-22T20:26:01.543459] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOVE' from 'https://tdm.silogroup.org/data/derivative_storage/LOVE.csv'.
[2025-12-22T20:26:01.556499] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LOVE'.
[2025-12-22T20:26:01.557015] [INFO ] [FORECASTER] Starting predict_future for LOVE
[2025-12-22T20:26:01.557903] [DEBUG] [LOCAL     ] No optimal features file found for LOVE: ./output/feature-sets/LOVE.txt
[2025-12-22T20:26:01.557957] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:26:01.558017] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:26:01.558048] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:26:01.558107] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:26:01.615337] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:26:01.616210] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:26:01.616293] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:26:01.616326] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:26:01.742253] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:26:01.742410] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:26:01.742452] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:26:01.742483] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:26:01.746125] [DEBUG] [FORECASTER] LOVE: Forecast T+1@11:T+2@11: UP (p=67.13%)
[2025-12-22T20:26:01.746441] [INFO ] [FORECASTER] Completed predict_future for LOVE
[2025-12-22T20:26:01.746599] [INFO ] [sig       ] LOVE: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:26:01.890276] [INFO ] [LOCAL     ] Saved forecast: LOVE	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/LOVE.txt
[2025-12-22T20:26:01.890441] [INFO ] [sig       ] [1937/3560] Completed LOVE in 0.3s | 2.94 sym/s | Total: 11.0m | ETA: 9.2m
[2025-12-22T20:26:01.890485] [INFO ] [sig       ] [1938/3560] Forecasting LPCN...
[2025-12-22T20:26:01.890516] [INFO ] [sig       ] Generating forecast for: LPCN
[2025-12-22T20:26:01.890547] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPCN' from 'https://tdm.silogroup.org/data/derivative_storage/LPCN.csv'.
[2025-12-22T20:26:01.902144] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPCN'.
[2025-12-22T20:26:01.902560] [INFO ] [FORECASTER] Starting predict_future for LPCN
[2025-12-22T20:26:01.903438] [DEBUG] [LOCAL     ] No optimal features file found for LPCN: ./output/feature-sets/LPCN.txt
[2025-12-22T20:26:01.903492] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:26:01.903528] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:26:01.903556] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:26:01.903661] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:26:01.959875] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:26:01.960712] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:26:01.960789] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:26:01.960822] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:26:02.068595] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:26:02.068746] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:26:02.068787] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:26:02.068815] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:26:02.072145] [DEBUG] [FORECASTER] LPCN: Forecast T+1@11:T+2@11: DOWN (p=22.94%)
[2025-12-22T20:26:02.072410] [INFO ] [FORECASTER] Completed predict_future for LPCN
[2025-12-22T20:26:02.072529] [INFO ] [sig       ] LPCN: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:26:02.208369] [INFO ] [LOCAL     ] Saved forecast: LPCN	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/LPCN.txt
[2025-12-22T20:26:02.208536] [INFO ] [sig       ] [1938/3560] Completed LPCN in 0.3s | 2.94 sym/s | Total: 11.0m | ETA: 9.2m
[2025-12-22T20:26:02.208596] [INFO ] [sig       ] [1939/3560] Forecasting LPG...
[2025-12-22T20:26:02.208638] [INFO ] [sig       ] Generating forecast for: LPG
[2025-12-22T20:26:02.208672] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPG' from 'https://tdm.silogroup.org/data/derivative_storage/LPG.csv'.
[2025-12-22T20:26:02.219754] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPG'.
[2025-12-22T20:26:02.220155] [INFO ] [FORECASTER] Starting predict_future for LPG
[2025-12-22T20:26:02.221065] [DEBUG] [LOCAL     ] No optimal features file found for LPG: ./output/feature-sets/LPG.txt
[2025-12-22T20:26:02.221124] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:26:02.221159] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:26:02.221188] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:26:02.221247] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:26:02.280114] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:26:02.280832] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:26:02.280913] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:26:02.280947] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:26:02.408165] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:26:02.408342] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:26:02.408383] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:26:02.408415] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:26:02.411956] [DEBUG] [FORECASTER] LPG: Forecast T+1@11:T+2@11: DOWN (p=28.02%)
[2025-12-22T20:26:02.412228] [INFO ] [FORECASTER] Completed predict_future for LPG
[2025-12-22T20:26:02.412351] [INFO ] [sig       ] LPG: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:26:02.557088] [INFO ] [LOCAL     ] Saved forecast: LPG	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/LPG.txt
[2025-12-22T20:26:02.557246] [INFO ] [sig       ] [1939/3560] Completed LPG in 0.3s | 2.94 sym/s | Total: 11.0m | ETA: 9.2m
[2025-12-22T20:26:02.557285] [INFO ] [sig       ] [1940/3560] Forecasting LPL...
[2025-12-22T20:26:02.557314] [INFO ] [sig       ] Generating forecast for: LPL
[2025-12-22T20:26:02.557344] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPL' from 'https://tdm.silogroup.org/data/derivative_storage/LPL.csv'.
[2025-12-22T20:26:02.569406] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPL'.
[2025-12-22T20:26:02.569835] [INFO ] [FORECASTER] Starting predict_future for LPL
[2025-12-22T20:26:02.570713] [DEBUG] [LOCAL     ] No optimal features file found for LPL: ./output/feature-sets/LPL.txt
[2025-12-22T20:26:02.570767] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:26:02.570802] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:26:02.570831] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:26:02.570889] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:26:02.630714] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:26:02.631564] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:26:02.631668] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:26:02.631705] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:26:02.749511] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:26:02.749691] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:26:02.749733] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:26:02.749839] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:26:02.753318] [DEBUG] [FORECASTER] LPL: Forecast T+1@11:T+2@11: UP (p=95.68%)
[2025-12-22T20:26:02.753610] [INFO ] [FORECASTER] Completed predict_future for LPL
[2025-12-22T20:26:02.753737] [INFO ] [sig       ] LPL: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:26:02.889256] [INFO ] [LOCAL     ] Saved forecast: LPL	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/LPL.txt
[2025-12-22T20:26:02.889391] [INFO ] [sig       ] [1940/3560] Completed LPL in 0.3s | 2.94 sym/s | Total: 11.0m | ETA: 9.2m
[2025-12-22T20:26:02.889433] [INFO ] [sig       ] [1941/3560] Forecasting LPLA...
[2025-12-22T20:26:02.889465] [INFO ] [sig       ] Generating forecast for: LPLA
[2025-12-22T20:26:02.889496] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPLA' from 'https://tdm.silogroup.org/data/derivative_storage/LPLA.csv'.
[2025-12-22T20:26:02.900465] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPLA'.
[2025-12-22T20:26:02.900824] [INFO ] [FORECASTER] Starting predict_future for LPLA
[2025-12-22T20:26:02.901722] [DEBUG] [LOCAL     ] No optimal features file found for LPLA: ./output/feature-sets/LPLA.txt
[2025-12-22T20:26:02.901777] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:26:02.901810] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:26:02.901837] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:26:02.901893] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:26:02.961478] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:26:02.962554] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:26:02.962655] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:26:02.962689] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:26:03.086980] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:26:03.087129] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:26:03.087171] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:26:03.087208] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:26:03.090733] [DEBUG] [FORECASTER] LPLA: Forecast T+1@11:T+2@11: UP (p=53.44%)
[2025-12-22T20:26:03.091189] [INFO ] [FORECASTER] Completed predict_future for LPLA
[2025-12-22T20:26:03.091315] [INFO ] [sig       ] LPLA: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:26:03.226904] [INFO ] [LOCAL     ] Saved forecast: LPLA	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/LPLA.txt
[2025-12-22T20:26:03.227034] [INFO ] [sig       ] [1941/3560] Completed LPLA in 0.3s | 2.94 sym/s | Total: 11.0m | ETA: 9.2m
[2025-12-22T20:26:03.227073] [INFO ] [sig       ] [1942/3560] Forecasting LPRO...
[2025-12-22T20:26:03.227102] [INFO ] [sig       ] Generating forecast for: LPRO
[2025-12-22T20:26:03.227132] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPRO' from 'https://tdm.silogroup.org/data/derivative_storage/LPRO.csv'.
[2025-12-22T20:26:03.238017] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPRO'.
[2025-12-22T20:26:03.238360] [INFO ] [FORECASTER] Starting predict_future for LPRO
[2025-12-22T20:26:03.239204] [DEBUG] [LOCAL     ] No optimal features file found for LPRO: ./output/feature-sets/LPRO.txt
[2025-12-22T20:26:03.239257] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:26:03.239289] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:26:03.239317] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:26:03.239376] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:26:03.296525] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:26:03.297228] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:26:03.297307] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:26:03.297340] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:26:03.416818] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:26:03.416973] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:26:03.417014] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:26:03.417062] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:26:03.420510] [DEBUG] [FORECASTER] LPRO: Forecast T+1@11:T+2@11: DOWN (p=48.68%)
[2025-12-22T20:26:03.420812] [INFO ] [FORECASTER] Completed predict_future for LPRO
[2025-12-22T20:26:03.420939] [INFO ] [sig       ] LPRO: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:26:03.557991] [INFO ] [LOCAL     ] Saved forecast: LPRO	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/LPRO.txt
[2025-12-22T20:26:03.558154] [INFO ] [sig       ] [1942/3560] Completed LPRO in 0.3s | 2.94 sym/s | Total: 11.0m | ETA: 9.2m
[2025-12-22T20:26:03.558210] [INFO ] [sig       ] [1943/3560] Forecasting LPSN...
[2025-12-22T20:26:03.558244] [INFO ] [sig       ] Generating forecast for: LPSN
[2025-12-22T20:26:03.558277] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPSN' from 'https://tdm.silogroup.org/data/derivative_storage/LPSN.csv'.
[2025-12-22T20:26:03.569290] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPSN'.
[2025-12-22T20:26:03.569664] [INFO ] [FORECASTER] Starting predict_future for LPSN
[2025-12-22T20:26:03.570518] [DEBUG] [LOCAL     ] No optimal features file found for LPSN: ./output/feature-sets/LPSN.txt
[2025-12-22T20:26:03.570596] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:26:03.570638] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:26:03.570671] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:26:03.570743] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:26:03.628526] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:26:03.629329] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:26:03.629411] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:26:03.629444] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:26:03.752229] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:26:03.752383] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:26:03.752422] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:26:03.752449] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:26:03.755846] [DEBUG] [FORECASTER] LPSN: Forecast T+1@11:T+2@11: UP (p=60.69%)
[2025-12-22T20:26:03.756135] [INFO ] [FORECASTER] Completed predict_future for LPSN
[2025-12-22T20:26:03.756261] [INFO ] [sig       ] LPSN: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:26:03.893352] [INFO ] [LOCAL     ] Saved forecast: LPSN	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/LPSN.txt
[2025-12-22T20:26:03.893492] [INFO ] [sig       ] [1943/3560] Completed LPSN in 0.3s | 2.94 sym/s | Total: 11.0m | ETA: 9.2m
[2025-12-22T20:26:03.893532] [INFO ] [sig       ] [1944/3560] Forecasting LPTH...
[2025-12-22T20:26:03.893562] [INFO ] [sig       ] Generating forecast for: LPTH
[2025-12-22T20:26:03.893612] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPTH' from 'https://tdm.silogroup.org/data/derivative_storage/LPTH.csv'.
[2025-12-22T20:26:03.904963] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPTH'.
[2025-12-22T20:26:03.905325] [INFO ] [FORECASTER] Starting predict_future for LPTH
[2025-12-22T20:26:03.906192] [DEBUG] [LOCAL     ] No optimal features file found for LPTH: ./output/feature-sets/LPTH.txt
[2025-12-22T20:26:03.906246] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:26:03.906280] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:26:03.906309] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:26:03.906368] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:26:03.962418] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:26:03.963127] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:26:03.963202] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:26:03.963249] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:26:04.084258] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:26:04.084407] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:26:04.084446] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:26:04.084474] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:26:04.087799] [DEBUG] [FORECASTER] LPTH: Forecast T+1@11:T+2@11: UP (p=69.30%)
[2025-12-22T20:26:04.088093] [INFO ] [FORECASTER] Completed predict_future for LPTH
[2025-12-22T20:26:04.088233] [INFO ] [sig       ] LPTH: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:26:04.226448] [INFO ] [LOCAL     ] Saved forecast: LPTH	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/LPTH.txt
[2025-12-22T20:26:04.226621] [INFO ] [sig       ] [1944/3560] Completed LPTH in 0.3s | 2.94 sym/s | Total: 11.0m | ETA: 9.1m
[2025-12-22T20:26:04.226678] [INFO ] [sig       ] [1945/3560] Forecasting LPX...
[2025-12-22T20:26:04.226710] [INFO ] [sig       ] Generating forecast for: LPX
[2025-12-22T20:26:04.226744] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPX' from 'https://tdm.silogroup.org/data/derivative_storage/LPX.csv'.
[2025-12-22T20:26:04.238055] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPX'.
[2025-12-22T20:26:04.238406] [INFO ] [FORECASTER] Starting predict_future for LPX
[2025-12-22T20:26:04.239228] [DEBUG] [LOCAL     ] No optimal features file found for LPX: ./output/feature-sets/LPX.txt
[2025-12-22T20:26:04.239280] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:26:04.239311] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:26:04.239338] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:26:04.239393] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:26:04.297804] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:26:04.298519] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:26:04.298616] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:26:04.298652] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:26:04.417027] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:26:04.417177] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:26:04.417216] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:26:04.417245] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:26:04.420565] [DEBUG] [FORECASTER] LPX: Forecast T+1@11:T+2@11: DOWN (p=25.05%)
[2025-12-22T20:26:04.420856] [INFO ] [FORECASTER] Completed predict_future for LPX
[2025-12-22T20:26:04.420976] [INFO ] [sig       ] LPX: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:26:04.556399] [INFO ] [LOCAL     ] Saved forecast: LPX	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/LPX.txt
[2025-12-22T20:26:04.556534] [INFO ] [sig       ] [1945/3560] Completed LPX in 0.3s | 2.94 sym/s | Total: 11.0m | ETA: 9.1m
[2025-12-22T20:26:04.556589] [INFO ] [sig       ] [1946/3560] Forecasting LQDA...
[2025-12-22T20:26:04.556621] [INFO ] [sig       ] Generating forecast for: LQDA
[2025-12-22T20:26:04.556651] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LQDA' from 'https://tdm.silogroup.org/data/derivative_storage/LQDA.csv'.
[2025-12-22T20:26:04.567734] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LQDA'.
[2025-12-22T20:26:04.568090] [INFO ] [FORECASTER] Starting predict_future for LQDA
[2025-12-22T20:26:04.568866] [DEBUG] [LOCAL     ] No optimal features file found for LQDA: ./output/feature-sets/LQDA.txt
[2025-12-22T20:26:04.568916] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:26:04.568948] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:26:04.568991] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:26:04.569073] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:26:04.625419] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:26:04.626283] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:26:04.626365] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:26:04.626397] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:26:04.747169] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:26:04.747323] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:26:04.747361] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:26:04.747390] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:26:04.751351] [DEBUG] [FORECASTER] LQDA: Forecast T+1@11:T+2@11: DOWN (p=20.66%)
[2025-12-22T20:26:04.751662] [INFO ] [FORECASTER] Completed predict_future for LQDA
[2025-12-22T20:26:04.751790] [INFO ] [sig       ] LQDA: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:26:04.895409] [INFO ] [LOCAL     ] Saved forecast: LQDA	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/LQDA.txt
[2025-12-22T20:26:04.895546] [INFO ] [sig       ] [1946/3560] Completed LQDA in 0.3s | 2.94 sym/s | Total: 11.0m | ETA: 9.1m
[2025-12-22T20:26:04.895603] [INFO ] [sig       ] [1947/3560] Forecasting LRCX...
[2025-12-22T20:26:04.895635] [INFO ] [sig       ] Generating forecast for: LRCX
[2025-12-22T20:26:04.895664] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LRCX' from 'https://tdm.silogroup.org/data/derivative_storage/LRCX.csv'.
[2025-12-22T20:26:04.906660] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LRCX'.
[2025-12-22T20:26:04.907059] [INFO ] [FORECASTER] Starting predict_future for LRCX
[2025-12-22T20:26:04.907919] [DEBUG] [LOCAL     ] No optimal features file found for LRCX: ./output/feature-sets/LRCX.txt
[2025-12-22T20:26:04.907973] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:26:04.908006] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:26:04.908036] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:26:04.908093] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:26:04.971484] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:26:04.972362] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:26:04.972496] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:26:04.972533] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:26:05.100922] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:26:05.101075] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:26:05.101116] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:26:05.101148] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:26:05.104698] [DEBUG] [FORECASTER] LRCX: Forecast T+1@11:T+2@11: DOWN (p=37.39%)
[2025-12-22T20:26:05.104977] [INFO ] [FORECASTER] Completed predict_future for LRCX
[2025-12-22T20:26:05.105105] [INFO ] [sig       ] LRCX: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:26:05.243857] [INFO ] [LOCAL     ] Saved forecast: LRCX	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/LRCX.txt
[2025-12-22T20:26:05.244006] [INFO ] [sig       ] [1947/3560] Completed LRCX in 0.3s | 2.94 sym/s | Total: 11.0m | ETA: 9.1m
[2025-12-22T20:26:05.244045] [INFO ] [sig       ] [1948/3560] Forecasting LRGE...
[2025-12-22T20:26:05.244075] [INFO ] [sig       ] Generating forecast for: LRGE
[2025-12-22T20:26:05.244105] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LRGE' from 'https://tdm.silogroup.org/data/derivative_storage/LRGE.csv'.
[2025-12-22T20:26:05.255019] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LRGE'.
[2025-12-22T20:26:05.255382] [INFO ] [FORECASTER] Starting predict_future for LRGE
[2025-12-22T20:26:05.256174] [DEBUG] [LOCAL     ] No optimal features file found for LRGE: ./output/feature-sets/LRGE.txt
[2025-12-22T20:26:05.256225] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:26:05.256257] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:26:05.256284] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:26:05.256340] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:26:05.317516] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:26:05.318267] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:26:05.318346] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:26:05.318380] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:26:05.437160] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:26:05.437312] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:26:05.437351] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:26:05.437379] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:26:05.440798] [DEBUG] [FORECASTER] LRGE: Forecast T+1@11:T+2@11: UP (p=64.96%)
[2025-12-22T20:26:05.441072] [INFO ] [FORECASTER] Completed predict_future for LRGE
[2025-12-22T20:26:05.441209] [INFO ] [sig       ] LRGE: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:26:05.580891] [INFO ] [LOCAL     ] Saved forecast: LRGE	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/LRGE.txt
[2025-12-22T20:26:05.581053] [INFO ] [sig       ] [1948/3560] Completed LRGE in 0.3s | 2.94 sym/s | Total: 11.0m | ETA: 9.1m
[2025-12-22T20:26:05.581095] [INFO ] [sig       ] [1949/3560] Forecasting LSCC...
[2025-12-22T20:26:05.581128] [INFO ] [sig       ] Generating forecast for: LSCC
[2025-12-22T20:26:05.581161] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LSCC' from 'https://tdm.silogroup.org/data/derivative_storage/LSCC.csv'.
[2025-12-22T20:26:05.593222] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LSCC'.
[2025-12-22T20:26:05.593664] [INFO ] [FORECASTER] Starting predict_future for LSCC
[2025-12-22T20:26:05.594472] [DEBUG] [LOCAL     ] No optimal features file found for LSCC: ./output/feature-sets/LSCC.txt
[2025-12-22T20:26:05.594525] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:26:05.594559] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:26:05.594618] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:26:05.594678] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:26:05.657689] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:26:05.658565] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:26:05.658682] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:26:05.658718] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:26:05.783287] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:26:05.783441] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:26:05.783484] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:26:05.783512] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:26:05.786950] [DEBUG] [FORECASTER] LSCC: Forecast T+1@11:T+2@11: DOWN (p=12.97%)
[2025-12-22T20:26:05.787247] [INFO ] [FORECASTER] Completed predict_future for LSCC
[2025-12-22T20:26:05.787378] [INFO ] [sig       ] LSCC: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:26:05.932568] [INFO ] [LOCAL     ] Saved forecast: LSCC	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/LSCC.txt
[2025-12-22T20:26:05.932745] [INFO ] [sig       ] [1949/3560] Completed LSCC in 0.4s | 2.94 sym/s | Total: 11.0m | ETA: 9.1m
[2025-12-22T20:26:05.932786] [INFO ] [sig       ] [1950/3560] Forecasting LSPD...
[2025-12-22T20:26:05.932821] [INFO ] [sig       ] Generating forecast for: LSPD
[2025-12-22T20:26:05.932872] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LSPD' from 'https://tdm.silogroup.org/data/derivative_storage/LSPD.csv'.
[2025-12-22T20:26:05.945366] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LSPD'.
[2025-12-22T20:26:05.945826] [INFO ] [FORECASTER] Starting predict_future for LSPD
[2025-12-22T20:26:05.946665] [DEBUG] [LOCAL     ] No optimal features file found for LSPD: ./output/feature-sets/LSPD.txt
[2025-12-22T20:26:05.946719] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:26:05.946758] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:26:05.946794] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:26:05.946865] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:26:06.008450] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:26:06.009366] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:26:06.009450] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:26:06.009483] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:26:06.133768] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:26:06.133921] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:26:06.133961] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:26:06.133991] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:26:06.137267] [DEBUG] [FORECASTER] LSPD: Forecast T+1@11:T+2@11: UP (p=88.87%)
[2025-12-22T20:26:06.137530] [INFO ] [FORECASTER] Completed predict_future for LSPD
[2025-12-22T20:26:06.137669] [INFO ] [sig       ] LSPD: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:26:06.273547] [INFO ] [LOCAL     ] Saved forecast: LSPD	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/LSPD.txt
[2025-12-22T20:26:06.273774] [INFO ] [sig       ] [1950/3560] Completed LSPD in 0.3s | 2.94 sym/s | Total: 11.0m | ETA: 9.1m
[2025-12-22T20:26:06.273825] [INFO ] [sig       ] [1951/3560] Forecasting LTC...
[2025-12-22T20:26:06.273860] [INFO ] [sig       ] Generating forecast for: LTC
[2025-12-22T20:26:06.273897] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LTC' from 'https://tdm.silogroup.org/data/derivative_storage/LTC.csv'.
[2025-12-22T20:26:06.285339] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LTC'.
[2025-12-22T20:26:06.285688] [INFO ] [FORECASTER] Starting predict_future for LTC
[2025-12-22T20:26:06.286444] [DEBUG] [LOCAL     ] No optimal features file found for LTC: ./output/feature-sets/LTC.txt
[2025-12-22T20:26:06.286496] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:26:06.286529] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:26:06.286556] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:26:06.286644] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:26:06.342982] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:26:06.343565] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:26:06.343656] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:26:06.343689] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:26:06.455138] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:26:06.455292] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:26:06.455330] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:26:06.455359] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:26:06.458671] [DEBUG] [FORECASTER] LTC: Forecast T+1@11:T+2@11: DOWN (p=42.34%)
[2025-12-22T20:26:06.458946] [INFO ] [FORECASTER] Completed predict_future for LTC
[2025-12-22T20:26:06.459087] [INFO ] [sig       ] LTC: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:26:06.594712] [INFO ] [LOCAL     ] Saved forecast: LTC	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/LTC.txt
[2025-12-22T20:26:06.594877] [INFO ] [sig       ] [1951/3560] Completed LTC in 0.3s | 2.94 sym/s | Total: 11.0m | ETA: 9.1m
[2025-12-22T20:26:06.594918] [INFO ] [sig       ] [1952/3560] Forecasting LTH...
[2025-12-22T20:26:06.594947] [INFO ] [sig       ] Generating forecast for: LTH
[2025-12-22T20:26:06.594978] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LTH' from 'https://tdm.silogroup.org/data/derivative_storage/LTH.csv'.
[2025-12-22T20:26:06.609110] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LTH'.
[2025-12-22T20:26:06.609532] [INFO ] [FORECASTER] Starting predict_future for LTH
[2025-12-22T20:26:06.610365] [DEBUG] [LOCAL     ] No optimal features file found for LTH: ./output/feature-sets/LTH.txt
[2025-12-22T20:26:06.610418] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:26:06.610471] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:26:06.610502] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:26:06.610612] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:26:06.667536] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:26:06.668384] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:26:06.668507] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:26:06.668542] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:26:06.785336] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:26:06.785493] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:26:06.785533] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:26:06.785561] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:26:06.789164] [DEBUG] [FORECASTER] LTH: Forecast T+1@11:T+2@11: UP (p=68.87%)
[2025-12-22T20:26:06.789501] [INFO ] [FORECASTER] Completed predict_future for LTH
[2025-12-22T20:26:06.789655] [INFO ] [sig       ] LTH: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:26:06.926035] [INFO ] [LOCAL     ] Saved forecast: LTH	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/LTH.txt
[2025-12-22T20:26:06.926159] [INFO ] [sig       ] [1952/3560] Completed LTH in 0.3s | 2.94 sym/s | Total: 11.0m | ETA: 9.1m
[2025-12-22T20:26:06.926197] [INFO ] [sig       ] [1953/3560] Forecasting LTRN...
[2025-12-22T20:26:06.926226] [INFO ] [sig       ] Generating forecast for: LTRN
[2025-12-22T20:26:06.926254] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LTRN' from 'https://tdm.silogroup.org/data/derivative_storage/LTRN.csv'.
[2025-12-22T20:26:06.937456] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LTRN'.
[2025-12-22T20:26:06.937779] [INFO ] [FORECASTER] Starting predict_future for LTRN
[2025-12-22T20:26:06.938542] [DEBUG] [LOCAL     ] No optimal features file found for LTRN: ./output/feature-sets/LTRN.txt
[2025-12-22T20:26:06.938615] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:26:06.938649] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:26:06.938677] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:26:06.938735] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:26:06.997377] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:26:06.998005] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:26:06.998080] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:26:06.998112] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:26:07.110978] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:26:07.111127] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:26:07.111166] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:26:07.111194] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:26:07.114641] [DEBUG] [FORECASTER] LTRN: Forecast T+1@11:T+2@11: DOWN (p=28.09%)
[2025-12-22T20:26:07.114906] [INFO ] [FORECASTER] Completed predict_future for LTRN
[2025-12-22T20:26:07.115025] [INFO ] [sig       ] LTRN: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:26:07.250244] [INFO ] [LOCAL     ] Saved forecast: LTRN	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/LTRN.txt
[2025-12-22T20:26:07.250372] [INFO ] [sig       ] [1953/3560] Completed LTRN in 0.3s | 2.94 sym/s | Total: 11.1m | ETA: 9.1m
[2025-12-22T20:26:07.250410] [INFO ] [sig       ] [1954/3560] Forecasting LTRX...
[2025-12-22T20:26:07.250439] [INFO ] [sig       ] Generating forecast for: LTRX
[2025-12-22T20:26:07.250468] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LTRX' from 'https://tdm.silogroup.org/data/derivative_storage/LTRX.csv'.
[2025-12-22T20:26:07.261638] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LTRX'.
[2025-12-22T20:26:07.261946] [INFO ] [FORECASTER] Starting predict_future for LTRX
[2025-12-22T20:26:07.262739] [DEBUG] [LOCAL     ] No optimal features file found for LTRX: ./output/feature-sets/LTRX.txt
[2025-12-22T20:26:07.262791] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:26:07.262853] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:26:07.262884] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:26:07.262941] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:26:07.319830] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:26:07.320605] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:26:07.320683] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:26:07.320715] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:26:07.440545] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:26:07.440707] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:26:07.440745] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:26:07.440773] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:26:07.444036] [DEBUG] [FORECASTER] LTRX: Forecast T+1@11:T+2@11: DOWN (p=6.27%)
[2025-12-22T20:26:07.444303] [INFO ] [FORECASTER] Completed predict_future for LTRX
[2025-12-22T20:26:07.444420] [INFO ] [sig       ] LTRX: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:26:07.580128] [INFO ] [LOCAL     ] Saved forecast: LTRX	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/LTRX.txt
[2025-12-22T20:26:07.580256] [INFO ] [sig       ] [1954/3560] Completed LTRX in 0.3s | 2.94 sym/s | Total: 11.1m | ETA: 9.1m
[2025-12-22T20:26:07.580295] [INFO ] [sig       ] [1955/3560] Forecasting LUCD...
[2025-12-22T20:26:07.580325] [INFO ] [sig       ] Generating forecast for: LUCD
[2025-12-22T20:26:07.580355] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LUCD' from 'https://tdm.silogroup.org/data/derivative_storage/LUCD.csv'.
[2025-12-22T20:26:07.591509] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LUCD'.
[2025-12-22T20:26:07.591841] [INFO ] [FORECASTER] Starting predict_future for LUCD
[2025-12-22T20:26:07.592633] [DEBUG] [LOCAL     ] No optimal features file found for LUCD: ./output/feature-sets/LUCD.txt
[2025-12-22T20:26:07.592686] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:26:07.592719] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:26:07.592747] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:26:07.592804] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:26:07.649467] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:26:07.650099] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:26:07.650173] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:26:07.650205] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:26:07.770961] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:26:07.771078] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:26:07.771115] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:26:07.771144] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:26:07.774429] [DEBUG] [FORECASTER] LUCD: Forecast T+1@11:T+2@11: DOWN (p=47.10%)
[2025-12-22T20:26:07.774712] [INFO ] [FORECASTER] Completed predict_future for LUCD
[2025-12-22T20:26:07.774841] [INFO ] [sig       ] LUCD: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:26:07.910249] [INFO ] [LOCAL     ] Saved forecast: LUCD	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/LUCD.txt
[2025-12-22T20:26:07.910371] [INFO ] [sig       ] [1955/3560] Completed LUCD in 0.3s | 2.94 sym/s | Total: 11.1m | ETA: 9.1m
[2025-12-22T20:26:07.910418] [INFO ] [sig       ] [1956/3560] Forecasting LUCY...
[2025-12-22T20:26:07.910449] [INFO ] [sig       ] Generating forecast for: LUCY
[2025-12-22T20:26:07.910478] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LUCY' from 'https://tdm.silogroup.org/data/derivative_storage/LUCY.csv'.
[2025-12-22T20:26:07.922136] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LUCY'.
[2025-12-22T20:26:07.922522] [INFO ] [FORECASTER] Starting predict_future for LUCY
[2025-12-22T20:26:07.923341] [DEBUG] [LOCAL     ] No optimal features file found for LUCY: ./output/feature-sets/LUCY.txt
[2025-12-22T20:26:07.923401] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:26:07.923442] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:26:07.923479] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:26:07.923547] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:26:07.985238] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:26:07.986170] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:26:07.986263] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:26:07.986297] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:26:08.108671] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:26:08.108829] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:26:08.108868] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:26:08.108897] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:26:08.112234] [DEBUG] [FORECASTER] LUCY: Forecast T+1@11:T+2@11: DOWN (p=20.25%)
[2025-12-22T20:26:08.112511] [INFO ] [FORECASTER] Completed predict_future for LUCY
[2025-12-22T20:26:08.112652] [INFO ] [sig       ] LUCY: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:26:08.251120] [INFO ] [LOCAL     ] Saved forecast: LUCY	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/LUCY.txt
[2025-12-22T20:26:08.251244] [INFO ] [sig       ] [1956/3560] Completed LUCY in 0.3s | 2.94 sym/s | Total: 11.1m | ETA: 9.1m
[2025-12-22T20:26:08.251282] [INFO ] [sig       ] [1957/3560] Forecasting LUMN...
[2025-12-22T20:26:08.251311] [INFO ] [sig       ] Generating forecast for: LUMN
[2025-12-22T20:26:08.251342] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LUMN' from 'https://tdm.silogroup.org/data/derivative_storage/LUMN.csv'.
[2025-12-22T20:26:08.262616] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LUMN'.
[2025-12-22T20:26:08.262959] [INFO ] [FORECASTER] Starting predict_future for LUMN
[2025-12-22T20:26:08.263755] [DEBUG] [LOCAL     ] No optimal features file found for LUMN: ./output/feature-sets/LUMN.txt
[2025-12-22T20:26:08.263807] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:26:08.263838] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:26:08.263865] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:26:08.263936] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:26:08.320560] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:26:08.321393] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:26:08.321473] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:26:08.321505] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:26:08.442143] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:26:08.442294] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:26:08.442332] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:26:08.442392] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:26:08.445694] [DEBUG] [FORECASTER] LUMN: Forecast T+1@11:T+2@11: UP (p=89.17%)
[2025-12-22T20:26:08.445961] [INFO ] [FORECASTER] Completed predict_future for LUMN
[2025-12-22T20:26:08.446079] [INFO ] [sig       ] LUMN: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:26:08.585764] [INFO ] [LOCAL     ] Saved forecast: LUMN	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/LUMN.txt
[2025-12-22T20:26:08.585920] [INFO ] [sig       ] [1957/3560] Completed LUMN in 0.3s | 2.94 sym/s | Total: 11.1m | ETA: 9.1m
[2025-12-22T20:26:08.586136] [INFO ] [sig       ] [1958/3560] Forecasting LUNG...
[2025-12-22T20:26:08.586191] [INFO ] [sig       ] Generating forecast for: LUNG
[2025-12-22T20:26:08.586223] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LUNG' from 'https://tdm.silogroup.org/data/derivative_storage/LUNG.csv'.
[2025-12-22T20:26:08.598644] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LUNG'.
[2025-12-22T20:26:08.599042] [INFO ] [FORECASTER] Starting predict_future for LUNG
[2025-12-22T20:26:08.599807] [DEBUG] [LOCAL     ] No optimal features file found for LUNG: ./output/feature-sets/LUNG.txt
[2025-12-22T20:26:08.599859] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:26:08.599891] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:26:08.599918] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:26:08.599975] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:26:08.656813] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:26:08.657665] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:26:08.657746] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:26:08.657778] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:26:08.778740] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:26:08.778892] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:26:08.778930] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:26:08.778959] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:26:08.782369] [DEBUG] [FORECASTER] LUNG: Forecast T+1@11:T+2@11: UP (p=59.51%)
[2025-12-22T20:26:08.782701] [INFO ] [FORECASTER] Completed predict_future for LUNG
[2025-12-22T20:26:08.782847] [INFO ] [sig       ] LUNG: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:26:08.923943] [INFO ] [LOCAL     ] Saved forecast: LUNG	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/LUNG.txt
[2025-12-22T20:26:08.924082] [INFO ] [sig       ] [1958/3560] Completed LUNG in 0.3s | 2.94 sym/s | Total: 11.1m | ETA: 9.1m
[2025-12-22T20:26:08.924125] [INFO ] [sig       ] [1959/3560] Forecasting LVHD...
[2025-12-22T20:26:08.924155] [INFO ] [sig       ] Generating forecast for: LVHD
[2025-12-22T20:26:08.924185] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LVHD' from 'https://tdm.silogroup.org/data/derivative_storage/LVHD.csv'.
[2025-12-22T20:26:08.935253] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LVHD'.
[2025-12-22T20:26:08.935613] [INFO ] [FORECASTER] Starting predict_future for LVHD
[2025-12-22T20:26:08.936472] [DEBUG] [LOCAL     ] No optimal features file found for LVHD: ./output/feature-sets/LVHD.txt
[2025-12-22T20:26:08.936540] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:26:08.936597] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:26:08.936634] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:26:08.936693] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:26:08.996479] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:26:08.997200] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:26:08.997279] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:26:08.997312] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:26:09.114893] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:26:09.115045] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:26:09.115084] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:26:09.115113] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:26:09.118394] [DEBUG] [FORECASTER] LVHD: Forecast T+1@11:T+2@11: DOWN (p=46.39%)
[2025-12-22T20:26:09.118682] [INFO ] [FORECASTER] Completed predict_future for LVHD
[2025-12-22T20:26:09.118805] [INFO ] [sig       ] LVHD: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:26:09.254353] [INFO ] [LOCAL     ] Saved forecast: LVHD	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/LVHD.txt
[2025-12-22T20:26:09.254479] [INFO ] [sig       ] [1959/3560] Completed LVHD in 0.3s | 2.94 sym/s | Total: 11.1m | ETA: 9.1m
[2025-12-22T20:26:09.254518] [INFO ] [sig       ] [1960/3560] Forecasting LVO...
[2025-12-22T20:26:09.254548] [INFO ] [sig       ] Generating forecast for: LVO
[2025-12-22T20:26:09.254598] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LVO' from 'https://tdm.silogroup.org/data/derivative_storage/LVO.csv'.
[2025-12-22T20:26:09.265989] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LVO'.
[2025-12-22T20:26:09.266284] [INFO ] [FORECASTER] Starting predict_future for LVO
[2025-12-22T20:26:09.267087] [DEBUG] [LOCAL     ] No optimal features file found for LVO: ./output/feature-sets/LVO.txt
[2025-12-22T20:26:09.267140] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:26:09.267172] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:26:09.267200] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:26:09.267257] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:26:09.328750] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:26:09.329567] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:26:09.329694] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:26:09.329731] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:26:09.446166] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:26:09.446319] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:26:09.446357] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:26:09.446385] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:26:09.449755] [DEBUG] [FORECASTER] LVO: Forecast T+1@11:T+2@11: DOWN (p=1.29%)
[2025-12-22T20:26:09.450036] [INFO ] [FORECASTER] Completed predict_future for LVO
[2025-12-22T20:26:09.450162] [INFO ] [sig       ] LVO: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:26:09.595888] [INFO ] [LOCAL     ] Saved forecast: LVO	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/LVO.txt
[2025-12-22T20:26:09.596042] [INFO ] [sig       ] [1960/3560] Completed LVO in 0.3s | 2.94 sym/s | Total: 11.1m | ETA: 9.1m
[2025-12-22T20:26:09.596082] [INFO ] [sig       ] [1961/3560] Forecasting LVS...
[2025-12-22T20:26:09.596112] [INFO ] [sig       ] Generating forecast for: LVS
[2025-12-22T20:26:09.596143] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LVS' from 'https://tdm.silogroup.org/data/derivative_storage/LVS.csv'.
[2025-12-22T20:26:09.607518] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LVS'.
[2025-12-22T20:26:09.607900] [INFO ] [FORECASTER] Starting predict_future for LVS
[2025-12-22T20:26:09.608706] [DEBUG] [LOCAL     ] No optimal features file found for LVS: ./output/feature-sets/LVS.txt
[2025-12-22T20:26:09.608759] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:26:09.608792] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:26:09.608820] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:26:09.608877] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:26:09.666326] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:26:09.667177] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:26:09.667256] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:26:09.667288] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:26:09.788954] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:26:09.789105] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:26:09.789144] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:26:09.789172] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:26:09.792450] [DEBUG] [FORECASTER] LVS: Forecast T+1@11:T+2@11: UP (p=62.88%)
[2025-12-22T20:26:09.792738] [INFO ] [FORECASTER] Completed predict_future for LVS
[2025-12-22T20:26:09.792858] [INFO ] [sig       ] LVS: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:26:09.930700] [INFO ] [LOCAL     ] Saved forecast: LVS	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/LVS.txt
[2025-12-22T20:26:09.930842] [INFO ] [sig       ] [1961/3560] Completed LVS in 0.3s | 2.94 sym/s | Total: 11.1m | ETA: 9.0m
[2025-12-22T20:26:09.930881] [INFO ] [sig       ] [1962/3560] Forecasting LWAY...
[2025-12-22T20:26:09.930911] [INFO ] [sig       ] Generating forecast for: LWAY
[2025-12-22T20:26:09.930941] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LWAY' from 'https://tdm.silogroup.org/data/derivative_storage/LWAY.csv'.
[2025-12-22T20:26:09.942094] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LWAY'.
[2025-12-22T20:26:09.942409] [INFO ] [FORECASTER] Starting predict_future for LWAY
[2025-12-22T20:26:09.943215] [DEBUG] [LOCAL     ] No optimal features file found for LWAY: ./output/feature-sets/LWAY.txt
[2025-12-22T20:26:09.943267] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:26:09.943300] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:26:09.943328] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:26:09.943386] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:26:10.000222] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:26:10.000904] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:26:10.000982] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:26:10.001014] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:26:10.124594] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:26:10.124742] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:26:10.124780] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:26:10.124808] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:26:10.128144] [DEBUG] [FORECASTER] LWAY: Forecast T+1@11:T+2@11: DOWN (p=5.24%)
[2025-12-22T20:26:10.128418] [INFO ] [FORECASTER] Completed predict_future for LWAY
[2025-12-22T20:26:10.128545] [INFO ] [sig       ] LWAY: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:26:10.263119] [INFO ] [LOCAL     ] Saved forecast: LWAY	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/LWAY.txt
[2025-12-22T20:26:10.263243] [INFO ] [sig       ] [1962/3560] Completed LWAY in 0.3s | 2.94 sym/s | Total: 11.1m | ETA: 9.0m
[2025-12-22T20:26:10.263281] [INFO ] [sig       ] [1963/3560] Forecasting LWLG...
[2025-12-22T20:26:10.263309] [INFO ] [sig       ] Generating forecast for: LWLG
[2025-12-22T20:26:10.263338] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LWLG' from 'https://tdm.silogroup.org/data/derivative_storage/LWLG.csv'.
[2025-12-22T20:26:10.274369] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LWLG'.
[2025-12-22T20:26:10.274676] [INFO ] [FORECASTER] Starting predict_future for LWLG
[2025-12-22T20:26:10.275415] [DEBUG] [LOCAL     ] No optimal features file found for LWLG: ./output/feature-sets/LWLG.txt
[2025-12-22T20:26:10.275467] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:26:10.275498] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:26:10.275525] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:26:10.275598] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:26:10.332153] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:26:10.332900] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:26:10.332977] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:26:10.333009] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:26:10.455232] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:26:10.455385] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:26:10.455424] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:26:10.455451] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:26:10.458754] [DEBUG] [FORECASTER] LWLG: Forecast T+1@11:T+2@11: UP (p=96.50%)
[2025-12-22T20:26:10.459032] [INFO ] [FORECASTER] Completed predict_future for LWLG
[2025-12-22T20:26:10.459152] [INFO ] [sig       ] LWLG: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:26:10.594708] [INFO ] [LOCAL     ] Saved forecast: LWLG	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/LWLG.txt
[2025-12-22T20:26:10.594852] [INFO ] [sig       ] [1963/3560] Completed LWLG in 0.3s | 2.94 sym/s | Total: 11.1m | ETA: 9.0m
[2025-12-22T20:26:10.594890] [INFO ] [sig       ] [1964/3560] Forecasting LX...
[2025-12-22T20:26:10.594921] [INFO ] [sig       ] Generating forecast for: LX
[2025-12-22T20:26:10.594951] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LX' from 'https://tdm.silogroup.org/data/derivative_storage/LX.csv'.
[2025-12-22T20:26:10.605855] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LX'.
[2025-12-22T20:26:10.606170] [INFO ] [FORECASTER] Starting predict_future for LX
[2025-12-22T20:26:10.606983] [DEBUG] [LOCAL     ] No optimal features file found for LX: ./output/feature-sets/LX.txt
[2025-12-22T20:26:10.607035] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:26:10.607068] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:26:10.607097] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:26:10.607345] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:26:10.664039] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:26:10.664862] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:26:10.664975] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:26:10.665008] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:26:10.789150] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:26:10.789303] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:26:10.789343] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:26:10.789372] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:26:10.792683] [DEBUG] [FORECASTER] LX: Forecast T+1@11:T+2@11: DOWN (p=5.46%)
[2025-12-22T20:26:10.792974] [INFO ] [FORECASTER] Completed predict_future for LX
[2025-12-22T20:26:10.793094] [INFO ] [sig       ] LX: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:26:10.985614] [INFO ] [LOCAL     ] Saved forecast: LX	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/LX.txt
[2025-12-22T20:26:10.985756] [INFO ] [sig       ] [1964/3560] Completed LX in 0.4s | 2.94 sym/s | Total: 11.1m | ETA: 9.0m
[2025-12-22T20:26:10.985796] [INFO ] [sig       ] [1965/3560] Forecasting LXEO...
[2025-12-22T20:26:10.985825] [INFO ] [sig       ] Generating forecast for: LXEO
[2025-12-22T20:26:10.985855] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LXEO' from 'https://tdm.silogroup.org/data/derivative_storage/LXEO.csv'.
[2025-12-22T20:26:10.996831] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LXEO'.
[2025-12-22T20:26:10.997149] [INFO ] [FORECASTER] Starting predict_future for LXEO
[2025-12-22T20:26:10.997948] [DEBUG] [LOCAL     ] No optimal features file found for LXEO: ./output/feature-sets/LXEO.txt
[2025-12-22T20:26:10.998001] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:26:10.998035] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:26:10.998064] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:26:10.998122] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:26:11.054874] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:26:11.055477] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:26:11.055553] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:26:11.055603] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:26:11.171889] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:26:11.172044] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:26:11.172083] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:26:11.172112] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:26:11.175414] [DEBUG] [FORECASTER] LXEO: Forecast T+1@11:T+2@11: UP (p=75.29%)
[2025-12-22T20:26:11.175699] [INFO ] [FORECASTER] Completed predict_future for LXEO
[2025-12-22T20:26:11.175820] [INFO ] [sig       ] LXEO: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:26:11.310586] [INFO ] [LOCAL     ] Saved forecast: LXEO	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/LXEO.txt
[2025-12-22T20:26:11.310718] [INFO ] [sig       ] [1965/3560] Completed LXEO in 0.3s | 2.94 sym/s | Total: 11.1m | ETA: 9.0m
[2025-12-22T20:26:11.310756] [INFO ] [sig       ] [1966/3560] Forecasting LXP...
[2025-12-22T20:26:11.310786] [INFO ] [sig       ] Generating forecast for: LXP
[2025-12-22T20:26:11.310815] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LXP' from 'https://tdm.silogroup.org/data/derivative_storage/LXP.csv'.
[2025-12-22T20:26:11.321879] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LXP'.
[2025-12-22T20:26:11.322197] [INFO ] [FORECASTER] Starting predict_future for LXP
[2025-12-22T20:26:11.323017] [DEBUG] [LOCAL     ] No optimal features file found for LXP: ./output/feature-sets/LXP.txt
[2025-12-22T20:26:11.323070] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:26:11.323103] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:26:11.323131] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:26:11.323188] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:26:11.380044] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:26:11.380772] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:26:11.380850] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:26:11.380882] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:26:11.495045] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:26:11.495182] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:26:11.495236] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:26:11.495265] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:26:11.498528] [DEBUG] [FORECASTER] LXP: Forecast T+1@11:T+2@11: UP (p=97.65%)
[2025-12-22T20:26:11.498818] [INFO ] [FORECASTER] Completed predict_future for LXP
[2025-12-22T20:26:11.498948] [INFO ] [sig       ] LXP: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:26:11.638036] [INFO ] [LOCAL     ] Saved forecast: LXP	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/LXP.txt
[2025-12-22T20:26:11.638188] [INFO ] [sig       ] [1966/3560] Completed LXP in 0.3s | 2.94 sym/s | Total: 11.1m | ETA: 9.0m
[2025-12-22T20:26:11.638227] [INFO ] [sig       ] [1967/3560] Forecasting LYB...
[2025-12-22T20:26:11.638257] [INFO ] [sig       ] Generating forecast for: LYB
[2025-12-22T20:26:11.638286] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LYB' from 'https://tdm.silogroup.org/data/derivative_storage/LYB.csv'.
[2025-12-22T20:26:11.649455] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LYB'.
[2025-12-22T20:26:11.649868] [INFO ] [FORECASTER] Starting predict_future for LYB
[2025-12-22T20:26:11.650674] [DEBUG] [LOCAL     ] No optimal features file found for LYB: ./output/feature-sets/LYB.txt
[2025-12-22T20:26:11.650726] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:26:11.650761] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:26:11.650790] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:26:11.650847] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:26:11.707999] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:26:11.709035] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:26:11.709121] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:26:11.709156] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:26:11.824350] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:26:11.824500] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:26:11.824539] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:26:11.824567] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:26:11.827867] [DEBUG] [FORECASTER] LYB: Forecast T+1@11:T+2@11: UP (p=99.62%)
[2025-12-22T20:26:11.828133] [INFO ] [FORECASTER] Completed predict_future for LYB
[2025-12-22T20:26:11.828251] [INFO ] [sig       ] LYB: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:26:11.963850] [INFO ] [LOCAL     ] Saved forecast: LYB	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/LYB.txt
[2025-12-22T20:26:11.964036] [INFO ] [sig       ] [1967/3560] Completed LYB in 0.3s | 2.94 sym/s | Total: 11.1m | ETA: 9.0m
[2025-12-22T20:26:11.964076] [INFO ] [sig       ] [1968/3560] Forecasting LYEL...
[2025-12-22T20:26:11.964106] [INFO ] [sig       ] Generating forecast for: LYEL
[2025-12-22T20:26:11.964137] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LYEL' from 'https://tdm.silogroup.org/data/derivative_storage/LYEL.csv'.
[2025-12-22T20:26:11.975173] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LYEL'.
[2025-12-22T20:26:11.975590] [INFO ] [FORECASTER] Starting predict_future for LYEL
[2025-12-22T20:26:11.976398] [DEBUG] [LOCAL     ] No optimal features file found for LYEL: ./output/feature-sets/LYEL.txt
[2025-12-22T20:26:11.976451] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:26:11.976485] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:26:11.976513] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:26:11.976600] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:26:12.033863] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:26:12.034722] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:26:12.034804] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:26:12.034836] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:26:12.156753] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:26:12.156905] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:26:12.156943] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:26:12.156970] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:26:12.160270] [DEBUG] [FORECASTER] LYEL: Forecast T+1@11:T+2@11: UP (p=89.68%)
[2025-12-22T20:26:12.160529] [INFO ] [FORECASTER] Completed predict_future for LYEL
[2025-12-22T20:26:12.160664] [INFO ] [sig       ] LYEL: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:26:12.296718] [INFO ] [LOCAL     ] Saved forecast: LYEL	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/LYEL.txt
[2025-12-22T20:26:12.296842] [INFO ] [sig       ] [1968/3560] Completed LYEL in 0.3s | 2.94 sym/s | Total: 11.1m | ETA: 9.0m
[2025-12-22T20:26:12.296881] [INFO ] [sig       ] [1969/3560] Forecasting LYG...
[2025-12-22T20:26:12.296909] [INFO ] [sig       ] Generating forecast for: LYG
[2025-12-22T20:26:12.296939] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LYG' from 'https://tdm.silogroup.org/data/derivative_storage/LYG.csv'.
[2025-12-22T20:26:12.308486] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LYG'.
[2025-12-22T20:26:12.308791] [INFO ] [FORECASTER] Starting predict_future for LYG
[2025-12-22T20:26:12.309555] [DEBUG] [LOCAL     ] No optimal features file found for LYG: ./output/feature-sets/LYG.txt
[2025-12-22T20:26:12.309627] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:26:12.309659] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:26:12.309686] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:26:12.309742] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:26:12.367283] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:26:12.367893] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:26:12.367966] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:26:12.367998] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:26:12.494787] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:26:12.494961] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:26:12.495000] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:26:12.495028] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:26:12.498407] [DEBUG] [FORECASTER] LYG: Forecast T+1@11:T+2@11: DOWN (p=4.05%)
[2025-12-22T20:26:12.498690] [INFO ] [FORECASTER] Completed predict_future for LYG
[2025-12-22T20:26:12.498808] [INFO ] [sig       ] LYG: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:26:12.633104] [INFO ] [LOCAL     ] Saved forecast: LYG	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/LYG.txt
[2025-12-22T20:26:12.633217] [INFO ] [sig       ] [1969/3560] Completed LYG in 0.3s | 2.94 sym/s | Total: 11.1m | ETA: 9.0m
[2025-12-22T20:26:12.633255] [INFO ] [sig       ] [1970/3560] Forecasting LYRA...
[2025-12-22T20:26:12.633284] [INFO ] [sig       ] Generating forecast for: LYRA
[2025-12-22T20:26:12.633314] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LYRA' from 'https://tdm.silogroup.org/data/derivative_storage/LYRA.csv'.
[2025-12-22T20:26:12.643882] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LYRA'.
[2025-12-22T20:26:12.644185] [INFO ] [FORECASTER] Starting predict_future for LYRA
[2025-12-22T20:26:12.644948] [DEBUG] [LOCAL     ] No optimal features file found for LYRA: ./output/feature-sets/LYRA.txt
[2025-12-22T20:26:12.645003] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:26:12.645050] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:26:12.645078] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:26:12.645133] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:26:12.702027] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:26:12.702844] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:26:12.702920] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:26:12.702952] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:26:12.821771] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:26:12.821900] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:26:12.821937] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:26:12.821965] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:26:12.825164] [DEBUG] [FORECASTER] LYRA: Forecast T+1@11:T+2@11: DOWN (p=18.76%)
[2025-12-22T20:26:12.825425] [INFO ] [FORECASTER] Completed predict_future for LYRA
[2025-12-22T20:26:12.825544] [INFO ] [sig       ] LYRA: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:26:12.959860] [INFO ] [LOCAL     ] Saved forecast: LYRA	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/LYRA.txt
[2025-12-22T20:26:12.959983] [INFO ] [sig       ] [1970/3560] Completed LYRA in 0.3s | 2.94 sym/s | Total: 11.1m | ETA: 9.0m
[2025-12-22T20:26:12.960020] [INFO ] [sig       ] [1971/3560] Forecasting LYTS...
[2025-12-22T20:26:12.960049] [INFO ] [sig       ] Generating forecast for: LYTS
[2025-12-22T20:26:12.960079] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LYTS' from 'https://tdm.silogroup.org/data/derivative_storage/LYTS.csv'.
[2025-12-22T20:26:12.970879] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LYTS'.
[2025-12-22T20:26:12.971249] [INFO ] [FORECASTER] Starting predict_future for LYTS
[2025-12-22T20:26:12.972019] [DEBUG] [LOCAL     ] No optimal features file found for LYTS: ./output/feature-sets/LYTS.txt
[2025-12-22T20:26:12.972069] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:26:12.972149] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:26:12.972178] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:26:12.972234] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:26:13.030358] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:26:13.031057] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:26:13.031133] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:26:13.031165] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:26:13.149811] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:26:13.149967] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:26:13.150006] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:26:13.150035] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:26:13.153724] [DEBUG] [FORECASTER] LYTS: Forecast T+1@11:T+2@11: UP (p=60.74%)
[2025-12-22T20:26:13.153984] [INFO ] [FORECASTER] Completed predict_future for LYTS
[2025-12-22T20:26:13.154105] [INFO ] [sig       ] LYTS: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:26:13.292895] [INFO ] [LOCAL     ] Saved forecast: LYTS	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/LYTS.txt
[2025-12-22T20:26:13.293031] [INFO ] [sig       ] [1971/3560] Completed LYTS in 0.3s | 2.95 sym/s | Total: 11.2m | ETA: 9.0m
[2025-12-22T20:26:13.293071] [INFO ] [sig       ] [1972/3560] Forecasting LZ...
[2025-12-22T20:26:13.293100] [INFO ] [sig       ] Generating forecast for: LZ
[2025-12-22T20:26:13.293139] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LZ' from 'https://tdm.silogroup.org/data/derivative_storage/LZ.csv'.
[2025-12-22T20:26:13.304666] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LZ'.
[2025-12-22T20:26:13.305002] [INFO ] [FORECASTER] Starting predict_future for LZ
[2025-12-22T20:26:13.305806] [DEBUG] [LOCAL     ] No optimal features file found for LZ: ./output/feature-sets/LZ.txt
[2025-12-22T20:26:13.305857] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:26:13.305890] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:26:13.305917] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:26:13.305973] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:26:13.362661] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:26:13.363567] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:26:13.363673] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:26:13.363706] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:26:13.481198] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:26:13.481340] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:26:13.481379] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:26:13.481408] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:26:13.484693] [DEBUG] [FORECASTER] LZ: Forecast T+1@11:T+2@11: DOWN (p=2.85%)
[2025-12-22T20:26:13.484957] [INFO ] [FORECASTER] Completed predict_future for LZ
[2025-12-22T20:26:13.485074] [INFO ] [sig       ] LZ: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:26:13.620052] [INFO ] [LOCAL     ] Saved forecast: LZ	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/LZ.txt
[2025-12-22T20:26:13.620181] [INFO ] [sig       ] [1972/3560] Completed LZ in 0.3s | 2.95 sym/s | Total: 11.2m | ETA: 9.0m
[2025-12-22T20:26:13.620219] [INFO ] [sig       ] [1973/3560] Forecasting LZB...
[2025-12-22T20:26:13.620248] [INFO ] [sig       ] Generating forecast for: LZB
[2025-12-22T20:26:13.620279] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LZB' from 'https://tdm.silogroup.org/data/derivative_storage/LZB.csv'.
[2025-12-22T20:26:13.631084] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LZB'.
[2025-12-22T20:26:13.631393] [INFO ] [FORECASTER] Starting predict_future for LZB
[2025-12-22T20:26:13.632153] [DEBUG] [LOCAL     ] No optimal features file found for LZB: ./output/feature-sets/LZB.txt
[2025-12-22T20:26:13.632203] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:26:13.632236] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:26:13.632262] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:26:13.632318] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:26:13.688405] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:26:13.689059] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:26:13.689134] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:26:13.689166] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:26:13.809135] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:26:13.809311] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:26:13.809351] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:26:13.809380] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:26:13.812686] [DEBUG] [FORECASTER] LZB: Forecast T+1@11:T+2@11: UP (p=77.28%)
[2025-12-22T20:26:13.812947] [INFO ] [FORECASTER] Completed predict_future for LZB
[2025-12-22T20:26:13.813069] [INFO ] [sig       ] LZB: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:26:13.953738] [INFO ] [LOCAL     ] Saved forecast: LZB	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/LZB.txt
[2025-12-22T20:26:13.953903] [INFO ] [sig       ] [1973/3560] Completed LZB in 0.3s | 2.95 sym/s | Total: 11.2m | ETA: 9.0m
[2025-12-22T20:26:13.953944] [INFO ] [sig       ] [1974/3560] Forecasting LZM...
[2025-12-22T20:26:13.953988] [INFO ] [sig       ] Generating forecast for: LZM
[2025-12-22T20:26:13.954025] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LZM' from 'https://tdm.silogroup.org/data/derivative_storage/LZM.csv'.
[2025-12-22T20:26:13.965366] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LZM'.
[2025-12-22T20:26:13.965682] [INFO ] [FORECASTER] Starting predict_future for LZM
[2025-12-22T20:26:13.966451] [DEBUG] [LOCAL     ] No optimal features file found for LZM: ./output/feature-sets/LZM.txt
[2025-12-22T20:26:13.966502] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:26:13.966534] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:26:13.966561] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:26:13.966643] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:26:14.023465] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:26:14.024088] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:26:14.024180] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:26:14.024213] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:26:14.140656] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:26:14.140802] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:26:14.140842] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:26:14.140869] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:26:14.144203] [DEBUG] [FORECASTER] LZM: Forecast T+1@11:T+2@11: UP (p=92.32%)
[2025-12-22T20:26:14.144463] [INFO ] [FORECASTER] Completed predict_future for LZM
[2025-12-22T20:26:14.144600] [INFO ] [sig       ] LZM: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:26:14.279676] [INFO ] [LOCAL     ] Saved forecast: LZM	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/LZM.txt
[2025-12-22T20:26:14.279792] [INFO ] [sig       ] [1974/3560] Completed LZM in 0.3s | 2.95 sym/s | Total: 11.2m | ETA: 9.0m
[2025-12-22T20:26:14.279830] [INFO ] [sig       ] [1975/3560] Forecasting M...
[2025-12-22T20:26:14.279859] [INFO ] [sig       ] Generating forecast for: M
[2025-12-22T20:26:14.279888] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'M' from 'https://tdm.silogroup.org/data/derivative_storage/M.csv'.
[2025-12-22T20:26:14.291093] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'M'.
[2025-12-22T20:26:14.291388] [INFO ] [FORECASTER] Starting predict_future for M
[2025-12-22T20:26:14.292149] [DEBUG] [LOCAL     ] No optimal features file found for M: ./output/feature-sets/M.txt
[2025-12-22T20:26:14.292200] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:26:14.292232] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:26:14.292258] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:26:14.292314] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:26:14.348508] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:26:14.349335] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:26:14.349420] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:26:14.349453] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:26:14.469328] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:26:14.469481] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:26:14.469520] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:26:14.469548] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:26:14.472872] [DEBUG] [FORECASTER] M: Forecast T+1@11:T+2@11: UP (p=95.42%)
[2025-12-22T20:26:14.473139] [INFO ] [FORECASTER] Completed predict_future for M
[2025-12-22T20:26:14.473257] [INFO ] [sig       ] M: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:26:14.607489] [INFO ] [LOCAL     ] Saved forecast: M	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/M.txt
[2025-12-22T20:26:14.607628] [INFO ] [sig       ] [1975/3560] Completed M in 0.3s | 2.95 sym/s | Total: 11.2m | ETA: 9.0m
[2025-12-22T20:26:14.607668] [INFO ] [sig       ] [1976/3560] Forecasting MA...
[2025-12-22T20:26:14.607697] [INFO ] [sig       ] Generating forecast for: MA
[2025-12-22T20:26:14.607725] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MA' from 'https://tdm.silogroup.org/data/derivative_storage/MA.csv'.
[2025-12-22T20:26:14.618447] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MA'.
[2025-12-22T20:26:14.618752] [INFO ] [FORECASTER] Starting predict_future for MA
[2025-12-22T20:26:14.619517] [DEBUG] [LOCAL     ] No optimal features file found for MA: ./output/feature-sets/MA.txt
[2025-12-22T20:26:14.619585] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:26:14.619620] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:26:14.619647] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:26:14.619703] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:26:14.676449] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:26:14.677224] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:26:14.677305] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:26:14.677337] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:26:14.799192] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:26:14.799369] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:26:14.799413] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:26:14.799441] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:26:14.802858] [DEBUG] [FORECASTER] MA: Forecast T+1@11:T+2@11: UP (p=79.57%)
[2025-12-22T20:26:14.803126] [INFO ] [FORECASTER] Completed predict_future for MA
[2025-12-22T20:26:14.803246] [INFO ] [sig       ] MA: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:26:14.938284] [INFO ] [LOCAL     ] Saved forecast: MA	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/MA.txt
[2025-12-22T20:26:14.938399] [INFO ] [sig       ] [1976/3560] Completed MA in 0.3s | 2.95 sym/s | Total: 11.2m | ETA: 9.0m
[2025-12-22T20:26:14.938437] [INFO ] [sig       ] [1977/3560] Forecasting MAA...
[2025-12-22T20:26:14.938465] [INFO ] [sig       ] Generating forecast for: MAA
[2025-12-22T20:26:14.938494] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAA' from 'https://tdm.silogroup.org/data/derivative_storage/MAA.csv'.
[2025-12-22T20:26:14.950534] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAA'.
[2025-12-22T20:26:14.950838] [INFO ] [FORECASTER] Starting predict_future for MAA
[2025-12-22T20:26:14.951602] [DEBUG] [LOCAL     ] No optimal features file found for MAA: ./output/feature-sets/MAA.txt
[2025-12-22T20:26:14.951653] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:26:14.951684] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:26:14.951711] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:26:14.951767] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:26:15.008636] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:26:15.009391] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:26:15.009469] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:26:15.009502] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:26:15.128370] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:26:15.128525] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:26:15.128563] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:26:15.128612] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:26:15.132030] [DEBUG] [FORECASTER] MAA: Forecast T+1@11:T+2@11: DOWN (p=37.80%)
[2025-12-22T20:26:15.132321] [INFO ] [FORECASTER] Completed predict_future for MAA
[2025-12-22T20:26:15.132449] [INFO ] [sig       ] MAA: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:26:15.268887] [INFO ] [LOCAL     ] Saved forecast: MAA	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/MAA.txt
[2025-12-22T20:26:15.269050] [INFO ] [sig       ] [1977/3560] Completed MAA in 0.3s | 2.95 sym/s | Total: 11.2m | ETA: 9.0m
[2025-12-22T20:26:15.269092] [INFO ] [sig       ] [1978/3560] Forecasting MAC...
[2025-12-22T20:26:15.269123] [INFO ] [sig       ] Generating forecast for: MAC
[2025-12-22T20:26:15.269153] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAC' from 'https://tdm.silogroup.org/data/derivative_storage/MAC.csv'.
[2025-12-22T20:26:15.280261] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAC'.
[2025-12-22T20:26:15.280630] [INFO ] [FORECASTER] Starting predict_future for MAC
[2025-12-22T20:26:15.281372] [DEBUG] [LOCAL     ] No optimal features file found for MAC: ./output/feature-sets/MAC.txt
[2025-12-22T20:26:15.281423] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:26:15.281455] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:26:15.281482] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:26:15.281539] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:26:15.337802] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:26:15.338401] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:26:15.338475] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:26:15.338507] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:26:15.459100] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:26:15.459251] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:26:15.459288] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:26:15.459317] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:26:15.462627] [DEBUG] [FORECASTER] MAC: Forecast T+1@11:T+2@11: UP (p=85.66%)
[2025-12-22T20:26:15.462894] [INFO ] [FORECASTER] Completed predict_future for MAC
[2025-12-22T20:26:15.463013] [INFO ] [sig       ] MAC: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:26:15.601688] [INFO ] [LOCAL     ] Saved forecast: MAC	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/MAC.txt
[2025-12-22T20:26:15.601818] [INFO ] [sig       ] [1978/3560] Completed MAC in 0.3s | 2.95 sym/s | Total: 11.2m | ETA: 9.0m
[2025-12-22T20:26:15.601857] [INFO ] [sig       ] [1979/3560] Forecasting MAMA...
[2025-12-22T20:26:15.601887] [INFO ] [sig       ] Generating forecast for: MAMA
[2025-12-22T20:26:15.601916] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAMA' from 'https://tdm.silogroup.org/data/derivative_storage/MAMA.csv'.
[2025-12-22T20:26:15.612645] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAMA'.
[2025-12-22T20:26:15.612936] [INFO ] [FORECASTER] Starting predict_future for MAMA
[2025-12-22T20:26:15.613701] [DEBUG] [LOCAL     ] No optimal features file found for MAMA: ./output/feature-sets/MAMA.txt
[2025-12-22T20:26:15.613753] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:26:15.613785] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:26:15.613811] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:26:15.613867] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:26:15.670744] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:26:15.671569] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:26:15.671660] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:26:15.671692] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:26:15.793856] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:26:15.794015] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:26:15.794057] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:26:15.794086] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:26:15.797448] [DEBUG] [FORECASTER] MAMA: Forecast T+1@11:T+2@11: DOWN (p=18.77%)
[2025-12-22T20:26:15.797768] [INFO ] [FORECASTER] Completed predict_future for MAMA
[2025-12-22T20:26:15.797901] [INFO ] [sig       ] MAMA: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:26:15.935201] [INFO ] [LOCAL     ] Saved forecast: MAMA	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/MAMA.txt
[2025-12-22T20:26:15.935341] [INFO ] [sig       ] [1979/3560] Completed MAMA in 0.3s | 2.95 sym/s | Total: 11.2m | ETA: 8.9m
[2025-12-22T20:26:15.935381] [INFO ] [sig       ] [1980/3560] Forecasting MAN...
[2025-12-22T20:26:15.935410] [INFO ] [sig       ] Generating forecast for: MAN
[2025-12-22T20:26:15.935440] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAN' from 'https://tdm.silogroup.org/data/derivative_storage/MAN.csv'.
[2025-12-22T20:26:15.947432] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAN'.
[2025-12-22T20:26:15.947792] [INFO ] [FORECASTER] Starting predict_future for MAN
[2025-12-22T20:26:15.948537] [DEBUG] [LOCAL     ] No optimal features file found for MAN: ./output/feature-sets/MAN.txt
[2025-12-22T20:26:15.948643] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:26:15.948677] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:26:15.948705] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:26:15.948761] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:26:16.005375] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:26:16.006097] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:26:16.006175] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:26:16.006208] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:26:16.124361] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:26:16.124502] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:26:16.124541] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:26:16.124586] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:26:16.127916] [DEBUG] [FORECASTER] MAN: Forecast T+1@11:T+2@11: DOWN (p=8.09%)
[2025-12-22T20:26:16.128195] [INFO ] [FORECASTER] Completed predict_future for MAN
[2025-12-22T20:26:16.128321] [INFO ] [sig       ] MAN: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:26:16.263590] [INFO ] [LOCAL     ] Saved forecast: MAN	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/MAN.txt
[2025-12-22T20:26:16.263714] [INFO ] [sig       ] [1980/3560] Completed MAN in 0.3s | 2.95 sym/s | Total: 11.2m | ETA: 8.9m
[2025-12-22T20:26:16.263752] [INFO ] [sig       ] [1981/3560] Forecasting MANH...
[2025-12-22T20:26:16.263780] [INFO ] [sig       ] Generating forecast for: MANH
[2025-12-22T20:26:16.263809] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MANH' from 'https://tdm.silogroup.org/data/derivative_storage/MANH.csv'.
[2025-12-22T20:26:16.275420] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MANH'.
[2025-12-22T20:26:16.275726] [INFO ] [FORECASTER] Starting predict_future for MANH
[2025-12-22T20:26:16.276475] [DEBUG] [LOCAL     ] No optimal features file found for MANH: ./output/feature-sets/MANH.txt
[2025-12-22T20:26:16.276526] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:26:16.276557] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:26:16.276605] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:26:16.276663] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:26:16.336088] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:26:16.336947] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:26:16.337024] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:26:16.337057] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:26:16.455767] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:26:16.455911] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:26:16.455949] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:26:16.455978] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:26:16.459627] [DEBUG] [FORECASTER] MANH: Forecast T+1@11:T+2@11: UP (p=88.75%)
[2025-12-22T20:26:16.459902] [INFO ] [FORECASTER] Completed predict_future for MANH
[2025-12-22T20:26:16.460023] [INFO ] [sig       ] MANH: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:26:16.595272] [INFO ] [LOCAL     ] Saved forecast: MANH	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/MANH.txt
[2025-12-22T20:26:16.595398] [INFO ] [sig       ] [1981/3560] Completed MANH in 0.3s | 2.95 sym/s | Total: 11.2m | ETA: 8.9m
[2025-12-22T20:26:16.595437] [INFO ] [sig       ] [1982/3560] Forecasting MARA...
[2025-12-22T20:26:16.595465] [INFO ] [sig       ] Generating forecast for: MARA
[2025-12-22T20:26:16.595495] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MARA' from 'https://tdm.silogroup.org/data/derivative_storage/MARA.csv'.
[2025-12-22T20:26:16.607149] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MARA'.
[2025-12-22T20:26:16.607427] [INFO ] [FORECASTER] Starting predict_future for MARA
[2025-12-22T20:26:16.608199] [DEBUG] [LOCAL     ] No optimal features file found for MARA: ./output/feature-sets/MARA.txt
[2025-12-22T20:26:16.608250] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:26:16.608282] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:26:16.608309] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:26:16.608364] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:26:16.665281] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:26:16.665934] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:26:16.666006] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:26:16.666038] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:26:16.784932] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:26:16.785086] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:26:16.785125] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:26:16.785153] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:26:16.788433] [DEBUG] [FORECASTER] MARA: Forecast T+1@11:T+2@11: UP (p=77.92%)
[2025-12-22T20:26:16.788715] [INFO ] [FORECASTER] Completed predict_future for MARA
[2025-12-22T20:26:16.788835] [INFO ] [sig       ] MARA: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:26:16.924590] [INFO ] [LOCAL     ] Saved forecast: MARA	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/MARA.txt
[2025-12-22T20:26:16.924753] [INFO ] [sig       ] [1982/3560] Completed MARA in 0.3s | 2.95 sym/s | Total: 11.2m | ETA: 8.9m
[2025-12-22T20:26:16.924794] [INFO ] [sig       ] [1983/3560] Forecasting MAS...
[2025-12-22T20:26:16.924823] [INFO ] [sig       ] Generating forecast for: MAS
[2025-12-22T20:26:16.924854] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAS' from 'https://tdm.silogroup.org/data/derivative_storage/MAS.csv'.
[2025-12-22T20:26:16.935529] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAS'.
[2025-12-22T20:26:16.935831] [INFO ] [FORECASTER] Starting predict_future for MAS
[2025-12-22T20:26:16.936598] [DEBUG] [LOCAL     ] No optimal features file found for MAS: ./output/feature-sets/MAS.txt
[2025-12-22T20:26:16.936664] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:26:16.936698] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:26:16.936725] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:26:16.936781] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:26:16.992929] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:26:16.993540] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:26:16.993632] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:26:16.993665] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:26:17.110236] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:26:17.110400] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:26:17.110444] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:26:17.110473] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:26:17.113955] [DEBUG] [FORECASTER] MAS: Forecast T+1@11:T+2@11: DOWN (p=6.64%)
[2025-12-22T20:26:17.114221] [INFO ] [FORECASTER] Completed predict_future for MAS
[2025-12-22T20:26:17.114354] [INFO ] [sig       ] MAS: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:26:17.249883] [INFO ] [LOCAL     ] Saved forecast: MAS	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/MAS.txt
[2025-12-22T20:26:17.250036] [INFO ] [sig       ] [1983/3560] Completed MAS in 0.3s | 2.95 sym/s | Total: 11.2m | ETA: 8.9m
[2025-12-22T20:26:17.250076] [INFO ] [sig       ] [1984/3560] Forecasting MASI...
[2025-12-22T20:26:17.250104] [INFO ] [sig       ] Generating forecast for: MASI
[2025-12-22T20:26:17.250134] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MASI' from 'https://tdm.silogroup.org/data/derivative_storage/MASI.csv'.
[2025-12-22T20:26:17.261723] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MASI'.
[2025-12-22T20:26:17.262004] [INFO ] [FORECASTER] Starting predict_future for MASI
[2025-12-22T20:26:17.262783] [DEBUG] [LOCAL     ] No optimal features file found for MASI: ./output/feature-sets/MASI.txt
[2025-12-22T20:26:17.262833] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:26:17.262864] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:26:17.262891] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:26:17.262947] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:26:17.319292] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:26:17.319894] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:26:17.319967] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:26:17.319999] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:26:17.436966] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:26:17.437114] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:26:17.437152] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:26:17.437180] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:26:17.440482] [DEBUG] [FORECASTER] MASI: Forecast T+1@11:T+2@11: DOWN (p=32.53%)
[2025-12-22T20:26:17.440761] [INFO ] [FORECASTER] Completed predict_future for MASI
[2025-12-22T20:26:17.440883] [INFO ] [sig       ] MASI: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:26:17.575363] [INFO ] [LOCAL     ] Saved forecast: MASI	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/MASI.txt
[2025-12-22T20:26:17.575507] [INFO ] [sig       ] [1984/3560] Completed MASI in 0.3s | 2.95 sym/s | Total: 11.2m | ETA: 8.9m
[2025-12-22T20:26:17.575591] [INFO ] [sig       ] [1985/3560] Forecasting MASS...
[2025-12-22T20:26:17.575624] [INFO ] [sig       ] Generating forecast for: MASS
[2025-12-22T20:26:17.575654] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MASS' from 'https://tdm.silogroup.org/data/derivative_storage/MASS.csv'.
[2025-12-22T20:26:17.586429] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MASS'.
[2025-12-22T20:26:17.586792] [INFO ] [FORECASTER] Starting predict_future for MASS
[2025-12-22T20:26:17.587543] [DEBUG] [LOCAL     ] No optimal features file found for MASS: ./output/feature-sets/MASS.txt
[2025-12-22T20:26:17.587620] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:26:17.587654] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:26:17.587681] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:26:17.587737] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:26:17.644090] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:26:17.644718] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:26:17.644790] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:26:17.644822] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:26:17.764281] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:26:17.764438] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:26:17.764479] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:26:17.764507] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:26:17.767812] [DEBUG] [FORECASTER] MASS: Forecast T+1@11:T+2@11: UP (p=99.23%)
[2025-12-22T20:26:17.768105] [INFO ] [FORECASTER] Completed predict_future for MASS
[2025-12-22T20:26:17.768226] [INFO ] [sig       ] MASS: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:26:17.906024] [INFO ] [LOCAL     ] Saved forecast: MASS	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/MASS.txt
[2025-12-22T20:26:17.906158] [INFO ] [sig       ] [1985/3560] Completed MASS in 0.3s | 2.95 sym/s | Total: 11.2m | ETA: 8.9m
[2025-12-22T20:26:17.906203] [INFO ] [sig       ] [1986/3560] Forecasting MATX...
[2025-12-22T20:26:17.906233] [INFO ] [sig       ] Generating forecast for: MATX
[2025-12-22T20:26:17.906262] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MATX' from 'https://tdm.silogroup.org/data/derivative_storage/MATX.csv'.
[2025-12-22T20:26:17.918427] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MATX'.
[2025-12-22T20:26:17.918766] [INFO ] [FORECASTER] Starting predict_future for MATX
[2025-12-22T20:26:17.919677] [DEBUG] [LOCAL     ] No optimal features file found for MATX: ./output/feature-sets/MATX.txt
[2025-12-22T20:26:17.919730] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:26:17.919763] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:26:17.919790] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:26:17.919847] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:26:17.978061] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:26:17.978688] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:26:17.978765] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:26:17.978797] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:26:18.094955] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:26:18.095106] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:26:18.095145] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:26:18.095173] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:26:18.098446] [DEBUG] [FORECASTER] MATX: Forecast T+1@11:T+2@11: DOWN (p=28.28%)
[2025-12-22T20:26:18.098728] [INFO ] [FORECASTER] Completed predict_future for MATX
[2025-12-22T20:26:18.098850] [INFO ] [sig       ] MATX: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:26:18.234061] [INFO ] [LOCAL     ] Saved forecast: MATX	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/MATX.txt
[2025-12-22T20:26:18.234187] [INFO ] [sig       ] [1986/3560] Completed MATX in 0.3s | 2.95 sym/s | Total: 11.2m | ETA: 8.9m
[2025-12-22T20:26:18.234243] [INFO ] [sig       ] [1987/3560] Forecasting MAX...
[2025-12-22T20:26:18.234273] [INFO ] [sig       ] Generating forecast for: MAX
[2025-12-22T20:26:18.234302] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAX' from 'https://tdm.silogroup.org/data/derivative_storage/MAX.csv'.
[2025-12-22T20:26:18.245549] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAX'.
[2025-12-22T20:26:18.245956] [INFO ] [FORECASTER] Starting predict_future for MAX
[2025-12-22T20:26:18.246773] [DEBUG] [LOCAL     ] No optimal features file found for MAX: ./output/feature-sets/MAX.txt
[2025-12-22T20:26:18.246826] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:26:18.246859] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:26:18.246887] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:26:18.246944] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:26:18.306115] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:26:18.306890] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:26:18.306971] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:26:18.307006] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:26:18.421030] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:26:18.421187] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:26:18.421226] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:26:18.421253] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:26:18.424623] [DEBUG] [FORECASTER] MAX: Forecast T+1@11:T+2@11: UP (p=95.26%)
[2025-12-22T20:26:18.424888] [INFO ] [FORECASTER] Completed predict_future for MAX
[2025-12-22T20:26:18.425007] [INFO ] [sig       ] MAX: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:26:18.560044] [INFO ] [LOCAL     ] Saved forecast: MAX	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/MAX.txt
[2025-12-22T20:26:18.560158] [INFO ] [sig       ] [1987/3560] Completed MAX in 0.3s | 2.95 sym/s | Total: 11.2m | ETA: 8.9m
[2025-12-22T20:26:18.560195] [INFO ] [sig       ] [1988/3560] Forecasting MAXI...
[2025-12-22T20:26:18.560224] [INFO ] [sig       ] Generating forecast for: MAXI
[2025-12-22T20:26:18.560253] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAXI' from 'https://tdm.silogroup.org/data/derivative_storage/MAXI.csv'.
[2025-12-22T20:26:18.571660] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAXI'.
[2025-12-22T20:26:18.572048] [INFO ] [FORECASTER] Starting predict_future for MAXI
[2025-12-22T20:26:18.572869] [DEBUG] [LOCAL     ] No optimal features file found for MAXI: ./output/feature-sets/MAXI.txt
[2025-12-22T20:26:18.572921] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:26:18.572953] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:26:18.573011] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:26:18.573069] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:26:18.628642] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:26:18.629514] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:26:18.629618] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:26:18.629652] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:26:18.751291] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:26:18.751466] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:26:18.751508] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:26:18.751536] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:26:18.754964] [DEBUG] [FORECASTER] MAXI: Forecast T+1@11:T+2@11: UP (p=93.79%)
[2025-12-22T20:26:18.755275] [INFO ] [FORECASTER] Completed predict_future for MAXI
[2025-12-22T20:26:18.755409] [INFO ] [sig       ] MAXI: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:26:18.888894] [INFO ] [LOCAL     ] Saved forecast: MAXI	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/MAXI.txt
[2025-12-22T20:26:18.889051] [INFO ] [sig       ] [1988/3560] Completed MAXI in 0.3s | 2.95 sym/s | Total: 11.2m | ETA: 8.9m
[2025-12-22T20:26:18.889091] [INFO ] [sig       ] [1989/3560] Forecasting MAXN...
[2025-12-22T20:26:18.889119] [INFO ] [sig       ] Generating forecast for: MAXN
[2025-12-22T20:26:18.889150] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAXN' from 'https://tdm.silogroup.org/data/derivative_storage/MAXN.csv'.
[2025-12-22T20:26:18.900404] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAXN'.
[2025-12-22T20:26:18.900799] [INFO ] [FORECASTER] Starting predict_future for MAXN
[2025-12-22T20:26:18.901603] [DEBUG] [LOCAL     ] No optimal features file found for MAXN: ./output/feature-sets/MAXN.txt
[2025-12-22T20:26:18.901655] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:26:18.901686] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:26:18.901713] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:26:18.901770] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:26:18.958001] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:26:18.958895] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:26:18.958976] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:26:18.959008] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:26:19.068989] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:26:19.069154] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:26:19.069191] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:26:19.069219] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:26:19.072496] [DEBUG] [FORECASTER] MAXN: Forecast T+1@11:T+2@11: DOWN (p=10.14%)
[2025-12-22T20:26:19.072785] [INFO ] [FORECASTER] Completed predict_future for MAXN
[2025-12-22T20:26:19.072906] [INFO ] [sig       ] MAXN: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:26:19.207877] [INFO ] [LOCAL     ] Saved forecast: MAXN	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/MAXN.txt
[2025-12-22T20:26:19.208014] [INFO ] [sig       ] [1989/3560] Completed MAXN in 0.3s | 2.95 sym/s | Total: 11.3m | ETA: 8.9m
[2025-12-22T20:26:19.208052] [INFO ] [sig       ] [1990/3560] Forecasting MBB...
[2025-12-22T20:26:19.208082] [INFO ] [sig       ] Generating forecast for: MBB
[2025-12-22T20:26:19.208112] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBB' from 'https://tdm.silogroup.org/data/derivative_storage/MBB.csv'.
[2025-12-22T20:26:19.219298] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBB'.
[2025-12-22T20:26:19.219634] [INFO ] [FORECASTER] Starting predict_future for MBB
[2025-12-22T20:26:19.220385] [DEBUG] [LOCAL     ] No optimal features file found for MBB: ./output/feature-sets/MBB.txt
[2025-12-22T20:26:19.220437] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:26:19.220469] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:26:19.220496] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:26:19.220552] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:26:19.277505] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:26:19.278130] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:26:19.278203] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:26:19.278234] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:26:19.399420] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:26:19.399567] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:26:19.399639] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:26:19.399669] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:26:19.402946] [DEBUG] [FORECASTER] MBB: Forecast T+1@11:T+2@11: DOWN (p=11.88%)
[2025-12-22T20:26:19.403208] [INFO ] [FORECASTER] Completed predict_future for MBB
[2025-12-22T20:26:19.403325] [INFO ] [sig       ] MBB: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:26:19.537733] [INFO ] [LOCAL     ] Saved forecast: MBB	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/MBB.txt
[2025-12-22T20:26:19.537860] [INFO ] [sig       ] [1990/3560] Completed MBB in 0.3s | 2.95 sym/s | Total: 11.3m | ETA: 8.9m
[2025-12-22T20:26:19.537898] [INFO ] [sig       ] [1991/3560] Forecasting MBC...
[2025-12-22T20:26:19.537927] [INFO ] [sig       ] Generating forecast for: MBC
[2025-12-22T20:26:19.537958] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBC' from 'https://tdm.silogroup.org/data/derivative_storage/MBC.csv'.
[2025-12-22T20:26:19.548868] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBC'.
[2025-12-22T20:26:19.549165] [INFO ] [FORECASTER] Starting predict_future for MBC
[2025-12-22T20:26:19.549950] [DEBUG] [LOCAL     ] No optimal features file found for MBC: ./output/feature-sets/MBC.txt
[2025-12-22T20:26:19.550001] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:26:19.550033] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:26:19.550059] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:26:19.550115] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:26:19.606344] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:26:19.606980] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:26:19.607053] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:26:19.607084] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:26:19.731337] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:26:19.731509] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:26:19.731557] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:26:19.731606] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:26:19.735241] [DEBUG] [FORECASTER] MBC: Forecast T+1@11:T+2@11: UP (p=82.12%)
[2025-12-22T20:26:19.735534] [INFO ] [FORECASTER] Completed predict_future for MBC
[2025-12-22T20:26:19.735681] [INFO ] [sig       ] MBC: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:26:19.876205] [INFO ] [LOCAL     ] Saved forecast: MBC	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/MBC.txt
[2025-12-22T20:26:19.876362] [INFO ] [sig       ] [1991/3560] Completed MBC in 0.3s | 2.95 sym/s | Total: 11.3m | ETA: 8.9m
[2025-12-22T20:26:19.876400] [INFO ] [sig       ] [1992/3560] Forecasting MBCN...
[2025-12-22T20:26:19.876429] [INFO ] [sig       ] Generating forecast for: MBCN
[2025-12-22T20:26:19.876460] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBCN' from 'https://tdm.silogroup.org/data/derivative_storage/MBCN.csv'.
[2025-12-22T20:26:19.886199] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBCN'.
[2025-12-22T20:26:19.886520] [INFO ] [FORECASTER] Starting predict_future for MBCN
[2025-12-22T20:26:19.887341] [DEBUG] [LOCAL     ] No optimal features file found for MBCN: ./output/feature-sets/MBCN.txt
[2025-12-22T20:26:19.887392] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:26:19.887424] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:26:19.887450] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:26:19.887506] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:26:19.944957] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:26:19.945853] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:26:19.945933] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:26:19.945964] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:26:20.041859] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:26:20.042033] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:26:20.042073] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:26:20.042102] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:26:20.045620] [DEBUG] [FORECASTER] MBCN: Forecast T+1@11:T+2@11: UP (p=95.59%)
[2025-12-22T20:26:20.045955] [INFO ] [FORECASTER] Completed predict_future for MBCN
[2025-12-22T20:26:20.046094] [INFO ] [sig       ] MBCN: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:26:20.194357] [INFO ] [LOCAL     ] Saved forecast: MBCN	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/MBCN.txt
[2025-12-22T20:26:20.194501] [INFO ] [sig       ] [1992/3560] Completed MBCN in 0.3s | 2.95 sym/s | Total: 11.3m | ETA: 8.9m
[2025-12-22T20:26:20.194541] [INFO ] [sig       ] [1993/3560] Forecasting MBI...
[2025-12-22T20:26:20.194589] [INFO ] [sig       ] Generating forecast for: MBI
[2025-12-22T20:26:20.194622] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBI' from 'https://tdm.silogroup.org/data/derivative_storage/MBI.csv'.
[2025-12-22T20:26:20.205781] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBI'.
[2025-12-22T20:26:20.206166] [INFO ] [FORECASTER] Starting predict_future for MBI
[2025-12-22T20:26:20.206978] [DEBUG] [LOCAL     ] No optimal features file found for MBI: ./output/feature-sets/MBI.txt
[2025-12-22T20:26:20.207031] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:26:20.207064] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:26:20.207090] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:26:20.207147] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:26:20.265277] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:26:20.266083] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:26:20.266165] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:26:20.266207] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:26:20.394670] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:26:20.394837] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:26:20.394894] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:26:20.394931] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:26:20.398750] [DEBUG] [FORECASTER] MBI: Forecast T+1@11:T+2@11: UP (p=98.14%)
[2025-12-22T20:26:20.399052] [INFO ] [FORECASTER] Completed predict_future for MBI
[2025-12-22T20:26:20.399184] [INFO ] [sig       ] MBI: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:26:20.555119] [INFO ] [LOCAL     ] Saved forecast: MBI	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/MBI.txt
[2025-12-22T20:26:20.555292] [INFO ] [sig       ] [1993/3560] Completed MBI in 0.4s | 2.95 sym/s | Total: 11.3m | ETA: 8.9m
[2025-12-22T20:26:20.555346] [INFO ] [sig       ] [1994/3560] Forecasting MBIN...
[2025-12-22T20:26:20.555384] [INFO ] [sig       ] Generating forecast for: MBIN
[2025-12-22T20:26:20.555423] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBIN' from 'https://tdm.silogroup.org/data/derivative_storage/MBIN.csv'.
[2025-12-22T20:26:20.567615] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBIN'.
[2025-12-22T20:26:20.568029] [INFO ] [FORECASTER] Starting predict_future for MBIN
[2025-12-22T20:26:20.568966] [DEBUG] [LOCAL     ] No optimal features file found for MBIN: ./output/feature-sets/MBIN.txt
[2025-12-22T20:26:20.569063] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:26:20.569139] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:26:20.569180] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:26:20.569250] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:26:20.633224] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:26:20.634188] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:26:20.634272] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:26:20.634307] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:26:20.752363] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:26:20.752530] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:26:20.752599] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:26:20.752633] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:26:20.756139] [DEBUG] [FORECASTER] MBIN: Forecast T+1@11:T+2@11: DOWN (p=22.73%)
[2025-12-22T20:26:20.756440] [INFO ] [FORECASTER] Completed predict_future for MBIN
[2025-12-22T20:26:20.756598] [INFO ] [sig       ] MBIN: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:26:20.892852] [INFO ] [LOCAL     ] Saved forecast: MBIN	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/MBIN.txt
[2025-12-22T20:26:20.892995] [INFO ] [sig       ] [1994/3560] Completed MBIN in 0.3s | 2.95 sym/s | Total: 11.3m | ETA: 8.9m
[2025-12-22T20:26:20.893035] [INFO ] [sig       ] [1995/3560] Forecasting MBIO...
[2025-12-22T20:26:20.893066] [INFO ] [sig       ] Generating forecast for: MBIO
[2025-12-22T20:26:20.893096] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBIO' from 'https://tdm.silogroup.org/data/derivative_storage/MBIO.csv'.
[2025-12-22T20:26:20.903918] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBIO'.
[2025-12-22T20:26:20.904275] [INFO ] [FORECASTER] Starting predict_future for MBIO
[2025-12-22T20:26:20.905052] [DEBUG] [LOCAL     ] No optimal features file found for MBIO: ./output/feature-sets/MBIO.txt
[2025-12-22T20:26:20.905105] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:26:20.905138] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:26:20.905165] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:26:20.905222] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:26:20.961270] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:26:20.962235] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:26:20.962321] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:26:20.962354] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:26:21.084364] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:26:21.084521] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:26:21.084564] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:26:21.084615] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:26:21.087945] [DEBUG] [FORECASTER] MBIO: Forecast T+1@11:T+2@11: DOWN (p=25.31%)
[2025-12-22T20:26:21.088214] [INFO ] [FORECASTER] Completed predict_future for MBIO
[2025-12-22T20:26:21.088337] [INFO ] [sig       ] MBIO: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:26:21.223142] [INFO ] [LOCAL     ] Saved forecast: MBIO	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/MBIO.txt
[2025-12-22T20:26:21.223278] [INFO ] [sig       ] [1995/3560] Completed MBIO in 0.3s | 2.95 sym/s | Total: 11.3m | ETA: 8.9m
[2025-12-22T20:26:21.223318] [INFO ] [sig       ] [1996/3560] Forecasting MBLY...
[2025-12-22T20:26:21.223349] [INFO ] [sig       ] Generating forecast for: MBLY
[2025-12-22T20:26:21.223380] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBLY' from 'https://tdm.silogroup.org/data/derivative_storage/MBLY.csv'.
[2025-12-22T20:26:21.234887] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBLY'.
[2025-12-22T20:26:21.235238] [INFO ] [FORECASTER] Starting predict_future for MBLY
[2025-12-22T20:26:21.236012] [DEBUG] [LOCAL     ] No optimal features file found for MBLY: ./output/feature-sets/MBLY.txt
[2025-12-22T20:26:21.236063] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:26:21.236095] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:26:21.236122] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:26:21.236181] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:26:21.296829] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:26:21.297759] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:26:21.297841] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:26:21.297874] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:26:21.419393] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:26:21.419549] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:26:21.419608] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:26:21.419640] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:26:21.423006] [DEBUG] [FORECASTER] MBLY: Forecast T+1@11:T+2@11: DOWN (p=0.52%)
[2025-12-22T20:26:21.423282] [INFO ] [FORECASTER] Completed predict_future for MBLY
[2025-12-22T20:26:21.423406] [INFO ] [sig       ] MBLY: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:26:21.558476] [INFO ] [LOCAL     ] Saved forecast: MBLY	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/MBLY.txt
[2025-12-22T20:26:21.558641] [INFO ] [sig       ] [1996/3560] Completed MBLY in 0.3s | 2.95 sym/s | Total: 11.3m | ETA: 8.8m
[2025-12-22T20:26:21.558682] [INFO ] [sig       ] [1997/3560] Forecasting MBS...
[2025-12-22T20:26:21.558712] [INFO ] [sig       ] Generating forecast for: MBS
[2025-12-22T20:26:21.558743] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBS' from 'https://tdm.silogroup.org/data/derivative_storage/MBS.csv'.
[2025-12-22T20:26:21.570085] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBS'.
[2025-12-22T20:26:21.570457] [INFO ] [FORECASTER] Starting predict_future for MBS
[2025-12-22T20:26:21.571303] [DEBUG] [LOCAL     ] No optimal features file found for MBS: ./output/feature-sets/MBS.txt
[2025-12-22T20:26:21.571357] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:26:21.571396] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:26:21.571433] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:26:21.571494] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:26:21.630183] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:26:21.630991] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:26:21.631073] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:26:21.631107] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:26:21.753593] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:26:21.753742] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:26:21.753782] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:26:21.753811] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:26:21.757280] [DEBUG] [FORECASTER] MBS: Forecast T+1@11:T+2@11: UP (p=51.49%)
[2025-12-22T20:26:21.757552] [INFO ] [FORECASTER] Completed predict_future for MBS
[2025-12-22T20:26:21.757692] [INFO ] [sig       ] MBS: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:26:21.896337] [INFO ] [LOCAL     ] Saved forecast: MBS	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/MBS.txt
[2025-12-22T20:26:21.896470] [INFO ] [sig       ] [1997/3560] Completed MBS in 0.3s | 2.95 sym/s | Total: 11.3m | ETA: 8.8m
[2025-12-22T20:26:21.896509] [INFO ] [sig       ] [1998/3560] Forecasting MBWM...
[2025-12-22T20:26:21.896546] [INFO ] [sig       ] Generating forecast for: MBWM
[2025-12-22T20:26:21.896594] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBWM' from 'https://tdm.silogroup.org/data/derivative_storage/MBWM.csv'.
[2025-12-22T20:26:21.907263] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBWM'.
[2025-12-22T20:26:21.907679] [INFO ] [FORECASTER] Starting predict_future for MBWM
[2025-12-22T20:26:21.908444] [DEBUG] [LOCAL     ] No optimal features file found for MBWM: ./output/feature-sets/MBWM.txt
[2025-12-22T20:26:21.908496] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:26:21.908528] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:26:21.908556] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:26:21.908630] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:26:21.964862] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:26:21.965642] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:26:21.965762] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:26:21.965795] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:26:22.083439] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:26:22.083629] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:26:22.083671] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:26:22.083700] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:26:22.087123] [DEBUG] [FORECASTER] MBWM: Forecast T+1@11:T+2@11: DOWN (p=27.99%)
[2025-12-22T20:26:22.087391] [INFO ] [FORECASTER] Completed predict_future for MBWM
[2025-12-22T20:26:22.087520] [INFO ] [sig       ] MBWM: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:26:22.223070] [INFO ] [LOCAL     ] Saved forecast: MBWM	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/MBWM.txt
[2025-12-22T20:26:22.223211] [INFO ] [sig       ] [1998/3560] Completed MBWM in 0.3s | 2.95 sym/s | Total: 11.3m | ETA: 8.8m
[2025-12-22T20:26:22.223251] [INFO ] [sig       ] [1999/3560] Forecasting MBX...
[2025-12-22T20:26:22.223280] [INFO ] [sig       ] Generating forecast for: MBX
[2025-12-22T20:26:22.223310] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBX' from 'https://tdm.silogroup.org/data/derivative_storage/MBX.csv'.
[2025-12-22T20:26:22.234547] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBX'.
[2025-12-22T20:26:22.234946] [INFO ] [FORECASTER] Starting predict_future for MBX
[2025-12-22T20:26:22.235761] [DEBUG] [LOCAL     ] No optimal features file found for MBX: ./output/feature-sets/MBX.txt
[2025-12-22T20:26:22.235814] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:26:22.235846] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:26:22.235872] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:26:22.235929] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:26:22.293441] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:26:22.294300] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:26:22.294381] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:26:22.294415] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:26:22.420605] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:26:22.420758] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:26:22.420797] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:26:22.420826] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:26:22.424186] [DEBUG] [FORECASTER] MBX: Forecast T+1@11:T+2@11: DOWN (p=26.30%)
[2025-12-22T20:26:22.424477] [INFO ] [FORECASTER] Completed predict_future for MBX
[2025-12-22T20:26:22.424626] [INFO ] [sig       ] MBX: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:26:22.561066] [INFO ] [LOCAL     ] Saved forecast: MBX	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/MBX.txt
[2025-12-22T20:26:22.561214] [INFO ] [sig       ] [1999/3560] Completed MBX in 0.3s | 2.95 sym/s | Total: 11.3m | ETA: 8.8m
[2025-12-22T20:26:22.561251] [INFO ] [sig       ] [2000/3560] Forecasting MC...
[2025-12-22T20:26:22.561281] [INFO ] [sig       ] Generating forecast for: MC
[2025-12-22T20:26:22.561312] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MC' from 'https://tdm.silogroup.org/data/derivative_storage/MC.csv'.
[2025-12-22T20:26:22.572357] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MC'.
[2025-12-22T20:26:22.572717] [INFO ] [FORECASTER] Starting predict_future for MC
[2025-12-22T20:26:22.573522] [DEBUG] [LOCAL     ] No optimal features file found for MC: ./output/feature-sets/MC.txt
[2025-12-22T20:26:22.573595] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:26:22.573632] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:26:22.573660] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:26:22.573716] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:26:22.630803] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:26:22.631554] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:26:22.631650] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:26:22.631685] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:26:22.749632] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:26:22.749786] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:26:22.749826] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:26:22.749855] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:26:22.753225] [DEBUG] [FORECASTER] MC: Forecast T+1@11:T+2@11: DOWN (p=9.21%)
[2025-12-22T20:26:22.753496] [INFO ] [FORECASTER] Completed predict_future for MC
[2025-12-22T20:26:22.753642] [INFO ] [sig       ] MC: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:26:22.898444] [INFO ] [LOCAL     ] Saved forecast: MC	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/MC.txt
[2025-12-22T20:26:22.898621] [INFO ] [sig       ] [2000/3560] Completed MC in 0.3s | 2.95 sym/s | Total: 11.3m | ETA: 8.8m
[2025-12-22T20:26:22.898664] [INFO ] [sig       ] [2001/3560] Forecasting MCBS...
[2025-12-22T20:26:22.898693] [INFO ] [sig       ] Generating forecast for: MCBS
[2025-12-22T20:26:22.898724] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCBS' from 'https://tdm.silogroup.org/data/derivative_storage/MCBS.csv'.
[2025-12-22T20:26:22.909386] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCBS'.
[2025-12-22T20:26:22.909740] [INFO ] [FORECASTER] Starting predict_future for MCBS
[2025-12-22T20:26:22.910612] [DEBUG] [LOCAL     ] No optimal features file found for MCBS: ./output/feature-sets/MCBS.txt
[2025-12-22T20:26:22.910674] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:26:22.910716] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:26:22.910749] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:26:22.910827] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:26:22.971838] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:26:22.972782] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:26:22.972864] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:26:22.972896] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:26:23.099296] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:26:23.099456] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:26:23.099496] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:26:23.099542] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:26:23.102960] [DEBUG] [FORECASTER] MCBS: Forecast T+1@11:T+2@11: DOWN (p=3.59%)
[2025-12-22T20:26:23.103236] [INFO ] [FORECASTER] Completed predict_future for MCBS
[2025-12-22T20:26:23.103363] [INFO ] [sig       ] MCBS: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:26:23.238500] [INFO ] [LOCAL     ] Saved forecast: MCBS	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/MCBS.txt
[2025-12-22T20:26:23.238679] [INFO ] [sig       ] [2001/3560] Completed MCBS in 0.3s | 2.95 sym/s | Total: 11.3m | ETA: 8.8m
[2025-12-22T20:26:23.238722] [INFO ] [sig       ] [2002/3560] Forecasting MCHI...
[2025-12-22T20:26:23.238752] [INFO ] [sig       ] Generating forecast for: MCHI
[2025-12-22T20:26:23.238782] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCHI' from 'https://tdm.silogroup.org/data/derivative_storage/MCHI.csv'.
[2025-12-22T20:26:23.249652] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCHI'.
[2025-12-22T20:26:23.250000] [INFO ] [FORECASTER] Starting predict_future for MCHI
[2025-12-22T20:26:23.250784] [DEBUG] [LOCAL     ] No optimal features file found for MCHI: ./output/feature-sets/MCHI.txt
[2025-12-22T20:26:23.250836] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:26:23.250868] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:26:23.250894] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:26:23.250950] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:26:23.307670] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:26:23.308462] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:26:23.308541] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:26:23.308593] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:26:23.433494] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:26:23.433663] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:26:23.433705] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:26:23.433735] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:26:23.437270] [DEBUG] [FORECASTER] MCHI: Forecast T+1@11:T+2@11: UP (p=89.63%)
[2025-12-22T20:26:23.437556] [INFO ] [FORECASTER] Completed predict_future for MCHI
[2025-12-22T20:26:23.437712] [INFO ] [sig       ] MCHI: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:26:23.575028] [INFO ] [LOCAL     ] Saved forecast: MCHI	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/MCHI.txt
[2025-12-22T20:26:23.575195] [INFO ] [sig       ] [2002/3560] Completed MCHI in 0.3s | 2.95 sym/s | Total: 11.3m | ETA: 8.8m
[2025-12-22T20:26:23.575237] [INFO ] [sig       ] [2003/3560] Forecasting MCHP...
[2025-12-22T20:26:23.575266] [INFO ] [sig       ] Generating forecast for: MCHP
[2025-12-22T20:26:23.575297] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCHP' from 'https://tdm.silogroup.org/data/derivative_storage/MCHP.csv'.
[2025-12-22T20:26:23.586880] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCHP'.
[2025-12-22T20:26:23.587236] [INFO ] [FORECASTER] Starting predict_future for MCHP
[2025-12-22T20:26:23.588051] [DEBUG] [LOCAL     ] No optimal features file found for MCHP: ./output/feature-sets/MCHP.txt
[2025-12-22T20:26:23.588102] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:26:23.588134] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:26:23.588160] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:26:23.588220] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:26:23.645485] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:26:23.646341] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:26:23.646421] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:26:23.646484] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:26:23.765472] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:26:23.765646] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:26:23.765687] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:26:23.765714] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:26:23.769050] [DEBUG] [FORECASTER] MCHP: Forecast T+1@11:T+2@11: DOWN (p=14.21%)
[2025-12-22T20:26:23.769317] [INFO ] [FORECASTER] Completed predict_future for MCHP
[2025-12-22T20:26:23.769437] [INFO ] [sig       ] MCHP: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:26:23.903613] [INFO ] [LOCAL     ] Saved forecast: MCHP	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/MCHP.txt
[2025-12-22T20:26:23.903745] [INFO ] [sig       ] [2003/3560] Completed MCHP in 0.3s | 2.95 sym/s | Total: 11.3m | ETA: 8.8m
[2025-12-22T20:26:23.903784] [INFO ] [sig       ] [2004/3560] Forecasting MCHX...
[2025-12-22T20:26:23.903812] [INFO ] [sig       ] Generating forecast for: MCHX
[2025-12-22T20:26:23.903842] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCHX' from 'https://tdm.silogroup.org/data/derivative_storage/MCHX.csv'.
[2025-12-22T20:26:23.914355] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCHX'.
[2025-12-22T20:26:23.914703] [INFO ] [FORECASTER] Starting predict_future for MCHX
[2025-12-22T20:26:23.915463] [DEBUG] [LOCAL     ] No optimal features file found for MCHX: ./output/feature-sets/MCHX.txt
[2025-12-22T20:26:23.915514] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:26:23.915547] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:26:23.915593] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:26:23.915651] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:26:23.971348] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:26:23.972257] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:26:23.972339] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:26:23.972372] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:26:24.075925] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:26:24.076079] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:26:24.076119] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:26:24.076148] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:26:24.079455] [DEBUG] [FORECASTER] MCHX: Forecast T+1@11:T+2@11: DOWN (p=7.08%)
[2025-12-22T20:26:24.079735] [INFO ] [FORECASTER] Completed predict_future for MCHX
[2025-12-22T20:26:24.079855] [INFO ] [sig       ] MCHX: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:26:24.213734] [INFO ] [LOCAL     ] Saved forecast: MCHX	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/MCHX.txt
[2025-12-22T20:26:24.213871] [INFO ] [sig       ] [2004/3560] Completed MCHX in 0.3s | 2.95 sym/s | Total: 11.3m | ETA: 8.8m
[2025-12-22T20:26:24.213911] [INFO ] [sig       ] [2005/3560] Forecasting MCI...
[2025-12-22T20:26:24.213939] [INFO ] [sig       ] Generating forecast for: MCI
[2025-12-22T20:26:24.213969] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCI' from 'https://tdm.silogroup.org/data/derivative_storage/MCI.csv'.
[2025-12-22T20:26:24.226276] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCI'.
[2025-12-22T20:26:24.226661] [INFO ] [FORECASTER] Starting predict_future for MCI
[2025-12-22T20:26:24.227442] [DEBUG] [LOCAL     ] No optimal features file found for MCI: ./output/feature-sets/MCI.txt
[2025-12-22T20:26:24.227494] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:26:24.227593] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:26:24.227638] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:26:24.227696] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:26:24.284926] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:26:24.285826] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:26:24.285929] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:26:24.285974] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:26:24.406876] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:26:24.407145] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:26:24.407186] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:26:24.407215] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:26:24.410653] [DEBUG] [FORECASTER] MCI: Forecast T+1@11:T+2@11: UP (p=98.53%)
[2025-12-22T20:26:24.410924] [INFO ] [FORECASTER] Completed predict_future for MCI
[2025-12-22T20:26:24.411050] [INFO ] [sig       ] MCI: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:26:24.574185] [INFO ] [LOCAL     ] Saved forecast: MCI	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/MCI.txt
[2025-12-22T20:26:24.574361] [INFO ] [sig       ] [2005/3560] Completed MCI in 0.4s | 2.95 sym/s | Total: 11.3m | ETA: 8.8m
[2025-12-22T20:26:24.574401] [INFO ] [sig       ] [2006/3560] Forecasting MCK...
[2025-12-22T20:26:24.574433] [INFO ] [sig       ] Generating forecast for: MCK
[2025-12-22T20:26:24.574463] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCK' from 'https://tdm.silogroup.org/data/derivative_storage/MCK.csv'.
[2025-12-22T20:26:24.587109] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCK'.
[2025-12-22T20:26:24.587543] [INFO ] [FORECASTER] Starting predict_future for MCK
[2025-12-22T20:26:24.588797] [DEBUG] [LOCAL     ] No optimal features file found for MCK: ./output/feature-sets/MCK.txt
[2025-12-22T20:26:24.588849] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:26:24.588880] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:26:24.588907] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:26:24.588962] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:26:24.648009] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:26:24.649202] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:26:24.649290] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:26:24.649322] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:26:24.778325] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:26:24.778478] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:26:24.778519] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:26:24.778547] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:26:24.782387] [DEBUG] [FORECASTER] MCK: Forecast T+1@11:T+2@11: UP (p=68.44%)
[2025-12-22T20:26:24.782693] [INFO ] [FORECASTER] Completed predict_future for MCK
[2025-12-22T20:26:24.782820] [INFO ] [sig       ] MCK: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:26:24.919935] [INFO ] [LOCAL     ] Saved forecast: MCK	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/MCK.txt
[2025-12-22T20:26:24.920085] [INFO ] [sig       ] [2006/3560] Completed MCK in 0.3s | 2.95 sym/s | Total: 11.3m | ETA: 8.8m
[2025-12-22T20:26:24.920126] [INFO ] [sig       ] [2007/3560] Forecasting MCN...
[2025-12-22T20:26:24.920155] [INFO ] [sig       ] Generating forecast for: MCN
[2025-12-22T20:26:24.920187] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCN' from 'https://tdm.silogroup.org/data/derivative_storage/MCN.csv'.
[2025-12-22T20:26:24.931405] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCN'.
[2025-12-22T20:26:24.931809] [INFO ] [FORECASTER] Starting predict_future for MCN
[2025-12-22T20:26:24.932625] [DEBUG] [LOCAL     ] No optimal features file found for MCN: ./output/feature-sets/MCN.txt
[2025-12-22T20:26:24.932678] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:26:24.932710] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:26:24.932737] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:26:24.932794] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:26:24.992132] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:26:24.993210] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:26:24.993290] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:26:24.993323] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:26:25.129660] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:26:25.129864] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:26:25.129905] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:26:25.129933] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:26:25.134012] [DEBUG] [FORECASTER] MCN: Forecast T+1@11:T+2@11: DOWN (p=34.66%)
[2025-12-22T20:26:25.134310] [INFO ] [FORECASTER] Completed predict_future for MCN
[2025-12-22T20:26:25.134438] [INFO ] [sig       ] MCN: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:26:25.278071] [INFO ] [LOCAL     ] Saved forecast: MCN	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/MCN.txt
[2025-12-22T20:26:25.278239] [INFO ] [sig       ] [2007/3560] Completed MCN in 0.4s | 2.95 sym/s | Total: 11.4m | ETA: 8.8m
[2025-12-22T20:26:25.278279] [INFO ] [sig       ] [2008/3560] Forecasting MCO...
[2025-12-22T20:26:25.278307] [INFO ] [sig       ] Generating forecast for: MCO
[2025-12-22T20:26:25.278337] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCO' from 'https://tdm.silogroup.org/data/derivative_storage/MCO.csv'.
[2025-12-22T20:26:25.290351] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCO'.
[2025-12-22T20:26:25.290806] [INFO ] [FORECASTER] Starting predict_future for MCO
[2025-12-22T20:26:25.291625] [DEBUG] [LOCAL     ] No optimal features file found for MCO: ./output/feature-sets/MCO.txt
[2025-12-22T20:26:25.291679] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:26:25.291712] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:26:25.291738] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:26:25.291794] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:26:25.348434] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:26:25.349402] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:26:25.349494] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:26:25.349527] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:26:25.485753] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:26:25.485911] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:26:25.485952] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:26:25.485981] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:26:25.489911] [DEBUG] [FORECASTER] MCO: Forecast T+1@11:T+2@11: DOWN (p=7.15%)
[2025-12-22T20:26:25.490327] [INFO ] [FORECASTER] Completed predict_future for MCO
[2025-12-22T20:26:25.490482] [INFO ] [sig       ] MCO: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:26:25.643394] [INFO ] [LOCAL     ] Saved forecast: MCO	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/MCO.txt
[2025-12-22T20:26:25.643639] [INFO ] [sig       ] [2008/3560] Completed MCO in 0.4s | 2.95 sym/s | Total: 11.4m | ETA: 8.8m
[2025-12-22T20:26:25.643712] [INFO ] [sig       ] [2009/3560] Forecasting MCRB...
[2025-12-22T20:26:25.643762] [INFO ] [sig       ] Generating forecast for: MCRB
[2025-12-22T20:26:25.643811] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCRB' from 'https://tdm.silogroup.org/data/derivative_storage/MCRB.csv'.
[2025-12-22T20:26:25.661595] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCRB'.
[2025-12-22T20:26:25.662091] [INFO ] [FORECASTER] Starting predict_future for MCRB
[2025-12-22T20:26:25.663121] [DEBUG] [LOCAL     ] No optimal features file found for MCRB: ./output/feature-sets/MCRB.txt
[2025-12-22T20:26:25.663182] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:26:25.663221] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:26:25.663254] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:26:25.663327] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:26:25.752339] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:26:25.753487] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:26:25.753626] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:26:25.753684] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:26:25.910969] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:26:25.911184] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:26:25.911258] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:26:25.911317] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:26:25.917016] [DEBUG] [FORECASTER] MCRB: Forecast T+1@11:T+2@11: DOWN (p=11.08%)
[2025-12-22T20:26:25.917563] [INFO ] [FORECASTER] Completed predict_future for MCRB
[2025-12-22T20:26:25.917797] [INFO ] [sig       ] MCRB: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:26:26.129142] [INFO ] [LOCAL     ] Saved forecast: MCRB	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/MCRB.txt
[2025-12-22T20:26:26.129376] [INFO ] [sig       ] [2009/3560] Completed MCRB in 0.5s | 2.95 sym/s | Total: 11.4m | ETA: 8.8m
[2025-12-22T20:26:26.129440] [INFO ] [sig       ] [2010/3560] Forecasting MCRI...
[2025-12-22T20:26:26.129487] [INFO ] [sig       ] Generating forecast for: MCRI
[2025-12-22T20:26:26.129534] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCRI' from 'https://tdm.silogroup.org/data/derivative_storage/MCRI.csv'.
[2025-12-22T20:26:26.150401] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCRI'.
[2025-12-22T20:26:26.150942] [INFO ] [FORECASTER] Starting predict_future for MCRI
[2025-12-22T20:26:26.151992] [DEBUG] [LOCAL     ] No optimal features file found for MCRI: ./output/feature-sets/MCRI.txt
[2025-12-22T20:26:26.152053] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:26:26.152092] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:26:26.152130] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:26:26.152211] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:26:26.237165] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:26:26.238461] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:26:26.238606] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:26:26.238662] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:26:26.411324] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:26:26.411481] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:26:26.411523] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:26:26.411550] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:26:26.415522] [DEBUG] [FORECASTER] MCRI: Forecast T+1@11:T+2@11: UP (p=77.87%)
[2025-12-22T20:26:26.415884] [INFO ] [FORECASTER] Completed predict_future for MCRI
[2025-12-22T20:26:26.416026] [INFO ] [sig       ] MCRI: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:26:26.583376] [INFO ] [LOCAL     ] Saved forecast: MCRI	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/MCRI.txt
[2025-12-22T20:26:26.583541] [INFO ] [sig       ] [2010/3560] Completed MCRI in 0.5s | 2.94 sym/s | Total: 11.4m | ETA: 8.8m
[2025-12-22T20:26:26.583602] [INFO ] [sig       ] [2011/3560] Forecasting MCS...
[2025-12-22T20:26:26.583634] [INFO ] [sig       ] Generating forecast for: MCS
[2025-12-22T20:26:26.583665] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCS' from 'https://tdm.silogroup.org/data/derivative_storage/MCS.csv'.
[2025-12-22T20:26:26.595279] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCS'.
[2025-12-22T20:26:26.595663] [INFO ] [FORECASTER] Starting predict_future for MCS
[2025-12-22T20:26:26.596442] [DEBUG] [LOCAL     ] No optimal features file found for MCS: ./output/feature-sets/MCS.txt
[2025-12-22T20:26:26.596494] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:26:26.596526] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:26:26.596552] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:26:26.596631] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:26:26.651994] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:26:26.652877] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:26:26.652959] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:26:26.652992] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:26:26.775684] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:26:26.775833] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:26:26.775873] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:26:26.775902] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:26:26.779854] [DEBUG] [FORECASTER] MCS: Forecast T+1@11:T+2@11: UP (p=55.65%)
[2025-12-22T20:26:26.780143] [INFO ] [FORECASTER] Completed predict_future for MCS
[2025-12-22T20:26:26.780274] [INFO ] [sig       ] MCS: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:26:26.916673] [INFO ] [LOCAL     ] Saved forecast: MCS	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/MCS.txt
[2025-12-22T20:26:26.916817] [INFO ] [sig       ] [2011/3560] Completed MCS in 0.3s | 2.94 sym/s | Total: 11.4m | ETA: 8.8m
[2025-12-22T20:26:26.916858] [INFO ] [sig       ] [2012/3560] Forecasting MCY...
[2025-12-22T20:26:26.916890] [INFO ] [sig       ] Generating forecast for: MCY
[2025-12-22T20:26:26.916926] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCY' from 'https://tdm.silogroup.org/data/derivative_storage/MCY.csv'.
[2025-12-22T20:26:26.928446] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCY'.
[2025-12-22T20:26:26.928785] [INFO ] [FORECASTER] Starting predict_future for MCY
[2025-12-22T20:26:26.929640] [DEBUG] [LOCAL     ] No optimal features file found for MCY: ./output/feature-sets/MCY.txt
[2025-12-22T20:26:26.929693] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:26:26.929727] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:26:26.929754] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:26:26.929810] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:26:26.987267] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:26:26.987902] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:26:26.987977] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:26:26.988009] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:26:27.106723] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:26:27.106879] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:26:27.106926] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:26:27.106968] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:26:27.110590] [DEBUG] [FORECASTER] MCY: Forecast T+1@11:T+2@11: UP (p=75.37%)
[2025-12-22T20:26:27.110874] [INFO ] [FORECASTER] Completed predict_future for MCY
[2025-12-22T20:26:27.110995] [INFO ] [sig       ] MCY: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:26:27.247325] [INFO ] [LOCAL     ] Saved forecast: MCY	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/MCY.txt
[2025-12-22T20:26:27.247458] [INFO ] [sig       ] [2012/3560] Completed MCY in 0.3s | 2.94 sym/s | Total: 11.4m | ETA: 8.8m
[2025-12-22T20:26:27.247503] [INFO ] [sig       ] [2013/3560] Forecasting MD...
[2025-12-22T20:26:27.247533] [INFO ] [sig       ] Generating forecast for: MD
[2025-12-22T20:26:27.247564] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MD' from 'https://tdm.silogroup.org/data/derivative_storage/MD.csv'.
[2025-12-22T20:26:27.262300] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MD'.
[2025-12-22T20:26:27.262975] [INFO ] [FORECASTER] Starting predict_future for MD
[2025-12-22T20:26:27.264179] [DEBUG] [LOCAL     ] No optimal features file found for MD: ./output/feature-sets/MD.txt
[2025-12-22T20:26:27.264248] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:26:27.264297] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:26:27.264340] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:26:27.264426] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:26:27.328453] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:26:27.329754] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:26:27.329856] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:26:27.329923] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:26:27.467312] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:26:27.467477] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:26:27.467519] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:26:27.467548] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:26:27.471300] [DEBUG] [FORECASTER] MD: Forecast T+1@11:T+2@11: UP (p=80.32%)
[2025-12-22T20:26:27.471799] [INFO ] [FORECASTER] Completed predict_future for MD
[2025-12-22T20:26:27.471948] [INFO ] [sig       ] MD: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:26:27.615664] [INFO ] [LOCAL     ] Saved forecast: MD	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/MD.txt
[2025-12-22T20:26:27.615847] [INFO ] [sig       ] [2013/3560] Completed MD in 0.4s | 2.94 sym/s | Total: 11.4m | ETA: 8.8m
[2025-12-22T20:26:27.615887] [INFO ] [sig       ] [2014/3560] Forecasting MDAI...
[2025-12-22T20:26:27.615918] [INFO ] [sig       ] Generating forecast for: MDAI
[2025-12-22T20:26:27.615955] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDAI' from 'https://tdm.silogroup.org/data/derivative_storage/MDAI.csv'.
[2025-12-22T20:26:27.630069] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MDAI'.
[2025-12-22T20:26:27.630612] [INFO ] [FORECASTER] Starting predict_future for MDAI
[2025-12-22T20:26:27.631499] [DEBUG] [LOCAL     ] No optimal features file found for MDAI: ./output/feature-sets/MDAI.txt
[2025-12-22T20:26:27.631553] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:26:27.631615] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:26:27.631646] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:26:27.631703] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:26:27.689178] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:26:27.690117] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:26:27.690229] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:26:27.690265] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:26:27.817945] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:26:27.818126] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:26:27.818168] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:26:27.818196] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:26:27.822355] [DEBUG] [FORECASTER] MDAI: Forecast T+1@11:T+2@11: DOWN (p=17.07%)
[2025-12-22T20:26:27.822671] [INFO ] [FORECASTER] Completed predict_future for MDAI
[2025-12-22T20:26:27.822804] [INFO ] [sig       ] MDAI: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:26:27.970666] [INFO ] [LOCAL     ] Saved forecast: MDAI	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/MDAI.txt
[2025-12-22T20:26:27.970822] [INFO ] [sig       ] [2014/3560] Completed MDAI in 0.4s | 2.94 sym/s | Total: 11.4m | ETA: 8.8m
[2025-12-22T20:26:27.970863] [INFO ] [sig       ] [2015/3560] Forecasting MDB...
[2025-12-22T20:26:27.970895] [INFO ] [sig       ] Generating forecast for: MDB
[2025-12-22T20:26:27.970927] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDB' from 'https://tdm.silogroup.org/data/derivative_storage/MDB.csv'.
[2025-12-22T20:26:27.983361] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MDB'.
[2025-12-22T20:26:27.983753] [INFO ] [FORECASTER] Starting predict_future for MDB
[2025-12-22T20:26:27.984674] [DEBUG] [LOCAL     ] No optimal features file found for MDB: ./output/feature-sets/MDB.txt
[2025-12-22T20:26:27.984738] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:26:27.984784] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:26:27.984823] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:26:27.984883] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:26:28.049865] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:26:28.050833] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:26:28.050964] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:26:28.050998] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:26:28.187019] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:26:28.187178] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:26:28.187218] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:26:28.187248] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:26:28.191203] [DEBUG] [FORECASTER] MDB: Forecast T+1@11:T+2@11: UP (p=98.26%)
[2025-12-22T20:26:28.191512] [INFO ] [FORECASTER] Completed predict_future for MDB
[2025-12-22T20:26:28.191669] [INFO ] [sig       ] MDB: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:26:28.340086] [INFO ] [LOCAL     ] Saved forecast: MDB	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/MDB.txt
[2025-12-22T20:26:28.340247] [INFO ] [sig       ] [2015/3560] Completed MDB in 0.4s | 2.94 sym/s | Total: 11.4m | ETA: 8.7m
[2025-12-22T20:26:28.340288] [INFO ] [sig       ] [2016/3560] Forecasting MDGL...
[2025-12-22T20:26:28.340319] [INFO ] [sig       ] Generating forecast for: MDGL
[2025-12-22T20:26:28.340350] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDGL' from 'https://tdm.silogroup.org/data/derivative_storage/MDGL.csv'.
[2025-12-22T20:26:28.353459] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MDGL'.
[2025-12-22T20:26:28.353964] [INFO ] [FORECASTER] Starting predict_future for MDGL
[2025-12-22T20:26:28.355016] [DEBUG] [LOCAL     ] No optimal features file found for MDGL: ./output/feature-sets/MDGL.txt
[2025-12-22T20:26:28.355079] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:26:28.355121] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:26:28.355165] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:26:28.355247] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:26:28.420683] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:26:28.421774] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:26:28.421879] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:26:28.421922] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:26:28.547853] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:26:28.548016] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:26:28.548056] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:26:28.548084] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:26:28.551544] [DEBUG] [FORECASTER] MDGL: Forecast T+1@11:T+2@11: DOWN (p=15.09%)
[2025-12-22T20:26:28.551851] [INFO ] [FORECASTER] Completed predict_future for MDGL
[2025-12-22T20:26:28.551986] [INFO ] [sig       ] MDGL: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:26:28.690027] [INFO ] [LOCAL     ] Saved forecast: MDGL	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/MDGL.txt
[2025-12-22T20:26:28.690189] [INFO ] [sig       ] [2016/3560] Completed MDGL in 0.3s | 2.94 sym/s | Total: 11.4m | ETA: 8.7m
[2025-12-22T20:26:28.690230] [INFO ] [sig       ] [2017/3560] Forecasting MDLZ...
[2025-12-22T20:26:28.690259] [INFO ] [sig       ] Generating forecast for: MDLZ
[2025-12-22T20:26:28.690288] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDLZ' from 'https://tdm.silogroup.org/data/derivative_storage/MDLZ.csv'.
[2025-12-22T20:26:28.704594] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MDLZ'.
[2025-12-22T20:26:28.705120] [INFO ] [FORECASTER] Starting predict_future for MDLZ
[2025-12-22T20:26:28.706080] [DEBUG] [LOCAL     ] No optimal features file found for MDLZ: ./output/feature-sets/MDLZ.txt
[2025-12-22T20:26:28.706135] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:26:28.706168] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:26:28.706194] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:26:28.706253] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:26:28.767661] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:26:28.768900] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:26:28.769069] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:26:28.769122] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:26:28.901405] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:26:28.901641] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:26:28.901687] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:26:28.901718] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:26:28.906845] [DEBUG] [FORECASTER] MDLZ: Forecast T+1@11:T+2@11: UP (p=60.39%)
[2025-12-22T20:26:28.907337] [INFO ] [FORECASTER] Completed predict_future for MDLZ
[2025-12-22T20:26:28.907537] [INFO ] [sig       ] MDLZ: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:26:29.047134] [INFO ] [LOCAL     ] Saved forecast: MDLZ	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/MDLZ.txt
[2025-12-22T20:26:29.047306] [INFO ] [sig       ] [2017/3560] Completed MDLZ in 0.4s | 2.94 sym/s | Total: 11.4m | ETA: 8.7m
[2025-12-22T20:26:29.047346] [INFO ] [sig       ] [2018/3560] Forecasting MDWD...
[2025-12-22T20:26:29.047377] [INFO ] [sig       ] Generating forecast for: MDWD
[2025-12-22T20:26:29.047408] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDWD' from 'https://tdm.silogroup.org/data/derivative_storage/MDWD.csv'.
[2025-12-22T20:26:29.059137] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MDWD'.
[2025-12-22T20:26:29.059459] [INFO ] [FORECASTER] Starting predict_future for MDWD
[2025-12-22T20:26:29.060259] [DEBUG] [LOCAL     ] No optimal features file found for MDWD: ./output/feature-sets/MDWD.txt
[2025-12-22T20:26:29.060309] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:26:29.060356] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:26:29.060384] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:26:29.060443] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:26:29.118146] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:26:29.119231] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:26:29.119312] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:26:29.119345] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:26:29.234812] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:26:29.234969] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:26:29.235009] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:26:29.235038] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:26:29.238392] [DEBUG] [FORECASTER] MDWD: Forecast T+1@11:T+2@11: UP (p=59.27%)
[2025-12-22T20:26:29.238682] [INFO ] [FORECASTER] Completed predict_future for MDWD
[2025-12-22T20:26:29.238803] [INFO ] [sig       ] MDWD: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:26:29.376482] [INFO ] [LOCAL     ] Saved forecast: MDWD	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/MDWD.txt
[2025-12-22T20:26:29.376635] [INFO ] [sig       ] [2018/3560] Completed MDWD in 0.3s | 2.94 sym/s | Total: 11.4m | ETA: 8.7m
[2025-12-22T20:26:29.376678] [INFO ] [sig       ] [2019/3560] Forecasting MDXG...
[2025-12-22T20:26:29.376707] [INFO ] [sig       ] Generating forecast for: MDXG
[2025-12-22T20:26:29.376737] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDXG' from 'https://tdm.silogroup.org/data/derivative_storage/MDXG.csv'.
[2025-12-22T20:26:29.387180] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MDXG'.
[2025-12-22T20:26:29.387476] [INFO ] [FORECASTER] Starting predict_future for MDXG
[2025-12-22T20:26:29.388235] [DEBUG] [LOCAL     ] No optimal features file found for MDXG: ./output/feature-sets/MDXG.txt
[2025-12-22T20:26:29.388286] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:26:29.388321] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:26:29.388351] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:26:29.388405] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:26:29.445081] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:26:29.445783] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:26:29.445859] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:26:29.445891] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:26:29.565183] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:26:29.565362] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:26:29.565404] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:26:29.565432] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:26:29.568839] [DEBUG] [FORECASTER] MDXG: Forecast T+1@11:T+2@11: UP (p=51.11%)
[2025-12-22T20:26:29.569156] [INFO ] [FORECASTER] Completed predict_future for MDXG
[2025-12-22T20:26:29.569286] [INFO ] [sig       ] MDXG: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:26:29.703708] [INFO ] [LOCAL     ] Saved forecast: MDXG	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/MDXG.txt
[2025-12-22T20:26:29.703857] [INFO ] [sig       ] [2019/3560] Completed MDXG in 0.3s | 2.94 sym/s | Total: 11.4m | ETA: 8.7m
[2025-12-22T20:26:29.703897] [INFO ] [sig       ] [2020/3560] Forecasting MDXH...
[2025-12-22T20:26:29.703926] [INFO ] [sig       ] Generating forecast for: MDXH
[2025-12-22T20:26:29.703955] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDXH' from 'https://tdm.silogroup.org/data/derivative_storage/MDXH.csv'.
[2025-12-22T20:26:29.716492] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MDXH'.
[2025-12-22T20:26:29.716836] [INFO ] [FORECASTER] Starting predict_future for MDXH
[2025-12-22T20:26:29.717614] [DEBUG] [LOCAL     ] No optimal features file found for MDXH: ./output/feature-sets/MDXH.txt
[2025-12-22T20:26:29.717668] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:26:29.717701] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:26:29.717728] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:26:29.717784] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:26:29.774705] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:26:29.775375] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:26:29.775460] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:26:29.775493] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:26:29.893793] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:26:29.893953] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:26:29.893994] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:26:29.894022] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:26:29.897384] [DEBUG] [FORECASTER] MDXH: Forecast T+1@11:T+2@11: UP (p=87.08%)
[2025-12-22T20:26:29.897680] [INFO ] [FORECASTER] Completed predict_future for MDXH
[2025-12-22T20:26:29.897803] [INFO ] [sig       ] MDXH: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:26:30.034422] [INFO ] [LOCAL     ] Saved forecast: MDXH	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/MDXH.txt
[2025-12-22T20:26:30.034550] [INFO ] [sig       ] [2020/3560] Completed MDXH in 0.3s | 2.94 sym/s | Total: 11.4m | ETA: 8.7m
[2025-12-22T20:26:30.034605] [INFO ] [sig       ] [2021/3560] Forecasting MEC...
[2025-12-22T20:26:30.034636] [INFO ] [sig       ] Generating forecast for: MEC
[2025-12-22T20:26:30.034667] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MEC' from 'https://tdm.silogroup.org/data/derivative_storage/MEC.csv'.
[2025-12-22T20:26:30.045320] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MEC'.
[2025-12-22T20:26:30.045642] [INFO ] [FORECASTER] Starting predict_future for MEC
[2025-12-22T20:26:30.046385] [DEBUG] [LOCAL     ] No optimal features file found for MEC: ./output/feature-sets/MEC.txt
[2025-12-22T20:26:30.046436] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:26:30.046469] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:26:30.046495] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:26:30.046551] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:26:30.105163] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:26:30.105970] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:26:30.106048] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:26:30.106081] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:26:30.234011] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:26:30.234170] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:26:30.234209] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:26:30.234239] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:26:30.237603] [DEBUG] [FORECASTER] MEC: Forecast T+1@11:T+2@11: DOWN (p=3.87%)
[2025-12-22T20:26:30.237868] [INFO ] [FORECASTER] Completed predict_future for MEC
[2025-12-22T20:26:30.237987] [INFO ] [sig       ] MEC: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:26:30.375414] [INFO ] [LOCAL     ] Saved forecast: MEC	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/MEC.txt
[2025-12-22T20:26:30.375564] [INFO ] [sig       ] [2021/3560] Completed MEC in 0.3s | 2.94 sym/s | Total: 11.4m | ETA: 8.7m
[2025-12-22T20:26:30.375627] [INFO ] [sig       ] [2022/3560] Forecasting MED...
[2025-12-22T20:26:30.375657] [INFO ] [sig       ] Generating forecast for: MED
[2025-12-22T20:26:30.375687] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MED' from 'https://tdm.silogroup.org/data/derivative_storage/MED.csv'.
[2025-12-22T20:26:30.387676] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MED'.
[2025-12-22T20:26:30.388029] [INFO ] [FORECASTER] Starting predict_future for MED
[2025-12-22T20:26:30.388833] [DEBUG] [LOCAL     ] No optimal features file found for MED: ./output/feature-sets/MED.txt
[2025-12-22T20:26:30.388885] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:26:30.388949] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:26:30.388982] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:26:30.389077] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:26:30.449375] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:26:30.450351] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:26:30.450431] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:26:30.450463] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:26:30.582343] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:26:30.582493] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:26:30.582533] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:26:30.582561] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:26:30.585853] [DEBUG] [FORECASTER] MED: Forecast T+1@11:T+2@11: DOWN (p=29.84%)
[2025-12-22T20:26:30.586114] [INFO ] [FORECASTER] Completed predict_future for MED
[2025-12-22T20:26:30.586233] [INFO ] [sig       ] MED: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:26:30.721402] [INFO ] [LOCAL     ] Saved forecast: MED	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/MED.txt
[2025-12-22T20:26:30.721561] [INFO ] [sig       ] [2022/3560] Completed MED in 0.3s | 2.94 sym/s | Total: 11.4m | ETA: 8.7m
[2025-12-22T20:26:30.721622] [INFO ] [sig       ] [2023/3560] Forecasting MEDP...
[2025-12-22T20:26:30.721652] [INFO ] [sig       ] Generating forecast for: MEDP
[2025-12-22T20:26:30.721682] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MEDP' from 'https://tdm.silogroup.org/data/derivative_storage/MEDP.csv'.
[2025-12-22T20:26:30.732545] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MEDP'.
[2025-12-22T20:26:30.732905] [INFO ] [FORECASTER] Starting predict_future for MEDP
[2025-12-22T20:26:30.733775] [DEBUG] [LOCAL     ] No optimal features file found for MEDP: ./output/feature-sets/MEDP.txt
[2025-12-22T20:26:30.733827] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:26:30.733860] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:26:30.733888] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:26:30.733947] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:26:30.792825] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:26:30.793640] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:26:30.793722] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:26:30.793755] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:26:30.917809] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:26:30.917965] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:26:30.918005] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:26:30.918033] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:26:30.921402] [DEBUG] [FORECASTER] MEDP: Forecast T+1@11:T+2@11: UP (p=70.91%)
[2025-12-22T20:26:30.921719] [INFO ] [FORECASTER] Completed predict_future for MEDP
[2025-12-22T20:26:30.921887] [INFO ] [sig       ] MEDP: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:26:31.057773] [INFO ] [LOCAL     ] Saved forecast: MEDP	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/MEDP.txt
[2025-12-22T20:26:31.057903] [INFO ] [sig       ] [2023/3560] Completed MEDP in 0.3s | 2.94 sym/s | Total: 11.5m | ETA: 8.7m
[2025-12-22T20:26:31.057953] [INFO ] [sig       ] [2024/3560] Forecasting MEG...
[2025-12-22T20:26:31.057983] [INFO ] [sig       ] Generating forecast for: MEG
[2025-12-22T20:26:31.058014] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MEG' from 'https://tdm.silogroup.org/data/derivative_storage/MEG.csv'.
[2025-12-22T20:26:31.068693] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MEG'.
[2025-12-22T20:26:31.069005] [INFO ] [FORECASTER] Starting predict_future for MEG
[2025-12-22T20:26:31.069878] [DEBUG] [LOCAL     ] No optimal features file found for MEG: ./output/feature-sets/MEG.txt
[2025-12-22T20:26:31.069930] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:26:31.069963] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:26:31.069990] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:26:31.070046] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:26:31.131069] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:26:31.131861] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:26:31.131937] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:26:31.131970] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:26:31.256241] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:26:31.256409] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:26:31.256455] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:26:31.256489] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:26:31.260127] [DEBUG] [FORECASTER] MEG: Forecast T+1@11:T+2@11: DOWN (p=3.10%)
[2025-12-22T20:26:31.260459] [INFO ] [FORECASTER] Completed predict_future for MEG
[2025-12-22T20:26:31.260615] [INFO ] [sig       ] MEG: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:26:31.398522] [INFO ] [LOCAL     ] Saved forecast: MEG	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/MEG.txt
[2025-12-22T20:26:31.398665] [INFO ] [sig       ] [2024/3560] Completed MEG in 0.3s | 2.94 sym/s | Total: 11.5m | ETA: 8.7m
[2025-12-22T20:26:31.398704] [INFO ] [sig       ] [2025/3560] Forecasting MEGI...
[2025-12-22T20:26:31.398733] [INFO ] [sig       ] Generating forecast for: MEGI
[2025-12-22T20:26:31.398764] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MEGI' from 'https://tdm.silogroup.org/data/derivative_storage/MEGI.csv'.
[2025-12-22T20:26:31.410065] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MEGI'.
[2025-12-22T20:26:31.410395] [INFO ] [FORECASTER] Starting predict_future for MEGI
[2025-12-22T20:26:31.411223] [DEBUG] [LOCAL     ] No optimal features file found for MEGI: ./output/feature-sets/MEGI.txt
[2025-12-22T20:26:31.411276] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:26:31.411309] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:26:31.411336] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:26:31.411393] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:26:31.468929] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:26:31.469661] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:26:31.469740] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:26:31.469774] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:26:31.589229] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:26:31.589374] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:26:31.589415] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:26:31.589488] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:26:31.593957] [DEBUG] [FORECASTER] MEGI: Forecast T+1@11:T+2@11: DOWN (p=13.81%)
[2025-12-22T20:26:31.594229] [INFO ] [FORECASTER] Completed predict_future for MEGI
[2025-12-22T20:26:31.594356] [INFO ] [sig       ] MEGI: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:26:31.730299] [INFO ] [LOCAL     ] Saved forecast: MEGI	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/MEGI.txt
[2025-12-22T20:26:31.730431] [INFO ] [sig       ] [2025/3560] Completed MEGI in 0.3s | 2.94 sym/s | Total: 11.5m | ETA: 8.7m
[2025-12-22T20:26:31.730471] [INFO ] [sig       ] [2026/3560] Forecasting MEI...
[2025-12-22T20:26:31.730501] [INFO ] [sig       ] Generating forecast for: MEI
[2025-12-22T20:26:31.730530] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MEI' from 'https://tdm.silogroup.org/data/derivative_storage/MEI.csv'.
[2025-12-22T20:26:31.741456] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MEI'.
[2025-12-22T20:26:31.741859] [INFO ] [FORECASTER] Starting predict_future for MEI
[2025-12-22T20:26:31.742718] [DEBUG] [LOCAL     ] No optimal features file found for MEI: ./output/feature-sets/MEI.txt
[2025-12-22T20:26:31.742772] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:26:31.742806] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:26:31.742835] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:26:31.742892] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:26:31.800463] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:26:31.801232] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:26:31.801307] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:26:31.801339] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:26:31.936023] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:26:31.936220] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:26:31.936261] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:26:31.936289] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:26:31.939709] [DEBUG] [FORECASTER] MEI: Forecast T+1@11:T+2@11: UP (p=97.91%)
[2025-12-22T20:26:31.939999] [INFO ] [FORECASTER] Completed predict_future for MEI
[2025-12-22T20:26:31.940129] [INFO ] [sig       ] MEI: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:26:32.076092] [INFO ] [LOCAL     ] Saved forecast: MEI	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/MEI.txt
[2025-12-22T20:26:32.076234] [INFO ] [sig       ] [2026/3560] Completed MEI in 0.3s | 2.94 sym/s | Total: 11.5m | ETA: 8.7m
[2025-12-22T20:26:32.076272] [INFO ] [sig       ] [2027/3560] Forecasting MELI...
[2025-12-22T20:26:32.076302] [INFO ] [sig       ] Generating forecast for: MELI
[2025-12-22T20:26:32.076332] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MELI' from 'https://tdm.silogroup.org/data/derivative_storage/MELI.csv'.
[2025-12-22T20:26:32.087441] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MELI'.
[2025-12-22T20:26:32.087780] [INFO ] [FORECASTER] Starting predict_future for MELI
[2025-12-22T20:26:32.088535] [DEBUG] [LOCAL     ] No optimal features file found for MELI: ./output/feature-sets/MELI.txt
[2025-12-22T20:26:32.088604] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:26:32.088637] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:26:32.088663] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:26:32.088719] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:26:32.144865] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:26:32.145610] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:26:32.145704] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:26:32.145737] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:26:32.265649] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:26:32.265808] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:26:32.265851] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:26:32.265891] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:26:32.269324] [DEBUG] [FORECASTER] MELI: Forecast T+1@11:T+2@11: UP (p=86.86%)
[2025-12-22T20:26:32.269626] [INFO ] [FORECASTER] Completed predict_future for MELI
[2025-12-22T20:26:32.269757] [INFO ] [sig       ] MELI: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:26:32.410206] [INFO ] [LOCAL     ] Saved forecast: MELI	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/MELI.txt
[2025-12-22T20:26:32.410355] [INFO ] [sig       ] [2027/3560] Completed MELI in 0.3s | 2.94 sym/s | Total: 11.5m | ETA: 8.7m
[2025-12-22T20:26:32.410394] [INFO ] [sig       ] [2028/3560] Forecasting MEOH...
[2025-12-22T20:26:32.410424] [INFO ] [sig       ] Generating forecast for: MEOH
[2025-12-22T20:26:32.410456] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MEOH' from 'https://tdm.silogroup.org/data/derivative_storage/MEOH.csv'.
[2025-12-22T20:26:32.421759] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MEOH'.
[2025-12-22T20:26:32.422084] [INFO ] [FORECASTER] Starting predict_future for MEOH
[2025-12-22T20:26:32.422860] [DEBUG] [LOCAL     ] No optimal features file found for MEOH: ./output/feature-sets/MEOH.txt
[2025-12-22T20:26:32.422910] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:26:32.422942] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:26:32.422969] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:26:32.423025] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:26:32.479315] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:26:32.480138] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:26:32.480221] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:26:32.480254] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:26:32.599698] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:26:32.599854] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:26:32.599894] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:26:32.599922] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:26:32.603257] [DEBUG] [FORECASTER] MEOH: Forecast T+1@11:T+2@11: DOWN (p=22.24%)
[2025-12-22T20:26:32.603531] [INFO ] [FORECASTER] Completed predict_future for MEOH
[2025-12-22T20:26:32.603673] [INFO ] [sig       ] MEOH: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:26:32.742835] [INFO ] [LOCAL     ] Saved forecast: MEOH	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/MEOH.txt
[2025-12-22T20:26:32.742975] [INFO ] [sig       ] [2028/3560] Completed MEOH in 0.3s | 2.94 sym/s | Total: 11.5m | ETA: 8.7m
[2025-12-22T20:26:32.743015] [INFO ] [sig       ] [2029/3560] Forecasting MERC...
[2025-12-22T20:26:32.743044] [INFO ] [sig       ] Generating forecast for: MERC
[2025-12-22T20:26:32.743074] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MERC' from 'https://tdm.silogroup.org/data/derivative_storage/MERC.csv'.
[2025-12-22T20:26:32.754267] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MERC'.
[2025-12-22T20:26:32.754647] [INFO ] [FORECASTER] Starting predict_future for MERC
[2025-12-22T20:26:32.755416] [DEBUG] [LOCAL     ] No optimal features file found for MERC: ./output/feature-sets/MERC.txt
[2025-12-22T20:26:32.755468] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:26:32.755530] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:26:32.755561] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:26:32.755641] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:26:32.813855] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:26:32.814531] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:26:32.814820] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:26:32.814860] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:26:32.934126] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:26:32.934280] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:26:32.934320] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:26:32.934349] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:26:32.937805] [DEBUG] [FORECASTER] MERC: Forecast T+1@11:T+2@11: DOWN (p=0.44%)
[2025-12-22T20:26:32.938084] [INFO ] [FORECASTER] Completed predict_future for MERC
[2025-12-22T20:26:32.938216] [INFO ] [sig       ] MERC: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:26:33.076287] [INFO ] [LOCAL     ] Saved forecast: MERC	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/MERC.txt
[2025-12-22T20:26:33.076427] [INFO ] [sig       ] [2029/3560] Completed MERC in 0.3s | 2.94 sym/s | Total: 11.5m | ETA: 8.7m
[2025-12-22T20:26:33.076467] [INFO ] [sig       ] [2030/3560] Forecasting META...
[2025-12-22T20:26:33.076496] [INFO ] [sig       ] Generating forecast for: META
[2025-12-22T20:26:33.076525] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'META' from 'https://tdm.silogroup.org/data/derivative_storage/META.csv'.
[2025-12-22T20:26:33.088317] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'META'.
[2025-12-22T20:26:33.088746] [INFO ] [FORECASTER] Starting predict_future for META
[2025-12-22T20:26:33.089546] [DEBUG] [LOCAL     ] No optimal features file found for META: ./output/feature-sets/META.txt
[2025-12-22T20:26:33.089621] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:26:33.089655] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:26:33.089683] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:26:33.089739] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:26:33.148699] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:26:33.149551] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:26:33.149651] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:26:33.149684] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:26:33.277174] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:26:33.277326] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:26:33.277366] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:26:33.277394] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:26:33.281216] [DEBUG] [FORECASTER] META: Forecast T+1@11:T+2@11: DOWN (p=28.84%)
[2025-12-22T20:26:33.281480] [INFO ] [FORECASTER] Completed predict_future for META
[2025-12-22T20:26:33.281618] [INFO ] [sig       ] META: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:26:33.425001] [INFO ] [LOCAL     ] Saved forecast: META	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/META.txt
[2025-12-22T20:26:33.425139] [INFO ] [sig       ] [2030/3560] Completed META in 0.3s | 2.94 sym/s | Total: 11.5m | ETA: 8.7m
[2025-12-22T20:26:33.425179] [INFO ] [sig       ] [2031/3560] Forecasting METC...
[2025-12-22T20:26:33.425207] [INFO ] [sig       ] Generating forecast for: METC
[2025-12-22T20:26:33.425238] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'METC' from 'https://tdm.silogroup.org/data/derivative_storage/METC.csv'.
[2025-12-22T20:26:33.439619] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'METC'.
[2025-12-22T20:26:33.440032] [INFO ] [FORECASTER] Starting predict_future for METC
[2025-12-22T20:26:33.440885] [DEBUG] [LOCAL     ] No optimal features file found for METC: ./output/feature-sets/METC.txt
[2025-12-22T20:26:33.440939] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:26:33.440973] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:26:33.441002] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:26:33.441059] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:26:33.498235] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:26:33.499108] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:26:33.499185] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:26:33.499218] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:26:33.612814] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:26:33.612967] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:26:33.613007] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:26:33.613035] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:26:33.616445] [DEBUG] [FORECASTER] METC: Forecast T+1@11:T+2@11: UP (p=83.45%)
[2025-12-22T20:26:33.616783] [INFO ] [FORECASTER] Completed predict_future for METC
[2025-12-22T20:26:33.616927] [INFO ] [sig       ] METC: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:26:33.756669] [INFO ] [LOCAL     ] Saved forecast: METC	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/METC.txt
[2025-12-22T20:26:33.756823] [INFO ] [sig       ] [2031/3560] Completed METC in 0.3s | 2.94 sym/s | Total: 11.5m | ETA: 8.7m
[2025-12-22T20:26:33.756865] [INFO ] [sig       ] [2032/3560] Forecasting METCB...
[2025-12-22T20:26:33.756894] [INFO ] [sig       ] Generating forecast for: METCB
[2025-12-22T20:26:33.756924] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'METCB' from 'https://tdm.silogroup.org/data/derivative_storage/METCB.csv'.
[2025-12-22T20:26:33.768618] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'METCB'.
[2025-12-22T20:26:33.768996] [INFO ] [FORECASTER] Starting predict_future for METCB
[2025-12-22T20:26:33.769816] [DEBUG] [LOCAL     ] No optimal features file found for METCB: ./output/feature-sets/METCB.txt
[2025-12-22T20:26:33.769868] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:26:33.769900] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:26:33.769929] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:26:33.769985] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:26:33.827539] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:26:33.828441] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:26:33.828559] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:26:33.828625] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:26:33.950002] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:26:33.950165] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:26:33.950205] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:26:33.950232] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:26:33.953556] [DEBUG] [FORECASTER] METCB: Forecast T+1@11:T+2@11: UP (p=96.30%)
[2025-12-22T20:26:33.953836] [INFO ] [FORECASTER] Completed predict_future for METCB
[2025-12-22T20:26:33.953957] [INFO ] [sig       ] METCB: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:26:34.090453] [INFO ] [LOCAL     ] Saved forecast: METCB	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/METCB.txt
[2025-12-22T20:26:34.090629] [INFO ] [sig       ] [2032/3560] Completed METCB in 0.3s | 2.94 sym/s | Total: 11.5m | ETA: 8.6m
[2025-12-22T20:26:34.090670] [INFO ] [sig       ] [2033/3560] Forecasting METD...
[2025-12-22T20:26:34.090708] [INFO ] [sig       ] Generating forecast for: METD
[2025-12-22T20:26:34.090741] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'METD' from 'https://tdm.silogroup.org/data/derivative_storage/METD.csv'.
[2025-12-22T20:26:34.102411] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'METD'.
[2025-12-22T20:26:34.102815] [INFO ] [FORECASTER] Starting predict_future for METD
[2025-12-22T20:26:34.103674] [DEBUG] [LOCAL     ] No optimal features file found for METD: ./output/feature-sets/METD.txt
[2025-12-22T20:26:34.103728] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:26:34.103762] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:26:34.103790] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:26:34.103848] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:26:34.160614] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:26:34.161480] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:26:34.161600] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:26:34.161642] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:26:34.286797] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:26:34.286950] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:26:34.286990] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:26:34.287018] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:26:34.290370] [DEBUG] [FORECASTER] METD: Forecast T+1@11:T+2@11: DOWN (p=13.76%)
[2025-12-22T20:26:34.290675] [INFO ] [FORECASTER] Completed predict_future for METD
[2025-12-22T20:26:34.290804] [INFO ] [sig       ] METD: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:26:34.427342] [INFO ] [LOCAL     ] Saved forecast: METD	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/METD.txt
[2025-12-22T20:26:34.427500] [INFO ] [sig       ] [2033/3560] Completed METD in 0.3s | 2.94 sym/s | Total: 11.5m | ETA: 8.6m
[2025-12-22T20:26:34.427538] [INFO ] [sig       ] [2034/3560] Forecasting MFA...
[2025-12-22T20:26:34.427585] [INFO ] [sig       ] Generating forecast for: MFA
[2025-12-22T20:26:34.427620] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFA' from 'https://tdm.silogroup.org/data/derivative_storage/MFA.csv'.
[2025-12-22T20:26:34.438627] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MFA'.
[2025-12-22T20:26:34.438994] [INFO ] [FORECASTER] Starting predict_future for MFA
[2025-12-22T20:26:34.439891] [DEBUG] [LOCAL     ] No optimal features file found for MFA: ./output/feature-sets/MFA.txt
[2025-12-22T20:26:34.439944] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:26:34.439977] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:26:34.440005] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:26:34.440063] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:26:34.499118] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:26:34.500000] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:26:34.500081] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:26:34.500114] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:26:34.627784] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:26:34.627940] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:26:34.627981] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:26:34.628011] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:26:34.631509] [DEBUG] [FORECASTER] MFA: Forecast T+1@11:T+2@11: DOWN (p=6.92%)
[2025-12-22T20:26:34.631804] [INFO ] [FORECASTER] Completed predict_future for MFA
[2025-12-22T20:26:34.631930] [INFO ] [sig       ] MFA: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:26:34.769115] [INFO ] [LOCAL     ] Saved forecast: MFA	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/MFA.txt
[2025-12-22T20:26:34.769278] [INFO ] [sig       ] [2034/3560] Completed MFA in 0.3s | 2.94 sym/s | Total: 11.5m | ETA: 8.6m
[2025-12-22T20:26:34.769319] [INFO ] [sig       ] [2035/3560] Forecasting MFC...
[2025-12-22T20:26:34.769347] [INFO ] [sig       ] Generating forecast for: MFC
[2025-12-22T20:26:34.769376] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFC' from 'https://tdm.silogroup.org/data/derivative_storage/MFC.csv'.
[2025-12-22T20:26:34.780534] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MFC'.
[2025-12-22T20:26:34.780919] [INFO ] [FORECASTER] Starting predict_future for MFC
[2025-12-22T20:26:34.781720] [DEBUG] [LOCAL     ] No optimal features file found for MFC: ./output/feature-sets/MFC.txt
[2025-12-22T20:26:34.781773] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:26:34.781806] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:26:34.781833] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:26:34.781890] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:26:34.839511] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:26:34.840382] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:26:34.840465] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:26:34.840500] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:26:34.960962] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:26:34.961116] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:26:34.961157] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:26:34.961187] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:26:34.964633] [DEBUG] [FORECASTER] MFC: Forecast T+1@11:T+2@11: DOWN (p=12.70%)
[2025-12-22T20:26:34.964919] [INFO ] [FORECASTER] Completed predict_future for MFC
[2025-12-22T20:26:34.965049] [INFO ] [sig       ] MFC: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:26:35.104191] [INFO ] [LOCAL     ] Saved forecast: MFC	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/MFC.txt
[2025-12-22T20:26:35.104377] [INFO ] [sig       ] [2035/3560] Completed MFC in 0.3s | 2.94 sym/s | Total: 11.5m | ETA: 8.6m
[2025-12-22T20:26:35.104420] [INFO ] [sig       ] [2036/3560] Forecasting MFG...
[2025-12-22T20:26:35.104450] [INFO ] [sig       ] Generating forecast for: MFG
[2025-12-22T20:26:35.104480] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFG' from 'https://tdm.silogroup.org/data/derivative_storage/MFG.csv'.
[2025-12-22T20:26:35.116147] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MFG'.
[2025-12-22T20:26:35.116537] [INFO ] [FORECASTER] Starting predict_future for MFG
[2025-12-22T20:26:35.117341] [DEBUG] [LOCAL     ] No optimal features file found for MFG: ./output/feature-sets/MFG.txt
[2025-12-22T20:26:35.117395] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:26:35.117427] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:26:35.117455] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:26:35.117512] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:26:35.176220] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:26:35.176900] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:26:35.176977] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:26:35.177010] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:26:35.301969] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:26:35.302114] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:26:35.302158] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:26:35.302217] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:26:35.305618] [DEBUG] [FORECASTER] MFG: Forecast T+1@11:T+2@11: UP (p=83.18%)
[2025-12-22T20:26:35.305888] [INFO ] [FORECASTER] Completed predict_future for MFG
[2025-12-22T20:26:35.306009] [INFO ] [sig       ] MFG: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:26:35.446219] [INFO ] [LOCAL     ] Saved forecast: MFG	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/MFG.txt
[2025-12-22T20:26:35.446346] [INFO ] [sig       ] [2036/3560] Completed MFG in 0.3s | 2.94 sym/s | Total: 11.5m | ETA: 8.6m
[2025-12-22T20:26:35.446386] [INFO ] [sig       ] [2037/3560] Forecasting MFI...
[2025-12-22T20:26:35.446414] [INFO ] [sig       ] Generating forecast for: MFI
[2025-12-22T20:26:35.446444] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFI' from 'https://tdm.silogroup.org/data/derivative_storage/MFI.csv'.
[2025-12-22T20:26:35.456971] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MFI'.
[2025-12-22T20:26:35.457274] [INFO ] [FORECASTER] Starting predict_future for MFI
[2025-12-22T20:26:35.458078] [DEBUG] [LOCAL     ] No optimal features file found for MFI: ./output/feature-sets/MFI.txt
[2025-12-22T20:26:35.458132] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:26:35.458165] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:26:35.458193] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:26:35.458249] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:26:35.515250] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:26:35.515865] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:26:35.515940] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:26:35.515972] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:26:35.630735] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:26:35.630886] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:26:35.630925] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:26:35.630954] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:26:35.634306] [DEBUG] [FORECASTER] MFI: Forecast T+1@11:T+2@11: UP (p=78.12%)
[2025-12-22T20:26:35.634608] [INFO ] [FORECASTER] Completed predict_future for MFI
[2025-12-22T20:26:35.634735] [INFO ] [sig       ] MFI: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:26:35.770962] [INFO ] [LOCAL     ] Saved forecast: MFI	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/MFI.txt
[2025-12-22T20:26:35.771092] [INFO ] [sig       ] [2037/3560] Completed MFI in 0.3s | 2.94 sym/s | Total: 11.5m | ETA: 8.6m
[2025-12-22T20:26:35.771130] [INFO ] [sig       ] [2038/3560] Forecasting MFIC...
[2025-12-22T20:26:35.771160] [INFO ] [sig       ] Generating forecast for: MFIC
[2025-12-22T20:26:35.771191] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFIC' from 'https://tdm.silogroup.org/data/derivative_storage/MFIC.csv'.
[2025-12-22T20:26:35.782338] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MFIC'.
[2025-12-22T20:26:35.782661] [INFO ] [FORECASTER] Starting predict_future for MFIC
[2025-12-22T20:26:35.783443] [DEBUG] [LOCAL     ] No optimal features file found for MFIC: ./output/feature-sets/MFIC.txt
[2025-12-22T20:26:35.783496] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:26:35.783530] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:26:35.783558] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:26:35.783646] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:26:35.841356] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:26:35.841974] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:26:35.842048] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:26:35.842095] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:26:35.961247] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:26:35.961382] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:26:35.961420] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:26:35.961449] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:26:35.964829] [DEBUG] [FORECASTER] MFIC: Forecast T+1@11:T+2@11: UP (p=89.99%)
[2025-12-22T20:26:35.965103] [INFO ] [FORECASTER] Completed predict_future for MFIC
[2025-12-22T20:26:35.965225] [INFO ] [sig       ] MFIC: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:26:36.099894] [INFO ] [LOCAL     ] Saved forecast: MFIC	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/MFIC.txt
[2025-12-22T20:26:36.100018] [INFO ] [sig       ] [2038/3560] Completed MFIC in 0.3s | 2.94 sym/s | Total: 11.5m | ETA: 8.6m
[2025-12-22T20:26:36.100057] [INFO ] [sig       ] [2039/3560] Forecasting MFIN...
[2025-12-22T20:26:36.100087] [INFO ] [sig       ] Generating forecast for: MFIN
[2025-12-22T20:26:36.100116] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFIN' from 'https://tdm.silogroup.org/data/derivative_storage/MFIN.csv'.
[2025-12-22T20:26:36.110550] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MFIN'.
[2025-12-22T20:26:36.110865] [INFO ] [FORECASTER] Starting predict_future for MFIN
[2025-12-22T20:26:36.111637] [DEBUG] [LOCAL     ] No optimal features file found for MFIN: ./output/feature-sets/MFIN.txt
[2025-12-22T20:26:36.111691] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:26:36.111749] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:26:36.111778] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:26:36.111834] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:26:36.168672] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:26:36.169322] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:26:36.169395] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:26:36.169427] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:26:36.285644] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:26:36.285787] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:26:36.285824] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:26:36.285852] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:26:36.289184] [DEBUG] [FORECASTER] MFIN: Forecast T+1@11:T+2@11: UP (p=85.79%)
[2025-12-22T20:26:36.289458] [INFO ] [FORECASTER] Completed predict_future for MFIN
[2025-12-22T20:26:36.289621] [INFO ] [sig       ] MFIN: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:26:36.424704] [INFO ] [LOCAL     ] Saved forecast: MFIN	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/MFIN.txt
[2025-12-22T20:26:36.424829] [INFO ] [sig       ] [2039/3560] Completed MFIN in 0.3s | 2.94 sym/s | Total: 11.5m | ETA: 8.6m
[2025-12-22T20:26:36.424868] [INFO ] [sig       ] [2040/3560] Forecasting MFM...
[2025-12-22T20:26:36.424898] [INFO ] [sig       ] Generating forecast for: MFM
[2025-12-22T20:26:36.424931] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFM' from 'https://tdm.silogroup.org/data/derivative_storage/MFM.csv'.
[2025-12-22T20:26:36.435526] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MFM'.
[2025-12-22T20:26:36.435878] [INFO ] [FORECASTER] Starting predict_future for MFM
[2025-12-22T20:26:36.436654] [DEBUG] [LOCAL     ] No optimal features file found for MFM: ./output/feature-sets/MFM.txt
[2025-12-22T20:26:36.436706] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:26:36.436737] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:26:36.436764] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:26:36.436834] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:26:36.496235] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:26:36.497307] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:26:36.497409] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:26:36.497449] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:26:36.625135] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:26:36.625281] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:26:36.625321] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:26:36.625349] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:26:36.628698] [DEBUG] [FORECASTER] MFM: Forecast T+1@11:T+2@11: DOWN (p=34.68%)
[2025-12-22T20:26:36.628969] [INFO ] [FORECASTER] Completed predict_future for MFM
[2025-12-22T20:26:36.629117] [INFO ] [sig       ] MFM: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:26:36.779204] [INFO ] [LOCAL     ] Saved forecast: MFM	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/MFM.txt
[2025-12-22T20:26:36.779367] [INFO ] [sig       ] [2040/3560] Completed MFM in 0.4s | 2.94 sym/s | Total: 11.5m | ETA: 8.6m
[2025-12-22T20:26:36.779406] [INFO ] [sig       ] [2041/3560] Forecasting MG...
[2025-12-22T20:26:36.779435] [INFO ] [sig       ] Generating forecast for: MG
[2025-12-22T20:26:36.779467] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MG' from 'https://tdm.silogroup.org/data/derivative_storage/MG.csv'.
[2025-12-22T20:26:36.790247] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MG'.
[2025-12-22T20:26:36.790625] [INFO ] [FORECASTER] Starting predict_future for MG
[2025-12-22T20:26:36.791406] [DEBUG] [LOCAL     ] No optimal features file found for MG: ./output/feature-sets/MG.txt
[2025-12-22T20:26:36.791458] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:26:36.791490] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:26:36.791517] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:26:36.791590] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:26:36.848185] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:26:36.848993] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:26:36.849093] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:26:36.849128] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:26:36.980667] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:26:36.980819] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:26:36.980864] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:26:36.980903] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:26:36.984278] [DEBUG] [FORECASTER] MG: Forecast T+1@11:T+2@11: DOWN (p=17.92%)
[2025-12-22T20:26:36.984559] [INFO ] [FORECASTER] Completed predict_future for MG
[2025-12-22T20:26:36.984879] [INFO ] [sig       ] MG: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:26:37.123554] [INFO ] [LOCAL     ] Saved forecast: MG	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/MG.txt
[2025-12-22T20:26:37.123730] [INFO ] [sig       ] [2041/3560] Completed MG in 0.3s | 2.94 sym/s | Total: 11.6m | ETA: 8.6m
[2025-12-22T20:26:37.123770] [INFO ] [sig       ] [2042/3560] Forecasting MGA...
[2025-12-22T20:26:37.123802] [INFO ] [sig       ] Generating forecast for: MGA
[2025-12-22T20:26:37.123834] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGA' from 'https://tdm.silogroup.org/data/derivative_storage/MGA.csv'.
[2025-12-22T20:26:37.135483] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGA'.
[2025-12-22T20:26:37.135904] [INFO ] [FORECASTER] Starting predict_future for MGA
[2025-12-22T20:26:37.136723] [DEBUG] [LOCAL     ] No optimal features file found for MGA: ./output/feature-sets/MGA.txt
[2025-12-22T20:26:37.136791] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:26:37.136824] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:26:37.136850] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:26:37.136906] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:26:37.193668] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:26:37.194490] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:26:37.194569] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:26:37.194622] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:26:37.319422] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:26:37.319595] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:26:37.319636] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:26:37.319663] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:26:37.323280] [DEBUG] [FORECASTER] MGA: Forecast T+1@11:T+2@11: UP (p=96.84%)
[2025-12-22T20:26:37.323604] [INFO ] [FORECASTER] Completed predict_future for MGA
[2025-12-22T20:26:37.323736] [INFO ] [sig       ] MGA: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:26:37.460220] [INFO ] [LOCAL     ] Saved forecast: MGA	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/MGA.txt
[2025-12-22T20:26:37.460373] [INFO ] [sig       ] [2042/3560] Completed MGA in 0.3s | 2.94 sym/s | Total: 11.6m | ETA: 8.6m
[2025-12-22T20:26:37.460413] [INFO ] [sig       ] [2043/3560] Forecasting MGEE...
[2025-12-22T20:26:37.460441] [INFO ] [sig       ] Generating forecast for: MGEE
[2025-12-22T20:26:37.460472] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGEE' from 'https://tdm.silogroup.org/data/derivative_storage/MGEE.csv'.
[2025-12-22T20:26:37.471821] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGEE'.
[2025-12-22T20:26:37.472166] [INFO ] [FORECASTER] Starting predict_future for MGEE
[2025-12-22T20:26:37.472978] [DEBUG] [LOCAL     ] No optimal features file found for MGEE: ./output/feature-sets/MGEE.txt
[2025-12-22T20:26:37.473032] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:26:37.473065] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:26:37.473092] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:26:37.473149] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:26:37.530936] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:26:37.531565] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:26:37.531658] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:26:37.531691] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:26:37.651656] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:26:37.651802] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:26:37.651842] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:26:37.651872] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:26:37.655236] [DEBUG] [FORECASTER] MGEE: Forecast T+1@11:T+2@11: UP (p=61.56%)
[2025-12-22T20:26:37.655504] [INFO ] [FORECASTER] Completed predict_future for MGEE
[2025-12-22T20:26:37.655651] [INFO ] [sig       ] MGEE: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:26:37.791245] [INFO ] [LOCAL     ] Saved forecast: MGEE	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/MGEE.txt
[2025-12-22T20:26:37.791371] [INFO ] [sig       ] [2043/3560] Completed MGEE in 0.3s | 2.94 sym/s | Total: 11.6m | ETA: 8.6m
[2025-12-22T20:26:37.791409] [INFO ] [sig       ] [2044/3560] Forecasting MGIC...
[2025-12-22T20:26:37.791439] [INFO ] [sig       ] Generating forecast for: MGIC
[2025-12-22T20:26:37.791468] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGIC' from 'https://tdm.silogroup.org/data/derivative_storage/MGIC.csv'.
[2025-12-22T20:26:37.802885] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGIC'.
[2025-12-22T20:26:37.803221] [INFO ] [FORECASTER] Starting predict_future for MGIC
[2025-12-22T20:26:37.804024] [DEBUG] [LOCAL     ] No optimal features file found for MGIC: ./output/feature-sets/MGIC.txt
[2025-12-22T20:26:37.804077] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:26:37.804111] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:26:37.804139] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:26:37.804197] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:26:37.863587] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:26:37.864442] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:26:37.864526] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:26:37.864560] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:26:37.985242] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:26:37.985391] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:26:37.985429] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:26:37.985457] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:26:37.988797] [DEBUG] [FORECASTER] MGIC: Forecast T+1@11:T+2@11: DOWN (p=14.84%)
[2025-12-22T20:26:37.989100] [INFO ] [FORECASTER] Completed predict_future for MGIC
[2025-12-22T20:26:37.989227] [INFO ] [sig       ] MGIC: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:26:38.125198] [INFO ] [LOCAL     ] Saved forecast: MGIC	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/MGIC.txt
[2025-12-22T20:26:38.125346] [INFO ] [sig       ] [2044/3560] Completed MGIC in 0.3s | 2.94 sym/s | Total: 11.6m | ETA: 8.6m
[2025-12-22T20:26:38.125387] [INFO ] [sig       ] [2045/3560] Forecasting MGM...
[2025-12-22T20:26:38.125417] [INFO ] [sig       ] Generating forecast for: MGM
[2025-12-22T20:26:38.125446] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGM' from 'https://tdm.silogroup.org/data/derivative_storage/MGM.csv'.
[2025-12-22T20:26:38.136450] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGM'.
[2025-12-22T20:26:38.136860] [INFO ] [FORECASTER] Starting predict_future for MGM
[2025-12-22T20:26:38.137636] [DEBUG] [LOCAL     ] No optimal features file found for MGM: ./output/feature-sets/MGM.txt
[2025-12-22T20:26:38.137687] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:26:38.137718] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:26:38.137744] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:26:38.137801] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:26:38.194610] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:26:38.195433] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:26:38.195514] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:26:38.195551] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:26:38.316493] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:26:38.316661] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:26:38.316700] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:26:38.316728] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:26:38.320035] [DEBUG] [FORECASTER] MGM: Forecast T+1@11:T+2@11: DOWN (p=1.78%)
[2025-12-22T20:26:38.320300] [INFO ] [FORECASTER] Completed predict_future for MGM
[2025-12-22T20:26:38.320419] [INFO ] [sig       ] MGM: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:26:38.457537] [INFO ] [LOCAL     ] Saved forecast: MGM	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/MGM.txt
[2025-12-22T20:26:38.457718] [INFO ] [sig       ] [2045/3560] Completed MGM in 0.3s | 2.94 sym/s | Total: 11.6m | ETA: 8.6m
[2025-12-22T20:26:38.457759] [INFO ] [sig       ] [2046/3560] Forecasting MGNI...
[2025-12-22T20:26:38.457788] [INFO ] [sig       ] Generating forecast for: MGNI
[2025-12-22T20:26:38.457818] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGNI' from 'https://tdm.silogroup.org/data/derivative_storage/MGNI.csv'.
[2025-12-22T20:26:38.469116] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGNI'.
[2025-12-22T20:26:38.469523] [INFO ] [FORECASTER] Starting predict_future for MGNI
[2025-12-22T20:26:38.470354] [DEBUG] [LOCAL     ] No optimal features file found for MGNI: ./output/feature-sets/MGNI.txt
[2025-12-22T20:26:38.470408] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:26:38.470440] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:26:38.470466] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:26:38.470524] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:26:38.528139] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:26:38.528964] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:26:38.529090] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:26:38.529125] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:26:38.651350] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:26:38.651499] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:26:38.651538] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:26:38.651566] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:26:38.654913] [DEBUG] [FORECASTER] MGNI: Forecast T+1@11:T+2@11: UP (p=93.02%)
[2025-12-22T20:26:38.655190] [INFO ] [FORECASTER] Completed predict_future for MGNI
[2025-12-22T20:26:38.655317] [INFO ] [sig       ] MGNI: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:26:38.789435] [INFO ] [LOCAL     ] Saved forecast: MGNI	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/MGNI.txt
[2025-12-22T20:26:38.789561] [INFO ] [sig       ] [2046/3560] Completed MGNI in 0.3s | 2.94 sym/s | Total: 11.6m | ETA: 8.6m
[2025-12-22T20:26:38.789619] [INFO ] [sig       ] [2047/3560] Forecasting MGNX...
[2025-12-22T20:26:38.789649] [INFO ] [sig       ] Generating forecast for: MGNX
[2025-12-22T20:26:38.789678] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGNX' from 'https://tdm.silogroup.org/data/derivative_storage/MGNX.csv'.
[2025-12-22T20:26:38.800941] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGNX'.
[2025-12-22T20:26:38.801260] [INFO ] [FORECASTER] Starting predict_future for MGNX
[2025-12-22T20:26:38.802063] [DEBUG] [LOCAL     ] No optimal features file found for MGNX: ./output/feature-sets/MGNX.txt
[2025-12-22T20:26:38.802115] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:26:38.802146] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:26:38.802172] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:26:38.802227] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:26:38.858507] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:26:38.859215] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:26:38.859291] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:26:38.859322] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:26:38.974824] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:26:38.974973] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:26:38.975012] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:26:38.975040] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:26:38.978343] [DEBUG] [FORECASTER] MGNX: Forecast T+1@11:T+2@11: DOWN (p=3.11%)
[2025-12-22T20:26:38.978656] [INFO ] [FORECASTER] Completed predict_future for MGNX
[2025-12-22T20:26:38.978781] [INFO ] [sig       ] MGNX: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:26:39.115197] [INFO ] [LOCAL     ] Saved forecast: MGNX	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/MGNX.txt
[2025-12-22T20:26:39.115323] [INFO ] [sig       ] [2047/3560] Completed MGNX in 0.3s | 2.94 sym/s | Total: 11.6m | ETA: 8.6m
[2025-12-22T20:26:39.115361] [INFO ] [sig       ] [2048/3560] Forecasting MGPI...
[2025-12-22T20:26:39.115390] [INFO ] [sig       ] Generating forecast for: MGPI
[2025-12-22T20:26:39.115418] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGPI' from 'https://tdm.silogroup.org/data/derivative_storage/MGPI.csv'.
[2025-12-22T20:26:39.126195] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGPI'.
[2025-12-22T20:26:39.126511] [INFO ] [FORECASTER] Starting predict_future for MGPI
[2025-12-22T20:26:39.127299] [DEBUG] [LOCAL     ] No optimal features file found for MGPI: ./output/feature-sets/MGPI.txt
[2025-12-22T20:26:39.127353] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:26:39.127386] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:26:39.127414] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:26:39.127472] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:26:39.185479] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:26:39.186114] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:26:39.186190] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:26:39.186223] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:26:39.305131] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:26:39.305275] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:26:39.305314] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:26:39.305342] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:26:39.308624] [DEBUG] [FORECASTER] MGPI: Forecast T+1@11:T+2@11: UP (p=72.60%)
[2025-12-22T20:26:39.308886] [INFO ] [FORECASTER] Completed predict_future for MGPI
[2025-12-22T20:26:39.309004] [INFO ] [sig       ] MGPI: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:26:39.443827] [INFO ] [LOCAL     ] Saved forecast: MGPI	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/MGPI.txt
[2025-12-22T20:26:39.443949] [INFO ] [sig       ] [2048/3560] Completed MGPI in 0.3s | 2.94 sym/s | Total: 11.6m | ETA: 8.6m
[2025-12-22T20:26:39.443987] [INFO ] [sig       ] [2049/3560] Forecasting MGRC...
[2025-12-22T20:26:39.444016] [INFO ] [sig       ] Generating forecast for: MGRC
[2025-12-22T20:26:39.444045] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGRC' from 'https://tdm.silogroup.org/data/derivative_storage/MGRC.csv'.
[2025-12-22T20:26:39.455764] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGRC'.
[2025-12-22T20:26:39.456054] [INFO ] [FORECASTER] Starting predict_future for MGRC
[2025-12-22T20:26:39.456823] [DEBUG] [LOCAL     ] No optimal features file found for MGRC: ./output/feature-sets/MGRC.txt
[2025-12-22T20:26:39.456874] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:26:39.456905] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:26:39.456933] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:26:39.456988] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:26:39.513596] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:26:39.514198] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:26:39.514298] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:26:39.514331] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:26:39.627938] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:26:39.628094] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:26:39.628134] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:26:39.628161] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:26:39.631440] [DEBUG] [FORECASTER] MGRC: Forecast T+1@11:T+2@11: UP (p=97.14%)
[2025-12-22T20:26:39.631727] [INFO ] [FORECASTER] Completed predict_future for MGRC
[2025-12-22T20:26:39.631848] [INFO ] [sig       ] MGRC: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:26:39.766032] [INFO ] [LOCAL     ] Saved forecast: MGRC	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/MGRC.txt
[2025-12-22T20:26:39.766149] [INFO ] [sig       ] [2049/3560] Completed MGRC in 0.3s | 2.95 sym/s | Total: 11.6m | ETA: 8.6m
[2025-12-22T20:26:39.766187] [INFO ] [sig       ] [2050/3560] Forecasting MGTX...
[2025-12-22T20:26:39.766217] [INFO ] [sig       ] Generating forecast for: MGTX
[2025-12-22T20:26:39.766247] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGTX' from 'https://tdm.silogroup.org/data/derivative_storage/MGTX.csv'.
[2025-12-22T20:26:39.776971] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGTX'.
[2025-12-22T20:26:39.777275] [INFO ] [FORECASTER] Starting predict_future for MGTX
[2025-12-22T20:26:39.778047] [DEBUG] [LOCAL     ] No optimal features file found for MGTX: ./output/feature-sets/MGTX.txt
[2025-12-22T20:26:39.778098] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:26:39.778130] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:26:39.778157] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:26:39.778212] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:26:39.834739] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:26:39.835403] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:26:39.835477] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:26:39.835509] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:26:39.952733] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:26:39.952869] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:26:39.952906] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:26:39.952934] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:26:39.956396] [DEBUG] [FORECASTER] MGTX: Forecast T+1@11:T+2@11: UP (p=69.09%)
[2025-12-22T20:26:39.956678] [INFO ] [FORECASTER] Completed predict_future for MGTX
[2025-12-22T20:26:39.956798] [INFO ] [sig       ] MGTX: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:26:40.099799] [INFO ] [LOCAL     ] Saved forecast: MGTX	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/MGTX.txt
[2025-12-22T20:26:40.099956] [INFO ] [sig       ] [2050/3560] Completed MGTX in 0.3s | 2.95 sym/s | Total: 11.6m | ETA: 8.5m
[2025-12-22T20:26:40.099997] [INFO ] [sig       ] [2051/3560] Forecasting MGX...
[2025-12-22T20:26:40.100025] [INFO ] [sig       ] Generating forecast for: MGX
[2025-12-22T20:26:40.100055] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGX' from 'https://tdm.silogroup.org/data/derivative_storage/MGX.csv'.
[2025-12-22T20:26:40.111201] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGX'.
[2025-12-22T20:26:40.111562] [INFO ] [FORECASTER] Starting predict_future for MGX
[2025-12-22T20:26:40.112348] [DEBUG] [LOCAL     ] No optimal features file found for MGX: ./output/feature-sets/MGX.txt
[2025-12-22T20:26:40.112400] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:26:40.112432] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:26:40.112458] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:26:40.112515] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:26:40.169289] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:26:40.170155] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:26:40.170233] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:26:40.170264] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:26:40.288123] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:26:40.288272] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:26:40.288310] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:26:40.288338] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:26:40.292080] [DEBUG] [FORECASTER] MGX: Forecast T+1@11:T+2@11: DOWN (p=35.01%)
[2025-12-22T20:26:40.292344] [INFO ] [FORECASTER] Completed predict_future for MGX
[2025-12-22T20:26:40.292466] [INFO ] [sig       ] MGX: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:26:40.428642] [INFO ] [LOCAL     ] Saved forecast: MGX	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/MGX.txt
[2025-12-22T20:26:40.428764] [INFO ] [sig       ] [2051/3560] Completed MGX in 0.3s | 2.95 sym/s | Total: 11.6m | ETA: 8.5m
[2025-12-22T20:26:40.428802] [INFO ] [sig       ] [2052/3560] Forecasting MGY...
[2025-12-22T20:26:40.428831] [INFO ] [sig       ] Generating forecast for: MGY
[2025-12-22T20:26:40.428860] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGY' from 'https://tdm.silogroup.org/data/derivative_storage/MGY.csv'.
[2025-12-22T20:26:40.439275] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGY'.
[2025-12-22T20:26:40.439606] [INFO ] [FORECASTER] Starting predict_future for MGY
[2025-12-22T20:26:40.440348] [DEBUG] [LOCAL     ] No optimal features file found for MGY: ./output/feature-sets/MGY.txt
[2025-12-22T20:26:40.440399] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:26:40.440431] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:26:40.440457] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:26:40.440513] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:26:40.497010] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:26:40.497653] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:26:40.497728] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:26:40.497759] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:26:40.617917] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:26:40.618061] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:26:40.618099] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:26:40.618128] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:26:40.621447] [DEBUG] [FORECASTER] MGY: Forecast T+1@11:T+2@11: UP (p=51.17%)
[2025-12-22T20:26:40.621737] [INFO ] [FORECASTER] Completed predict_future for MGY
[2025-12-22T20:26:40.621858] [INFO ] [sig       ] MGY: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:26:40.756803] [INFO ] [LOCAL     ] Saved forecast: MGY	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/MGY.txt
[2025-12-22T20:26:40.756944] [INFO ] [sig       ] [2052/3560] Completed MGY in 0.3s | 2.95 sym/s | Total: 11.6m | ETA: 8.5m
[2025-12-22T20:26:40.756984] [INFO ] [sig       ] [2053/3560] Forecasting MHD...
[2025-12-22T20:26:40.757013] [INFO ] [sig       ] Generating forecast for: MHD
[2025-12-22T20:26:40.757043] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MHD' from 'https://tdm.silogroup.org/data/derivative_storage/MHD.csv'.
[2025-12-22T20:26:40.767710] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MHD'.
[2025-12-22T20:26:40.768049] [INFO ] [FORECASTER] Starting predict_future for MHD
[2025-12-22T20:26:40.768829] [DEBUG] [LOCAL     ] No optimal features file found for MHD: ./output/feature-sets/MHD.txt
[2025-12-22T20:26:40.768881] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:26:40.768927] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:26:40.768955] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:26:40.769011] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:26:40.826208] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:26:40.827022] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:26:40.827099] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:26:40.827132] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:26:40.939596] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:26:40.939741] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:26:40.939782] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:26:40.939812] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:26:40.943138] [DEBUG] [FORECASTER] MHD: Forecast T+1@11:T+2@11: UP (p=78.98%)
[2025-12-22T20:26:40.943419] [INFO ] [FORECASTER] Completed predict_future for MHD
[2025-12-22T20:26:40.943558] [INFO ] [sig       ] MHD: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:26:41.079645] [INFO ] [LOCAL     ] Saved forecast: MHD	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/MHD.txt
[2025-12-22T20:26:41.079776] [INFO ] [sig       ] [2053/3560] Completed MHD in 0.3s | 2.95 sym/s | Total: 11.6m | ETA: 8.5m
[2025-12-22T20:26:41.079818] [INFO ] [sig       ] [2054/3560] Forecasting MHF...
[2025-12-22T20:26:41.079848] [INFO ] [sig       ] Generating forecast for: MHF
[2025-12-22T20:26:41.079881] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MHF' from 'https://tdm.silogroup.org/data/derivative_storage/MHF.csv'.
[2025-12-22T20:26:41.090100] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MHF'.
[2025-12-22T20:26:41.090403] [INFO ] [FORECASTER] Starting predict_future for MHF
[2025-12-22T20:26:41.091197] [DEBUG] [LOCAL     ] No optimal features file found for MHF: ./output/feature-sets/MHF.txt
[2025-12-22T20:26:41.091248] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:26:41.091280] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:26:41.091307] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:26:41.091363] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:26:41.147633] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:26:41.148486] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:26:41.148566] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:26:41.148620] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:26:41.267827] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:26:41.267977] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:26:41.268017] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:26:41.268048] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:26:41.272484] [DEBUG] [FORECASTER] MHF: Forecast T+1@11:T+2@11: DOWN (p=4.34%)
[2025-12-22T20:26:41.273020] [INFO ] [FORECASTER] Completed predict_future for MHF
[2025-12-22T20:26:41.273162] [INFO ] [sig       ] MHF: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:26:41.411981] [INFO ] [LOCAL     ] Saved forecast: MHF	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/MHF.txt
[2025-12-22T20:26:41.412116] [INFO ] [sig       ] [2054/3560] Completed MHF in 0.3s | 2.95 sym/s | Total: 11.6m | ETA: 8.5m
[2025-12-22T20:26:41.412156] [INFO ] [sig       ] [2055/3560] Forecasting MHK...
[2025-12-22T20:26:41.412187] [INFO ] [sig       ] Generating forecast for: MHK
[2025-12-22T20:26:41.412218] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MHK' from 'https://tdm.silogroup.org/data/derivative_storage/MHK.csv'.
[2025-12-22T20:26:41.423229] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MHK'.
[2025-12-22T20:26:41.423540] [INFO ] [FORECASTER] Starting predict_future for MHK
[2025-12-22T20:26:41.424328] [DEBUG] [LOCAL     ] No optimal features file found for MHK: ./output/feature-sets/MHK.txt
[2025-12-22T20:26:41.424381] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:26:41.424414] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:26:41.424443] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:26:41.424500] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:26:41.481445] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:26:41.482080] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:26:41.482156] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:26:41.482187] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:26:41.601822] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:26:41.601969] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:26:41.602009] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:26:41.602038] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:26:41.605551] [DEBUG] [FORECASTER] MHK: Forecast T+1@11:T+2@11: UP (p=80.70%)
[2025-12-22T20:26:41.605847] [INFO ] [FORECASTER] Completed predict_future for MHK
[2025-12-22T20:26:41.605973] [INFO ] [sig       ] MHK: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:26:41.745595] [INFO ] [LOCAL     ] Saved forecast: MHK	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/MHK.txt
[2025-12-22T20:26:41.745761] [INFO ] [sig       ] [2055/3560] Completed MHK in 0.3s | 2.95 sym/s | Total: 11.6m | ETA: 8.5m
[2025-12-22T20:26:41.745801] [INFO ] [sig       ] [2056/3560] Forecasting MHN...
[2025-12-22T20:26:41.745831] [INFO ] [sig       ] Generating forecast for: MHN
[2025-12-22T20:26:41.745867] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MHN' from 'https://tdm.silogroup.org/data/derivative_storage/MHN.csv'.
[2025-12-22T20:26:41.756504] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MHN'.
[2025-12-22T20:26:41.757063] [INFO ] [FORECASTER] Starting predict_future for MHN
[2025-12-22T20:26:41.758120] [DEBUG] [LOCAL     ] No optimal features file found for MHN: ./output/feature-sets/MHN.txt
[2025-12-22T20:26:41.758174] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:26:41.758250] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:26:41.758289] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:26:41.758392] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:26:41.818407] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:26:41.819336] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:26:41.819461] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:26:41.819498] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:26:41.937270] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:26:41.937419] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:26:41.937486] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:26:41.937531] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:26:41.941193] [DEBUG] [FORECASTER] MHN: Forecast T+1@11:T+2@11: DOWN (p=43.03%)
[2025-12-22T20:26:41.941475] [INFO ] [FORECASTER] Completed predict_future for MHN
[2025-12-22T20:26:41.941630] [INFO ] [sig       ] MHN: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:26:42.079086] [INFO ] [LOCAL     ] Saved forecast: MHN	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/MHN.txt
[2025-12-22T20:26:42.079219] [INFO ] [sig       ] [2056/3560] Completed MHN in 0.3s | 2.95 sym/s | Total: 11.6m | ETA: 8.5m
[2025-12-22T20:26:42.079260] [INFO ] [sig       ] [2057/3560] Forecasting MHO...
[2025-12-22T20:26:42.079298] [INFO ] [sig       ] Generating forecast for: MHO
[2025-12-22T20:26:42.079331] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MHO' from 'https://tdm.silogroup.org/data/derivative_storage/MHO.csv'.
[2025-12-22T20:26:42.090526] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MHO'.
[2025-12-22T20:26:42.090882] [INFO ] [FORECASTER] Starting predict_future for MHO
[2025-12-22T20:26:42.091709] [DEBUG] [LOCAL     ] No optimal features file found for MHO: ./output/feature-sets/MHO.txt
[2025-12-22T20:26:42.091763] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:26:42.091798] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:26:42.091827] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:26:42.091885] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:26:42.148624] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:26:42.149292] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:26:42.149367] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:26:42.149398] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:26:42.267879] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:26:42.268056] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:26:42.268099] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:26:42.268129] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:26:42.271759] [DEBUG] [FORECASTER] MHO: Forecast T+1@11:T+2@11: DOWN (p=7.20%)
[2025-12-22T20:26:42.272061] [INFO ] [FORECASTER] Completed predict_future for MHO
[2025-12-22T20:26:42.272211] [INFO ] [sig       ] MHO: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:26:42.415977] [INFO ] [LOCAL     ] Saved forecast: MHO	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/MHO.txt
[2025-12-22T20:26:42.416120] [INFO ] [sig       ] [2057/3560] Completed MHO in 0.3s | 2.95 sym/s | Total: 11.6m | ETA: 8.5m
[2025-12-22T20:26:42.416163] [INFO ] [sig       ] [2058/3560] Forecasting MIDD...
[2025-12-22T20:26:42.416195] [INFO ] [sig       ] Generating forecast for: MIDD
[2025-12-22T20:26:42.416228] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MIDD' from 'https://tdm.silogroup.org/data/derivative_storage/MIDD.csv'.
[2025-12-22T20:26:42.427566] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MIDD'.
[2025-12-22T20:26:42.428098] [INFO ] [FORECASTER] Starting predict_future for MIDD
[2025-12-22T20:26:42.428947] [DEBUG] [LOCAL     ] No optimal features file found for MIDD: ./output/feature-sets/MIDD.txt
[2025-12-22T20:26:42.429006] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:26:42.429091] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:26:42.429122] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:26:42.429185] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:26:42.489526] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:26:42.490344] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:26:42.490429] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:26:42.490462] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:26:42.611841] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:26:42.611986] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:26:42.612024] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:26:42.612051] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:26:42.615661] [DEBUG] [FORECASTER] MIDD: Forecast T+1@11:T+2@11: DOWN (p=37.92%)
[2025-12-22T20:26:42.615967] [INFO ] [FORECASTER] Completed predict_future for MIDD
[2025-12-22T20:26:42.616093] [INFO ] [sig       ] MIDD: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:26:42.757949] [INFO ] [LOCAL     ] Saved forecast: MIDD	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/MIDD.txt
[2025-12-22T20:26:42.758079] [INFO ] [sig       ] [2058/3560] Completed MIDD in 0.3s | 2.95 sym/s | Total: 11.6m | ETA: 8.5m
[2025-12-22T20:26:42.758119] [INFO ] [sig       ] [2059/3560] Forecasting MIGI...
[2025-12-22T20:26:42.758150] [INFO ] [sig       ] Generating forecast for: MIGI
[2025-12-22T20:26:42.758183] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MIGI' from 'https://tdm.silogroup.org/data/derivative_storage/MIGI.csv'.
[2025-12-22T20:26:42.769370] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MIGI'.
[2025-12-22T20:26:42.769722] [INFO ] [FORECASTER] Starting predict_future for MIGI
[2025-12-22T20:26:42.770501] [DEBUG] [LOCAL     ] No optimal features file found for MIGI: ./output/feature-sets/MIGI.txt
[2025-12-22T20:26:42.770556] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:26:42.770613] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:26:42.770652] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:26:42.770712] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:26:42.830996] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:26:42.831632] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:26:42.831708] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:26:42.831741] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:26:42.952264] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:26:42.952403] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:26:42.952441] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:26:42.952501] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:26:42.955935] [DEBUG] [FORECASTER] MIGI: Forecast T+1@11:T+2@11: UP (p=52.75%)
[2025-12-22T20:26:42.956217] [INFO ] [FORECASTER] Completed predict_future for MIGI
[2025-12-22T20:26:42.956354] [INFO ] [sig       ] MIGI: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:26:43.097424] [INFO ] [LOCAL     ] Saved forecast: MIGI	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/MIGI.txt
[2025-12-22T20:26:43.097561] [INFO ] [sig       ] [2059/3560] Completed MIGI in 0.3s | 2.95 sym/s | Total: 11.7m | ETA: 8.5m
[2025-12-22T20:26:43.097630] [INFO ] [sig       ] [2060/3560] Forecasting MILN...
[2025-12-22T20:26:43.097664] [INFO ] [sig       ] Generating forecast for: MILN
[2025-12-22T20:26:43.097696] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MILN' from 'https://tdm.silogroup.org/data/derivative_storage/MILN.csv'.
[2025-12-22T20:26:43.108254] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MILN'.
[2025-12-22T20:26:43.108564] [INFO ] [FORECASTER] Starting predict_future for MILN
[2025-12-22T20:26:43.109516] [DEBUG] [LOCAL     ] No optimal features file found for MILN: ./output/feature-sets/MILN.txt
[2025-12-22T20:26:43.109569] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:26:43.109620] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:26:43.109647] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:26:43.109703] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:26:43.168615] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:26:43.169345] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:26:43.169422] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:26:43.169455] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:26:43.278337] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:26:43.278484] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-22T20:26:43.278531] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:26:43.278606] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:26:43.282214] [DEBUG] [FORECASTER] MILN: Forecast T+1@11:T+2@11: DOWN (p=3.50%)
[2025-12-22T20:26:43.282514] [INFO ] [FORECASTER] Completed predict_future for MILN
[2025-12-22T20:26:43.282665] [INFO ] [sig       ] MILN: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:26:43.427425] [INFO ] [LOCAL     ] Saved forecast: MILN	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/MILN.txt
[2025-12-22T20:26:43.427610] [INFO ] [sig       ] [2060/3560] Completed MILN in 0.3s | 2.95 sym/s | Total: 11.7m | ETA: 8.5m
[2025-12-22T20:26:43.427661] [INFO ] [sig       ] [2061/3560] Forecasting MIND...
[2025-12-22T20:26:43.427697] [INFO ] [sig       ] Generating forecast for: MIND
[2025-12-22T20:26:43.427732] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MIND' from 'https://tdm.silogroup.org/data/derivative_storage/MIND.csv'.
[2025-12-22T20:26:43.439207] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MIND'.
[2025-12-22T20:26:43.439627] [INFO ] [FORECASTER] Starting predict_future for MIND
[2025-12-22T20:26:43.440558] [DEBUG] [LOCAL     ] No optimal features file found for MIND: ./output/feature-sets/MIND.txt
[2025-12-22T20:26:43.440640] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:26:43.440682] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:26:43.440717] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:26:43.440794] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:26:43.501337] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:26:43.502198] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:26:43.502278] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:26:43.502313] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:26:43.626559] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:26:43.626718] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-22T20:26:43.626758] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:26:43.626787] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:26:43.630104] [DEBUG] [FORECASTER] MIND: Forecast T+1@11:T+2@11: DOWN (p=42.19%)
[2025-12-22T20:26:43.630369] [INFO ] [FORECASTER] Completed predict_future for MIND
[2025-12-22T20:26:43.630490] [INFO ] [sig       ] MIND: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:26:43.768464] [INFO ] [LOCAL     ] Saved forecast: MIND	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/MIND.txt
[2025-12-22T20:26:43.768632] [INFO ] [sig       ] [2061/3560] Completed MIND in 0.3s | 2.95 sym/s | Total: 11.7m | ETA: 8.5m
[2025-12-22T20:26:43.768681] [INFO ] [sig       ] [2062/3560] Forecasting MIRA...
[2025-12-22T20:26:43.768714] [INFO ] [sig       ] Generating forecast for: MIRA
[2025-12-22T20:26:43.768746] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MIRA' from 'https://tdm.silogroup.org/data/derivative_storage/MIRA.csv'.
[2025-12-22T20:26:43.780568] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MIRA'.
[2025-12-22T20:26:43.780929] [INFO ] [FORECASTER] Starting predict_future for MIRA
[2025-12-22T20:26:43.781738] [DEBUG] [LOCAL     ] No optimal features file found for MIRA: ./output/feature-sets/MIRA.txt
[2025-12-22T20:26:43.781795] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:26:43.781829] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:26:43.781858] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:26:43.781916] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:26:43.840812] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:26:43.841534] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:26:43.841655] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:26:43.841700] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:26:43.961820] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:26:43.961974] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:26:43.962013] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:26:43.962042] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:26:43.965367] [DEBUG] [FORECASTER] MIRA: Forecast T+1@11:T+2@11: DOWN (p=3.66%)
[2025-12-22T20:26:43.965651] [INFO ] [FORECASTER] Completed predict_future for MIRA
[2025-12-22T20:26:43.965771] [INFO ] [sig       ] MIRA: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:26:44.104789] [INFO ] [LOCAL     ] Saved forecast: MIRA	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/MIRA.txt
[2025-12-22T20:26:44.104939] [INFO ] [sig       ] [2062/3560] Completed MIRA in 0.3s | 2.95 sym/s | Total: 11.7m | ETA: 8.5m
[2025-12-22T20:26:44.104985] [INFO ] [sig       ] [2063/3560] Forecasting MIRM...
[2025-12-22T20:26:44.105021] [INFO ] [sig       ] Generating forecast for: MIRM
[2025-12-22T20:26:44.105053] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MIRM' from 'https://tdm.silogroup.org/data/derivative_storage/MIRM.csv'.
[2025-12-22T20:26:44.115821] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MIRM'.
[2025-12-22T20:26:44.116201] [INFO ] [FORECASTER] Starting predict_future for MIRM
[2025-12-22T20:26:44.117025] [DEBUG] [LOCAL     ] No optimal features file found for MIRM: ./output/feature-sets/MIRM.txt
[2025-12-22T20:26:44.117078] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:26:44.117111] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:26:44.117138] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:26:44.117196] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:26:44.175131] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:26:44.176066] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:26:44.176141] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:26:44.176173] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:26:44.298846] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:26:44.299003] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:26:44.299078] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:26:44.299108] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:26:44.302670] [DEBUG] [FORECASTER] MIRM: Forecast T+1@11:T+2@11: UP (p=62.76%)
[2025-12-22T20:26:44.303044] [INFO ] [FORECASTER] Completed predict_future for MIRM
[2025-12-22T20:26:44.303194] [INFO ] [sig       ] MIRM: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:26:44.444783] [INFO ] [LOCAL     ] Saved forecast: MIRM	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/MIRM.txt
[2025-12-22T20:26:44.444948] [INFO ] [sig       ] [2063/3560] Completed MIRM in 0.3s | 2.95 sym/s | Total: 11.7m | ETA: 8.5m
[2025-12-22T20:26:44.444989] [INFO ] [sig       ] [2064/3560] Forecasting MITK...
[2025-12-22T20:26:44.445020] [INFO ] [sig       ] Generating forecast for: MITK
[2025-12-22T20:26:44.445049] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MITK' from 'https://tdm.silogroup.org/data/derivative_storage/MITK.csv'.
[2025-12-22T20:26:44.456161] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MITK'.
[2025-12-22T20:26:44.456451] [INFO ] [FORECASTER] Starting predict_future for MITK
[2025-12-22T20:26:44.457241] [DEBUG] [LOCAL     ] No optimal features file found for MITK: ./output/feature-sets/MITK.txt
[2025-12-22T20:26:44.457295] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:26:44.457356] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:26:44.457406] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:26:44.457463] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:26:44.514746] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:26:44.515839] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:26:44.515924] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:26:44.515957] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:26:44.638735] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:26:44.638888] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:26:44.638929] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:26:44.638959] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:26:44.642677] [DEBUG] [FORECASTER] MITK: Forecast T+1@11:T+2@11: DOWN (p=9.88%)
[2025-12-22T20:26:44.642941] [INFO ] [FORECASTER] Completed predict_future for MITK
[2025-12-22T20:26:44.643061] [INFO ] [sig       ] MITK: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:26:44.786525] [INFO ] [LOCAL     ] Saved forecast: MITK	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/MITK.txt
[2025-12-22T20:26:44.786697] [INFO ] [sig       ] [2064/3560] Completed MITK in 0.3s | 2.95 sym/s | Total: 11.7m | ETA: 8.5m
[2025-12-22T20:26:44.786737] [INFO ] [sig       ] [2065/3560] Forecasting MIY...
[2025-12-22T20:26:44.786766] [INFO ] [sig       ] Generating forecast for: MIY
[2025-12-22T20:26:44.786796] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MIY' from 'https://tdm.silogroup.org/data/derivative_storage/MIY.csv'.
[2025-12-22T20:26:44.797733] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MIY'.
[2025-12-22T20:26:44.798101] [INFO ] [FORECASTER] Starting predict_future for MIY
[2025-12-22T20:26:44.799114] [DEBUG] [LOCAL     ] No optimal features file found for MIY: ./output/feature-sets/MIY.txt
[2025-12-22T20:26:44.799168] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:26:44.799199] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:26:44.799225] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:26:44.799280] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:26:44.860745] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:26:44.861888] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:26:44.861996] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:26:44.862049] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:26:45.007282] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:26:45.007431] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:26:45.007470] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:26:45.007498] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:26:45.010936] [DEBUG] [FORECASTER] MIY: Forecast T+1@11:T+2@11: UP (p=79.53%)
[2025-12-22T20:26:45.011204] [INFO ] [FORECASTER] Completed predict_future for MIY
[2025-12-22T20:26:45.011324] [INFO ] [sig       ] MIY: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:26:45.147139] [INFO ] [LOCAL     ] Saved forecast: MIY	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/MIY.txt
[2025-12-22T20:26:45.147294] [INFO ] [sig       ] [2065/3560] Completed MIY in 0.4s | 2.95 sym/s | Total: 11.7m | ETA: 8.5m
[2025-12-22T20:26:45.147336] [INFO ] [sig       ] [2066/3560] Forecasting MKC...
[2025-12-22T20:26:45.147366] [INFO ] [sig       ] Generating forecast for: MKC
[2025-12-22T20:26:45.147397] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MKC' from 'https://tdm.silogroup.org/data/derivative_storage/MKC.csv'.
[2025-12-22T20:26:45.158423] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MKC'.
[2025-12-22T20:26:45.158813] [INFO ] [FORECASTER] Starting predict_future for MKC
[2025-12-22T20:26:45.159642] [DEBUG] [LOCAL     ] No optimal features file found for MKC: ./output/feature-sets/MKC.txt
[2025-12-22T20:26:45.159693] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:26:45.159724] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:26:45.159751] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:26:45.159807] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:26:45.216806] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:26:45.217681] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:26:45.217827] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:26:45.217867] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:26:45.344376] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:26:45.344532] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:26:45.344592] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:26:45.344624] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:26:45.347981] [DEBUG] [FORECASTER] MKC: Forecast T+1@11:T+2@11: DOWN (p=7.73%)
[2025-12-22T20:26:45.348274] [INFO ] [FORECASTER] Completed predict_future for MKC
[2025-12-22T20:26:45.348405] [INFO ] [sig       ] MKC: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:26:45.485021] [INFO ] [LOCAL     ] Saved forecast: MKC	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/MKC.txt
[2025-12-22T20:26:45.485166] [INFO ] [sig       ] [2066/3560] Completed MKC in 0.3s | 2.95 sym/s | Total: 11.7m | ETA: 8.5m
[2025-12-22T20:26:45.485205] [INFO ] [sig       ] [2067/3560] Forecasting MKL...
[2025-12-22T20:26:45.485235] [INFO ] [sig       ] Generating forecast for: MKL
[2025-12-22T20:26:45.485266] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MKL' from 'https://tdm.silogroup.org/data/derivative_storage/MKL.csv'.
[2025-12-22T20:26:45.496307] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MKL'.
[2025-12-22T20:26:45.496643] [INFO ] [FORECASTER] Starting predict_future for MKL
[2025-12-22T20:26:45.497398] [DEBUG] [LOCAL     ] No optimal features file found for MKL: ./output/feature-sets/MKL.txt
[2025-12-22T20:26:45.497449] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:26:45.497481] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:26:45.497508] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:26:45.497563] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:26:45.555613] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:26:45.556538] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:26:45.556644] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:26:45.556679] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:26:45.673536] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:26:45.673721] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:26:45.673764] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:26:45.673794] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:26:45.677365] [DEBUG] [FORECASTER] MKL: Forecast T+1@11:T+2@11: DOWN (p=19.97%)
[2025-12-22T20:26:45.677687] [INFO ] [FORECASTER] Completed predict_future for MKL
[2025-12-22T20:26:45.677843] [INFO ] [sig       ] MKL: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:26:45.819009] [INFO ] [LOCAL     ] Saved forecast: MKL	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/MKL.txt
[2025-12-22T20:26:45.819276] [INFO ] [sig       ] [2067/3560] Completed MKL in 0.3s | 2.95 sym/s | Total: 11.7m | ETA: 8.4m
[2025-12-22T20:26:45.819319] [INFO ] [sig       ] [2068/3560] Forecasting MKSI...
[2025-12-22T20:26:45.819349] [INFO ] [sig       ] Generating forecast for: MKSI
[2025-12-22T20:26:45.819386] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MKSI' from 'https://tdm.silogroup.org/data/derivative_storage/MKSI.csv'.
[2025-12-22T20:26:45.830337] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MKSI'.
[2025-12-22T20:26:45.830677] [INFO ] [FORECASTER] Starting predict_future for MKSI
[2025-12-22T20:26:45.831452] [DEBUG] [LOCAL     ] No optimal features file found for MKSI: ./output/feature-sets/MKSI.txt
[2025-12-22T20:26:45.831503] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:26:45.831534] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:26:45.831561] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:26:45.831636] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:26:45.887003] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:26:45.887699] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:26:45.887775] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:26:45.887807] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:26:46.010158] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:26:46.010312] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:26:46.010352] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:26:46.010380] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:26:46.013699] [DEBUG] [FORECASTER] MKSI: Forecast T+1@11:T+2@11: DOWN (p=13.69%)
[2025-12-22T20:26:46.013966] [INFO ] [FORECASTER] Completed predict_future for MKSI
[2025-12-22T20:26:46.014091] [INFO ] [sig       ] MKSI: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:26:46.150899] [INFO ] [LOCAL     ] Saved forecast: MKSI	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/MKSI.txt
[2025-12-22T20:26:46.151047] [INFO ] [sig       ] [2068/3560] Completed MKSI in 0.3s | 2.95 sym/s | Total: 11.7m | ETA: 8.4m
[2025-12-22T20:26:46.151087] [INFO ] [sig       ] [2069/3560] Forecasting MKTX...
[2025-12-22T20:26:46.151115] [INFO ] [sig       ] Generating forecast for: MKTX
[2025-12-22T20:26:46.151145] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MKTX' from 'https://tdm.silogroup.org/data/derivative_storage/MKTX.csv'.
[2025-12-22T20:26:46.162025] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MKTX'.
[2025-12-22T20:26:46.162396] [INFO ] [FORECASTER] Starting predict_future for MKTX
[2025-12-22T20:26:46.163158] [DEBUG] [LOCAL     ] No optimal features file found for MKTX: ./output/feature-sets/MKTX.txt
[2025-12-22T20:26:46.163209] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:26:46.163241] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:26:46.163267] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:26:46.163331] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:26:46.219535] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:26:46.220290] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:26:46.220374] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:26:46.220418] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:26:46.336935] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:26:46.337088] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:26:46.337128] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:26:46.337157] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:26:46.340615] [DEBUG] [FORECASTER] MKTX: Forecast T+1@11:T+2@11: UP (p=97.68%)
[2025-12-22T20:26:46.340893] [INFO ] [FORECASTER] Completed predict_future for MKTX
[2025-12-22T20:26:46.341015] [INFO ] [sig       ] MKTX: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:26:46.479799] [INFO ] [LOCAL     ] Saved forecast: MKTX	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/MKTX.txt
[2025-12-22T20:26:46.479960] [INFO ] [sig       ] [2069/3560] Completed MKTX in 0.3s | 2.95 sym/s | Total: 11.7m | ETA: 8.4m
[2025-12-22T20:26:46.480001] [INFO ] [sig       ] [2070/3560] Forecasting MLAB...
[2025-12-22T20:26:46.480031] [INFO ] [sig       ] Generating forecast for: MLAB
[2025-12-22T20:26:46.480061] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLAB' from 'https://tdm.silogroup.org/data/derivative_storage/MLAB.csv'.
[2025-12-22T20:26:46.490698] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLAB'.
[2025-12-22T20:26:46.491012] [INFO ] [FORECASTER] Starting predict_future for MLAB
[2025-12-22T20:26:46.491785] [DEBUG] [LOCAL     ] No optimal features file found for MLAB: ./output/feature-sets/MLAB.txt
[2025-12-22T20:26:46.491837] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:26:46.491869] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:26:46.491895] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:26:46.491951] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:26:46.547954] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:26:46.548649] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:26:46.548723] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:26:46.548755] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:26:46.672153] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:26:46.672304] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:26:46.672343] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:26:46.672371] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:26:46.676046] [DEBUG] [FORECASTER] MLAB: Forecast T+1@11:T+2@11: UP (p=97.86%)
[2025-12-22T20:26:46.676312] [INFO ] [FORECASTER] Completed predict_future for MLAB
[2025-12-22T20:26:46.676432] [INFO ] [sig       ] MLAB: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:26:46.812833] [INFO ] [LOCAL     ] Saved forecast: MLAB	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/MLAB.txt
[2025-12-22T20:26:46.812984] [INFO ] [sig       ] [2070/3560] Completed MLAB in 0.3s | 2.95 sym/s | Total: 11.7m | ETA: 8.4m
[2025-12-22T20:26:46.813025] [INFO ] [sig       ] [2071/3560] Forecasting MLCO...
[2025-12-22T20:26:46.813055] [INFO ] [sig       ] Generating forecast for: MLCO
[2025-12-22T20:26:46.813084] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLCO' from 'https://tdm.silogroup.org/data/derivative_storage/MLCO.csv'.
[2025-12-22T20:26:46.824465] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLCO'.
[2025-12-22T20:26:46.824819] [INFO ] [FORECASTER] Starting predict_future for MLCO
[2025-12-22T20:26:46.825565] [DEBUG] [LOCAL     ] No optimal features file found for MLCO: ./output/feature-sets/MLCO.txt
[2025-12-22T20:26:46.825633] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:26:46.825665] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:26:46.825693] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:26:46.825749] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:26:46.889996] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:26:46.890843] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:26:46.890937] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:26:46.890974] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:26:47.013988] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:26:47.014139] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:26:47.014179] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:26:47.014210] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:26:47.017619] [DEBUG] [FORECASTER] MLCO: Forecast T+1@11:T+2@11: UP (p=55.95%)
[2025-12-22T20:26:47.017894] [INFO ] [FORECASTER] Completed predict_future for MLCO
[2025-12-22T20:26:47.018017] [INFO ] [sig       ] MLCO: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:26:47.159476] [INFO ] [LOCAL     ] Saved forecast: MLCO	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/MLCO.txt
[2025-12-22T20:26:47.159632] [INFO ] [sig       ] [2071/3560] Completed MLCO in 0.3s | 2.95 sym/s | Total: 11.7m | ETA: 8.4m
[2025-12-22T20:26:47.159675] [INFO ] [sig       ] [2072/3560] Forecasting MLGO...
[2025-12-22T20:26:47.159705] [INFO ] [sig       ] Generating forecast for: MLGO
[2025-12-22T20:26:47.159737] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLGO' from 'https://tdm.silogroup.org/data/derivative_storage/MLGO.csv'.
[2025-12-22T20:26:47.170630] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLGO'.
[2025-12-22T20:26:47.171003] [INFO ] [FORECASTER] Starting predict_future for MLGO
[2025-12-22T20:26:47.171771] [DEBUG] [LOCAL     ] No optimal features file found for MLGO: ./output/feature-sets/MLGO.txt
[2025-12-22T20:26:47.171822] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:26:47.171854] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:26:47.171881] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:26:47.171937] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:26:47.230074] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:26:47.230914] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:26:47.230993] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:26:47.231028] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:26:47.346042] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:26:47.346187] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:26:47.346226] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:26:47.346257] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:26:47.349636] [DEBUG] [FORECASTER] MLGO: Forecast T+1@11:T+2@11: UP (p=63.01%)
[2025-12-22T20:26:47.349930] [INFO ] [FORECASTER] Completed predict_future for MLGO
[2025-12-22T20:26:47.350055] [INFO ] [sig       ] MLGO: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:26:47.489676] [INFO ] [LOCAL     ] Saved forecast: MLGO	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/MLGO.txt
[2025-12-22T20:26:47.489823] [INFO ] [sig       ] [2072/3560] Completed MLGO in 0.3s | 2.95 sym/s | Total: 11.7m | ETA: 8.4m
[2025-12-22T20:26:47.489863] [INFO ] [sig       ] [2073/3560] Forecasting MLI...
[2025-12-22T20:26:47.489893] [INFO ] [sig       ] Generating forecast for: MLI
[2025-12-22T20:26:47.489923] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLI' from 'https://tdm.silogroup.org/data/derivative_storage/MLI.csv'.
[2025-12-22T20:26:47.501324] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLI'.
[2025-12-22T20:26:47.501705] [INFO ] [FORECASTER] Starting predict_future for MLI
[2025-12-22T20:26:47.502516] [DEBUG] [LOCAL     ] No optimal features file found for MLI: ./output/feature-sets/MLI.txt
[2025-12-22T20:26:47.502589] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:26:47.502676] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:26:47.502706] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:26:47.502769] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:26:47.560132] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:26:47.561011] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:26:47.561094] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:26:47.561128] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:26:47.684592] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:26:47.684743] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:26:47.684784] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:26:47.684813] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:26:47.688199] [DEBUG] [FORECASTER] MLI: Forecast T+1@11:T+2@11: DOWN (p=31.31%)
[2025-12-22T20:26:47.688471] [INFO ] [FORECASTER] Completed predict_future for MLI
[2025-12-22T20:26:47.688611] [INFO ] [sig       ] MLI: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:26:47.837831] [INFO ] [LOCAL     ] Saved forecast: MLI	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/MLI.txt
[2025-12-22T20:26:47.837992] [INFO ] [sig       ] [2073/3560] Completed MLI in 0.3s | 2.95 sym/s | Total: 11.7m | ETA: 8.4m
[2025-12-22T20:26:47.838035] [INFO ] [sig       ] [2074/3560] Forecasting MLKN...
[2025-12-22T20:26:47.838065] [INFO ] [sig       ] Generating forecast for: MLKN
[2025-12-22T20:26:47.838096] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLKN' from 'https://tdm.silogroup.org/data/derivative_storage/MLKN.csv'.
[2025-12-22T20:26:47.849258] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLKN'.
[2025-12-22T20:26:47.849591] [INFO ] [FORECASTER] Starting predict_future for MLKN
[2025-12-22T20:26:47.850368] [DEBUG] [LOCAL     ] No optimal features file found for MLKN: ./output/feature-sets/MLKN.txt
[2025-12-22T20:26:47.850420] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:26:47.850454] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:26:47.850482] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:26:47.850539] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:26:47.907304] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:26:47.908000] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:26:47.908104] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:26:47.908139] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:26:48.025992] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:26:48.026143] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:26:48.026184] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:26:48.026213] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:26:48.029662] [DEBUG] [FORECASTER] MLKN: Forecast T+1@11:T+2@11: DOWN (p=11.72%)
[2025-12-22T20:26:48.029933] [INFO ] [FORECASTER] Completed predict_future for MLKN
[2025-12-22T20:26:48.030055] [INFO ] [sig       ] MLKN: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:26:48.171772] [INFO ] [LOCAL     ] Saved forecast: MLKN	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/MLKN.txt
[2025-12-22T20:26:48.171929] [INFO ] [sig       ] [2074/3560] Completed MLKN in 0.3s | 2.95 sym/s | Total: 11.7m | ETA: 8.4m
[2025-12-22T20:26:48.171969] [INFO ] [sig       ] [2075/3560] Forecasting MLM...
[2025-12-22T20:26:48.171997] [INFO ] [sig       ] Generating forecast for: MLM
[2025-12-22T20:26:48.172027] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLM' from 'https://tdm.silogroup.org/data/derivative_storage/MLM.csv'.
[2025-12-22T20:26:48.183441] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLM'.
[2025-12-22T20:26:48.183848] [INFO ] [FORECASTER] Starting predict_future for MLM
[2025-12-22T20:26:48.184676] [DEBUG] [LOCAL     ] No optimal features file found for MLM: ./output/feature-sets/MLM.txt
[2025-12-22T20:26:48.184730] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:26:48.184763] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:26:48.184796] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:26:48.184870] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:26:48.243167] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:26:48.244041] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:26:48.244123] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:26:48.244157] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:26:48.373585] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:26:48.373741] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:26:48.373783] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:26:48.373812] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:26:48.377252] [DEBUG] [FORECASTER] MLM: Forecast T+1@11:T+2@11: UP (p=70.74%)
[2025-12-22T20:26:48.377548] [INFO ] [FORECASTER] Completed predict_future for MLM
[2025-12-22T20:26:48.377706] [INFO ] [sig       ] MLM: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:26:48.520674] [INFO ] [LOCAL     ] Saved forecast: MLM	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/MLM.txt
[2025-12-22T20:26:48.520831] [INFO ] [sig       ] [2075/3560] Completed MLM in 0.3s | 2.95 sym/s | Total: 11.7m | ETA: 8.4m
[2025-12-22T20:26:48.520873] [INFO ] [sig       ] [2076/3560] Forecasting MLP...
[2025-12-22T20:26:48.520902] [INFO ] [sig       ] Generating forecast for: MLP
[2025-12-22T20:26:48.520934] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLP' from 'https://tdm.silogroup.org/data/derivative_storage/MLP.csv'.
[2025-12-22T20:26:48.531720] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLP'.
[2025-12-22T20:26:48.532041] [INFO ] [FORECASTER] Starting predict_future for MLP
[2025-12-22T20:26:48.532952] [DEBUG] [LOCAL     ] No optimal features file found for MLP: ./output/feature-sets/MLP.txt
[2025-12-22T20:26:48.533016] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:26:48.533055] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:26:48.533085] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:26:48.533144] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:26:48.590712] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:26:48.591463] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:26:48.591561] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:26:48.591642] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:26:48.698460] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:26:48.698648] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:26:48.698714] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:26:48.698814] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:26:48.702733] [DEBUG] [FORECASTER] MLP: Forecast T+1@11:T+2@11: DOWN (p=42.90%)
[2025-12-22T20:26:48.703010] [INFO ] [FORECASTER] Completed predict_future for MLP
[2025-12-22T20:26:48.703139] [INFO ] [sig       ] MLP: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:26:48.842782] [INFO ] [LOCAL     ] Saved forecast: MLP	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/MLP.txt
[2025-12-22T20:26:48.842916] [INFO ] [sig       ] [2076/3560] Completed MLP in 0.3s | 2.95 sym/s | Total: 11.7m | ETA: 8.4m
[2025-12-22T20:26:48.842956] [INFO ] [sig       ] [2077/3560] Forecasting MLTX...
[2025-12-22T20:26:48.842984] [INFO ] [sig       ] Generating forecast for: MLTX
[2025-12-22T20:26:48.843013] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLTX' from 'https://tdm.silogroup.org/data/derivative_storage/MLTX.csv'.
[2025-12-22T20:26:48.854019] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLTX'.
[2025-12-22T20:26:48.854365] [INFO ] [FORECASTER] Starting predict_future for MLTX
[2025-12-22T20:26:48.855141] [DEBUG] [LOCAL     ] No optimal features file found for MLTX: ./output/feature-sets/MLTX.txt
[2025-12-22T20:26:48.855208] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:26:48.855242] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:26:48.855269] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:26:48.855324] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:26:48.914331] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:26:48.915145] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:26:48.915224] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:26:48.915259] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:26:49.047626] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:26:49.047778] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:26:49.047818] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:26:49.047847] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:26:49.051254] [DEBUG] [FORECASTER] MLTX: Forecast T+1@11:T+2@11: UP (p=87.81%)
[2025-12-22T20:26:49.051543] [INFO ] [FORECASTER] Completed predict_future for MLTX
[2025-12-22T20:26:49.051694] [INFO ] [sig       ] MLTX: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:26:49.191621] [INFO ] [LOCAL     ] Saved forecast: MLTX	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/MLTX.txt
[2025-12-22T20:26:49.191751] [INFO ] [sig       ] [2077/3560] Completed MLTX in 0.3s | 2.95 sym/s | Total: 11.8m | ETA: 8.4m
[2025-12-22T20:26:49.191791] [INFO ] [sig       ] [2078/3560] Forecasting MLYS...
[2025-12-22T20:26:49.191819] [INFO ] [sig       ] Generating forecast for: MLYS
[2025-12-22T20:26:49.191849] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLYS' from 'https://tdm.silogroup.org/data/derivative_storage/MLYS.csv'.
[2025-12-22T20:26:49.203424] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLYS'.
[2025-12-22T20:26:49.203783] [INFO ] [FORECASTER] Starting predict_future for MLYS
[2025-12-22T20:26:49.204617] [DEBUG] [LOCAL     ] No optimal features file found for MLYS: ./output/feature-sets/MLYS.txt
[2025-12-22T20:26:49.204671] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:26:49.204705] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:26:49.204732] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:26:49.204800] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:26:49.262013] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:26:49.262701] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:26:49.262779] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:26:49.262814] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:26:49.378010] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:26:49.378159] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:26:49.378199] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:26:49.378228] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:26:49.381669] [DEBUG] [FORECASTER] MLYS: Forecast T+1@11:T+2@11: DOWN (p=2.53%)
[2025-12-22T20:26:49.381940] [INFO ] [FORECASTER] Completed predict_future for MLYS
[2025-12-22T20:26:49.382062] [INFO ] [sig       ] MLYS: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:26:49.520018] [INFO ] [LOCAL     ] Saved forecast: MLYS	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/MLYS.txt
[2025-12-22T20:26:49.520155] [INFO ] [sig       ] [2078/3560] Completed MLYS in 0.3s | 2.95 sym/s | Total: 11.8m | ETA: 8.4m
[2025-12-22T20:26:49.520197] [INFO ] [sig       ] [2079/3560] Forecasting MMC...
[2025-12-22T20:26:49.520227] [INFO ] [sig       ] Generating forecast for: MMC
[2025-12-22T20:26:49.520258] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MMC' from 'https://tdm.silogroup.org/data/derivative_storage/MMC.csv'.
[2025-12-22T20:26:49.531213] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MMC'.
[2025-12-22T20:26:49.531518] [INFO ] [FORECASTER] Starting predict_future for MMC
[2025-12-22T20:26:49.532282] [DEBUG] [LOCAL     ] No optimal features file found for MMC: ./output/feature-sets/MMC.txt
[2025-12-22T20:26:49.532333] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:26:49.532365] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:26:49.532392] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:26:49.532448] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:26:49.588611] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:26:49.589250] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:26:49.589330] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:26:49.589362] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:26:49.712542] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:26:49.712719] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:26:49.712765] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:26:49.712795] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:26:49.716494] [DEBUG] [FORECASTER] MMC: Forecast T+1@11:T+2@11: DOWN (p=17.23%)
[2025-12-22T20:26:49.716791] [INFO ] [FORECASTER] Completed predict_future for MMC
[2025-12-22T20:26:49.716923] [INFO ] [sig       ] MMC: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:26:49.854717] [INFO ] [LOCAL     ] Saved forecast: MMC	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/MMC.txt
[2025-12-22T20:26:49.854863] [INFO ] [sig       ] [2079/3560] Completed MMC in 0.3s | 2.95 sym/s | Total: 11.8m | ETA: 8.4m
[2025-12-22T20:26:49.854904] [INFO ] [sig       ] [2080/3560] Forecasting MMD...
[2025-12-22T20:26:49.854934] [INFO ] [sig       ] Generating forecast for: MMD
[2025-12-22T20:26:49.854965] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MMD' from 'https://tdm.silogroup.org/data/derivative_storage/MMD.csv'.
[2025-12-22T20:26:49.866150] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MMD'.
[2025-12-22T20:26:49.866517] [INFO ] [FORECASTER] Starting predict_future for MMD
[2025-12-22T20:26:49.867307] [DEBUG] [LOCAL     ] No optimal features file found for MMD: ./output/feature-sets/MMD.txt
[2025-12-22T20:26:49.867361] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:26:49.867395] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:26:49.867424] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:26:49.867482] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:26:49.925022] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:26:49.925837] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:26:49.925914] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:26:49.925946] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:26:50.051379] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:26:50.051546] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:26:50.051603] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:26:50.051635] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:26:50.055543] [DEBUG] [FORECASTER] MMD: Forecast T+1@11:T+2@11: DOWN (p=25.66%)
[2025-12-22T20:26:50.056008] [INFO ] [FORECASTER] Completed predict_future for MMD
[2025-12-22T20:26:50.056160] [INFO ] [sig       ] MMD: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:26:50.208547] [INFO ] [LOCAL     ] Saved forecast: MMD	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/MMD.txt
[2025-12-22T20:26:50.208697] [INFO ] [sig       ] [2080/3560] Completed MMD in 0.4s | 2.95 sym/s | Total: 11.8m | ETA: 8.4m
[2025-12-22T20:26:50.208742] [INFO ] [sig       ] [2081/3560] Forecasting MMLP...
[2025-12-22T20:26:50.208772] [INFO ] [sig       ] Generating forecast for: MMLP
[2025-12-22T20:26:50.208802] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MMLP' from 'https://tdm.silogroup.org/data/derivative_storage/MMLP.csv'.
[2025-12-22T20:26:50.219655] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MMLP'.
[2025-12-22T20:26:50.219983] [INFO ] [FORECASTER] Starting predict_future for MMLP
[2025-12-22T20:26:50.220756] [DEBUG] [LOCAL     ] No optimal features file found for MMLP: ./output/feature-sets/MMLP.txt
[2025-12-22T20:26:50.220808] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:26:50.220839] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:26:50.220866] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:26:50.220922] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:26:50.277488] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:26:50.278187] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:26:50.278262] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:26:50.278294] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:26:50.388856] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:26:50.389004] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:26:50.389059] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:26:50.389087] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:26:50.392455] [DEBUG] [FORECASTER] MMLP: Forecast T+1@11:T+2@11: DOWN (p=21.49%)
[2025-12-22T20:26:50.392742] [INFO ] [FORECASTER] Completed predict_future for MMLP
[2025-12-22T20:26:50.392869] [INFO ] [sig       ] MMLP: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:26:50.531599] [INFO ] [LOCAL     ] Saved forecast: MMLP	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/MMLP.txt
[2025-12-22T20:26:50.531728] [INFO ] [sig       ] [2081/3560] Completed MMLP in 0.3s | 2.95 sym/s | Total: 11.8m | ETA: 8.4m
[2025-12-22T20:26:50.531767] [INFO ] [sig       ] [2082/3560] Forecasting MMS...
[2025-12-22T20:26:50.531799] [INFO ] [sig       ] Generating forecast for: MMS
[2025-12-22T20:26:50.531836] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MMS' from 'https://tdm.silogroup.org/data/derivative_storage/MMS.csv'.
[2025-12-22T20:26:50.542992] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MMS'.
[2025-12-22T20:26:50.543371] [INFO ] [FORECASTER] Starting predict_future for MMS
[2025-12-22T20:26:50.544231] [DEBUG] [LOCAL     ] No optimal features file found for MMS: ./output/feature-sets/MMS.txt
[2025-12-22T20:26:50.544293] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:26:50.544329] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:26:50.544357] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:26:50.544414] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:26:50.602117] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:26:50.602893] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:26:50.602984] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:26:50.603018] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:26:50.721747] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:26:50.721894] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:26:50.721933] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:26:50.721961] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:26:50.725306] [DEBUG] [FORECASTER] MMS: Forecast T+1@11:T+2@11: DOWN (p=47.31%)
[2025-12-22T20:26:50.725603] [INFO ] [FORECASTER] Completed predict_future for MMS
[2025-12-22T20:26:50.725723] [INFO ] [sig       ] MMS: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:26:50.864672] [INFO ] [LOCAL     ] Saved forecast: MMS	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/MMS.txt
[2025-12-22T20:26:50.864845] [INFO ] [sig       ] [2082/3560] Completed MMS in 0.3s | 2.95 sym/s | Total: 11.8m | ETA: 8.4m
[2025-12-22T20:26:50.864888] [INFO ] [sig       ] [2083/3560] Forecasting MMSI...
[2025-12-22T20:26:50.864918] [INFO ] [sig       ] Generating forecast for: MMSI
[2025-12-22T20:26:50.864949] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MMSI' from 'https://tdm.silogroup.org/data/derivative_storage/MMSI.csv'.
[2025-12-22T20:26:50.876022] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MMSI'.
[2025-12-22T20:26:50.876367] [INFO ] [FORECASTER] Starting predict_future for MMSI
[2025-12-22T20:26:50.877140] [DEBUG] [LOCAL     ] No optimal features file found for MMSI: ./output/feature-sets/MMSI.txt
[2025-12-22T20:26:50.877193] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:26:50.877224] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:26:50.877252] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:26:50.877307] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:26:50.933521] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:26:50.934272] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:26:50.934411] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:26:50.934446] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:26:51.053681] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:26:51.053836] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:26:51.053875] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:26:51.053904] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:26:51.057235] [DEBUG] [FORECASTER] MMSI: Forecast T+1@11:T+2@11: UP (p=54.38%)
[2025-12-22T20:26:51.057502] [INFO ] [FORECASTER] Completed predict_future for MMSI
[2025-12-22T20:26:51.057642] [INFO ] [sig       ] MMSI: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:26:51.192175] [INFO ] [LOCAL     ] Saved forecast: MMSI	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/MMSI.txt
[2025-12-22T20:26:51.192319] [INFO ] [sig       ] [2083/3560] Completed MMSI in 0.3s | 2.95 sym/s | Total: 11.8m | ETA: 8.4m
[2025-12-22T20:26:51.192357] [INFO ] [sig       ] [2084/3560] Forecasting MNDO...
[2025-12-22T20:26:51.192388] [INFO ] [sig       ] Generating forecast for: MNDO
[2025-12-22T20:26:51.192418] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNDO' from 'https://tdm.silogroup.org/data/derivative_storage/MNDO.csv'.
[2025-12-22T20:26:51.203400] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNDO'.
[2025-12-22T20:26:51.203798] [INFO ] [FORECASTER] Starting predict_future for MNDO
[2025-12-22T20:26:51.204553] [DEBUG] [LOCAL     ] No optimal features file found for MNDO: ./output/feature-sets/MNDO.txt
[2025-12-22T20:26:51.204624] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:26:51.204657] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:26:51.204683] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:26:51.204739] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:26:51.260973] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:26:51.261804] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:26:51.261897] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:26:51.261936] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:26:51.368885] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:26:51.369056] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:26:51.369113] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:26:51.369143] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:26:51.372509] [DEBUG] [FORECASTER] MNDO: Forecast T+1@11:T+2@11: UP (p=89.00%)
[2025-12-22T20:26:51.372792] [INFO ] [FORECASTER] Completed predict_future for MNDO
[2025-12-22T20:26:51.372934] [INFO ] [sig       ] MNDO: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:26:51.507166] [INFO ] [LOCAL     ] Saved forecast: MNDO	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/MNDO.txt
[2025-12-22T20:26:51.507312] [INFO ] [sig       ] [2084/3560] Completed MNDO in 0.3s | 2.95 sym/s | Total: 11.8m | ETA: 8.4m
[2025-12-22T20:26:51.507352] [INFO ] [sig       ] [2085/3560] Forecasting MNDY...
[2025-12-22T20:26:51.507381] [INFO ] [sig       ] Generating forecast for: MNDY
[2025-12-22T20:26:51.507411] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNDY' from 'https://tdm.silogroup.org/data/derivative_storage/MNDY.csv'.
[2025-12-22T20:26:51.518532] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNDY'.
[2025-12-22T20:26:51.518892] [INFO ] [FORECASTER] Starting predict_future for MNDY
[2025-12-22T20:26:51.519697] [DEBUG] [LOCAL     ] No optimal features file found for MNDY: ./output/feature-sets/MNDY.txt
[2025-12-22T20:26:51.519750] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:26:51.519783] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:26:51.519810] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:26:51.519865] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:26:51.575612] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:26:51.576389] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:26:51.576467] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:26:51.576500] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:26:51.707387] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:26:51.707544] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:26:51.707604] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:26:51.707638] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:26:51.711039] [DEBUG] [FORECASTER] MNDY: Forecast T+1@11:T+2@11: DOWN (p=7.65%)
[2025-12-22T20:26:51.711314] [INFO ] [FORECASTER] Completed predict_future for MNDY
[2025-12-22T20:26:51.711441] [INFO ] [sig       ] MNDY: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:26:51.846743] [INFO ] [LOCAL     ] Saved forecast: MNDY	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/MNDY.txt
[2025-12-22T20:26:51.846878] [INFO ] [sig       ] [2085/3560] Completed MNDY in 0.3s | 2.95 sym/s | Total: 11.8m | ETA: 8.3m
[2025-12-22T20:26:51.846940] [INFO ] [sig       ] [2086/3560] Forecasting MNKD...
[2025-12-22T20:26:51.846972] [INFO ] [sig       ] Generating forecast for: MNKD
[2025-12-22T20:26:51.847004] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNKD' from 'https://tdm.silogroup.org/data/derivative_storage/MNKD.csv'.
[2025-12-22T20:26:51.858671] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNKD'.
[2025-12-22T20:26:51.859082] [INFO ] [FORECASTER] Starting predict_future for MNKD
[2025-12-22T20:26:51.859896] [DEBUG] [LOCAL     ] No optimal features file found for MNKD: ./output/feature-sets/MNKD.txt
[2025-12-22T20:26:51.859960] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:26:51.859997] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:26:51.860024] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:26:51.860080] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:26:51.915946] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:26:51.916718] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:26:51.916798] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:26:51.916830] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:26:52.046950] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:26:52.047107] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:26:52.047154] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:26:52.047188] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:26:52.050914] [DEBUG] [FORECASTER] MNKD: Forecast T+1@11:T+2@11: DOWN (p=17.10%)
[2025-12-22T20:26:52.051291] [INFO ] [FORECASTER] Completed predict_future for MNKD
[2025-12-22T20:26:52.051460] [INFO ] [sig       ] MNKD: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:26:52.193143] [INFO ] [LOCAL     ] Saved forecast: MNKD	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/MNKD.txt
[2025-12-22T20:26:52.193310] [INFO ] [sig       ] [2086/3560] Completed MNKD in 0.3s | 2.95 sym/s | Total: 11.8m | ETA: 8.3m
[2025-12-22T20:26:52.193352] [INFO ] [sig       ] [2087/3560] Forecasting MNMD...
[2025-12-22T20:26:52.193382] [INFO ] [sig       ] Generating forecast for: MNMD
[2025-12-22T20:26:52.193412] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNMD' from 'https://tdm.silogroup.org/data/derivative_storage/MNMD.csv'.
[2025-12-22T20:26:52.204298] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNMD'.
[2025-12-22T20:26:52.204688] [INFO ] [FORECASTER] Starting predict_future for MNMD
[2025-12-22T20:26:52.205491] [DEBUG] [LOCAL     ] No optimal features file found for MNMD: ./output/feature-sets/MNMD.txt
[2025-12-22T20:26:52.205545] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:26:52.205598] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:26:52.205629] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:26:52.205686] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:26:52.262650] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:26:52.263649] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:26:52.263735] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:26:52.263767] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:26:52.384155] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:26:52.384311] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:26:52.384351] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:26:52.384380] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:26:52.387695] [DEBUG] [FORECASTER] MNMD: Forecast T+1@11:T+2@11: DOWN (p=42.12%)
[2025-12-22T20:26:52.387962] [INFO ] [FORECASTER] Completed predict_future for MNMD
[2025-12-22T20:26:52.388083] [INFO ] [sig       ] MNMD: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:26:52.522518] [INFO ] [LOCAL     ] Saved forecast: MNMD	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/MNMD.txt
[2025-12-22T20:26:52.522649] [INFO ] [sig       ] [2087/3560] Completed MNMD in 0.3s | 2.95 sym/s | Total: 11.8m | ETA: 8.3m
[2025-12-22T20:26:52.522689] [INFO ] [sig       ] [2088/3560] Forecasting MNRO...
[2025-12-22T20:26:52.522717] [INFO ] [sig       ] Generating forecast for: MNRO
[2025-12-22T20:26:52.522747] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNRO' from 'https://tdm.silogroup.org/data/derivative_storage/MNRO.csv'.
[2025-12-22T20:26:52.533543] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNRO'.
[2025-12-22T20:26:52.533853] [INFO ] [FORECASTER] Starting predict_future for MNRO
[2025-12-22T20:26:52.534615] [DEBUG] [LOCAL     ] No optimal features file found for MNRO: ./output/feature-sets/MNRO.txt
[2025-12-22T20:26:52.534666] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:26:52.534713] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:26:52.534741] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:26:52.534798] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:26:52.594188] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:26:52.594835] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:26:52.594908] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:26:52.594940] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:26:52.716059] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:26:52.716409] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:26:52.716449] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:26:52.716476] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:26:52.720234] [DEBUG] [FORECASTER] MNRO: Forecast T+1@11:T+2@11: DOWN (p=38.64%)
[2025-12-22T20:26:52.720501] [INFO ] [FORECASTER] Completed predict_future for MNRO
[2025-12-22T20:26:52.720639] [INFO ] [sig       ] MNRO: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:26:52.855328] [INFO ] [LOCAL     ] Saved forecast: MNRO	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/MNRO.txt
[2025-12-22T20:26:52.855443] [INFO ] [sig       ] [2088/3560] Completed MNRO in 0.3s | 2.95 sym/s | Total: 11.8m | ETA: 8.3m
[2025-12-22T20:26:52.855487] [INFO ] [sig       ] [2089/3560] Forecasting MNSO...
[2025-12-22T20:26:52.855517] [INFO ] [sig       ] Generating forecast for: MNSO
[2025-12-22T20:26:52.855548] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNSO' from 'https://tdm.silogroup.org/data/derivative_storage/MNSO.csv'.
[2025-12-22T20:26:52.866360] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNSO'.
[2025-12-22T20:26:52.866671] [INFO ] [FORECASTER] Starting predict_future for MNSO
[2025-12-22T20:26:52.867426] [DEBUG] [LOCAL     ] No optimal features file found for MNSO: ./output/feature-sets/MNSO.txt
[2025-12-22T20:26:52.867478] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:26:52.867512] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:26:52.867539] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:26:52.867618] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:26:52.923769] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:26:52.924363] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:26:52.924438] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:26:52.924469] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:26:53.040545] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:26:53.040724] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:26:53.040764] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:26:53.040793] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:26:53.044060] [DEBUG] [FORECASTER] MNSO: Forecast T+1@11:T+2@11: UP (p=58.52%)
[2025-12-22T20:26:53.044321] [INFO ] [FORECASTER] Completed predict_future for MNSO
[2025-12-22T20:26:53.044443] [INFO ] [sig       ] MNSO: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:26:53.177916] [INFO ] [LOCAL     ] Saved forecast: MNSO	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/MNSO.txt
[2025-12-22T20:26:53.178042] [INFO ] [sig       ] [2089/3560] Completed MNSO in 0.3s | 2.95 sym/s | Total: 11.8m | ETA: 8.3m
[2025-12-22T20:26:53.178081] [INFO ] [sig       ] [2090/3560] Forecasting MNTK...
[2025-12-22T20:26:53.178110] [INFO ] [sig       ] Generating forecast for: MNTK
[2025-12-22T20:26:53.178139] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNTK' from 'https://tdm.silogroup.org/data/derivative_storage/MNTK.csv'.
[2025-12-22T20:26:53.188977] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNTK'.
[2025-12-22T20:26:53.189314] [INFO ] [FORECASTER] Starting predict_future for MNTK
[2025-12-22T20:26:53.190071] [DEBUG] [LOCAL     ] No optimal features file found for MNTK: ./output/feature-sets/MNTK.txt
[2025-12-22T20:26:53.190122] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:26:53.190199] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:26:53.190227] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:26:53.190283] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:26:53.246137] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:26:53.246741] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:26:53.246816] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:26:53.246848] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:26:53.361274] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:26:53.361433] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:26:53.361473] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:26:53.361502] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:26:53.364855] [DEBUG] [FORECASTER] MNTK: Forecast T+1@11:T+2@11: UP (p=71.75%)
[2025-12-22T20:26:53.365313] [INFO ] [FORECASTER] Completed predict_future for MNTK
[2025-12-22T20:26:53.365443] [INFO ] [sig       ] MNTK: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:26:53.501790] [INFO ] [LOCAL     ] Saved forecast: MNTK	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/MNTK.txt
[2025-12-22T20:26:53.501921] [INFO ] [sig       ] [2090/3560] Completed MNTK in 0.3s | 2.95 sym/s | Total: 11.8m | ETA: 8.3m
[2025-12-22T20:26:53.501961] [INFO ] [sig       ] [2091/3560] Forecasting MNY...
[2025-12-22T20:26:53.501989] [INFO ] [sig       ] Generating forecast for: MNY
[2025-12-22T20:26:53.502019] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNY' from 'https://tdm.silogroup.org/data/derivative_storage/MNY.csv'.
[2025-12-22T20:26:53.512644] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNY'.
[2025-12-22T20:26:53.512970] [INFO ] [FORECASTER] Starting predict_future for MNY
[2025-12-22T20:26:53.513737] [DEBUG] [LOCAL     ] No optimal features file found for MNY: ./output/feature-sets/MNY.txt
[2025-12-22T20:26:53.513788] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:26:53.513820] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:26:53.513846] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:26:53.513902] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:26:53.569866] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:26:53.570482] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:26:53.570558] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:26:53.570609] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:26:53.684450] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:26:53.684609] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:26:53.684649] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:26:53.684678] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:26:53.687953] [DEBUG] [FORECASTER] MNY: Forecast T+1@11:T+2@11: UP (p=57.90%)
[2025-12-22T20:26:53.688364] [INFO ] [FORECASTER] Completed predict_future for MNY
[2025-12-22T20:26:53.688482] [INFO ] [sig       ] MNY: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:26:53.823559] [INFO ] [LOCAL     ] Saved forecast: MNY	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/MNY.txt
[2025-12-22T20:26:53.823699] [INFO ] [sig       ] [2091/3560] Completed MNY in 0.3s | 2.95 sym/s | Total: 11.8m | ETA: 8.3m
[2025-12-22T20:26:53.823746] [INFO ] [sig       ] [2092/3560] Forecasting MOD...
[2025-12-22T20:26:53.823776] [INFO ] [sig       ] Generating forecast for: MOD
[2025-12-22T20:26:53.823806] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MOD' from 'https://tdm.silogroup.org/data/derivative_storage/MOD.csv'.
[2025-12-22T20:26:53.834809] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MOD'.
[2025-12-22T20:26:53.835298] [INFO ] [FORECASTER] Starting predict_future for MOD
[2025-12-22T20:26:53.836076] [DEBUG] [LOCAL     ] No optimal features file found for MOD: ./output/feature-sets/MOD.txt
[2025-12-22T20:26:53.836128] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:26:53.836161] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:26:53.836187] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:26:53.836242] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:26:53.892298] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:26:53.892950] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:26:53.893024] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:26:53.893056] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:26:54.012339] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:26:54.012472] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:26:54.012510] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:26:54.012537] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:26:54.015810] [DEBUG] [FORECASTER] MOD: Forecast T+1@11:T+2@11: UP (p=70.20%)
[2025-12-22T20:26:54.016077] [INFO ] [FORECASTER] Completed predict_future for MOD
[2025-12-22T20:26:54.016197] [INFO ] [sig       ] MOD: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:26:54.154490] [INFO ] [LOCAL     ] Saved forecast: MOD	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/MOD.txt
[2025-12-22T20:26:54.154629] [INFO ] [sig       ] [2092/3560] Completed MOD in 0.3s | 2.95 sym/s | Total: 11.8m | ETA: 8.3m
[2025-12-22T20:26:54.154671] [INFO ] [sig       ] [2093/3560] Forecasting MODG...
[2025-12-22T20:26:54.154700] [INFO ] [sig       ] Generating forecast for: MODG
[2025-12-22T20:26:54.154731] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MODG' from 'https://tdm.silogroup.org/data/derivative_storage/MODG.csv'.
[2025-12-22T20:26:54.166113] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MODG'.
[2025-12-22T20:26:54.166450] [INFO ] [FORECASTER] Starting predict_future for MODG
[2025-12-22T20:26:54.167228] [DEBUG] [LOCAL     ] No optimal features file found for MODG: ./output/feature-sets/MODG.txt
[2025-12-22T20:26:54.167279] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:26:54.167310] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:26:54.167337] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:26:54.167392] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:26:54.223793] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:26:54.224420] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:26:54.224497] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:26:54.224528] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:26:54.338837] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:26:54.338979] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:26:54.339034] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:26:54.339109] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:26:54.342405] [DEBUG] [FORECASTER] MODG: Forecast T+1@11:T+2@11: DOWN (p=32.32%)
[2025-12-22T20:26:54.342690] [INFO ] [FORECASTER] Completed predict_future for MODG
[2025-12-22T20:26:54.342839] [INFO ] [sig       ] MODG: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:26:54.477894] [INFO ] [LOCAL     ] Saved forecast: MODG	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/MODG.txt
[2025-12-22T20:26:54.478050] [INFO ] [sig       ] [2093/3560] Completed MODG in 0.3s | 2.95 sym/s | Total: 11.8m | ETA: 8.3m
[2025-12-22T20:26:54.478090] [INFO ] [sig       ] [2094/3560] Forecasting MODL...
[2025-12-22T20:26:54.478119] [INFO ] [sig       ] Generating forecast for: MODL
[2025-12-22T20:26:54.478149] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MODL' from 'https://tdm.silogroup.org/data/derivative_storage/MODL.csv'.
[2025-12-22T20:26:54.489294] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MODL'.
[2025-12-22T20:26:54.489695] [INFO ] [FORECASTER] Starting predict_future for MODL
[2025-12-22T20:26:54.490454] [DEBUG] [LOCAL     ] No optimal features file found for MODL: ./output/feature-sets/MODL.txt
[2025-12-22T20:26:54.490517] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:26:54.490549] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:26:54.490605] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:26:54.490665] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:26:54.546972] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:26:54.547846] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:26:54.547927] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:26:54.547959] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:26:54.669904] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:26:54.670050] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:26:54.670091] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:26:54.670119] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:26:54.673521] [DEBUG] [FORECASTER] MODL: Forecast T+1@11:T+2@11: UP (p=88.67%)
[2025-12-22T20:26:54.673812] [INFO ] [FORECASTER] Completed predict_future for MODL
[2025-12-22T20:26:54.673937] [INFO ] [sig       ] MODL: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:26:54.809515] [INFO ] [LOCAL     ] Saved forecast: MODL	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/MODL.txt
[2025-12-22T20:26:54.809682] [INFO ] [sig       ] [2094/3560] Completed MODL in 0.3s | 2.95 sym/s | Total: 11.8m | ETA: 8.3m
[2025-12-22T20:26:54.809725] [INFO ] [sig       ] [2095/3560] Forecasting MOFG...
[2025-12-22T20:26:54.809754] [INFO ] [sig       ] Generating forecast for: MOFG
[2025-12-22T20:26:54.809784] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MOFG' from 'https://tdm.silogroup.org/data/derivative_storage/MOFG.csv'.
[2025-12-22T20:26:54.820535] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MOFG'.
[2025-12-22T20:26:54.820873] [INFO ] [FORECASTER] Starting predict_future for MOFG
[2025-12-22T20:26:54.821656] [DEBUG] [LOCAL     ] No optimal features file found for MOFG: ./output/feature-sets/MOFG.txt
[2025-12-22T20:26:54.821707] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:26:54.821740] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:26:54.821766] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:26:54.821822] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:26:54.878887] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:26:54.879538] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:26:54.879638] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:26:54.879675] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:26:54.995800] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:26:54.995938] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:26:54.995976] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:26:54.996021] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:26:54.999328] [DEBUG] [FORECASTER] MOFG: Forecast T+1@11:T+2@11: DOWN (p=43.79%)
[2025-12-22T20:26:54.999608] [INFO ] [FORECASTER] Completed predict_future for MOFG
[2025-12-22T20:26:54.999741] [INFO ] [sig       ] MOFG: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:26:55.193226] [INFO ] [LOCAL     ] Saved forecast: MOFG	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/MOFG.txt
[2025-12-22T20:26:55.193364] [INFO ] [sig       ] [2095/3560] Completed MOFG in 0.4s | 2.95 sym/s | Total: 11.9m | ETA: 8.3m
[2025-12-22T20:26:55.193403] [INFO ] [sig       ] [2096/3560] Forecasting MOGO...
[2025-12-22T20:26:55.193433] [INFO ] [sig       ] Generating forecast for: MOGO
[2025-12-22T20:26:55.193463] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MOGO' from 'https://tdm.silogroup.org/data/derivative_storage/MOGO.csv'.
[2025-12-22T20:26:55.205115] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MOGO'.
[2025-12-22T20:26:55.205415] [INFO ] [FORECASTER] Starting predict_future for MOGO
[2025-12-22T20:26:55.206186] [DEBUG] [LOCAL     ] No optimal features file found for MOGO: ./output/feature-sets/MOGO.txt
[2025-12-22T20:26:55.206431] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:26:55.206463] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:26:55.206491] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:26:55.206547] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:26:55.266692] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:26:55.267409] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:26:55.267485] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:26:55.267517] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:26:55.382968] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:26:55.383103] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:26:55.383141] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:26:55.383169] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:26:55.386440] [DEBUG] [FORECASTER] MOGO: Forecast T+1@11:T+2@11: DOWN (p=8.34%)
[2025-12-22T20:26:55.386721] [INFO ] [FORECASTER] Completed predict_future for MOGO
[2025-12-22T20:26:55.386847] [INFO ] [sig       ] MOGO: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:26:55.523930] [INFO ] [LOCAL     ] Saved forecast: MOGO	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/MOGO.txt
[2025-12-22T20:26:55.524078] [INFO ] [sig       ] [2096/3560] Completed MOGO in 0.3s | 2.95 sym/s | Total: 11.9m | ETA: 8.3m
[2025-12-22T20:26:55.524118] [INFO ] [sig       ] [2097/3560] Forecasting MOH...
[2025-12-22T20:26:55.524148] [INFO ] [sig       ] Generating forecast for: MOH
[2025-12-22T20:26:55.524178] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MOH' from 'https://tdm.silogroup.org/data/derivative_storage/MOH.csv'.
[2025-12-22T20:26:55.535247] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MOH'.
[2025-12-22T20:26:55.535595] [INFO ] [FORECASTER] Starting predict_future for MOH
[2025-12-22T20:26:55.536359] [DEBUG] [LOCAL     ] No optimal features file found for MOH: ./output/feature-sets/MOH.txt
[2025-12-22T20:26:55.536410] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:26:55.536442] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:26:55.536470] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:26:55.536525] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:26:55.593269] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:26:55.594426] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:26:55.594596] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:26:55.594652] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:26:55.721385] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:26:55.721585] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:26:55.721636] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:26:55.721667] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:26:55.725298] [DEBUG] [FORECASTER] MOH: Forecast T+1@11:T+2@11: UP (p=86.74%)
[2025-12-22T20:26:55.725679] [INFO ] [FORECASTER] Completed predict_future for MOH
[2025-12-22T20:26:55.725828] [INFO ] [sig       ] MOH: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:26:55.863542] [INFO ] [LOCAL     ] Saved forecast: MOH	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/MOH.txt
[2025-12-22T20:26:55.863738] [INFO ] [sig       ] [2097/3560] Completed MOH in 0.3s | 2.95 sym/s | Total: 11.9m | ETA: 8.3m
[2025-12-22T20:26:55.863800] [INFO ] [sig       ] [2098/3560] Forecasting MOMO...
[2025-12-22T20:26:55.863831] [INFO ] [sig       ] Generating forecast for: MOMO
[2025-12-22T20:26:55.863870] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MOMO' from 'https://tdm.silogroup.org/data/derivative_storage/MOMO.csv'.
[2025-12-22T20:26:55.875683] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MOMO'.
[2025-12-22T20:26:55.876094] [INFO ] [FORECASTER] Starting predict_future for MOMO
[2025-12-22T20:26:55.876935] [DEBUG] [LOCAL     ] No optimal features file found for MOMO: ./output/feature-sets/MOMO.txt
[2025-12-22T20:26:55.876988] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:26:55.877020] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:26:55.877046] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:26:55.877102] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:26:55.934433] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:26:55.935367] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:26:55.935445] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:26:55.935477] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:26:56.055949] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:26:56.056108] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:26:56.056147] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:26:56.056174] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:26:56.059586] [DEBUG] [FORECASTER] MOMO: Forecast T+1@11:T+2@11: DOWN (p=18.26%)
[2025-12-22T20:26:56.059874] [INFO ] [FORECASTER] Completed predict_future for MOMO
[2025-12-22T20:26:56.060022] [INFO ] [sig       ] MOMO: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:26:56.197083] [INFO ] [LOCAL     ] Saved forecast: MOMO	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/MOMO.txt
[2025-12-22T20:26:56.197201] [INFO ] [sig       ] [2098/3560] Completed MOMO in 0.3s | 2.95 sym/s | Total: 11.9m | ETA: 8.3m
[2025-12-22T20:26:56.197238] [INFO ] [sig       ] [2099/3560] Forecasting MORN...
[2025-12-22T20:26:56.197267] [INFO ] [sig       ] Generating forecast for: MORN
[2025-12-22T20:26:56.197295] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MORN' from 'https://tdm.silogroup.org/data/derivative_storage/MORN.csv'.
[2025-12-22T20:26:56.207915] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MORN'.
[2025-12-22T20:26:56.208218] [INFO ] [FORECASTER] Starting predict_future for MORN
[2025-12-22T20:26:56.208992] [DEBUG] [LOCAL     ] No optimal features file found for MORN: ./output/feature-sets/MORN.txt
[2025-12-22T20:26:56.209086] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:26:56.209143] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:26:56.209175] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:26:56.209234] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:26:56.265639] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:26:56.266243] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:26:56.266318] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:26:56.266350] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:26:56.384803] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:26:56.384935] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:26:56.384973] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:26:56.385004] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:26:56.388269] [DEBUG] [FORECASTER] MORN: Forecast T+1@11:T+2@11: DOWN (p=1.17%)
[2025-12-22T20:26:56.388529] [INFO ] [FORECASTER] Completed predict_future for MORN
[2025-12-22T20:26:56.388664] [INFO ] [sig       ] MORN: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:26:56.525687] [INFO ] [LOCAL     ] Saved forecast: MORN	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/MORN.txt
[2025-12-22T20:26:56.525802] [INFO ] [sig       ] [2099/3560] Completed MORN in 0.3s | 2.95 sym/s | Total: 11.9m | ETA: 8.3m
[2025-12-22T20:26:56.525840] [INFO ] [sig       ] [2100/3560] Forecasting MOS...
[2025-12-22T20:26:56.525869] [INFO ] [sig       ] Generating forecast for: MOS
[2025-12-22T20:26:56.525899] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MOS' from 'https://tdm.silogroup.org/data/derivative_storage/MOS.csv'.
[2025-12-22T20:26:56.536618] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MOS'.
[2025-12-22T20:26:56.536911] [INFO ] [FORECASTER] Starting predict_future for MOS
[2025-12-22T20:26:56.537681] [DEBUG] [LOCAL     ] No optimal features file found for MOS: ./output/feature-sets/MOS.txt
[2025-12-22T20:26:56.537733] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:26:56.537764] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:26:56.537790] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:26:56.537845] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:26:56.594350] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:26:56.595103] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:26:56.595206] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:26:56.595239] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:26:56.717636] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:26:56.717786] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:26:56.717824] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:26:56.717853] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:26:56.721250] [DEBUG] [FORECASTER] MOS: Forecast T+1@11:T+2@11: UP (p=53.49%)
[2025-12-22T20:26:56.721512] [INFO ] [FORECASTER] Completed predict_future for MOS
[2025-12-22T20:26:56.721647] [INFO ] [sig       ] MOS: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:26:56.857900] [INFO ] [LOCAL     ] Saved forecast: MOS	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/MOS.txt
[2025-12-22T20:26:56.858019] [INFO ] [sig       ] [2100/3560] Completed MOS in 0.3s | 2.95 sym/s | Total: 11.9m | ETA: 8.3m
[2025-12-22T20:26:56.858057] [INFO ] [sig       ] [2101/3560] Forecasting MP...
[2025-12-22T20:26:56.858087] [INFO ] [sig       ] Generating forecast for: MP
[2025-12-22T20:26:56.858116] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MP' from 'https://tdm.silogroup.org/data/derivative_storage/MP.csv'.
[2025-12-22T20:26:56.868935] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MP'.
[2025-12-22T20:26:56.869248] [INFO ] [FORECASTER] Starting predict_future for MP
[2025-12-22T20:26:56.870033] [DEBUG] [LOCAL     ] No optimal features file found for MP: ./output/feature-sets/MP.txt
[2025-12-22T20:26:56.870095] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:26:56.870134] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:26:56.870161] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:26:56.870217] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:26:56.927358] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:26:56.927981] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:26:56.928055] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:26:56.928086] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:26:57.044507] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:26:57.044649] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:26:57.044687] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:26:57.044715] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:26:57.047931] [DEBUG] [FORECASTER] MP: Forecast T+1@11:T+2@11: UP (p=77.10%)
[2025-12-22T20:26:57.048379] [INFO ] [FORECASTER] Completed predict_future for MP
[2025-12-22T20:26:57.048499] [INFO ] [sig       ] MP: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:26:57.197683] [INFO ] [LOCAL     ] Saved forecast: MP	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/MP.txt
[2025-12-22T20:26:57.197857] [INFO ] [sig       ] [2101/3560] Completed MP in 0.3s | 2.95 sym/s | Total: 11.9m | ETA: 8.3m
[2025-12-22T20:26:57.197901] [INFO ] [sig       ] [2102/3560] Forecasting MPA...
[2025-12-22T20:26:57.197931] [INFO ] [sig       ] Generating forecast for: MPA
[2025-12-22T20:26:57.197969] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MPA' from 'https://tdm.silogroup.org/data/derivative_storage/MPA.csv'.
[2025-12-22T20:26:57.209094] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MPA'.
[2025-12-22T20:26:57.209497] [INFO ] [FORECASTER] Starting predict_future for MPA
[2025-12-22T20:26:57.210416] [DEBUG] [LOCAL     ] No optimal features file found for MPA: ./output/feature-sets/MPA.txt
[2025-12-22T20:26:57.210471] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:26:57.210505] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:26:57.210533] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:26:57.210610] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:26:57.271858] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:26:57.272746] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:26:57.272829] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:26:57.272862] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:26:57.392394] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:26:57.392542] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:26:57.392599] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:26:57.392631] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:26:57.395985] [DEBUG] [FORECASTER] MPA: Forecast T+1@11:T+2@11: DOWN (p=1.85%)
[2025-12-22T20:26:57.396255] [INFO ] [FORECASTER] Completed predict_future for MPA
[2025-12-22T20:26:57.396377] [INFO ] [sig       ] MPA: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:26:57.535101] [INFO ] [LOCAL     ] Saved forecast: MPA	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/MPA.txt
[2025-12-22T20:26:57.535245] [INFO ] [sig       ] [2102/3560] Completed MPA in 0.3s | 2.95 sym/s | Total: 11.9m | ETA: 8.2m
[2025-12-22T20:26:57.535285] [INFO ] [sig       ] [2103/3560] Forecasting MPAA...
[2025-12-22T20:26:57.535312] [INFO ] [sig       ] Generating forecast for: MPAA
[2025-12-22T20:26:57.535347] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MPAA' from 'https://tdm.silogroup.org/data/derivative_storage/MPAA.csv'.
[2025-12-22T20:26:57.546174] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MPAA'.
[2025-12-22T20:26:57.546508] [INFO ] [FORECASTER] Starting predict_future for MPAA
[2025-12-22T20:26:57.547323] [DEBUG] [LOCAL     ] No optimal features file found for MPAA: ./output/feature-sets/MPAA.txt
[2025-12-22T20:26:57.547374] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:26:57.547406] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:26:57.547432] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:26:57.547488] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:26:57.604811] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:26:57.605479] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:26:57.605556] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:26:57.605608] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:26:57.732327] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:26:57.732478] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:26:57.732518] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:26:57.732548] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:26:57.736036] [DEBUG] [FORECASTER] MPAA: Forecast T+1@11:T+2@11: DOWN (p=3.59%)
[2025-12-22T20:26:57.736331] [INFO ] [FORECASTER] Completed predict_future for MPAA
[2025-12-22T20:26:57.736455] [INFO ] [sig       ] MPAA: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:26:57.876202] [INFO ] [LOCAL     ] Saved forecast: MPAA	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/MPAA.txt
[2025-12-22T20:26:57.876387] [INFO ] [sig       ] [2103/3560] Completed MPAA in 0.3s | 2.95 sym/s | Total: 11.9m | ETA: 8.2m
[2025-12-22T20:26:57.876429] [INFO ] [sig       ] [2104/3560] Forecasting MPB...
[2025-12-22T20:26:57.876458] [INFO ] [sig       ] Generating forecast for: MPB
[2025-12-22T20:26:57.876495] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MPB' from 'https://tdm.silogroup.org/data/derivative_storage/MPB.csv'.
[2025-12-22T20:26:57.887519] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MPB'.
[2025-12-22T20:26:57.887875] [INFO ] [FORECASTER] Starting predict_future for MPB
[2025-12-22T20:26:57.888652] [DEBUG] [LOCAL     ] No optimal features file found for MPB: ./output/feature-sets/MPB.txt
[2025-12-22T20:26:57.888703] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:26:57.888735] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:26:57.888762] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:26:57.888822] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:26:57.945243] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:26:57.946012] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:26:57.946113] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:26:57.946147] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:26:58.068050] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:26:58.068196] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:26:58.068235] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:26:58.068263] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:26:58.071841] [DEBUG] [FORECASTER] MPB: Forecast T+1@11:T+2@11: DOWN (p=21.57%)
[2025-12-22T20:26:58.072105] [INFO ] [FORECASTER] Completed predict_future for MPB
[2025-12-22T20:26:58.072226] [INFO ] [sig       ] MPB: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:26:58.218389] [INFO ] [LOCAL     ] Saved forecast: MPB	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/MPB.txt
[2025-12-22T20:26:58.218527] [INFO ] [sig       ] [2104/3560] Completed MPB in 0.3s | 2.95 sym/s | Total: 11.9m | ETA: 8.2m
[2025-12-22T20:26:58.218584] [INFO ] [sig       ] [2105/3560] Forecasting MPC...
[2025-12-22T20:26:58.218618] [INFO ] [sig       ] Generating forecast for: MPC
[2025-12-22T20:26:58.218659] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MPC' from 'https://tdm.silogroup.org/data/derivative_storage/MPC.csv'.
[2025-12-22T20:26:58.230530] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MPC'.
[2025-12-22T20:26:58.230866] [INFO ] [FORECASTER] Starting predict_future for MPC
[2025-12-22T20:26:58.231670] [DEBUG] [LOCAL     ] No optimal features file found for MPC: ./output/feature-sets/MPC.txt
[2025-12-22T20:26:58.231721] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:26:58.231753] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:26:58.231779] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:26:58.231836] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:26:58.291665] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:26:58.292489] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:26:58.292590] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:26:58.292625] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:26:58.413488] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:26:58.413650] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:26:58.413689] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:26:58.413717] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:26:58.417051] [DEBUG] [FORECASTER] MPC: Forecast T+1@11:T+2@11: DOWN (p=3.55%)
[2025-12-22T20:26:58.417313] [INFO ] [FORECASTER] Completed predict_future for MPC
[2025-12-22T20:26:58.417432] [INFO ] [sig       ] MPC: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:26:58.555828] [INFO ] [LOCAL     ] Saved forecast: MPC	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/MPC.txt
[2025-12-22T20:26:58.556011] [INFO ] [sig       ] [2105/3560] Completed MPC in 0.3s | 2.95 sym/s | Total: 11.9m | ETA: 8.2m
[2025-12-22T20:26:58.556055] [INFO ] [sig       ] [2106/3560] Forecasting MPX...
[2025-12-22T20:26:58.556084] [INFO ] [sig       ] Generating forecast for: MPX
[2025-12-22T20:26:58.556115] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MPX' from 'https://tdm.silogroup.org/data/derivative_storage/MPX.csv'.
[2025-12-22T20:26:58.567176] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MPX'.
[2025-12-22T20:26:58.567555] [INFO ] [FORECASTER] Starting predict_future for MPX
[2025-12-22T20:26:58.568416] [DEBUG] [LOCAL     ] No optimal features file found for MPX: ./output/feature-sets/MPX.txt
[2025-12-22T20:26:58.568470] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:26:58.568503] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:26:58.568529] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:26:58.568608] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:26:58.629694] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:26:58.630489] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:26:58.630588] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:26:58.630624] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:26:58.746725] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:26:58.746891] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:26:58.746932] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:26:58.746963] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:26:58.750392] [DEBUG] [FORECASTER] MPX: Forecast T+1@11:T+2@11: UP (p=55.33%)
[2025-12-22T20:26:58.750727] [INFO ] [FORECASTER] Completed predict_future for MPX
[2025-12-22T20:26:58.750853] [INFO ] [sig       ] MPX: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:26:58.895772] [INFO ] [LOCAL     ] Saved forecast: MPX	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/MPX.txt
[2025-12-22T20:26:58.895983] [INFO ] [sig       ] [2106/3560] Completed MPX in 0.3s | 2.95 sym/s | Total: 11.9m | ETA: 8.2m
[2025-12-22T20:26:58.896047] [INFO ] [sig       ] [2107/3560] Forecasting MQ...
[2025-12-22T20:26:58.896097] [INFO ] [sig       ] Generating forecast for: MQ
[2025-12-22T20:26:58.896154] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MQ' from 'https://tdm.silogroup.org/data/derivative_storage/MQ.csv'.
[2025-12-22T20:26:58.911002] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MQ'.
[2025-12-22T20:26:58.911470] [INFO ] [FORECASTER] Starting predict_future for MQ
[2025-12-22T20:26:58.912568] [DEBUG] [LOCAL     ] No optimal features file found for MQ: ./output/feature-sets/MQ.txt
[2025-12-22T20:26:58.912642] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:26:58.912714] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:26:58.912742] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:26:58.912798] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:26:58.971281] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:26:58.971983] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:26:58.972061] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:26:58.972095] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:26:59.088333] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:26:59.088496] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:26:59.088534] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:26:59.088562] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:26:59.092167] [DEBUG] [FORECASTER] MQ: Forecast T+1@11:T+2@11: UP (p=97.01%)
[2025-12-22T20:26:59.092435] [INFO ] [FORECASTER] Completed predict_future for MQ
[2025-12-22T20:26:59.092554] [INFO ] [sig       ] MQ: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:26:59.228133] [INFO ] [LOCAL     ] Saved forecast: MQ	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/MQ.txt
[2025-12-22T20:26:59.228264] [INFO ] [sig       ] [2107/3560] Completed MQ in 0.3s | 2.95 sym/s | Total: 11.9m | ETA: 8.2m
[2025-12-22T20:26:59.228302] [INFO ] [sig       ] [2108/3560] Forecasting MQY...
[2025-12-22T20:26:59.228331] [INFO ] [sig       ] Generating forecast for: MQY
[2025-12-22T20:26:59.228359] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MQY' from 'https://tdm.silogroup.org/data/derivative_storage/MQY.csv'.
[2025-12-22T20:26:59.239324] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MQY'.
[2025-12-22T20:26:59.239659] [INFO ] [FORECASTER] Starting predict_future for MQY
[2025-12-22T20:26:59.240439] [DEBUG] [LOCAL     ] No optimal features file found for MQY: ./output/feature-sets/MQY.txt
[2025-12-22T20:26:59.240490] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:26:59.240522] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:26:59.240548] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:26:59.240628] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:26:59.297624] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:26:59.298273] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:26:59.298349] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:26:59.298380] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:26:59.420755] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:26:59.420935] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:26:59.420975] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:26:59.421003] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:26:59.424495] [DEBUG] [FORECASTER] MQY: Forecast T+1@11:T+2@11: UP (p=91.54%)
[2025-12-22T20:26:59.424787] [INFO ] [FORECASTER] Completed predict_future for MQY
[2025-12-22T20:26:59.424922] [INFO ] [sig       ] MQY: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:26:59.561004] [INFO ] [LOCAL     ] Saved forecast: MQY	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/MQY.txt
[2025-12-22T20:26:59.561161] [INFO ] [sig       ] [2108/3560] Completed MQY in 0.3s | 2.95 sym/s | Total: 11.9m | ETA: 8.2m
[2025-12-22T20:26:59.561201] [INFO ] [sig       ] [2109/3560] Forecasting MRAM...
[2025-12-22T20:26:59.561230] [INFO ] [sig       ] Generating forecast for: MRAM
[2025-12-22T20:26:59.561260] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRAM' from 'https://tdm.silogroup.org/data/derivative_storage/MRAM.csv'.
[2025-12-22T20:26:59.572300] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRAM'.
[2025-12-22T20:26:59.572699] [INFO ] [FORECASTER] Starting predict_future for MRAM
[2025-12-22T20:26:59.573451] [DEBUG] [LOCAL     ] No optimal features file found for MRAM: ./output/feature-sets/MRAM.txt
[2025-12-22T20:26:59.573503] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:26:59.573535] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:26:59.573562] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:26:59.573640] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:26:59.630742] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:26:59.631779] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:26:59.631862] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:26:59.631894] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:26:59.749728] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:26:59.749883] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:26:59.749923] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:26:59.749951] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:26:59.753282] [DEBUG] [FORECASTER] MRAM: Forecast T+1@11:T+2@11: DOWN (p=22.33%)
[2025-12-22T20:26:59.753549] [INFO ] [FORECASTER] Completed predict_future for MRAM
[2025-12-22T20:26:59.753692] [INFO ] [sig       ] MRAM: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:26:59.887841] [INFO ] [LOCAL     ] Saved forecast: MRAM	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/MRAM.txt
[2025-12-22T20:26:59.887977] [INFO ] [sig       ] [2109/3560] Completed MRAM in 0.3s | 2.95 sym/s | Total: 11.9m | ETA: 8.2m
[2025-12-22T20:26:59.888016] [INFO ] [sig       ] [2110/3560] Forecasting MRBK...
[2025-12-22T20:26:59.888044] [INFO ] [sig       ] Generating forecast for: MRBK
[2025-12-22T20:26:59.888074] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRBK' from 'https://tdm.silogroup.org/data/derivative_storage/MRBK.csv'.
[2025-12-22T20:26:59.898948] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRBK'.
[2025-12-22T20:26:59.899330] [INFO ] [FORECASTER] Starting predict_future for MRBK
[2025-12-22T20:26:59.900150] [DEBUG] [LOCAL     ] No optimal features file found for MRBK: ./output/feature-sets/MRBK.txt
[2025-12-22T20:26:59.900204] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:26:59.900238] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:26:59.900266] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:26:59.900323] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:26:59.958007] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:26:59.958868] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:26:59.958951] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:26:59.958985] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:27:00.076564] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:27:00.076736] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:27:00.076777] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:27:00.076840] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:27:00.080224] [DEBUG] [FORECASTER] MRBK: Forecast T+1@11:T+2@11: DOWN (p=28.41%)
[2025-12-22T20:27:00.080505] [INFO ] [FORECASTER] Completed predict_future for MRBK
[2025-12-22T20:27:00.080654] [INFO ] [sig       ] MRBK: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:27:00.217284] [INFO ] [LOCAL     ] Saved forecast: MRBK	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/MRBK.txt
[2025-12-22T20:27:00.217426] [INFO ] [sig       ] [2110/3560] Completed MRBK in 0.3s | 2.95 sym/s | Total: 11.9m | ETA: 8.2m
[2025-12-22T20:27:00.217466] [INFO ] [sig       ] [2111/3560] Forecasting MRCC...
[2025-12-22T20:27:00.217496] [INFO ] [sig       ] Generating forecast for: MRCC
[2025-12-22T20:27:00.217526] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRCC' from 'https://tdm.silogroup.org/data/derivative_storage/MRCC.csv'.
[2025-12-22T20:27:00.228088] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRCC'.
[2025-12-22T20:27:00.228430] [INFO ] [FORECASTER] Starting predict_future for MRCC
[2025-12-22T20:27:00.229248] [DEBUG] [LOCAL     ] No optimal features file found for MRCC: ./output/feature-sets/MRCC.txt
[2025-12-22T20:27:00.229300] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:27:00.229332] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:27:00.229358] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:27:00.229414] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:27:00.286242] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:27:00.287000] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:27:00.287080] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:27:00.287112] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:27:00.421484] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:27:00.421679] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:27:00.421730] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:27:00.421760] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:27:00.425439] [DEBUG] [FORECASTER] MRCC: Forecast T+1@11:T+2@11: UP (p=97.74%)
[2025-12-22T20:27:00.425741] [INFO ] [FORECASTER] Completed predict_future for MRCC
[2025-12-22T20:27:00.425873] [INFO ] [sig       ] MRCC: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:27:00.563097] [INFO ] [LOCAL     ] Saved forecast: MRCC	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/MRCC.txt
[2025-12-22T20:27:00.563263] [INFO ] [sig       ] [2111/3560] Completed MRCC in 0.3s | 2.95 sym/s | Total: 11.9m | ETA: 8.2m
[2025-12-22T20:27:00.563305] [INFO ] [sig       ] [2112/3560] Forecasting MRCY...
[2025-12-22T20:27:00.563335] [INFO ] [sig       ] Generating forecast for: MRCY
[2025-12-22T20:27:00.563365] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRCY' from 'https://tdm.silogroup.org/data/derivative_storage/MRCY.csv'.
[2025-12-22T20:27:00.574457] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRCY'.
[2025-12-22T20:27:00.574856] [INFO ] [FORECASTER] Starting predict_future for MRCY
[2025-12-22T20:27:00.575691] [DEBUG] [LOCAL     ] No optimal features file found for MRCY: ./output/feature-sets/MRCY.txt
[2025-12-22T20:27:00.575773] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:27:00.575809] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:27:00.575838] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:27:00.575897] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:27:00.633525] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:27:00.634427] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:27:00.634511] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:27:00.634546] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:27:00.756362] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:27:00.756519] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:27:00.756560] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:27:00.756611] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:27:00.759982] [DEBUG] [FORECASTER] MRCY: Forecast T+1@11:T+2@11: DOWN (p=7.75%)
[2025-12-22T20:27:00.760263] [INFO ] [FORECASTER] Completed predict_future for MRCY
[2025-12-22T20:27:00.760394] [INFO ] [sig       ] MRCY: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:27:00.897007] [INFO ] [LOCAL     ] Saved forecast: MRCY	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/MRCY.txt
[2025-12-22T20:27:00.897162] [INFO ] [sig       ] [2112/3560] Completed MRCY in 0.3s | 2.95 sym/s | Total: 11.9m | ETA: 8.2m
[2025-12-22T20:27:00.897203] [INFO ] [sig       ] [2113/3560] Forecasting MREO...
[2025-12-22T20:27:00.897232] [INFO ] [sig       ] Generating forecast for: MREO
[2025-12-22T20:27:00.897263] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MREO' from 'https://tdm.silogroup.org/data/derivative_storage/MREO.csv'.
[2025-12-22T20:27:00.908927] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MREO'.
[2025-12-22T20:27:00.909361] [INFO ] [FORECASTER] Starting predict_future for MREO
[2025-12-22T20:27:00.910215] [DEBUG] [LOCAL     ] No optimal features file found for MREO: ./output/feature-sets/MREO.txt
[2025-12-22T20:27:00.910272] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:27:00.910306] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:27:00.910333] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:27:00.910390] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:27:00.969154] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:27:00.970020] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:27:00.970122] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:27:00.970163] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:27:01.091674] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:27:01.091806] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:27:01.091847] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:27:01.091877] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:27:01.095301] [DEBUG] [FORECASTER] MREO: Forecast T+1@11:T+2@11: DOWN (p=3.39%)
[2025-12-22T20:27:01.095615] [INFO ] [FORECASTER] Completed predict_future for MREO
[2025-12-22T20:27:01.095749] [INFO ] [sig       ] MREO: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:27:01.234300] [INFO ] [LOCAL     ] Saved forecast: MREO	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/MREO.txt
[2025-12-22T20:27:01.234461] [INFO ] [sig       ] [2113/3560] Completed MREO in 0.3s | 2.95 sym/s | Total: 12.0m | ETA: 8.2m
[2025-12-22T20:27:01.234502] [INFO ] [sig       ] [2114/3560] Forecasting MRK...
[2025-12-22T20:27:01.234531] [INFO ] [sig       ] Generating forecast for: MRK
[2025-12-22T20:27:01.234561] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRK' from 'https://tdm.silogroup.org/data/derivative_storage/MRK.csv'.
[2025-12-22T20:27:01.245990] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRK'.
[2025-12-22T20:27:01.246364] [INFO ] [FORECASTER] Starting predict_future for MRK
[2025-12-22T20:27:01.247175] [DEBUG] [LOCAL     ] No optimal features file found for MRK: ./output/feature-sets/MRK.txt
[2025-12-22T20:27:01.247227] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:27:01.247260] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:27:01.247287] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:27:01.247343] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:27:01.304035] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:27:01.304931] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:27:01.305012] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:27:01.305044] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:27:01.432212] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:27:01.432605] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:27:01.433408] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:27:01.433444] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:27:01.436791] [DEBUG] [FORECASTER] MRK: Forecast T+1@11:T+2@11: DOWN (p=8.74%)
[2025-12-22T20:27:01.437072] [INFO ] [FORECASTER] Completed predict_future for MRK
[2025-12-22T20:27:01.437221] [INFO ] [sig       ] MRK: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:27:01.576701] [INFO ] [LOCAL     ] Saved forecast: MRK	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/MRK.txt
[2025-12-22T20:27:01.576875] [INFO ] [sig       ] [2114/3560] Completed MRK in 0.3s | 2.95 sym/s | Total: 12.0m | ETA: 8.2m
[2025-12-22T20:27:01.576915] [INFO ] [sig       ] [2115/3560] Forecasting MRM...
[2025-12-22T20:27:01.576945] [INFO ] [sig       ] Generating forecast for: MRM
[2025-12-22T20:27:01.576976] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRM' from 'https://tdm.silogroup.org/data/derivative_storage/MRM.csv'.
[2025-12-22T20:27:01.590012] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRM'.
[2025-12-22T20:27:01.590826] [INFO ] [FORECASTER] Starting predict_future for MRM
[2025-12-22T20:27:01.591963] [DEBUG] [LOCAL     ] No optimal features file found for MRM: ./output/feature-sets/MRM.txt
[2025-12-22T20:27:01.592020] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:27:01.592053] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:27:01.592093] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:27:01.592150] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:27:01.662227] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:27:01.663275] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:27:01.663374] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:27:01.663420] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:27:01.810854] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:27:01.811019] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:27:01.811070] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:27:01.811106] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:27:01.814988] [DEBUG] [FORECASTER] MRM: Forecast T+1@11:T+2@11: UP (p=57.62%)
[2025-12-22T20:27:01.815350] [INFO ] [FORECASTER] Completed predict_future for MRM
[2025-12-22T20:27:01.815499] [INFO ] [sig       ] MRM: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:27:01.957457] [INFO ] [LOCAL     ] Saved forecast: MRM	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/MRM.txt
[2025-12-22T20:27:01.957634] [INFO ] [sig       ] [2115/3560] Completed MRM in 0.4s | 2.95 sym/s | Total: 12.0m | ETA: 8.2m
[2025-12-22T20:27:01.957681] [INFO ] [sig       ] [2116/3560] Forecasting MRNA...
[2025-12-22T20:27:01.957713] [INFO ] [sig       ] Generating forecast for: MRNA
[2025-12-22T20:27:01.957741] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRNA' from 'https://tdm.silogroup.org/data/derivative_storage/MRNA.csv'.
[2025-12-22T20:27:01.969612] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRNA'.
[2025-12-22T20:27:01.970017] [INFO ] [FORECASTER] Starting predict_future for MRNA
[2025-12-22T20:27:01.970903] [DEBUG] [LOCAL     ] No optimal features file found for MRNA: ./output/feature-sets/MRNA.txt
[2025-12-22T20:27:01.970959] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:27:01.970992] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:27:01.971019] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:27:01.971087] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:27:02.033810] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:27:02.034877] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:27:02.034959] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:27:02.034993] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:27:02.153413] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:27:02.153567] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:27:02.153626] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:27:02.153655] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:27:02.157007] [DEBUG] [FORECASTER] MRNA: Forecast T+1@11:T+2@11: UP (p=93.02%)
[2025-12-22T20:27:02.157284] [INFO ] [FORECASTER] Completed predict_future for MRNA
[2025-12-22T20:27:02.157412] [INFO ] [sig       ] MRNA: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:27:02.292684] [INFO ] [LOCAL     ] Saved forecast: MRNA	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/MRNA.txt
[2025-12-22T20:27:02.292823] [INFO ] [sig       ] [2116/3560] Completed MRNA in 0.3s | 2.95 sym/s | Total: 12.0m | ETA: 8.2m
[2025-12-22T20:27:02.292867] [INFO ] [sig       ] [2117/3560] Forecasting MRSN...
[2025-12-22T20:27:02.292910] [INFO ] [sig       ] Generating forecast for: MRSN
[2025-12-22T20:27:02.292946] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRSN' from 'https://tdm.silogroup.org/data/derivative_storage/MRSN.csv'.
[2025-12-22T20:27:02.303652] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRSN'.
[2025-12-22T20:27:02.303982] [INFO ] [FORECASTER] Starting predict_future for MRSN
[2025-12-22T20:27:02.304754] [DEBUG] [LOCAL     ] No optimal features file found for MRSN: ./output/feature-sets/MRSN.txt
[2025-12-22T20:27:02.304805] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:27:02.304837] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:27:02.304865] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:27:02.304921] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:27:02.360694] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:27:02.361378] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:27:02.361484] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:27:02.361518] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:27:02.480733] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:27:02.480887] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:27:02.480927] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:27:02.480955] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:27:02.484418] [DEBUG] [FORECASTER] MRSN: Forecast T+1@11:T+2@11: UP (p=92.41%)
[2025-12-22T20:27:02.484724] [INFO ] [FORECASTER] Completed predict_future for MRSN
[2025-12-22T20:27:02.484851] [INFO ] [sig       ] MRSN: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:27:02.619639] [INFO ] [LOCAL     ] Saved forecast: MRSN	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/MRSN.txt
[2025-12-22T20:27:02.619786] [INFO ] [sig       ] [2117/3560] Completed MRSN in 0.3s | 2.95 sym/s | Total: 12.0m | ETA: 8.2m
[2025-12-22T20:27:02.619826] [INFO ] [sig       ] [2118/3560] Forecasting MRTN...
[2025-12-22T20:27:02.619856] [INFO ] [sig       ] Generating forecast for: MRTN
[2025-12-22T20:27:02.619886] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRTN' from 'https://tdm.silogroup.org/data/derivative_storage/MRTN.csv'.
[2025-12-22T20:27:02.631255] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRTN'.
[2025-12-22T20:27:02.631592] [INFO ] [FORECASTER] Starting predict_future for MRTN
[2025-12-22T20:27:02.632367] [DEBUG] [LOCAL     ] No optimal features file found for MRTN: ./output/feature-sets/MRTN.txt
[2025-12-22T20:27:02.632420] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:27:02.632454] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:27:02.632483] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:27:02.632542] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:27:02.688457] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:27:02.689377] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:27:02.689461] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:27:02.689495] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:27:02.807234] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:27:02.807386] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:27:02.807425] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:27:02.807454] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:27:02.810822] [DEBUG] [FORECASTER] MRTN: Forecast T+1@11:T+2@11: DOWN (p=18.50%)
[2025-12-22T20:27:02.811095] [INFO ] [FORECASTER] Completed predict_future for MRTN
[2025-12-22T20:27:02.811219] [INFO ] [sig       ] MRTN: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:27:02.945443] [INFO ] [LOCAL     ] Saved forecast: MRTN	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/MRTN.txt
[2025-12-22T20:27:02.945590] [INFO ] [sig       ] [2118/3560] Completed MRTN in 0.3s | 2.95 sym/s | Total: 12.0m | ETA: 8.2m
[2025-12-22T20:27:02.945631] [INFO ] [sig       ] [2119/3560] Forecasting MRUS...
[2025-12-22T20:27:02.945660] [INFO ] [sig       ] Generating forecast for: MRUS
[2025-12-22T20:27:02.945689] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRUS' from 'https://tdm.silogroup.org/data/derivative_storage/MRUS.csv'.
[2025-12-22T20:27:02.956907] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRUS'.
[2025-12-22T20:27:02.957234] [INFO ] [FORECASTER] Starting predict_future for MRUS
[2025-12-22T20:27:02.958007] [DEBUG] [LOCAL     ] No optimal features file found for MRUS: ./output/feature-sets/MRUS.txt
[2025-12-22T20:27:02.958058] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:27:02.958090] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:27:02.958117] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:27:02.958174] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:27:03.019228] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:27:03.020131] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:27:03.020212] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:27:03.020245] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:27:03.146158] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:27:03.146309] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:27:03.146366] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:27:03.146398] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:27:03.149932] [DEBUG] [FORECASTER] MRUS: Forecast T+1@11:T+2@11: UP (p=58.94%)
[2025-12-22T20:27:03.150218] [INFO ] [FORECASTER] Completed predict_future for MRUS
[2025-12-22T20:27:03.150552] [INFO ] [sig       ] MRUS: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:27:03.290488] [INFO ] [LOCAL     ] Saved forecast: MRUS	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/MRUS.txt
[2025-12-22T20:27:03.290638] [INFO ] [sig       ] [2119/3560] Completed MRUS in 0.3s | 2.95 sym/s | Total: 12.0m | ETA: 8.2m
[2025-12-22T20:27:03.290679] [INFO ] [sig       ] [2120/3560] Forecasting MRVI...
[2025-12-22T20:27:03.290708] [INFO ] [sig       ] Generating forecast for: MRVI
[2025-12-22T20:27:03.290738] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRVI' from 'https://tdm.silogroup.org/data/derivative_storage/MRVI.csv'.
[2025-12-22T20:27:03.302185] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRVI'.
[2025-12-22T20:27:03.302518] [INFO ] [FORECASTER] Starting predict_future for MRVI
[2025-12-22T20:27:03.303297] [DEBUG] [LOCAL     ] No optimal features file found for MRVI: ./output/feature-sets/MRVI.txt
[2025-12-22T20:27:03.303349] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:27:03.303382] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:27:03.303409] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:27:03.303465] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:27:03.359464] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:27:03.360206] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:27:03.360284] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:27:03.360317] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:27:03.484265] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:27:03.484626] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:27:03.484667] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:27:03.484695] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:27:03.489099] [DEBUG] [FORECASTER] MRVI: Forecast T+1@11:T+2@11: UP (p=90.61%)
[2025-12-22T20:27:03.489504] [INFO ] [FORECASTER] Completed predict_future for MRVI
[2025-12-22T20:27:03.489680] [INFO ] [sig       ] MRVI: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:27:03.632681] [INFO ] [LOCAL     ] Saved forecast: MRVI	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/MRVI.txt
[2025-12-22T20:27:03.632867] [INFO ] [sig       ] [2120/3560] Completed MRVI in 0.3s | 2.95 sym/s | Total: 12.0m | ETA: 8.1m
[2025-12-22T20:27:03.632908] [INFO ] [sig       ] [2121/3560] Forecasting MRVL...
[2025-12-22T20:27:03.632937] [INFO ] [sig       ] Generating forecast for: MRVL
[2025-12-22T20:27:03.632969] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRVL' from 'https://tdm.silogroup.org/data/derivative_storage/MRVL.csv'.
[2025-12-22T20:27:03.643777] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRVL'.
[2025-12-22T20:27:03.644137] [INFO ] [FORECASTER] Starting predict_future for MRVL
[2025-12-22T20:27:03.644972] [DEBUG] [LOCAL     ] No optimal features file found for MRVL: ./output/feature-sets/MRVL.txt
[2025-12-22T20:27:03.645027] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:27:03.645061] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:27:03.645090] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:27:03.645148] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:27:03.719368] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:27:03.720326] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:27:03.720406] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:27:03.720440] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:27:03.836349] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:27:03.836502] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:27:03.836542] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:27:03.836588] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:27:03.839947] [DEBUG] [FORECASTER] MRVL: Forecast T+1@11:T+2@11: UP (p=58.17%)
[2025-12-22T20:27:03.840221] [INFO ] [FORECASTER] Completed predict_future for MRVL
[2025-12-22T20:27:03.840348] [INFO ] [sig       ] MRVL: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:27:03.979854] [INFO ] [LOCAL     ] Saved forecast: MRVL	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/MRVL.txt
[2025-12-22T20:27:03.979998] [INFO ] [sig       ] [2121/3560] Completed MRVL in 0.3s | 2.95 sym/s | Total: 12.0m | ETA: 8.1m
[2025-12-22T20:27:03.980038] [INFO ] [sig       ] [2122/3560] Forecasting MRX...
[2025-12-22T20:27:03.980068] [INFO ] [sig       ] Generating forecast for: MRX
[2025-12-22T20:27:03.980101] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRX' from 'https://tdm.silogroup.org/data/derivative_storage/MRX.csv'.
[2025-12-22T20:27:03.991158] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRX'.
[2025-12-22T20:27:03.991700] [INFO ] [FORECASTER] Starting predict_future for MRX
[2025-12-22T20:27:03.992692] [DEBUG] [LOCAL     ] No optimal features file found for MRX: ./output/feature-sets/MRX.txt
[2025-12-22T20:27:03.992747] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:27:03.992782] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:27:03.992810] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:27:03.992867] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:27:04.051803] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:27:04.052602] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:27:04.052684] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:27:04.052722] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:27:04.168610] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:27:04.168768] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:27:04.168809] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:27:04.168840] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:27:04.172265] [DEBUG] [FORECASTER] MRX: Forecast T+1@11:T+2@11: DOWN (p=41.74%)
[2025-12-22T20:27:04.172537] [INFO ] [FORECASTER] Completed predict_future for MRX
[2025-12-22T20:27:04.172683] [INFO ] [sig       ] MRX: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:27:04.311479] [INFO ] [LOCAL     ] Saved forecast: MRX	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/MRX.txt
[2025-12-22T20:27:04.311647] [INFO ] [sig       ] [2122/3560] Completed MRX in 0.3s | 2.95 sym/s | Total: 12.0m | ETA: 8.1m
[2025-12-22T20:27:04.311688] [INFO ] [sig       ] [2123/3560] Forecasting MS...
[2025-12-22T20:27:04.311718] [INFO ] [sig       ] Generating forecast for: MS
[2025-12-22T20:27:04.311748] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MS' from 'https://tdm.silogroup.org/data/derivative_storage/MS.csv'.
[2025-12-22T20:27:04.323305] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MS'.
[2025-12-22T20:27:04.323638] [INFO ] [FORECASTER] Starting predict_future for MS
[2025-12-22T20:27:04.324392] [DEBUG] [LOCAL     ] No optimal features file found for MS: ./output/feature-sets/MS.txt
[2025-12-22T20:27:04.324443] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:27:04.324492] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:27:04.324520] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:27:04.324601] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:27:04.381595] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:27:04.382428] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:27:04.382508] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:27:04.382542] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:27:04.519498] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:27:04.519665] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:27:04.519710] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:27:04.519740] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:27:04.523147] [DEBUG] [FORECASTER] MS: Forecast T+1@11:T+2@11: UP (p=84.52%)
[2025-12-22T20:27:04.523435] [INFO ] [FORECASTER] Completed predict_future for MS
[2025-12-22T20:27:04.523565] [INFO ] [sig       ] MS: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:27:04.663390] [INFO ] [LOCAL     ] Saved forecast: MS	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/MS.txt
[2025-12-22T20:27:04.663547] [INFO ] [sig       ] [2123/3560] Completed MS in 0.4s | 2.95 sym/s | Total: 12.0m | ETA: 8.1m
[2025-12-22T20:27:04.663625] [INFO ] [sig       ] [2124/3560] Forecasting MSA...
[2025-12-22T20:27:04.663656] [INFO ] [sig       ] Generating forecast for: MSA
[2025-12-22T20:27:04.663687] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSA' from 'https://tdm.silogroup.org/data/derivative_storage/MSA.csv'.
[2025-12-22T20:27:04.675150] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSA'.
[2025-12-22T20:27:04.675539] [INFO ] [FORECASTER] Starting predict_future for MSA
[2025-12-22T20:27:04.676335] [DEBUG] [LOCAL     ] No optimal features file found for MSA: ./output/feature-sets/MSA.txt
[2025-12-22T20:27:04.676388] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:27:04.676453] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:27:04.676483] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:27:04.676540] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:27:04.735184] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:27:04.736038] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:27:04.736127] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:27:04.736161] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:27:04.857051] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:27:04.857207] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:27:04.857248] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:27:04.857286] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:27:04.860743] [DEBUG] [FORECASTER] MSA: Forecast T+1@11:T+2@11: DOWN (p=9.14%)
[2025-12-22T20:27:04.861022] [INFO ] [FORECASTER] Completed predict_future for MSA
[2025-12-22T20:27:04.861148] [INFO ] [sig       ] MSA: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:27:05.001149] [INFO ] [LOCAL     ] Saved forecast: MSA	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/MSA.txt
[2025-12-22T20:27:05.001300] [INFO ] [sig       ] [2124/3560] Completed MSA in 0.3s | 2.95 sym/s | Total: 12.0m | ETA: 8.1m
[2025-12-22T20:27:05.001340] [INFO ] [sig       ] [2125/3560] Forecasting MSB...
[2025-12-22T20:27:05.001370] [INFO ] [sig       ] Generating forecast for: MSB
[2025-12-22T20:27:05.001399] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSB' from 'https://tdm.silogroup.org/data/derivative_storage/MSB.csv'.
[2025-12-22T20:27:05.012969] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSB'.
[2025-12-22T20:27:05.013353] [INFO ] [FORECASTER] Starting predict_future for MSB
[2025-12-22T20:27:05.014164] [DEBUG] [LOCAL     ] No optimal features file found for MSB: ./output/feature-sets/MSB.txt
[2025-12-22T20:27:05.014217] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:27:05.014251] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:27:05.014278] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:27:05.014346] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:27:05.072037] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:27:05.072889] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:27:05.072974] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:27:05.073008] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:27:05.197419] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:27:05.197596] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:27:05.197640] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:27:05.197670] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:27:05.201674] [DEBUG] [FORECASTER] MSB: Forecast T+1@11:T+2@11: DOWN (p=6.85%)
[2025-12-22T20:27:05.202118] [INFO ] [FORECASTER] Completed predict_future for MSB
[2025-12-22T20:27:05.202271] [INFO ] [sig       ] MSB: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:27:05.345861] [INFO ] [LOCAL     ] Saved forecast: MSB	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/MSB.txt
[2025-12-22T20:27:05.346029] [INFO ] [sig       ] [2125/3560] Completed MSB in 0.3s | 2.95 sym/s | Total: 12.0m | ETA: 8.1m
[2025-12-22T20:27:05.346076] [INFO ] [sig       ] [2126/3560] Forecasting MSBI...
[2025-12-22T20:27:05.346106] [INFO ] [sig       ] Generating forecast for: MSBI
[2025-12-22T20:27:05.346136] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSBI' from 'https://tdm.silogroup.org/data/derivative_storage/MSBI.csv'.
[2025-12-22T20:27:05.357712] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSBI'.
[2025-12-22T20:27:05.358107] [INFO ] [FORECASTER] Starting predict_future for MSBI
[2025-12-22T20:27:05.358941] [DEBUG] [LOCAL     ] No optimal features file found for MSBI: ./output/feature-sets/MSBI.txt
[2025-12-22T20:27:05.358994] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:27:05.359055] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:27:05.359086] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:27:05.359147] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:27:05.416287] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:27:05.417091] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:27:05.417172] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:27:05.417205] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:27:05.539326] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:27:05.539476] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:27:05.539515] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:27:05.539544] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:27:05.543028] [DEBUG] [FORECASTER] MSBI: Forecast T+1@11:T+2@11: DOWN (p=5.04%)
[2025-12-22T20:27:05.543301] [INFO ] [FORECASTER] Completed predict_future for MSBI
[2025-12-22T20:27:05.543424] [INFO ] [sig       ] MSBI: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:27:05.679677] [INFO ] [LOCAL     ] Saved forecast: MSBI	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/MSBI.txt
[2025-12-22T20:27:05.679810] [INFO ] [sig       ] [2126/3560] Completed MSBI in 0.3s | 2.95 sym/s | Total: 12.0m | ETA: 8.1m
[2025-12-22T20:27:05.679849] [INFO ] [sig       ] [2127/3560] Forecasting MSCI...
[2025-12-22T20:27:05.679884] [INFO ] [sig       ] Generating forecast for: MSCI
[2025-12-22T20:27:05.679917] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSCI' from 'https://tdm.silogroup.org/data/derivative_storage/MSCI.csv'.
[2025-12-22T20:27:05.691150] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSCI'.
[2025-12-22T20:27:05.691484] [INFO ] [FORECASTER] Starting predict_future for MSCI
[2025-12-22T20:27:05.692255] [DEBUG] [LOCAL     ] No optimal features file found for MSCI: ./output/feature-sets/MSCI.txt
[2025-12-22T20:27:05.692307] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:27:05.692338] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:27:05.692365] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:27:05.692426] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:27:05.750003] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:27:05.750868] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:27:05.750952] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:27:05.750986] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:27:05.873959] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:27:05.874107] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:27:05.874146] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:27:05.874214] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:27:05.877533] [DEBUG] [FORECASTER] MSCI: Forecast T+1@11:T+2@11: UP (p=87.50%)
[2025-12-22T20:27:05.877815] [INFO ] [FORECASTER] Completed predict_future for MSCI
[2025-12-22T20:27:05.877937] [INFO ] [sig       ] MSCI: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:27:06.018220] [INFO ] [LOCAL     ] Saved forecast: MSCI	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/MSCI.txt
[2025-12-22T20:27:06.018400] [INFO ] [sig       ] [2127/3560] Completed MSCI in 0.3s | 2.95 sym/s | Total: 12.0m | ETA: 8.1m
[2025-12-22T20:27:06.018452] [INFO ] [sig       ] [2128/3560] Forecasting MSD...
[2025-12-22T20:27:06.018490] [INFO ] [sig       ] Generating forecast for: MSD
[2025-12-22T20:27:06.018532] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSD' from 'https://tdm.silogroup.org/data/derivative_storage/MSD.csv'.
[2025-12-22T20:27:06.029665] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSD'.
[2025-12-22T20:27:06.029998] [INFO ] [FORECASTER] Starting predict_future for MSD
[2025-12-22T20:27:06.030790] [DEBUG] [LOCAL     ] No optimal features file found for MSD: ./output/feature-sets/MSD.txt
[2025-12-22T20:27:06.030843] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:27:06.030877] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:27:06.030905] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:27:06.030963] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:27:06.089590] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:27:06.090306] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:27:06.090386] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:27:06.090419] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:27:06.210801] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:27:06.210956] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:27:06.210998] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:27:06.211027] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:27:06.214457] [DEBUG] [FORECASTER] MSD: Forecast T+1@11:T+2@11: UP (p=56.92%)
[2025-12-22T20:27:06.214760] [INFO ] [FORECASTER] Completed predict_future for MSD
[2025-12-22T20:27:06.214890] [INFO ] [sig       ] MSD: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:27:06.355368] [INFO ] [LOCAL     ] Saved forecast: MSD	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/MSD.txt
[2025-12-22T20:27:06.355560] [INFO ] [sig       ] [2128/3560] Completed MSD in 0.3s | 2.95 sym/s | Total: 12.0m | ETA: 8.1m
[2025-12-22T20:27:06.355649] [INFO ] [sig       ] [2129/3560] Forecasting MSEX...
[2025-12-22T20:27:06.355695] [INFO ] [sig       ] Generating forecast for: MSEX
[2025-12-22T20:27:06.355730] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSEX' from 'https://tdm.silogroup.org/data/derivative_storage/MSEX.csv'.
[2025-12-22T20:27:06.368460] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSEX'.
[2025-12-22T20:27:06.368945] [INFO ] [FORECASTER] Starting predict_future for MSEX
[2025-12-22T20:27:06.369806] [DEBUG] [LOCAL     ] No optimal features file found for MSEX: ./output/feature-sets/MSEX.txt
[2025-12-22T20:27:06.369867] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:27:06.369902] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:27:06.369931] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:27:06.369989] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:27:06.438106] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:27:06.439208] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:27:06.439308] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:27:06.439347] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:27:06.560820] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:27:06.560975] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:27:06.561016] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:27:06.561046] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:27:06.564465] [DEBUG] [FORECASTER] MSEX: Forecast T+1@11:T+2@11: UP (p=97.91%)
[2025-12-22T20:27:06.564772] [INFO ] [FORECASTER] Completed predict_future for MSEX
[2025-12-22T20:27:06.564901] [INFO ] [sig       ] MSEX: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:27:06.704403] [INFO ] [LOCAL     ] Saved forecast: MSEX	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/MSEX.txt
[2025-12-22T20:27:06.704559] [INFO ] [sig       ] [2129/3560] Completed MSEX in 0.3s | 2.95 sym/s | Total: 12.0m | ETA: 8.1m
[2025-12-22T20:27:06.704617] [INFO ] [sig       ] [2130/3560] Forecasting MSFD...
[2025-12-22T20:27:06.704647] [INFO ] [sig       ] Generating forecast for: MSFD
[2025-12-22T20:27:06.704679] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSFD' from 'https://tdm.silogroup.org/data/derivative_storage/MSFD.csv'.
[2025-12-22T20:27:06.716032] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSFD'.
[2025-12-22T20:27:06.716421] [INFO ] [FORECASTER] Starting predict_future for MSFD
[2025-12-22T20:27:06.717213] [DEBUG] [LOCAL     ] No optimal features file found for MSFD: ./output/feature-sets/MSFD.txt
[2025-12-22T20:27:06.717267] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:27:06.717301] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:27:06.717330] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:27:06.717388] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:27:06.773434] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:27:06.774118] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:27:06.774195] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:27:06.774227] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:27:06.898802] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:27:06.898975] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:27:06.899033] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:27:06.899085] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:27:06.902747] [DEBUG] [FORECASTER] MSFD: Forecast T+1@11:T+2@11: DOWN (p=4.50%)
[2025-12-22T20:27:06.903027] [INFO ] [FORECASTER] Completed predict_future for MSFD
[2025-12-22T20:27:06.903157] [INFO ] [sig       ] MSFD: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:27:07.041814] [INFO ] [LOCAL     ] Saved forecast: MSFD	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/MSFD.txt
[2025-12-22T20:27:07.041954] [INFO ] [sig       ] [2130/3560] Completed MSFD in 0.3s | 2.95 sym/s | Total: 12.1m | ETA: 8.1m
[2025-12-22T20:27:07.041994] [INFO ] [sig       ] [2131/3560] Forecasting MSFL...
[2025-12-22T20:27:07.042022] [INFO ] [sig       ] Generating forecast for: MSFL
[2025-12-22T20:27:07.042053] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSFL' from 'https://tdm.silogroup.org/data/derivative_storage/MSFL.csv'.
[2025-12-22T20:27:07.053138] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSFL'.
[2025-12-22T20:27:07.053454] [INFO ] [FORECASTER] Starting predict_future for MSFL
[2025-12-22T20:27:07.054250] [DEBUG] [LOCAL     ] No optimal features file found for MSFL: ./output/feature-sets/MSFL.txt
[2025-12-22T20:27:07.054302] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:27:07.054334] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:27:07.054365] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:27:07.054424] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:27:07.112301] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:27:07.113049] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:27:07.113127] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:27:07.113161] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:27:07.236229] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:27:07.236378] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:27:07.236417] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:27:07.236445] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:27:07.239796] [DEBUG] [FORECASTER] MSFL: Forecast T+1@11:T+2@11: DOWN (p=30.52%)
[2025-12-22T20:27:07.240067] [INFO ] [FORECASTER] Completed predict_future for MSFL
[2025-12-22T20:27:07.240190] [INFO ] [sig       ] MSFL: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:27:07.376364] [INFO ] [LOCAL     ] Saved forecast: MSFL	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/MSFL.txt
[2025-12-22T20:27:07.376501] [INFO ] [sig       ] [2131/3560] Completed MSFL in 0.3s | 2.95 sym/s | Total: 12.1m | ETA: 8.1m
[2025-12-22T20:27:07.376540] [INFO ] [sig       ] [2132/3560] Forecasting MSGE...
[2025-12-22T20:27:07.376585] [INFO ] [sig       ] Generating forecast for: MSGE
[2025-12-22T20:27:07.376618] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSGE' from 'https://tdm.silogroup.org/data/derivative_storage/MSGE.csv'.
[2025-12-22T20:27:07.388357] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSGE'.
[2025-12-22T20:27:07.388696] [INFO ] [FORECASTER] Starting predict_future for MSGE
[2025-12-22T20:27:07.389484] [DEBUG] [LOCAL     ] No optimal features file found for MSGE: ./output/feature-sets/MSGE.txt
[2025-12-22T20:27:07.389538] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:27:07.389591] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:27:07.389624] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:27:07.389682] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:27:07.448234] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:27:07.449051] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:27:07.449135] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:27:07.449187] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:27:07.571264] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:27:07.571418] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:27:07.571460] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:27:07.571490] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:27:07.574875] [DEBUG] [FORECASTER] MSGE: Forecast T+1@11:T+2@11: DOWN (p=47.51%)
[2025-12-22T20:27:07.575144] [INFO ] [FORECASTER] Completed predict_future for MSGE
[2025-12-22T20:27:07.575269] [INFO ] [sig       ] MSGE: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:27:07.710695] [INFO ] [LOCAL     ] Saved forecast: MSGE	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/MSGE.txt
[2025-12-22T20:27:07.710825] [INFO ] [sig       ] [2132/3560] Completed MSGE in 0.3s | 2.95 sym/s | Total: 12.1m | ETA: 8.1m
[2025-12-22T20:27:07.710865] [INFO ] [sig       ] [2133/3560] Forecasting MSGM...
[2025-12-22T20:27:07.710894] [INFO ] [sig       ] Generating forecast for: MSGM
[2025-12-22T20:27:07.710923] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSGM' from 'https://tdm.silogroup.org/data/derivative_storage/MSGM.csv'.
[2025-12-22T20:27:07.723121] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSGM'.
[2025-12-22T20:27:07.723493] [INFO ] [FORECASTER] Starting predict_future for MSGM
[2025-12-22T20:27:07.724347] [DEBUG] [LOCAL     ] No optimal features file found for MSGM: ./output/feature-sets/MSGM.txt
[2025-12-22T20:27:07.724401] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:27:07.724436] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:27:07.724642] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:27:07.724705] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:27:07.784533] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:27:07.785173] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:27:07.785251] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:27:07.785283] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:27:07.897539] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:27:07.897668] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:27:07.897706] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:27:07.897733] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:27:07.901045] [DEBUG] [FORECASTER] MSGM: Forecast T+1@11:T+2@11: DOWN (p=28.38%)
[2025-12-22T20:27:07.901311] [INFO ] [FORECASTER] Completed predict_future for MSGM
[2025-12-22T20:27:07.901434] [INFO ] [sig       ] MSGM: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:27:08.035630] [INFO ] [LOCAL     ] Saved forecast: MSGM	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/MSGM.txt
[2025-12-22T20:27:08.035754] [INFO ] [sig       ] [2133/3560] Completed MSGM in 0.3s | 2.95 sym/s | Total: 12.1m | ETA: 8.1m
[2025-12-22T20:27:08.035792] [INFO ] [sig       ] [2134/3560] Forecasting MSGS...
[2025-12-22T20:27:08.035821] [INFO ] [sig       ] Generating forecast for: MSGS
[2025-12-22T20:27:08.035850] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSGS' from 'https://tdm.silogroup.org/data/derivative_storage/MSGS.csv'.
[2025-12-22T20:27:08.047920] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSGS'.
[2025-12-22T20:27:08.048232] [INFO ] [FORECASTER] Starting predict_future for MSGS
[2025-12-22T20:27:08.049125] [DEBUG] [LOCAL     ] No optimal features file found for MSGS: ./output/feature-sets/MSGS.txt
[2025-12-22T20:27:08.049178] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:27:08.049212] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:27:08.049269] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:27:08.049335] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:27:08.107459] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:27:08.108083] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:27:08.108201] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:27:08.108247] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:27:08.223308] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:27:08.223450] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:27:08.223489] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:27:08.223516] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:27:08.226773] [DEBUG] [FORECASTER] MSGS: Forecast T+1@11:T+2@11: UP (p=97.87%)
[2025-12-22T20:27:08.227035] [INFO ] [FORECASTER] Completed predict_future for MSGS
[2025-12-22T20:27:08.227154] [INFO ] [sig       ] MSGS: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:27:08.363336] [INFO ] [LOCAL     ] Saved forecast: MSGS	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/MSGS.txt
[2025-12-22T20:27:08.363451] [INFO ] [sig       ] [2134/3560] Completed MSGS in 0.3s | 2.95 sym/s | Total: 12.1m | ETA: 8.1m
[2025-12-22T20:27:08.363490] [INFO ] [sig       ] [2135/3560] Forecasting MSI...
[2025-12-22T20:27:08.363519] [INFO ] [sig       ] Generating forecast for: MSI
[2025-12-22T20:27:08.363550] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSI' from 'https://tdm.silogroup.org/data/derivative_storage/MSI.csv'.
[2025-12-22T20:27:08.375457] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSI'.
[2025-12-22T20:27:08.375780] [INFO ] [FORECASTER] Starting predict_future for MSI
[2025-12-22T20:27:08.376761] [DEBUG] [LOCAL     ] No optimal features file found for MSI: ./output/feature-sets/MSI.txt
[2025-12-22T20:27:08.376813] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:27:08.376844] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:27:08.376871] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:27:08.376928] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:27:08.435764] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:27:08.436408] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:27:08.436487] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:27:08.436520] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:27:08.552828] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:27:08.552982] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:27:08.553021] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:27:08.553050] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:27:08.556360] [DEBUG] [FORECASTER] MSI: Forecast T+1@11:T+2@11: DOWN (p=26.73%)
[2025-12-22T20:27:08.556641] [INFO ] [FORECASTER] Completed predict_future for MSI
[2025-12-22T20:27:08.556762] [INFO ] [sig       ] MSI: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:27:08.694812] [INFO ] [LOCAL     ] Saved forecast: MSI	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/MSI.txt
[2025-12-22T20:27:08.694950] [INFO ] [sig       ] [2135/3560] Completed MSI in 0.3s | 2.95 sym/s | Total: 12.1m | ETA: 8.1m
[2025-12-22T20:27:08.694989] [INFO ] [sig       ] [2136/3560] Forecasting MSM...
[2025-12-22T20:27:08.695019] [INFO ] [sig       ] Generating forecast for: MSM
[2025-12-22T20:27:08.695049] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSM' from 'https://tdm.silogroup.org/data/derivative_storage/MSM.csv'.
[2025-12-22T20:27:08.706315] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSM'.
[2025-12-22T20:27:08.706647] [INFO ] [FORECASTER] Starting predict_future for MSM
[2025-12-22T20:27:08.707443] [DEBUG] [LOCAL     ] No optimal features file found for MSM: ./output/feature-sets/MSM.txt
[2025-12-22T20:27:08.707496] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:27:08.707529] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:27:08.707556] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:27:08.707636] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:27:08.765966] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:27:08.766720] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:27:08.766796] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:27:08.766829] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:27:08.881111] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:27:08.881229] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:27:08.881264] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:27:08.881292] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:27:08.884444] [DEBUG] [FORECASTER] MSM: Forecast T+1@11:T+2@11: DOWN (p=7.56%)
[2025-12-22T20:27:08.884722] [INFO ] [FORECASTER] Completed predict_future for MSM
[2025-12-22T20:27:08.884842] [INFO ] [sig       ] MSM: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:27:09.018883] [INFO ] [LOCAL     ] Saved forecast: MSM	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/MSM.txt
[2025-12-22T20:27:09.019093] [INFO ] [sig       ] [2136/3560] Completed MSM in 0.3s | 2.95 sym/s | Total: 12.1m | ETA: 8.1m
[2025-12-22T20:27:09.019150] [INFO ] [sig       ] [2137/3560] Forecasting MSTX...
[2025-12-22T20:27:09.019193] [INFO ] [sig       ] Generating forecast for: MSTX
[2025-12-22T20:27:09.019227] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSTX' from 'https://tdm.silogroup.org/data/derivative_storage/MSTX.csv'.
[2025-12-22T20:27:09.030699] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSTX'.
[2025-12-22T20:27:09.030993] [INFO ] [FORECASTER] Starting predict_future for MSTX
[2025-12-22T20:27:09.031800] [DEBUG] [LOCAL     ] No optimal features file found for MSTX: ./output/feature-sets/MSTX.txt
[2025-12-22T20:27:09.031852] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:27:09.031886] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:27:09.031914] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:27:09.031971] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:27:09.090134] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:27:09.090974] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:27:09.091053] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:27:09.091087] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:27:09.212221] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:27:09.212372] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:27:09.212409] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:27:09.212440] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:27:09.215707] [DEBUG] [FORECASTER] MSTX: Forecast T+1@11:T+2@11: UP (p=88.12%)
[2025-12-22T20:27:09.215966] [INFO ] [FORECASTER] Completed predict_future for MSTX
[2025-12-22T20:27:09.216084] [INFO ] [sig       ] MSTX: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:27:09.353266] [INFO ] [LOCAL     ] Saved forecast: MSTX	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/MSTX.txt
[2025-12-22T20:27:09.353455] [INFO ] [sig       ] [2137/3560] Completed MSTX in 0.3s | 2.95 sym/s | Total: 12.1m | ETA: 8.0m
[2025-12-22T20:27:09.353512] [INFO ] [sig       ] [2138/3560] Forecasting MTB...
[2025-12-22T20:27:09.353553] [INFO ] [sig       ] Generating forecast for: MTB
[2025-12-22T20:27:09.353644] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTB' from 'https://tdm.silogroup.org/data/derivative_storage/MTB.csv'.
[2025-12-22T20:27:09.365227] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTB'.
[2025-12-22T20:27:09.365520] [INFO ] [FORECASTER] Starting predict_future for MTB
[2025-12-22T20:27:09.366321] [DEBUG] [LOCAL     ] No optimal features file found for MTB: ./output/feature-sets/MTB.txt
[2025-12-22T20:27:09.366375] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:27:09.366408] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:27:09.366435] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:27:09.366492] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:27:09.425099] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:27:09.425776] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:27:09.425852] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:27:09.425885] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:27:09.547170] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:27:09.547328] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:27:09.547367] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:27:09.547395] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:27:09.550760] [DEBUG] [FORECASTER] MTB: Forecast T+1@11:T+2@11: UP (p=61.34%)
[2025-12-22T20:27:09.551024] [INFO ] [FORECASTER] Completed predict_future for MTB
[2025-12-22T20:27:09.551141] [INFO ] [sig       ] MTB: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:27:09.688310] [INFO ] [LOCAL     ] Saved forecast: MTB	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/MTB.txt
[2025-12-22T20:27:09.688465] [INFO ] [sig       ] [2138/3560] Completed MTB in 0.3s | 2.95 sym/s | Total: 12.1m | ETA: 8.0m
[2025-12-22T20:27:09.688504] [INFO ] [sig       ] [2139/3560] Forecasting MTCH...
[2025-12-22T20:27:09.688534] [INFO ] [sig       ] Generating forecast for: MTCH
[2025-12-22T20:27:09.688565] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTCH' from 'https://tdm.silogroup.org/data/derivative_storage/MTCH.csv'.
[2025-12-22T20:27:09.700870] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTCH'.
[2025-12-22T20:27:09.701272] [INFO ] [FORECASTER] Starting predict_future for MTCH
[2025-12-22T20:27:09.702137] [DEBUG] [LOCAL     ] No optimal features file found for MTCH: ./output/feature-sets/MTCH.txt
[2025-12-22T20:27:09.702190] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:27:09.702223] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:27:09.702251] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:27:09.702308] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:27:09.760216] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:27:09.760907] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:27:09.760985] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:27:09.761018] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:27:09.880293] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:27:09.880433] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:27:09.880470] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:27:09.880497] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:27:09.883760] [DEBUG] [FORECASTER] MTCH: Forecast T+1@11:T+2@11: UP (p=74.85%)
[2025-12-22T20:27:09.884021] [INFO ] [FORECASTER] Completed predict_future for MTCH
[2025-12-22T20:27:09.884139] [INFO ] [sig       ] MTCH: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:27:10.018259] [INFO ] [LOCAL     ] Saved forecast: MTCH	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/MTCH.txt
[2025-12-22T20:27:10.018421] [INFO ] [sig       ] [2139/3560] Completed MTCH in 0.3s | 2.95 sym/s | Total: 12.1m | ETA: 8.0m
[2025-12-22T20:27:10.018460] [INFO ] [sig       ] [2140/3560] Forecasting MTD...
[2025-12-22T20:27:10.018490] [INFO ] [sig       ] Generating forecast for: MTD
[2025-12-22T20:27:10.018520] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTD' from 'https://tdm.silogroup.org/data/derivative_storage/MTD.csv'.
[2025-12-22T20:27:10.029928] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTD'.
[2025-12-22T20:27:10.030273] [INFO ] [FORECASTER] Starting predict_future for MTD
[2025-12-22T20:27:10.031157] [DEBUG] [LOCAL     ] No optimal features file found for MTD: ./output/feature-sets/MTD.txt
[2025-12-22T20:27:10.031210] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:27:10.031243] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:27:10.031271] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:27:10.031327] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:27:10.089005] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:27:10.089656] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:27:10.089733] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:27:10.089766] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:27:10.214933] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:27:10.215059] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:27:10.215104] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:27:10.215134] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:27:10.218502] [DEBUG] [FORECASTER] MTD: Forecast T+1@11:T+2@11: UP (p=73.26%)
[2025-12-22T20:27:10.218780] [INFO ] [FORECASTER] Completed predict_future for MTD
[2025-12-22T20:27:10.218903] [INFO ] [sig       ] MTD: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:27:10.356832] [INFO ] [LOCAL     ] Saved forecast: MTD	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/MTD.txt
[2025-12-22T20:27:10.356964] [INFO ] [sig       ] [2140/3560] Completed MTD in 0.3s | 2.95 sym/s | Total: 12.1m | ETA: 8.0m
[2025-12-22T20:27:10.357004] [INFO ] [sig       ] [2141/3560] Forecasting MTG...
[2025-12-22T20:27:10.357035] [INFO ] [sig       ] Generating forecast for: MTG
[2025-12-22T20:27:10.357065] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTG' from 'https://tdm.silogroup.org/data/derivative_storage/MTG.csv'.
[2025-12-22T20:27:10.369103] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTG'.
[2025-12-22T20:27:10.369422] [INFO ] [FORECASTER] Starting predict_future for MTG
[2025-12-22T20:27:10.370355] [DEBUG] [LOCAL     ] No optimal features file found for MTG: ./output/feature-sets/MTG.txt
[2025-12-22T20:27:10.370407] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:27:10.370465] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:27:10.370492] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:27:10.370559] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:27:10.430336] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:27:10.431036] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:27:10.431113] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:27:10.431146] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:27:10.548497] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:27:10.548650] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:27:10.548690] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:27:10.548718] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:27:10.551983] [DEBUG] [FORECASTER] MTG: Forecast T+1@11:T+2@11: UP (p=56.23%)
[2025-12-22T20:27:10.552263] [INFO ] [FORECASTER] Completed predict_future for MTG
[2025-12-22T20:27:10.552387] [INFO ] [sig       ] MTG: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:27:10.687351] [INFO ] [LOCAL     ] Saved forecast: MTG	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/MTG.txt
[2025-12-22T20:27:10.687468] [INFO ] [sig       ] [2141/3560] Completed MTG in 0.3s | 2.95 sym/s | Total: 12.1m | ETA: 8.0m
[2025-12-22T20:27:10.687506] [INFO ] [sig       ] [2142/3560] Forecasting MTH...
[2025-12-22T20:27:10.687535] [INFO ] [sig       ] Generating forecast for: MTH
[2025-12-22T20:27:10.687565] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTH' from 'https://tdm.silogroup.org/data/derivative_storage/MTH.csv'.
[2025-12-22T20:27:10.698787] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTH'.
[2025-12-22T20:27:10.699172] [INFO ] [FORECASTER] Starting predict_future for MTH
[2025-12-22T20:27:10.700000] [DEBUG] [LOCAL     ] No optimal features file found for MTH: ./output/feature-sets/MTH.txt
[2025-12-22T20:27:10.700052] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:27:10.700084] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:27:10.700109] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:27:10.700163] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:27:10.756069] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:27:10.756849] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:27:10.756930] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:27:10.756962] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:27:10.876152] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:27:10.876310] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:27:10.876350] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:27:10.876381] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:27:10.879821] [DEBUG] [FORECASTER] MTH: Forecast T+1@11:T+2@11: UP (p=90.79%)
[2025-12-22T20:27:10.880084] [INFO ] [FORECASTER] Completed predict_future for MTH
[2025-12-22T20:27:10.880204] [INFO ] [sig       ] MTH: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:27:11.016358] [INFO ] [LOCAL     ] Saved forecast: MTH	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/MTH.txt
[2025-12-22T20:27:11.016491] [INFO ] [sig       ] [2142/3560] Completed MTH in 0.3s | 2.95 sym/s | Total: 12.1m | ETA: 8.0m
[2025-12-22T20:27:11.016529] [INFO ] [sig       ] [2143/3560] Forecasting MTLS...
[2025-12-22T20:27:11.016559] [INFO ] [sig       ] Generating forecast for: MTLS
[2025-12-22T20:27:11.016608] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTLS' from 'https://tdm.silogroup.org/data/derivative_storage/MTLS.csv'.
[2025-12-22T20:27:11.027238] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTLS'.
[2025-12-22T20:27:11.027555] [INFO ] [FORECASTER] Starting predict_future for MTLS
[2025-12-22T20:27:11.028350] [DEBUG] [LOCAL     ] No optimal features file found for MTLS: ./output/feature-sets/MTLS.txt
[2025-12-22T20:27:11.028413] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:27:11.028453] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:27:11.028493] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:27:11.028559] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:27:11.085244] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:27:11.086184] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:27:11.086267] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:27:11.086299] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:27:11.202025] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:27:11.202225] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:27:11.202267] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:27:11.202295] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:27:11.205707] [DEBUG] [FORECASTER] MTLS: Forecast T+1@11:T+2@11: DOWN (p=18.01%)
[2025-12-22T20:27:11.205975] [INFO ] [FORECASTER] Completed predict_future for MTLS
[2025-12-22T20:27:11.206096] [INFO ] [sig       ] MTLS: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:27:11.341287] [INFO ] [LOCAL     ] Saved forecast: MTLS	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/MTLS.txt
[2025-12-22T20:27:11.341440] [INFO ] [sig       ] [2143/3560] Completed MTLS in 0.3s | 2.95 sym/s | Total: 12.1m | ETA: 8.0m
[2025-12-22T20:27:11.341480] [INFO ] [sig       ] [2144/3560] Forecasting MTN...
[2025-12-22T20:27:11.341509] [INFO ] [sig       ] Generating forecast for: MTN
[2025-12-22T20:27:11.341540] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTN' from 'https://tdm.silogroup.org/data/derivative_storage/MTN.csv'.
[2025-12-22T20:27:11.353170] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTN'.
[2025-12-22T20:27:11.353498] [INFO ] [FORECASTER] Starting predict_future for MTN
[2025-12-22T20:27:11.354273] [DEBUG] [LOCAL     ] No optimal features file found for MTN: ./output/feature-sets/MTN.txt
[2025-12-22T20:27:11.354324] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:27:11.354356] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:27:11.354382] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:27:11.354437] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:27:11.410629] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:27:11.411228] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:27:11.411303] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:27:11.411334] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:27:11.528609] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:27:11.528765] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:27:11.528805] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:27:11.528866] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:27:11.532188] [DEBUG] [FORECASTER] MTN: Forecast T+1@11:T+2@11: DOWN (p=31.55%)
[2025-12-22T20:27:11.532455] [INFO ] [FORECASTER] Completed predict_future for MTN
[2025-12-22T20:27:11.532593] [INFO ] [sig       ] MTN: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:27:11.666188] [INFO ] [LOCAL     ] Saved forecast: MTN	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/MTN.txt
[2025-12-22T20:27:11.666308] [INFO ] [sig       ] [2144/3560] Completed MTN in 0.3s | 2.95 sym/s | Total: 12.1m | ETA: 8.0m
[2025-12-22T20:27:11.666345] [INFO ] [sig       ] [2145/3560] Forecasting MTRN...
[2025-12-22T20:27:11.666375] [INFO ] [sig       ] Generating forecast for: MTRN
[2025-12-22T20:27:11.666404] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTRN' from 'https://tdm.silogroup.org/data/derivative_storage/MTRN.csv'.
[2025-12-22T20:27:11.677309] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTRN'.
[2025-12-22T20:27:11.677625] [INFO ] [FORECASTER] Starting predict_future for MTRN
[2025-12-22T20:27:11.678367] [DEBUG] [LOCAL     ] No optimal features file found for MTRN: ./output/feature-sets/MTRN.txt
[2025-12-22T20:27:11.678417] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:27:11.678449] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:27:11.678475] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:27:11.678531] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:27:11.735038] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:27:11.735628] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:27:11.735702] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:27:11.735732] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:27:11.856339] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:27:11.856489] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:27:11.856526] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:27:11.856554] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:27:11.859869] [DEBUG] [FORECASTER] MTRN: Forecast T+1@11:T+2@11: DOWN (p=11.26%)
[2025-12-22T20:27:11.860127] [INFO ] [FORECASTER] Completed predict_future for MTRN
[2025-12-22T20:27:11.860245] [INFO ] [sig       ] MTRN: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:27:11.995251] [INFO ] [LOCAL     ] Saved forecast: MTRN	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/MTRN.txt
[2025-12-22T20:27:11.995379] [INFO ] [sig       ] [2145/3560] Completed MTRN in 0.3s | 2.95 sym/s | Total: 12.1m | ETA: 8.0m
[2025-12-22T20:27:11.995417] [INFO ] [sig       ] [2146/3560] Forecasting MTRX...
[2025-12-22T20:27:11.995447] [INFO ] [sig       ] Generating forecast for: MTRX
[2025-12-22T20:27:11.995477] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTRX' from 'https://tdm.silogroup.org/data/derivative_storage/MTRX.csv'.
[2025-12-22T20:27:12.006270] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTRX'.
[2025-12-22T20:27:12.006554] [INFO ] [FORECASTER] Starting predict_future for MTRX
[2025-12-22T20:27:12.007312] [DEBUG] [LOCAL     ] No optimal features file found for MTRX: ./output/feature-sets/MTRX.txt
[2025-12-22T20:27:12.007363] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:27:12.007395] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:27:12.007421] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:27:12.007478] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:27:12.063388] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:27:12.063990] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:27:12.064063] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:27:12.064096] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:27:12.180256] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:27:12.180415] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:27:12.180454] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:27:12.180483] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:27:12.183854] [DEBUG] [FORECASTER] MTRX: Forecast T+1@11:T+2@11: DOWN (p=13.88%)
[2025-12-22T20:27:12.184136] [INFO ] [FORECASTER] Completed predict_future for MTRX
[2025-12-22T20:27:12.184258] [INFO ] [sig       ] MTRX: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:27:12.323593] [INFO ] [LOCAL     ] Saved forecast: MTRX	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/MTRX.txt
[2025-12-22T20:27:12.323736] [INFO ] [sig       ] [2146/3560] Completed MTRX in 0.3s | 2.95 sym/s | Total: 12.1m | ETA: 8.0m
[2025-12-22T20:27:12.323773] [INFO ] [sig       ] [2147/3560] Forecasting MTSI...
[2025-12-22T20:27:12.323803] [INFO ] [sig       ] Generating forecast for: MTSI
[2025-12-22T20:27:12.323834] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTSI' from 'https://tdm.silogroup.org/data/derivative_storage/MTSI.csv'.
[2025-12-22T20:27:12.334760] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTSI'.
[2025-12-22T20:27:12.335053] [INFO ] [FORECASTER] Starting predict_future for MTSI
[2025-12-22T20:27:12.335831] [DEBUG] [LOCAL     ] No optimal features file found for MTSI: ./output/feature-sets/MTSI.txt
[2025-12-22T20:27:12.335896] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:27:12.335928] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:27:12.335955] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:27:12.336010] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:27:12.392404] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:27:12.393000] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:27:12.393073] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:27:12.393104] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:27:12.511435] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:27:12.511598] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:27:12.511638] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:27:12.511667] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:27:12.514965] [DEBUG] [FORECASTER] MTSI: Forecast T+1@11:T+2@11: UP (p=66.13%)
[2025-12-22T20:27:12.515227] [INFO ] [FORECASTER] Completed predict_future for MTSI
[2025-12-22T20:27:12.515344] [INFO ] [sig       ] MTSI: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:27:12.652966] [INFO ] [LOCAL     ] Saved forecast: MTSI	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/MTSI.txt
[2025-12-22T20:27:12.653097] [INFO ] [sig       ] [2147/3560] Completed MTSI in 0.3s | 2.95 sym/s | Total: 12.1m | ETA: 8.0m
[2025-12-22T20:27:12.653135] [INFO ] [sig       ] [2148/3560] Forecasting MTX...
[2025-12-22T20:27:12.653165] [INFO ] [sig       ] Generating forecast for: MTX
[2025-12-22T20:27:12.653195] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTX' from 'https://tdm.silogroup.org/data/derivative_storage/MTX.csv'.
[2025-12-22T20:27:12.666500] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTX'.
[2025-12-22T20:27:12.667077] [INFO ] [FORECASTER] Starting predict_future for MTX
[2025-12-22T20:27:12.668109] [DEBUG] [LOCAL     ] No optimal features file found for MTX: ./output/feature-sets/MTX.txt
[2025-12-22T20:27:12.668171] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:27:12.668213] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:27:12.668249] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:27:12.668327] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:27:12.734492] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:27:12.735259] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:27:12.735340] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:27:12.735373] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:27:12.881386] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:27:12.881542] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:27:12.881611] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:27:12.881643] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:27:12.885025] [DEBUG] [FORECASTER] MTX: Forecast T+1@11:T+2@11: DOWN (p=45.60%)
[2025-12-22T20:27:12.885296] [INFO ] [FORECASTER] Completed predict_future for MTX
[2025-12-22T20:27:12.885418] [INFO ] [sig       ] MTX: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:27:13.088699] [INFO ] [LOCAL     ] Saved forecast: MTX	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/MTX.txt
[2025-12-22T20:27:13.088926] [INFO ] [sig       ] [2148/3560] Completed MTX in 0.4s | 2.95 sym/s | Total: 12.2m | ETA: 8.0m
[2025-12-22T20:27:13.088981] [INFO ] [sig       ] [2149/3560] Forecasting MTZ...
[2025-12-22T20:27:13.089054] [INFO ] [sig       ] Generating forecast for: MTZ
[2025-12-22T20:27:13.089099] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTZ' from 'https://tdm.silogroup.org/data/derivative_storage/MTZ.csv'.
[2025-12-22T20:27:13.105481] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTZ'.
[2025-12-22T20:27:13.106008] [INFO ] [FORECASTER] Starting predict_future for MTZ
[2025-12-22T20:27:13.107119] [DEBUG] [LOCAL     ] No optimal features file found for MTZ: ./output/feature-sets/MTZ.txt
[2025-12-22T20:27:13.107190] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:27:13.107241] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:27:13.107287] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:27:13.107382] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:27:13.189244] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:27:13.190490] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:27:13.190621] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:27:13.190681] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:27:13.364122] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:27:13.364305] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:27:13.364361] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:27:13.364402] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:27:13.368841] [DEBUG] [FORECASTER] MTZ: Forecast T+1@11:T+2@11: DOWN (p=37.96%)
[2025-12-22T20:27:13.369347] [INFO ] [FORECASTER] Completed predict_future for MTZ
[2025-12-22T20:27:13.369527] [INFO ] [sig       ] MTZ: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:27:13.576102] [INFO ] [LOCAL     ] Saved forecast: MTZ	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/MTZ.txt
[2025-12-22T20:27:13.576330] [INFO ] [sig       ] [2149/3560] Completed MTZ in 0.5s | 2.95 sym/s | Total: 12.2m | ETA: 8.0m
[2025-12-22T20:27:13.576400] [INFO ] [sig       ] [2150/3560] Forecasting MUA...
[2025-12-22T20:27:13.576453] [INFO ] [sig       ] Generating forecast for: MUA
[2025-12-22T20:27:13.576504] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUA' from 'https://tdm.silogroup.org/data/derivative_storage/MUA.csv'.
[2025-12-22T20:27:13.593728] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MUA'.
[2025-12-22T20:27:13.594260] [INFO ] [FORECASTER] Starting predict_future for MUA
[2025-12-22T20:27:13.595465] [DEBUG] [LOCAL     ] No optimal features file found for MUA: ./output/feature-sets/MUA.txt
[2025-12-22T20:27:13.595544] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:27:13.595629] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:27:13.595677] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:27:13.595759] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:27:13.684357] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:27:13.685685] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:27:13.685817] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:27:13.685871] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:27:13.854839] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:27:13.855052] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:27:13.855118] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:27:13.855169] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:27:13.860463] [DEBUG] [FORECASTER] MUA: Forecast T+1@11:T+2@11: DOWN (p=40.66%)
[2025-12-22T20:27:13.860913] [INFO ] [FORECASTER] Completed predict_future for MUA
[2025-12-22T20:27:13.861117] [INFO ] [sig       ] MUA: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:27:14.004969] [INFO ] [LOCAL     ] Saved forecast: MUA	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/MUA.txt
[2025-12-22T20:27:14.005142] [INFO ] [sig       ] [2150/3560] Completed MUA in 0.4s | 2.95 sym/s | Total: 12.2m | ETA: 8.0m
[2025-12-22T20:27:14.005202] [INFO ] [sig       ] [2151/3560] Forecasting MUC...
[2025-12-22T20:27:14.005235] [INFO ] [sig       ] Generating forecast for: MUC
[2025-12-22T20:27:14.005265] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUC' from 'https://tdm.silogroup.org/data/derivative_storage/MUC.csv'.
[2025-12-22T20:27:14.020960] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MUC'.
[2025-12-22T20:27:14.021441] [INFO ] [FORECASTER] Starting predict_future for MUC
[2025-12-22T20:27:14.022597] [DEBUG] [LOCAL     ] No optimal features file found for MUC: ./output/feature-sets/MUC.txt
[2025-12-22T20:27:14.022668] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:27:14.022723] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:27:14.022772] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:27:14.022866] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:27:14.086320] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:27:14.087287] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:27:14.087407] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:27:14.087443] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:27:14.208344] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:27:14.208492] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:27:14.208533] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:27:14.208563] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:27:14.212018] [DEBUG] [FORECASTER] MUC: Forecast T+1@11:T+2@11: UP (p=97.72%)
[2025-12-22T20:27:14.212289] [INFO ] [FORECASTER] Completed predict_future for MUC
[2025-12-22T20:27:14.212432] [INFO ] [sig       ] MUC: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:27:14.350560] [INFO ] [LOCAL     ] Saved forecast: MUC	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/MUC.txt
[2025-12-22T20:27:14.350703] [INFO ] [sig       ] [2151/3560] Completed MUC in 0.3s | 2.95 sym/s | Total: 12.2m | ETA: 8.0m
[2025-12-22T20:27:14.350742] [INFO ] [sig       ] [2152/3560] Forecasting MUE...
[2025-12-22T20:27:14.350772] [INFO ] [sig       ] Generating forecast for: MUE
[2025-12-22T20:27:14.350802] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUE' from 'https://tdm.silogroup.org/data/derivative_storage/MUE.csv'.
[2025-12-22T20:27:14.361338] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MUE'.
[2025-12-22T20:27:14.361679] [INFO ] [FORECASTER] Starting predict_future for MUE
[2025-12-22T20:27:14.362431] [DEBUG] [LOCAL     ] No optimal features file found for MUE: ./output/feature-sets/MUE.txt
[2025-12-22T20:27:14.362482] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:27:14.362515] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:27:14.362541] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:27:14.362614] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:27:14.418372] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:27:14.419009] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:27:14.419102] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:27:14.419135] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:27:14.533747] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:27:14.533884] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:27:14.533923] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:27:14.533951] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:27:14.537218] [DEBUG] [FORECASTER] MUE: Forecast T+1@11:T+2@11: UP (p=52.22%)
[2025-12-22T20:27:14.537487] [INFO ] [FORECASTER] Completed predict_future for MUE
[2025-12-22T20:27:14.537642] [INFO ] [sig       ] MUE: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:27:14.672324] [INFO ] [LOCAL     ] Saved forecast: MUE	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/MUE.txt
[2025-12-22T20:27:14.672445] [INFO ] [sig       ] [2152/3560] Completed MUE in 0.3s | 2.95 sym/s | Total: 12.2m | ETA: 8.0m
[2025-12-22T20:27:14.672483] [INFO ] [sig       ] [2153/3560] Forecasting MUFG...
[2025-12-22T20:27:14.672512] [INFO ] [sig       ] Generating forecast for: MUFG
[2025-12-22T20:27:14.672541] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUFG' from 'https://tdm.silogroup.org/data/derivative_storage/MUFG.csv'.
[2025-12-22T20:27:14.683522] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MUFG'.
[2025-12-22T20:27:14.683863] [INFO ] [FORECASTER] Starting predict_future for MUFG
[2025-12-22T20:27:14.684636] [DEBUG] [LOCAL     ] No optimal features file found for MUFG: ./output/feature-sets/MUFG.txt
[2025-12-22T20:27:14.684688] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:27:14.684720] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:27:14.684747] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:27:14.684802] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:27:14.740483] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:27:14.741099] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:27:14.741173] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:27:14.741206] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:27:14.862038] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:27:14.862186] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:27:14.862225] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:27:14.862253] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:27:14.865888] [DEBUG] [FORECASTER] MUFG: Forecast T+1@11:T+2@11: UP (p=55.12%)
[2025-12-22T20:27:14.866153] [INFO ] [FORECASTER] Completed predict_future for MUFG
[2025-12-22T20:27:14.866273] [INFO ] [sig       ] MUFG: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:27:15.000954] [INFO ] [LOCAL     ] Saved forecast: MUFG	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/MUFG.txt
[2025-12-22T20:27:15.001160] [INFO ] [sig       ] [2153/3560] Completed MUFG in 0.3s | 2.95 sym/s | Total: 12.2m | ETA: 8.0m
[2025-12-22T20:27:15.001200] [INFO ] [sig       ] [2154/3560] Forecasting MUJ...
[2025-12-22T20:27:15.001230] [INFO ] [sig       ] Generating forecast for: MUJ
[2025-12-22T20:27:15.001261] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUJ' from 'https://tdm.silogroup.org/data/derivative_storage/MUJ.csv'.
[2025-12-22T20:27:15.016402] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MUJ'.
[2025-12-22T20:27:15.016937] [INFO ] [FORECASTER] Starting predict_future for MUJ
[2025-12-22T20:27:15.018023] [DEBUG] [LOCAL     ] No optimal features file found for MUJ: ./output/feature-sets/MUJ.txt
[2025-12-22T20:27:15.018087] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:27:15.018132] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:27:15.018170] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:27:15.018251] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:27:15.084189] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:27:15.085156] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:27:15.085247] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:27:15.085283] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:27:15.210236] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:27:15.210394] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:27:15.210438] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:27:15.210489] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:27:15.214386] [DEBUG] [FORECASTER] MUJ: Forecast T+1@11:T+2@11: UP (p=52.10%)
[2025-12-22T20:27:15.214730] [INFO ] [FORECASTER] Completed predict_future for MUJ
[2025-12-22T20:27:15.214875] [INFO ] [sig       ] MUJ: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:27:15.361830] [INFO ] [LOCAL     ] Saved forecast: MUJ	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/MUJ.txt
[2025-12-22T20:27:15.362022] [INFO ] [sig       ] [2154/3560] Completed MUJ in 0.4s | 2.95 sym/s | Total: 12.2m | ETA: 8.0m
[2025-12-22T20:27:15.362062] [INFO ] [sig       ] [2155/3560] Forecasting MUSA...
[2025-12-22T20:27:15.362092] [INFO ] [sig       ] Generating forecast for: MUSA
[2025-12-22T20:27:15.362123] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUSA' from 'https://tdm.silogroup.org/data/derivative_storage/MUSA.csv'.
[2025-12-22T20:27:15.372869] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MUSA'.
[2025-12-22T20:27:15.373179] [INFO ] [FORECASTER] Starting predict_future for MUSA
[2025-12-22T20:27:15.373952] [DEBUG] [LOCAL     ] No optimal features file found for MUSA: ./output/feature-sets/MUSA.txt
[2025-12-22T20:27:15.374004] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:27:15.374036] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:27:15.374062] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:27:15.374118] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:27:15.430835] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:27:15.431731] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:27:15.431810] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:27:15.431842] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:27:15.554040] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:27:15.554202] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:27:15.554240] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:27:15.554268] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:27:15.557637] [DEBUG] [FORECASTER] MUSA: Forecast T+1@11:T+2@11: UP (p=69.28%)
[2025-12-22T20:27:15.557936] [INFO ] [FORECASTER] Completed predict_future for MUSA
[2025-12-22T20:27:15.558067] [INFO ] [sig       ] MUSA: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:27:15.700746] [INFO ] [LOCAL     ] Saved forecast: MUSA	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/MUSA.txt
[2025-12-22T20:27:15.700906] [INFO ] [sig       ] [2155/3560] Completed MUSA in 0.3s | 2.95 sym/s | Total: 12.2m | ETA: 8.0m
[2025-12-22T20:27:15.700946] [INFO ] [sig       ] [2156/3560] Forecasting MUX...
[2025-12-22T20:27:15.700974] [INFO ] [sig       ] Generating forecast for: MUX
[2025-12-22T20:27:15.701005] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUX' from 'https://tdm.silogroup.org/data/derivative_storage/MUX.csv'.
[2025-12-22T20:27:15.712432] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MUX'.
[2025-12-22T20:27:15.712824] [INFO ] [FORECASTER] Starting predict_future for MUX
[2025-12-22T20:27:15.713600] [DEBUG] [LOCAL     ] No optimal features file found for MUX: ./output/feature-sets/MUX.txt
[2025-12-22T20:27:15.713652] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:27:15.713684] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:27:15.713711] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:27:15.713767] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:27:15.775377] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:27:15.776535] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:27:15.776647] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:27:15.776682] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:27:15.901886] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:27:15.902039] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:27:15.902079] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:27:15.902109] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:27:15.905439] [DEBUG] [FORECASTER] MUX: Forecast T+1@11:T+2@11: UP (p=93.10%)
[2025-12-22T20:27:15.905733] [INFO ] [FORECASTER] Completed predict_future for MUX
[2025-12-22T20:27:15.905856] [INFO ] [sig       ] MUX: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:27:16.042459] [INFO ] [LOCAL     ] Saved forecast: MUX	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/MUX.txt
[2025-12-22T20:27:16.042633] [INFO ] [sig       ] [2156/3560] Completed MUX in 0.3s | 2.95 sym/s | Total: 12.2m | ETA: 7.9m
[2025-12-22T20:27:16.042676] [INFO ] [sig       ] [2157/3560] Forecasting MVBF...
[2025-12-22T20:27:16.042707] [INFO ] [sig       ] Generating forecast for: MVBF
[2025-12-22T20:27:16.042737] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MVBF' from 'https://tdm.silogroup.org/data/derivative_storage/MVBF.csv'.
[2025-12-22T20:27:16.053439] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MVBF'.
[2025-12-22T20:27:16.053769] [INFO ] [FORECASTER] Starting predict_future for MVBF
[2025-12-22T20:27:16.054564] [DEBUG] [LOCAL     ] No optimal features file found for MVBF: ./output/feature-sets/MVBF.txt
[2025-12-22T20:27:16.054646] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:27:16.054679] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:27:16.054705] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:27:16.054760] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:27:16.111539] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:27:16.112447] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:27:16.112530] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:27:16.112563] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:27:16.230129] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:27:16.230282] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:27:16.230321] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:27:16.230349] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:27:16.233752] [DEBUG] [FORECASTER] MVBF: Forecast T+1@11:T+2@11: DOWN (p=6.88%)
[2025-12-22T20:27:16.234041] [INFO ] [FORECASTER] Completed predict_future for MVBF
[2025-12-22T20:27:16.234170] [INFO ] [sig       ] MVBF: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:27:16.370621] [INFO ] [LOCAL     ] Saved forecast: MVBF	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/MVBF.txt
[2025-12-22T20:27:16.370782] [INFO ] [sig       ] [2157/3560] Completed MVBF in 0.3s | 2.95 sym/s | Total: 12.2m | ETA: 7.9m
[2025-12-22T20:27:16.370821] [INFO ] [sig       ] [2158/3560] Forecasting MVF...
[2025-12-22T20:27:16.370850] [INFO ] [sig       ] Generating forecast for: MVF
[2025-12-22T20:27:16.370879] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MVF' from 'https://tdm.silogroup.org/data/derivative_storage/MVF.csv'.
[2025-12-22T20:27:16.381661] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MVF'.
[2025-12-22T20:27:16.382020] [INFO ] [FORECASTER] Starting predict_future for MVF
[2025-12-22T20:27:16.382791] [DEBUG] [LOCAL     ] No optimal features file found for MVF: ./output/feature-sets/MVF.txt
[2025-12-22T20:27:16.382842] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:27:16.382900] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:27:16.382940] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:27:16.382999] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:27:16.439340] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:27:16.440175] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:27:16.440253] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:27:16.440290] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:27:16.562291] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:27:16.562468] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:27:16.562509] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:27:16.562537] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:27:16.566054] [DEBUG] [FORECASTER] MVF: Forecast T+1@11:T+2@11: UP (p=84.21%)
[2025-12-22T20:27:16.566336] [INFO ] [FORECASTER] Completed predict_future for MVF
[2025-12-22T20:27:16.566456] [INFO ] [sig       ] MVF: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:27:16.705815] [INFO ] [LOCAL     ] Saved forecast: MVF	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/MVF.txt
[2025-12-22T20:27:16.705997] [INFO ] [sig       ] [2158/3560] Completed MVF in 0.3s | 2.95 sym/s | Total: 12.2m | ETA: 7.9m
[2025-12-22T20:27:16.706055] [INFO ] [sig       ] [2159/3560] Forecasting MVO...
[2025-12-22T20:27:16.706096] [INFO ] [sig       ] Generating forecast for: MVO
[2025-12-22T20:27:16.706139] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MVO' from 'https://tdm.silogroup.org/data/derivative_storage/MVO.csv'.
[2025-12-22T20:27:16.718111] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MVO'.
[2025-12-22T20:27:16.718496] [INFO ] [FORECASTER] Starting predict_future for MVO
[2025-12-22T20:27:16.719369] [DEBUG] [LOCAL     ] No optimal features file found for MVO: ./output/feature-sets/MVO.txt
[2025-12-22T20:27:16.719424] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:27:16.719456] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:27:16.719482] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:27:16.719539] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:27:16.776370] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:27:16.777044] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:27:16.777121] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:27:16.777154] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:27:16.894390] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:27:16.894536] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:27:16.894597] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:27:16.894629] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:27:16.897969] [DEBUG] [FORECASTER] MVO: Forecast T+1@11:T+2@11: DOWN (p=42.57%)
[2025-12-22T20:27:16.898239] [INFO ] [FORECASTER] Completed predict_future for MVO
[2025-12-22T20:27:16.898361] [INFO ] [sig       ] MVO: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:27:17.038779] [INFO ] [LOCAL     ] Saved forecast: MVO	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/MVO.txt
[2025-12-22T20:27:17.038909] [INFO ] [sig       ] [2159/3560] Completed MVO in 0.3s | 2.95 sym/s | Total: 12.2m | ETA: 7.9m
[2025-12-22T20:27:17.038948] [INFO ] [sig       ] [2160/3560] Forecasting MWA...
[2025-12-22T20:27:17.038976] [INFO ] [sig       ] Generating forecast for: MWA
[2025-12-22T20:27:17.039006] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MWA' from 'https://tdm.silogroup.org/data/derivative_storage/MWA.csv'.
[2025-12-22T20:27:17.050473] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MWA'.
[2025-12-22T20:27:17.050896] [INFO ] [FORECASTER] Starting predict_future for MWA
[2025-12-22T20:27:17.051726] [DEBUG] [LOCAL     ] No optimal features file found for MWA: ./output/feature-sets/MWA.txt
[2025-12-22T20:27:17.051778] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:27:17.051811] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:27:17.051846] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:27:17.051937] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:27:17.109287] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:27:17.110245] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:27:17.110332] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:27:17.110365] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:27:17.233845] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:27:17.234001] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:27:17.234041] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:27:17.234069] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:27:17.237526] [DEBUG] [FORECASTER] MWA: Forecast T+1@11:T+2@11: DOWN (p=2.98%)
[2025-12-22T20:27:17.237880] [INFO ] [FORECASTER] Completed predict_future for MWA
[2025-12-22T20:27:17.238014] [INFO ] [sig       ] MWA: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:27:17.376804] [INFO ] [LOCAL     ] Saved forecast: MWA	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/MWA.txt
[2025-12-22T20:27:17.376953] [INFO ] [sig       ] [2160/3560] Completed MWA in 0.3s | 2.95 sym/s | Total: 12.2m | ETA: 7.9m
[2025-12-22T20:27:17.376992] [INFO ] [sig       ] [2161/3560] Forecasting MX...
[2025-12-22T20:27:17.377021] [INFO ] [sig       ] Generating forecast for: MX
[2025-12-22T20:27:17.377053] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MX' from 'https://tdm.silogroup.org/data/derivative_storage/MX.csv'.
[2025-12-22T20:27:17.391322] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MX'.
[2025-12-22T20:27:17.391706] [INFO ] [FORECASTER] Starting predict_future for MX
[2025-12-22T20:27:17.392491] [DEBUG] [LOCAL     ] No optimal features file found for MX: ./output/feature-sets/MX.txt
[2025-12-22T20:27:17.392542] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:27:17.392597] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:27:17.392627] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:27:17.392683] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:27:17.448710] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:27:17.449514] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:27:17.449614] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:27:17.449648] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:27:17.564558] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:27:17.564723] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:27:17.564761] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:27:17.564789] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:27:17.568141] [DEBUG] [FORECASTER] MX: Forecast T+1@11:T+2@11: UP (p=88.13%)
[2025-12-22T20:27:17.568407] [INFO ] [FORECASTER] Completed predict_future for MX
[2025-12-22T20:27:17.568529] [INFO ] [sig       ] MX: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:27:17.704035] [INFO ] [LOCAL     ] Saved forecast: MX	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/MX.txt
[2025-12-22T20:27:17.704196] [INFO ] [sig       ] [2161/3560] Completed MX in 0.3s | 2.95 sym/s | Total: 12.2m | ETA: 7.9m
[2025-12-22T20:27:17.704237] [INFO ] [sig       ] [2162/3560] Forecasting MXF...
[2025-12-22T20:27:17.704267] [INFO ] [sig       ] Generating forecast for: MXF
[2025-12-22T20:27:17.704304] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MXF' from 'https://tdm.silogroup.org/data/derivative_storage/MXF.csv'.
[2025-12-22T20:27:17.714829] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MXF'.
[2025-12-22T20:27:17.715190] [INFO ] [FORECASTER] Starting predict_future for MXF
[2025-12-22T20:27:17.715959] [DEBUG] [LOCAL     ] No optimal features file found for MXF: ./output/feature-sets/MXF.txt
[2025-12-22T20:27:17.716010] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:27:17.716042] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:27:17.716068] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:27:17.716123] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:27:17.772259] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:27:17.773128] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:27:17.773206] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:27:17.773238] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:27:17.888245] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:27:17.888401] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:27:17.888440] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:27:17.888469] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:27:17.891852] [DEBUG] [FORECASTER] MXF: Forecast T+1@11:T+2@11: UP (p=57.04%)
[2025-12-22T20:27:17.892123] [INFO ] [FORECASTER] Completed predict_future for MXF
[2025-12-22T20:27:17.892244] [INFO ] [sig       ] MXF: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:27:18.027066] [INFO ] [LOCAL     ] Saved forecast: MXF	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/MXF.txt
[2025-12-22T20:27:18.027221] [INFO ] [sig       ] [2162/3560] Completed MXF in 0.3s | 2.95 sym/s | Total: 12.2m | ETA: 7.9m
[2025-12-22T20:27:18.027259] [INFO ] [sig       ] [2163/3560] Forecasting MXL...
[2025-12-22T20:27:18.027289] [INFO ] [sig       ] Generating forecast for: MXL
[2025-12-22T20:27:18.027321] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MXL' from 'https://tdm.silogroup.org/data/derivative_storage/MXL.csv'.
[2025-12-22T20:27:18.038626] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MXL'.
[2025-12-22T20:27:18.039035] [INFO ] [FORECASTER] Starting predict_future for MXL
[2025-12-22T20:27:18.039839] [DEBUG] [LOCAL     ] No optimal features file found for MXL: ./output/feature-sets/MXL.txt
[2025-12-22T20:27:18.039892] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:27:18.039923] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:27:18.039950] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:27:18.040005] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:27:18.096419] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:27:18.097269] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:27:18.097347] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:27:18.097379] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:27:18.215086] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:27:18.215241] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:27:18.215280] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:27:18.215307] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:27:18.218678] [DEBUG] [FORECASTER] MXL: Forecast T+1@11:T+2@11: UP (p=53.22%)
[2025-12-22T20:27:18.218962] [INFO ] [FORECASTER] Completed predict_future for MXL
[2025-12-22T20:27:18.219120] [INFO ] [sig       ] MXL: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:27:18.357984] [INFO ] [LOCAL     ] Saved forecast: MXL	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/MXL.txt
[2025-12-22T20:27:18.358145] [INFO ] [sig       ] [2163/3560] Completed MXL in 0.3s | 2.95 sym/s | Total: 12.2m | ETA: 7.9m
[2025-12-22T20:27:18.358183] [INFO ] [sig       ] [2164/3560] Forecasting MYE...
[2025-12-22T20:27:18.358212] [INFO ] [sig       ] Generating forecast for: MYE
[2025-12-22T20:27:18.358244] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MYE' from 'https://tdm.silogroup.org/data/derivative_storage/MYE.csv'.
[2025-12-22T20:27:18.369502] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MYE'.
[2025-12-22T20:27:18.369859] [INFO ] [FORECASTER] Starting predict_future for MYE
[2025-12-22T20:27:18.370694] [DEBUG] [LOCAL     ] No optimal features file found for MYE: ./output/feature-sets/MYE.txt
[2025-12-22T20:27:18.370746] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:27:18.370778] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:27:18.370804] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:27:18.370860] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:27:18.429075] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:27:18.429924] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:27:18.430005] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:27:18.430039] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:27:18.563757] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:27:18.563918] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:27:18.563959] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:27:18.563988] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:27:18.567933] [DEBUG] [FORECASTER] MYE: Forecast T+1@11:T+2@11: UP (p=97.34%)
[2025-12-22T20:27:18.568319] [INFO ] [FORECASTER] Completed predict_future for MYE
[2025-12-22T20:27:18.568466] [INFO ] [sig       ] MYE: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:27:18.709141] [INFO ] [LOCAL     ] Saved forecast: MYE	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/MYE.txt
[2025-12-22T20:27:18.709297] [INFO ] [sig       ] [2164/3560] Completed MYE in 0.4s | 2.95 sym/s | Total: 12.2m | ETA: 7.9m
[2025-12-22T20:27:18.709339] [INFO ] [sig       ] [2165/3560] Forecasting MYGN...
[2025-12-22T20:27:18.709368] [INFO ] [sig       ] Generating forecast for: MYGN
[2025-12-22T20:27:18.709398] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MYGN' from 'https://tdm.silogroup.org/data/derivative_storage/MYGN.csv'.
[2025-12-22T20:27:18.720476] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MYGN'.
[2025-12-22T20:27:18.720820] [INFO ] [FORECASTER] Starting predict_future for MYGN
[2025-12-22T20:27:18.721596] [DEBUG] [LOCAL     ] No optimal features file found for MYGN: ./output/feature-sets/MYGN.txt
[2025-12-22T20:27:18.721648] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:27:18.721681] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:27:18.721708] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:27:18.721764] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:27:18.779110] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:27:18.779749] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:27:18.779824] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:27:18.779857] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:27:18.897842] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:27:18.897989] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:27:18.898027] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:27:18.898054] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:27:18.901418] [DEBUG] [FORECASTER] MYGN: Forecast T+1@11:T+2@11: UP (p=96.53%)
[2025-12-22T20:27:18.901725] [INFO ] [FORECASTER] Completed predict_future for MYGN
[2025-12-22T20:27:18.901847] [INFO ] [sig       ] MYGN: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:27:19.037299] [INFO ] [LOCAL     ] Saved forecast: MYGN	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/MYGN.txt
[2025-12-22T20:27:19.037420] [INFO ] [sig       ] [2165/3560] Completed MYGN in 0.3s | 2.95 sym/s | Total: 12.3m | ETA: 7.9m
[2025-12-22T20:27:19.037458] [INFO ] [sig       ] [2166/3560] Forecasting MYI...
[2025-12-22T20:27:19.037486] [INFO ] [sig       ] Generating forecast for: MYI
[2025-12-22T20:27:19.037517] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MYI' from 'https://tdm.silogroup.org/data/derivative_storage/MYI.csv'.
[2025-12-22T20:27:19.048401] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MYI'.
[2025-12-22T20:27:19.048709] [INFO ] [FORECASTER] Starting predict_future for MYI
[2025-12-22T20:27:19.049487] [DEBUG] [LOCAL     ] No optimal features file found for MYI: ./output/feature-sets/MYI.txt
[2025-12-22T20:27:19.049544] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:27:19.049594] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:27:19.049628] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:27:19.049685] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:27:19.106362] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:27:19.106977] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:27:19.107052] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:27:19.107086] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:27:19.228607] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:27:19.228790] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:27:19.228830] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:27:19.228858] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:27:19.232219] [DEBUG] [FORECASTER] MYI: Forecast T+1@11:T+2@11: DOWN (p=23.97%)
[2025-12-22T20:27:19.232491] [INFO ] [FORECASTER] Completed predict_future for MYI
[2025-12-22T20:27:19.232629] [INFO ] [sig       ] MYI: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:27:19.367642] [INFO ] [LOCAL     ] Saved forecast: MYI	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/MYI.txt
[2025-12-22T20:27:19.367795] [INFO ] [sig       ] [2166/3560] Completed MYI in 0.3s | 2.95 sym/s | Total: 12.3m | ETA: 7.9m
[2025-12-22T20:27:19.367834] [INFO ] [sig       ] [2167/3560] Forecasting MYN...
[2025-12-22T20:27:19.367863] [INFO ] [sig       ] Generating forecast for: MYN
[2025-12-22T20:27:19.367893] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MYN' from 'https://tdm.silogroup.org/data/derivative_storage/MYN.csv'.
[2025-12-22T20:27:19.378886] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MYN'.
[2025-12-22T20:27:19.379203] [INFO ] [FORECASTER] Starting predict_future for MYN
[2025-12-22T20:27:19.380019] [DEBUG] [LOCAL     ] No optimal features file found for MYN: ./output/feature-sets/MYN.txt
[2025-12-22T20:27:19.380069] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:27:19.380101] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:27:19.380127] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:27:19.380182] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:27:19.436396] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:27:19.437095] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:27:19.437176] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:27:19.437208] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:27:19.551751] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:27:19.551925] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:27:19.551964] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:27:19.551993] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:27:19.555289] [DEBUG] [FORECASTER] MYN: Forecast T+1@11:T+2@11: UP (p=94.03%)
[2025-12-22T20:27:19.555555] [INFO ] [FORECASTER] Completed predict_future for MYN
[2025-12-22T20:27:19.555694] [INFO ] [sig       ] MYN: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:27:19.690891] [INFO ] [LOCAL     ] Saved forecast: MYN	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/MYN.txt
[2025-12-22T20:27:19.691020] [INFO ] [sig       ] [2167/3560] Completed MYN in 0.3s | 2.95 sym/s | Total: 12.3m | ETA: 7.9m
[2025-12-22T20:27:19.691058] [INFO ] [sig       ] [2168/3560] Forecasting MYRG...
[2025-12-22T20:27:19.691087] [INFO ] [sig       ] Generating forecast for: MYRG
[2025-12-22T20:27:19.691116] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MYRG' from 'https://tdm.silogroup.org/data/derivative_storage/MYRG.csv'.
[2025-12-22T20:27:19.703875] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MYRG'.
[2025-12-22T20:27:19.704174] [INFO ] [FORECASTER] Starting predict_future for MYRG
[2025-12-22T20:27:19.704950] [DEBUG] [LOCAL     ] No optimal features file found for MYRG: ./output/feature-sets/MYRG.txt
[2025-12-22T20:27:19.705001] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:27:19.705033] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:27:19.705060] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:27:19.705116] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:27:19.761046] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:27:19.761653] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:27:19.761728] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:27:19.761759] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:27:19.875552] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:27:19.875664] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:27:19.875698] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:27:19.875726] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:27:19.879111] [DEBUG] [FORECASTER] MYRG: Forecast T+1@11:T+2@11: DOWN (p=12.73%)
[2025-12-22T20:27:19.879364] [INFO ] [FORECASTER] Completed predict_future for MYRG
[2025-12-22T20:27:19.879481] [INFO ] [sig       ] MYRG: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:27:20.018505] [INFO ] [LOCAL     ] Saved forecast: MYRG	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/MYRG.txt
[2025-12-22T20:27:20.018638] [INFO ] [sig       ] [2168/3560] Completed MYRG in 0.3s | 2.95 sym/s | Total: 12.3m | ETA: 7.9m
[2025-12-22T20:27:20.018684] [INFO ] [sig       ] [2169/3560] Forecasting NA...
[2025-12-22T20:27:20.018715] [INFO ] [sig       ] Generating forecast for: NA
[2025-12-22T20:27:20.018745] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NA' from 'https://tdm.silogroup.org/data/derivative_storage/NA.csv'.
[2025-12-22T20:27:20.030556] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NA'.
[2025-12-22T20:27:20.030874] [INFO ] [FORECASTER] Starting predict_future for NA
[2025-12-22T20:27:20.031639] [DEBUG] [LOCAL     ] No optimal features file found for NA: ./output/feature-sets/NA.txt
[2025-12-22T20:27:20.031691] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:27:20.031723] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:27:20.031750] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:27:20.031805] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:27:20.087686] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:27:20.088298] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:27:20.088372] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:27:20.088404] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:27:20.209962] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:27:20.210113] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:27:20.210152] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:27:20.210181] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:27:20.213481] [DEBUG] [FORECASTER] NA: Forecast T+1@11:T+2@11: UP (p=66.43%)
[2025-12-22T20:27:20.213764] [INFO ] [FORECASTER] Completed predict_future for NA
[2025-12-22T20:27:20.213885] [INFO ] [sig       ] NA: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:27:20.349310] [INFO ] [LOCAL     ] Saved forecast: NA	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/NA.txt
[2025-12-22T20:27:20.349420] [INFO ] [sig       ] [2169/3560] Completed NA in 0.3s | 2.95 sym/s | Total: 12.3m | ETA: 7.9m
[2025-12-22T20:27:20.349458] [INFO ] [sig       ] [2170/3560] Forecasting NAAS...
[2025-12-22T20:27:20.349487] [INFO ] [sig       ] Generating forecast for: NAAS
[2025-12-22T20:27:20.349517] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NAAS' from 'https://tdm.silogroup.org/data/derivative_storage/NAAS.csv'.
[2025-12-22T20:27:20.360949] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NAAS'.
[2025-12-22T20:27:20.361339] [INFO ] [FORECASTER] Starting predict_future for NAAS
[2025-12-22T20:27:20.362121] [DEBUG] [LOCAL     ] No optimal features file found for NAAS: ./output/feature-sets/NAAS.txt
[2025-12-22T20:27:20.362172] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:27:20.362204] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:27:20.362230] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:27:20.362286] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:27:20.417985] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:27:20.418697] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:27:20.418772] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:27:20.418803] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:27:20.534168] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:27:20.534301] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:27:20.534338] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:27:20.534365] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:27:20.537611] [DEBUG] [FORECASTER] NAAS: Forecast T+1@11:T+2@11: UP (p=84.17%)
[2025-12-22T20:27:20.537874] [INFO ] [FORECASTER] Completed predict_future for NAAS
[2025-12-22T20:27:20.537991] [INFO ] [sig       ] NAAS: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:27:20.673358] [INFO ] [LOCAL     ] Saved forecast: NAAS	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/NAAS.txt
[2025-12-22T20:27:20.673469] [INFO ] [sig       ] [2170/3560] Completed NAAS in 0.3s | 2.95 sym/s | Total: 12.3m | ETA: 7.9m
[2025-12-22T20:27:20.673506] [INFO ] [sig       ] [2171/3560] Forecasting NABL...
[2025-12-22T20:27:20.673537] [INFO ] [sig       ] Generating forecast for: NABL
[2025-12-22T20:27:20.673591] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NABL' from 'https://tdm.silogroup.org/data/derivative_storage/NABL.csv'.
[2025-12-22T20:27:20.685142] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NABL'.
[2025-12-22T20:27:20.685474] [INFO ] [FORECASTER] Starting predict_future for NABL
[2025-12-22T20:27:20.686248] [DEBUG] [LOCAL     ] No optimal features file found for NABL: ./output/feature-sets/NABL.txt
[2025-12-22T20:27:20.686299] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:27:20.686345] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:27:20.686373] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:27:20.686430] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:27:20.746404] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:27:20.747166] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:27:20.747239] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:27:20.747271] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:27:20.865788] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:27:20.865939] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:27:20.865978] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:27:20.866006] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:27:20.869323] [DEBUG] [FORECASTER] NABL: Forecast T+1@11:T+2@11: UP (p=72.63%)
[2025-12-22T20:27:20.869604] [INFO ] [FORECASTER] Completed predict_future for NABL
[2025-12-22T20:27:20.869722] [INFO ] [sig       ] NABL: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:27:21.004710] [INFO ] [LOCAL     ] Saved forecast: NABL	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/NABL.txt
[2025-12-22T20:27:21.004827] [INFO ] [sig       ] [2171/3560] Completed NABL in 0.3s | 2.95 sym/s | Total: 12.3m | ETA: 7.9m
[2025-12-22T20:27:21.004889] [INFO ] [sig       ] [2172/3560] Forecasting NAC...
[2025-12-22T20:27:21.004918] [INFO ] [sig       ] Generating forecast for: NAC
[2025-12-22T20:27:21.004948] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NAC' from 'https://tdm.silogroup.org/data/derivative_storage/NAC.csv'.
[2025-12-22T20:27:21.016418] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NAC'.
[2025-12-22T20:27:21.016750] [INFO ] [FORECASTER] Starting predict_future for NAC
[2025-12-22T20:27:21.017500] [DEBUG] [LOCAL     ] No optimal features file found for NAC: ./output/feature-sets/NAC.txt
[2025-12-22T20:27:21.017551] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:27:21.017610] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:27:21.017639] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:27:21.017696] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:27:21.074142] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:27:21.074792] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:27:21.074867] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:27:21.074899] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:27:21.193693] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:27:21.193843] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:27:21.193884] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:27:21.193914] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:27:21.197279] [DEBUG] [FORECASTER] NAC: Forecast T+1@11:T+2@11: UP (p=69.49%)
[2025-12-22T20:27:21.197549] [INFO ] [FORECASTER] Completed predict_future for NAC
[2025-12-22T20:27:21.197697] [INFO ] [sig       ] NAC: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:27:21.333554] [INFO ] [LOCAL     ] Saved forecast: NAC	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/NAC.txt
[2025-12-22T20:27:21.333704] [INFO ] [sig       ] [2172/3560] Completed NAC in 0.3s | 2.95 sym/s | Total: 12.3m | ETA: 7.9m
[2025-12-22T20:27:21.333743] [INFO ] [sig       ] [2173/3560] Forecasting NAD...
[2025-12-22T20:27:21.333772] [INFO ] [sig       ] Generating forecast for: NAD
[2025-12-22T20:27:21.333802] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NAD' from 'https://tdm.silogroup.org/data/derivative_storage/NAD.csv'.
[2025-12-22T20:27:21.345348] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NAD'.
[2025-12-22T20:27:21.345745] [INFO ] [FORECASTER] Starting predict_future for NAD
[2025-12-22T20:27:21.346496] [DEBUG] [LOCAL     ] No optimal features file found for NAD: ./output/feature-sets/NAD.txt
[2025-12-22T20:27:21.346547] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:27:21.346603] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:27:21.346632] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:27:21.346688] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:27:21.403330] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:27:21.403966] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:27:21.404040] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:27:21.404071] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:27:21.523907] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:27:21.524060] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:27:21.524098] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:27:21.524125] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:27:21.527395] [DEBUG] [FORECASTER] NAD: Forecast T+1@11:T+2@11: DOWN (p=35.97%)
[2025-12-22T20:27:21.527675] [INFO ] [FORECASTER] Completed predict_future for NAD
[2025-12-22T20:27:21.527794] [INFO ] [sig       ] NAD: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:27:21.665497] [INFO ] [LOCAL     ] Saved forecast: NAD	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/NAD.txt
[2025-12-22T20:27:21.665673] [INFO ] [sig       ] [2173/3560] Completed NAD in 0.3s | 2.95 sym/s | Total: 12.3m | ETA: 7.8m
[2025-12-22T20:27:21.665715] [INFO ] [sig       ] [2174/3560] Forecasting NAMS...
[2025-12-22T20:27:21.665744] [INFO ] [sig       ] Generating forecast for: NAMS
[2025-12-22T20:27:21.665773] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NAMS' from 'https://tdm.silogroup.org/data/derivative_storage/NAMS.csv'.
[2025-12-22T20:27:21.679075] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NAMS'.
[2025-12-22T20:27:21.679653] [INFO ] [FORECASTER] Starting predict_future for NAMS
[2025-12-22T20:27:21.680644] [DEBUG] [LOCAL     ] No optimal features file found for NAMS: ./output/feature-sets/NAMS.txt
[2025-12-22T20:27:21.680698] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:27:21.680735] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:27:21.680763] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:27:21.680822] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:27:21.739702] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:27:21.740845] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:27:21.740939] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:27:21.740973] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:27:21.862733] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:27:21.862966] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:27:21.863011] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:27:21.863041] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:27:21.866919] [DEBUG] [FORECASTER] NAMS: Forecast T+1@11:T+2@11: UP (p=67.20%)
[2025-12-22T20:27:21.867225] [INFO ] [FORECASTER] Completed predict_future for NAMS
[2025-12-22T20:27:21.867364] [INFO ] [sig       ] NAMS: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:27:22.009709] [INFO ] [LOCAL     ] Saved forecast: NAMS	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/NAMS.txt
[2025-12-22T20:27:22.009926] [INFO ] [sig       ] [2174/3560] Completed NAMS in 0.3s | 2.95 sym/s | Total: 12.3m | ETA: 7.8m
[2025-12-22T20:27:22.009981] [INFO ] [sig       ] [2175/3560] Forecasting NATH...
[2025-12-22T20:27:22.010024] [INFO ] [sig       ] Generating forecast for: NATH
[2025-12-22T20:27:22.010059] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NATH' from 'https://tdm.silogroup.org/data/derivative_storage/NATH.csv'.
[2025-12-22T20:27:22.023284] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NATH'.
[2025-12-22T20:27:22.023819] [INFO ] [FORECASTER] Starting predict_future for NATH
[2025-12-22T20:27:22.024778] [DEBUG] [LOCAL     ] No optimal features file found for NATH: ./output/feature-sets/NATH.txt
[2025-12-22T20:27:22.025067] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:27:22.025102] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:27:22.025170] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:27:22.025243] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:27:22.084265] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:27:22.085329] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:27:22.085425] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:27:22.085458] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:27:22.200405] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:27:22.200674] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:27:22.200739] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:27:22.200779] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:27:22.204780] [DEBUG] [FORECASTER] NATH: Forecast T+1@11:T+2@11: UP (p=88.71%)
[2025-12-22T20:27:22.205088] [INFO ] [FORECASTER] Completed predict_future for NATH
[2025-12-22T20:27:22.205225] [INFO ] [sig       ] NATH: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:27:22.344281] [INFO ] [LOCAL     ] Saved forecast: NATH	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/NATH.txt
[2025-12-22T20:27:22.344479] [INFO ] [sig       ] [2175/3560] Completed NATH in 0.3s | 2.95 sym/s | Total: 12.3m | ETA: 7.8m
[2025-12-22T20:27:22.344520] [INFO ] [sig       ] [2176/3560] Forecasting NATL...
[2025-12-22T20:27:22.344552] [INFO ] [sig       ] Generating forecast for: NATL
[2025-12-22T20:27:22.344605] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NATL' from 'https://tdm.silogroup.org/data/derivative_storage/NATL.csv'.
[2025-12-22T20:27:22.356204] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NATL'.
[2025-12-22T20:27:22.356555] [INFO ] [FORECASTER] Starting predict_future for NATL
[2025-12-22T20:27:22.357378] [DEBUG] [LOCAL     ] No optimal features file found for NATL: ./output/feature-sets/NATL.txt
[2025-12-22T20:27:22.357432] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:27:22.357466] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:27:22.357494] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:27:22.357551] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:27:22.417985] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:27:22.418786] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:27:22.418871] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:27:22.418907] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:27:22.544037] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:27:22.544202] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:27:22.544249] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:27:22.544280] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:27:22.547985] [DEBUG] [FORECASTER] NATL: Forecast T+1@11:T+2@11: UP (p=92.44%)
[2025-12-22T20:27:22.548255] [INFO ] [FORECASTER] Completed predict_future for NATL
[2025-12-22T20:27:22.548396] [INFO ] [sig       ] NATL: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:27:22.685311] [INFO ] [LOCAL     ] Saved forecast: NATL	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/NATL.txt
[2025-12-22T20:27:22.685429] [INFO ] [sig       ] [2176/3560] Completed NATL in 0.3s | 2.95 sym/s | Total: 12.3m | ETA: 7.8m
[2025-12-22T20:27:22.685469] [INFO ] [sig       ] [2177/3560] Forecasting NAVI...
[2025-12-22T20:27:22.685499] [INFO ] [sig       ] Generating forecast for: NAVI
[2025-12-22T20:27:22.685528] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NAVI' from 'https://tdm.silogroup.org/data/derivative_storage/NAVI.csv'.
[2025-12-22T20:27:22.696670] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NAVI'.
[2025-12-22T20:27:22.696997] [INFO ] [FORECASTER] Starting predict_future for NAVI
[2025-12-22T20:27:22.697800] [DEBUG] [LOCAL     ] No optimal features file found for NAVI: ./output/feature-sets/NAVI.txt
[2025-12-22T20:27:22.697852] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:27:22.697885] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:27:22.697913] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:27:22.697969] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:27:22.755210] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:27:22.755870] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:27:22.755947] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:27:22.755980] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:27:22.878615] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:27:22.878770] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:27:22.878810] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:27:22.878839] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:27:22.882286] [DEBUG] [FORECASTER] NAVI: Forecast T+1@11:T+2@11: UP (p=54.24%)
[2025-12-22T20:27:22.882567] [INFO ] [FORECASTER] Completed predict_future for NAVI
[2025-12-22T20:27:22.882740] [INFO ] [sig       ] NAVI: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:27:23.018121] [INFO ] [LOCAL     ] Saved forecast: NAVI	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/NAVI.txt
[2025-12-22T20:27:23.018262] [INFO ] [sig       ] [2177/3560] Completed NAVI in 0.3s | 2.95 sym/s | Total: 12.3m | ETA: 7.8m
[2025-12-22T20:27:23.018301] [INFO ] [sig       ] [2178/3560] Forecasting NAZ...
[2025-12-22T20:27:23.018331] [INFO ] [sig       ] Generating forecast for: NAZ
[2025-12-22T20:27:23.018361] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NAZ' from 'https://tdm.silogroup.org/data/derivative_storage/NAZ.csv'.
[2025-12-22T20:27:23.029408] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NAZ'.
[2025-12-22T20:27:23.029771] [INFO ] [FORECASTER] Starting predict_future for NAZ
[2025-12-22T20:27:23.030542] [DEBUG] [LOCAL     ] No optimal features file found for NAZ: ./output/feature-sets/NAZ.txt
[2025-12-22T20:27:23.030626] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:27:23.030665] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:27:23.030693] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:27:23.030749] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:27:23.086551] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:27:23.087282] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:27:23.087361] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:27:23.087394] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:27:23.190899] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:27:23.191054] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:27:23.191094] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:27:23.191139] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:27:23.194531] [DEBUG] [FORECASTER] NAZ: Forecast T+1@11:T+2@11: UP (p=96.41%)
[2025-12-22T20:27:23.194823] [INFO ] [FORECASTER] Completed predict_future for NAZ
[2025-12-22T20:27:23.194950] [INFO ] [sig       ] NAZ: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:27:23.334747] [INFO ] [LOCAL     ] Saved forecast: NAZ	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/NAZ.txt
[2025-12-22T20:27:23.334914] [INFO ] [sig       ] [2178/3560] Completed NAZ in 0.3s | 2.95 sym/s | Total: 12.3m | ETA: 7.8m
[2025-12-22T20:27:23.334953] [INFO ] [sig       ] [2179/3560] Forecasting NB...
[2025-12-22T20:27:23.334983] [INFO ] [sig       ] Generating forecast for: NB
[2025-12-22T20:27:23.335014] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NB' from 'https://tdm.silogroup.org/data/derivative_storage/NB.csv'.
[2025-12-22T20:27:23.346194] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NB'.
[2025-12-22T20:27:23.346608] [INFO ] [FORECASTER] Starting predict_future for NB
[2025-12-22T20:27:23.347374] [DEBUG] [LOCAL     ] No optimal features file found for NB: ./output/feature-sets/NB.txt
[2025-12-22T20:27:23.347425] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:27:23.347457] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:27:23.347483] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:27:23.347539] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:27:23.403980] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:27:23.404907] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:27:23.404991] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:27:23.405025] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:27:23.530424] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:27:23.530599] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:27:23.530642] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:27:23.530670] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:27:23.533963] [DEBUG] [FORECASTER] NB: Forecast T+1@11:T+2@11: DOWN (p=12.88%)
[2025-12-22T20:27:23.534229] [INFO ] [FORECASTER] Completed predict_future for NB
[2025-12-22T20:27:23.534348] [INFO ] [sig       ] NB: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:27:23.668987] [INFO ] [LOCAL     ] Saved forecast: NB	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/NB.txt
[2025-12-22T20:27:23.669218] [INFO ] [sig       ] [2179/3560] Completed NB in 0.3s | 2.95 sym/s | Total: 12.3m | ETA: 7.8m
[2025-12-22T20:27:23.669268] [INFO ] [sig       ] [2180/3560] Forecasting NBB...
[2025-12-22T20:27:23.669299] [INFO ] [sig       ] Generating forecast for: NBB
[2025-12-22T20:27:23.669329] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBB' from 'https://tdm.silogroup.org/data/derivative_storage/NBB.csv'.
[2025-12-22T20:27:23.680827] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NBB'.
[2025-12-22T20:27:23.681194] [INFO ] [FORECASTER] Starting predict_future for NBB
[2025-12-22T20:27:23.681971] [DEBUG] [LOCAL     ] No optimal features file found for NBB: ./output/feature-sets/NBB.txt
[2025-12-22T20:27:23.682022] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:27:23.682053] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:27:23.682079] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:27:23.682133] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:27:23.742164] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:27:23.743267] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:27:23.743373] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:27:23.743441] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:27:23.868488] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:27:23.868660] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:27:23.868700] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:27:23.868728] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:27:23.872091] [DEBUG] [FORECASTER] NBB: Forecast T+1@11:T+2@11: DOWN (p=0.64%)
[2025-12-22T20:27:23.872365] [INFO ] [FORECASTER] Completed predict_future for NBB
[2025-12-22T20:27:23.872490] [INFO ] [sig       ] NBB: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:27:24.014127] [INFO ] [LOCAL     ] Saved forecast: NBB	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/NBB.txt
[2025-12-22T20:27:24.014275] [INFO ] [sig       ] [2180/3560] Completed NBB in 0.3s | 2.95 sym/s | Total: 12.3m | ETA: 7.8m
[2025-12-22T20:27:24.014325] [INFO ] [sig       ] [2181/3560] Forecasting NBBK...
[2025-12-22T20:27:24.014362] [INFO ] [sig       ] Generating forecast for: NBBK
[2025-12-22T20:27:24.014393] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBBK' from 'https://tdm.silogroup.org/data/derivative_storage/NBBK.csv'.
[2025-12-22T20:27:24.027156] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NBBK'.
[2025-12-22T20:27:24.027638] [INFO ] [FORECASTER] Starting predict_future for NBBK
[2025-12-22T20:27:24.028462] [DEBUG] [LOCAL     ] No optimal features file found for NBBK: ./output/feature-sets/NBBK.txt
[2025-12-22T20:27:24.028518] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:27:24.028551] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:27:24.028595] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:27:24.028655] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:27:24.096764] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:27:24.097789] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:27:24.098092] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:27:24.098145] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:27:24.228850] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:27:24.229010] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:27:24.229078] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:27:24.229107] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:27:24.233066] [DEBUG] [FORECASTER] NBBK: Forecast T+1@11:T+2@11: DOWN (p=46.61%)
[2025-12-22T20:27:24.233402] [INFO ] [FORECASTER] Completed predict_future for NBBK
[2025-12-22T20:27:24.233569] [INFO ] [sig       ] NBBK: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:27:24.372970] [INFO ] [LOCAL     ] Saved forecast: NBBK	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/NBBK.txt
[2025-12-22T20:27:24.373129] [INFO ] [sig       ] [2181/3560] Completed NBBK in 0.4s | 2.95 sym/s | Total: 12.3m | ETA: 7.8m
[2025-12-22T20:27:24.373170] [INFO ] [sig       ] [2182/3560] Forecasting NBHC...
[2025-12-22T20:27:24.373199] [INFO ] [sig       ] Generating forecast for: NBHC
[2025-12-22T20:27:24.373229] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBHC' from 'https://tdm.silogroup.org/data/derivative_storage/NBHC.csv'.
[2025-12-22T20:27:24.387381] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NBHC'.
[2025-12-22T20:27:24.387876] [INFO ] [FORECASTER] Starting predict_future for NBHC
[2025-12-22T20:27:24.388927] [DEBUG] [LOCAL     ] No optimal features file found for NBHC: ./output/feature-sets/NBHC.txt
[2025-12-22T20:27:24.388992] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:27:24.389062] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:27:24.389136] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:27:24.389222] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:27:24.455596] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:27:24.456491] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:27:24.456595] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:27:24.456634] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:27:24.573528] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:27:24.573703] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:27:24.573743] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:27:24.573771] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:27:24.577158] [DEBUG] [FORECASTER] NBHC: Forecast T+1@11:T+2@11: DOWN (p=30.22%)
[2025-12-22T20:27:24.577440] [INFO ] [FORECASTER] Completed predict_future for NBHC
[2025-12-22T20:27:24.577588] [INFO ] [sig       ] NBHC: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:27:24.717012] [INFO ] [LOCAL     ] Saved forecast: NBHC	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/NBHC.txt
[2025-12-22T20:27:24.717170] [INFO ] [sig       ] [2182/3560] Completed NBHC in 0.3s | 2.95 sym/s | Total: 12.3m | ETA: 7.8m
[2025-12-22T20:27:24.717212] [INFO ] [sig       ] [2183/3560] Forecasting NBIX...
[2025-12-22T20:27:24.717240] [INFO ] [sig       ] Generating forecast for: NBIX
[2025-12-22T20:27:24.717270] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBIX' from 'https://tdm.silogroup.org/data/derivative_storage/NBIX.csv'.
[2025-12-22T20:27:24.728439] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NBIX'.
[2025-12-22T20:27:24.728840] [INFO ] [FORECASTER] Starting predict_future for NBIX
[2025-12-22T20:27:24.729676] [DEBUG] [LOCAL     ] No optimal features file found for NBIX: ./output/feature-sets/NBIX.txt
[2025-12-22T20:27:24.729730] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:27:24.729763] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:27:24.729791] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:27:24.729847] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:27:24.787759] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:27:24.788624] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:27:24.788707] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:27:24.788740] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:27:24.911030] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:27:24.911185] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:27:24.911225] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:27:24.911255] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:27:24.914700] [DEBUG] [FORECASTER] NBIX: Forecast T+1@11:T+2@11: DOWN (p=39.63%)
[2025-12-22T20:27:24.914983] [INFO ] [FORECASTER] Completed predict_future for NBIX
[2025-12-22T20:27:24.915110] [INFO ] [sig       ] NBIX: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:27:25.052869] [INFO ] [LOCAL     ] Saved forecast: NBIX	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/NBIX.txt
[2025-12-22T20:27:25.053031] [INFO ] [sig       ] [2183/3560] Completed NBIX in 0.3s | 2.95 sym/s | Total: 12.4m | ETA: 7.8m
[2025-12-22T20:27:25.053072] [INFO ] [sig       ] [2184/3560] Forecasting NBN...
[2025-12-22T20:27:25.053103] [INFO ] [sig       ] Generating forecast for: NBN
[2025-12-22T20:27:25.053134] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBN' from 'https://tdm.silogroup.org/data/derivative_storage/NBN.csv'.
[2025-12-22T20:27:25.064162] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NBN'.
[2025-12-22T20:27:25.064612] [INFO ] [FORECASTER] Starting predict_future for NBN
[2025-12-22T20:27:25.065442] [DEBUG] [LOCAL     ] No optimal features file found for NBN: ./output/feature-sets/NBN.txt
[2025-12-22T20:27:25.065496] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:27:25.065527] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:27:25.065554] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:27:25.065631] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:27:25.124393] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:27:25.125263] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:27:25.125351] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:27:25.125385] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:27:25.249480] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:27:25.249695] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:27:25.249739] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:27:25.249769] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:27:25.253328] [DEBUG] [FORECASTER] NBN: Forecast T+1@11:T+2@11: UP (p=97.74%)
[2025-12-22T20:27:25.253652] [INFO ] [FORECASTER] Completed predict_future for NBN
[2025-12-22T20:27:25.253794] [INFO ] [sig       ] NBN: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:27:25.390975] [INFO ] [LOCAL     ] Saved forecast: NBN	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/NBN.txt
[2025-12-22T20:27:25.391107] [INFO ] [sig       ] [2184/3560] Completed NBN in 0.3s | 2.95 sym/s | Total: 12.4m | ETA: 7.8m
[2025-12-22T20:27:25.391146] [INFO ] [sig       ] [2185/3560] Forecasting NBTB...
[2025-12-22T20:27:25.391175] [INFO ] [sig       ] Generating forecast for: NBTB
[2025-12-22T20:27:25.391205] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBTB' from 'https://tdm.silogroup.org/data/derivative_storage/NBTB.csv'.
[2025-12-22T20:27:25.402342] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NBTB'.
[2025-12-22T20:27:25.402713] [INFO ] [FORECASTER] Starting predict_future for NBTB
[2025-12-22T20:27:25.403530] [DEBUG] [LOCAL     ] No optimal features file found for NBTB: ./output/feature-sets/NBTB.txt
[2025-12-22T20:27:25.403610] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:27:25.403659] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:27:25.403690] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:27:25.403748] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:27:25.461269] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:27:25.461950] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:27:25.462073] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:27:25.462123] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:27:25.582490] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:27:25.582652] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:27:25.582694] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:27:25.582723] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:27:25.586105] [DEBUG] [FORECASTER] NBTB: Forecast T+1@11:T+2@11: UP (p=60.36%)
[2025-12-22T20:27:25.586372] [INFO ] [FORECASTER] Completed predict_future for NBTB
[2025-12-22T20:27:25.586493] [INFO ] [sig       ] NBTB: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:27:25.722496] [INFO ] [LOCAL     ] Saved forecast: NBTB	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/NBTB.txt
[2025-12-22T20:27:25.722643] [INFO ] [sig       ] [2185/3560] Completed NBTB in 0.3s | 2.95 sym/s | Total: 12.4m | ETA: 7.8m
[2025-12-22T20:27:25.722687] [INFO ] [sig       ] [2186/3560] Forecasting NBXG...
[2025-12-22T20:27:25.722718] [INFO ] [sig       ] Generating forecast for: NBXG
[2025-12-22T20:27:25.722754] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBXG' from 'https://tdm.silogroup.org/data/derivative_storage/NBXG.csv'.
[2025-12-22T20:27:25.733720] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NBXG'.
[2025-12-22T20:27:25.734038] [INFO ] [FORECASTER] Starting predict_future for NBXG
[2025-12-22T20:27:25.734814] [DEBUG] [LOCAL     ] No optimal features file found for NBXG: ./output/feature-sets/NBXG.txt
[2025-12-22T20:27:25.734865] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:27:25.734897] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:27:25.734923] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:27:25.734979] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:27:25.791617] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:27:25.792433] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:27:25.792511] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:27:25.792545] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:27:25.917095] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:27:25.917246] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:27:25.917286] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:27:25.917316] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:27:25.920875] [DEBUG] [FORECASTER] NBXG: Forecast T+1@11:T+2@11: DOWN (p=11.58%)
[2025-12-22T20:27:25.921155] [INFO ] [FORECASTER] Completed predict_future for NBXG
[2025-12-22T20:27:25.921282] [INFO ] [sig       ] NBXG: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:27:26.059343] [INFO ] [LOCAL     ] Saved forecast: NBXG	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/NBXG.txt
[2025-12-22T20:27:26.059490] [INFO ] [sig       ] [2186/3560] Completed NBXG in 0.3s | 2.95 sym/s | Total: 12.4m | ETA: 7.8m
[2025-12-22T20:27:26.059530] [INFO ] [sig       ] [2187/3560] Forecasting NC...
[2025-12-22T20:27:26.059561] [INFO ] [sig       ] Generating forecast for: NC
[2025-12-22T20:27:26.059613] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NC' from 'https://tdm.silogroup.org/data/derivative_storage/NC.csv'.
[2025-12-22T20:27:26.070934] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NC'.
[2025-12-22T20:27:26.071286] [INFO ] [FORECASTER] Starting predict_future for NC
[2025-12-22T20:27:26.072187] [DEBUG] [LOCAL     ] No optimal features file found for NC: ./output/feature-sets/NC.txt
[2025-12-22T20:27:26.072240] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:27:26.072271] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:27:26.072298] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:27:26.072354] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:27:26.128763] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:27:26.129548] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:27:26.129648] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:27:26.129681] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:27:26.228683] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:27:26.228840] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-22T20:27:26.228879] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:27:26.228907] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:27:26.232333] [DEBUG] [FORECASTER] NC: Forecast T+1@11:T+2@11: UP (p=64.95%)
[2025-12-22T20:27:26.232626] [INFO ] [FORECASTER] Completed predict_future for NC
[2025-12-22T20:27:26.232752] [INFO ] [sig       ] NC: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:27:26.369181] [INFO ] [LOCAL     ] Saved forecast: NC	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/NC.txt
[2025-12-22T20:27:26.369336] [INFO ] [sig       ] [2187/3560] Completed NC in 0.3s | 2.95 sym/s | Total: 12.4m | ETA: 7.8m
[2025-12-22T20:27:26.369374] [INFO ] [sig       ] [2188/3560] Forecasting NCA...
[2025-12-22T20:27:26.369403] [INFO ] [sig       ] Generating forecast for: NCA
[2025-12-22T20:27:26.369431] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCA' from 'https://tdm.silogroup.org/data/derivative_storage/NCA.csv'.
[2025-12-22T20:27:26.380478] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NCA'.
[2025-12-22T20:27:26.381045] [INFO ] [FORECASTER] Starting predict_future for NCA
[2025-12-22T20:27:26.381832] [DEBUG] [LOCAL     ] No optimal features file found for NCA: ./output/feature-sets/NCA.txt
[2025-12-22T20:27:26.381884] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:27:26.381916] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:27:26.381943] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:27:26.381999] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:27:26.438829] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:27:26.439634] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:27:26.439741] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:27:26.439773] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:27:26.560461] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:27:26.560628] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:27:26.560668] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:27:26.560697] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:27:26.564003] [DEBUG] [FORECASTER] NCA: Forecast T+1@11:T+2@11: UP (p=50.97%)
[2025-12-22T20:27:26.564291] [INFO ] [FORECASTER] Completed predict_future for NCA
[2025-12-22T20:27:26.564429] [INFO ] [sig       ] NCA: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:27:26.700551] [INFO ] [LOCAL     ] Saved forecast: NCA	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/NCA.txt
[2025-12-22T20:27:26.700753] [INFO ] [sig       ] [2188/3560] Completed NCA in 0.3s | 2.95 sym/s | Total: 12.4m | ETA: 7.8m
[2025-12-22T20:27:26.700793] [INFO ] [sig       ] [2189/3560] Forecasting NCLH...
[2025-12-22T20:27:26.700824] [INFO ] [sig       ] Generating forecast for: NCLH
[2025-12-22T20:27:26.700855] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCLH' from 'https://tdm.silogroup.org/data/derivative_storage/NCLH.csv'.
[2025-12-22T20:27:26.714100] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NCLH'.
[2025-12-22T20:27:26.714591] [INFO ] [FORECASTER] Starting predict_future for NCLH
[2025-12-22T20:27:26.715897] [DEBUG] [LOCAL     ] No optimal features file found for NCLH: ./output/feature-sets/NCLH.txt
[2025-12-22T20:27:26.715959] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:27:26.715997] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:27:26.716026] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:27:26.716083] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:27:26.774949] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:27:26.775886] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:27:26.775966] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:27:26.775999] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:27:26.895903] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:27:26.896053] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:27:26.896092] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:27:26.896120] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:27:26.899505] [DEBUG] [FORECASTER] NCLH: Forecast T+1@11:T+2@11: DOWN (p=45.33%)
[2025-12-22T20:27:26.899794] [INFO ] [FORECASTER] Completed predict_future for NCLH
[2025-12-22T20:27:26.899914] [INFO ] [sig       ] NCLH: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:27:27.033750] [INFO ] [LOCAL     ] Saved forecast: NCLH	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/NCLH.txt
[2025-12-22T20:27:27.033890] [INFO ] [sig       ] [2189/3560] Completed NCLH in 0.3s | 2.95 sym/s | Total: 12.4m | ETA: 7.8m
[2025-12-22T20:27:27.033928] [INFO ] [sig       ] [2190/3560] Forecasting NCMI...
[2025-12-22T20:27:27.033959] [INFO ] [sig       ] Generating forecast for: NCMI
[2025-12-22T20:27:27.033989] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCMI' from 'https://tdm.silogroup.org/data/derivative_storage/NCMI.csv'.
[2025-12-22T20:27:27.044707] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NCMI'.
[2025-12-22T20:27:27.045035] [INFO ] [FORECASTER] Starting predict_future for NCMI
[2025-12-22T20:27:27.045823] [DEBUG] [LOCAL     ] No optimal features file found for NCMI: ./output/feature-sets/NCMI.txt
[2025-12-22T20:27:27.045874] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:27:27.045905] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:27:27.045933] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:27:27.045988] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:27:27.102025] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:27:27.102694] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:27:27.102768] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:27:27.102800] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:27:27.223493] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:27:27.223661] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:27:27.223721] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:27:27.223756] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:27:27.227098] [DEBUG] [FORECASTER] NCMI: Forecast T+1@11:T+2@11: UP (p=97.91%)
[2025-12-22T20:27:27.227361] [INFO ] [FORECASTER] Completed predict_future for NCMI
[2025-12-22T20:27:27.227501] [INFO ] [sig       ] NCMI: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:27:27.362547] [INFO ] [LOCAL     ] Saved forecast: NCMI	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/NCMI.txt
[2025-12-22T20:27:27.362726] [INFO ] [sig       ] [2190/3560] Completed NCMI in 0.3s | 2.95 sym/s | Total: 12.4m | ETA: 7.8m
[2025-12-22T20:27:27.362766] [INFO ] [sig       ] [2191/3560] Forecasting NCNA...
[2025-12-22T20:27:27.362796] [INFO ] [sig       ] Generating forecast for: NCNA
[2025-12-22T20:27:27.362825] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCNA' from 'https://tdm.silogroup.org/data/derivative_storage/NCNA.csv'.
[2025-12-22T20:27:27.373838] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NCNA'.
[2025-12-22T20:27:27.374246] [INFO ] [FORECASTER] Starting predict_future for NCNA
[2025-12-22T20:27:27.375040] [DEBUG] [LOCAL     ] No optimal features file found for NCNA: ./output/feature-sets/NCNA.txt
[2025-12-22T20:27:27.375091] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:27:27.375123] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:27:27.375149] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:27:27.375205] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:27:27.431471] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:27:27.432347] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:27:27.432438] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:27:27.432470] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:27:27.543082] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:27:27.543236] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:27:27.543277] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:27:27.543306] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:27:27.546721] [DEBUG] [FORECASTER] NCNA: Forecast T+1@11:T+2@11: DOWN (p=48.37%)
[2025-12-22T20:27:27.547140] [INFO ] [FORECASTER] Completed predict_future for NCNA
[2025-12-22T20:27:27.547260] [INFO ] [sig       ] NCNA: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:27:27.682680] [INFO ] [LOCAL     ] Saved forecast: NCNA	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/NCNA.txt
[2025-12-22T20:27:27.682832] [INFO ] [sig       ] [2191/3560] Completed NCNA in 0.3s | 2.95 sym/s | Total: 12.4m | ETA: 7.7m
[2025-12-22T20:27:27.682872] [INFO ] [sig       ] [2192/3560] Forecasting NCNO...
[2025-12-22T20:27:27.682901] [INFO ] [sig       ] Generating forecast for: NCNO
[2025-12-22T20:27:27.682934] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCNO' from 'https://tdm.silogroup.org/data/derivative_storage/NCNO.csv'.
[2025-12-22T20:27:27.695170] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NCNO'.
[2025-12-22T20:27:27.695570] [INFO ] [FORECASTER] Starting predict_future for NCNO
[2025-12-22T20:27:27.696402] [DEBUG] [LOCAL     ] No optimal features file found for NCNO: ./output/feature-sets/NCNO.txt
[2025-12-22T20:27:27.696454] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:27:27.696519] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:27:27.696547] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:27:27.696621] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:27:27.753867] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:27:27.754718] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:27:27.754798] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:27:27.754829] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:27:27.877067] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:27:27.877218] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:27:27.877257] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:27:27.877286] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:27:27.880614] [DEBUG] [FORECASTER] NCNO: Forecast T+1@11:T+2@11: UP (p=89.15%)
[2025-12-22T20:27:27.880880] [INFO ] [FORECASTER] Completed predict_future for NCNO
[2025-12-22T20:27:27.880996] [INFO ] [sig       ] NCNO: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:27:28.015207] [INFO ] [LOCAL     ] Saved forecast: NCNO	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/NCNO.txt
[2025-12-22T20:27:28.015337] [INFO ] [sig       ] [2192/3560] Completed NCNO in 0.3s | 2.95 sym/s | Total: 12.4m | ETA: 7.7m
[2025-12-22T20:27:28.015376] [INFO ] [sig       ] [2193/3560] Forecasting NCTY...
[2025-12-22T20:27:28.015406] [INFO ] [sig       ] Generating forecast for: NCTY
[2025-12-22T20:27:28.015436] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCTY' from 'https://tdm.silogroup.org/data/derivative_storage/NCTY.csv'.
[2025-12-22T20:27:28.026790] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NCTY'.
[2025-12-22T20:27:28.027163] [INFO ] [FORECASTER] Starting predict_future for NCTY
[2025-12-22T20:27:28.027967] [DEBUG] [LOCAL     ] No optimal features file found for NCTY: ./output/feature-sets/NCTY.txt
[2025-12-22T20:27:28.028018] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:27:28.028050] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:27:28.028077] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:27:28.028149] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:27:28.085019] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:27:28.085804] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:27:28.085885] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:27:28.085919] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:27:28.207042] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:27:28.207195] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:27:28.207234] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:27:28.207263] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:27:28.210634] [DEBUG] [FORECASTER] NCTY: Forecast T+1@11:T+2@11: UP (p=96.67%)
[2025-12-22T20:27:28.210904] [INFO ] [FORECASTER] Completed predict_future for NCTY
[2025-12-22T20:27:28.211023] [INFO ] [sig       ] NCTY: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:27:28.345683] [INFO ] [LOCAL     ] Saved forecast: NCTY	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/NCTY.txt
[2025-12-22T20:27:28.345804] [INFO ] [sig       ] [2193/3560] Completed NCTY in 0.3s | 2.95 sym/s | Total: 12.4m | ETA: 7.7m
[2025-12-22T20:27:28.345842] [INFO ] [sig       ] [2194/3560] Forecasting NCZ...
[2025-12-22T20:27:28.345872] [INFO ] [sig       ] Generating forecast for: NCZ
[2025-12-22T20:27:28.345901] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCZ' from 'https://tdm.silogroup.org/data/derivative_storage/NCZ.csv'.
[2025-12-22T20:27:28.356887] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NCZ'.
[2025-12-22T20:27:28.357226] [INFO ] [FORECASTER] Starting predict_future for NCZ
[2025-12-22T20:27:28.358027] [DEBUG] [LOCAL     ] No optimal features file found for NCZ: ./output/feature-sets/NCZ.txt
[2025-12-22T20:27:28.358080] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:27:28.358114] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:27:28.358143] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:27:28.358200] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:27:28.418703] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:27:28.419601] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:27:28.419685] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:27:28.419726] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:27:28.544688] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:27:28.544848] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:27:28.544890] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:27:28.544919] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:27:28.548343] [DEBUG] [FORECASTER] NCZ: Forecast T+1@11:T+2@11: UP (p=91.57%)
[2025-12-22T20:27:28.548659] [INFO ] [FORECASTER] Completed predict_future for NCZ
[2025-12-22T20:27:28.548790] [INFO ] [sig       ] NCZ: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:27:28.686878] [INFO ] [LOCAL     ] Saved forecast: NCZ	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/NCZ.txt
[2025-12-22T20:27:28.687015] [INFO ] [sig       ] [2194/3560] Completed NCZ in 0.3s | 2.95 sym/s | Total: 12.4m | ETA: 7.7m
[2025-12-22T20:27:28.687055] [INFO ] [sig       ] [2195/3560] Forecasting NDAQ...
[2025-12-22T20:27:28.687087] [INFO ] [sig       ] Generating forecast for: NDAQ
[2025-12-22T20:27:28.687119] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NDAQ' from 'https://tdm.silogroup.org/data/derivative_storage/NDAQ.csv'.
[2025-12-22T20:27:28.698422] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NDAQ'.
[2025-12-22T20:27:28.698790] [INFO ] [FORECASTER] Starting predict_future for NDAQ
[2025-12-22T20:27:28.699650] [DEBUG] [LOCAL     ] No optimal features file found for NDAQ: ./output/feature-sets/NDAQ.txt
[2025-12-22T20:27:28.699722] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:27:28.699754] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:27:28.699780] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:27:28.699834] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:27:28.756565] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:27:28.757406] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:27:28.757488] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:27:28.757520] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:27:28.879851] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:27:28.880014] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:27:28.880053] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:27:28.880114] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:27:28.883448] [DEBUG] [FORECASTER] NDAQ: Forecast T+1@11:T+2@11: UP (p=92.95%)
[2025-12-22T20:27:28.883732] [INFO ] [FORECASTER] Completed predict_future for NDAQ
[2025-12-22T20:27:28.883856] [INFO ] [sig       ] NDAQ: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:27:29.019955] [INFO ] [LOCAL     ] Saved forecast: NDAQ	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/NDAQ.txt
[2025-12-22T20:27:29.020089] [INFO ] [sig       ] [2195/3560] Completed NDAQ in 0.3s | 2.95 sym/s | Total: 12.4m | ETA: 7.7m
[2025-12-22T20:27:29.020128] [INFO ] [sig       ] [2196/3560] Forecasting NDMO...
[2025-12-22T20:27:29.020157] [INFO ] [sig       ] Generating forecast for: NDMO
[2025-12-22T20:27:29.020189] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NDMO' from 'https://tdm.silogroup.org/data/derivative_storage/NDMO.csv'.
[2025-12-22T20:27:29.031257] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NDMO'.
[2025-12-22T20:27:29.031628] [INFO ] [FORECASTER] Starting predict_future for NDMO
[2025-12-22T20:27:29.032472] [DEBUG] [LOCAL     ] No optimal features file found for NDMO: ./output/feature-sets/NDMO.txt
[2025-12-22T20:27:29.032525] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:27:29.032558] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:27:29.032616] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:27:29.032684] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:27:29.089065] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:27:29.090029] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:27:29.090126] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:27:29.090167] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:27:29.220829] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:27:29.220980] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:27:29.221020] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:27:29.221049] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:27:29.224559] [DEBUG] [FORECASTER] NDMO: Forecast T+1@11:T+2@11: DOWN (p=27.83%)
[2025-12-22T20:27:29.224895] [INFO ] [FORECASTER] Completed predict_future for NDMO
[2025-12-22T20:27:29.225029] [INFO ] [sig       ] NDMO: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:27:29.366378] [INFO ] [LOCAL     ] Saved forecast: NDMO	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/NDMO.txt
[2025-12-22T20:27:29.366846] [INFO ] [sig       ] [2196/3560] Completed NDMO in 0.3s | 2.95 sym/s | Total: 12.4m | ETA: 7.7m
[2025-12-22T20:27:29.366920] [INFO ] [sig       ] [2197/3560] Forecasting NDRA...
[2025-12-22T20:27:29.366956] [INFO ] [sig       ] Generating forecast for: NDRA
[2025-12-22T20:27:29.366994] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NDRA' from 'https://tdm.silogroup.org/data/derivative_storage/NDRA.csv'.
[2025-12-22T20:27:29.382405] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NDRA'.
[2025-12-22T20:27:29.382800] [INFO ] [FORECASTER] Starting predict_future for NDRA
[2025-12-22T20:27:29.383752] [DEBUG] [LOCAL     ] No optimal features file found for NDRA: ./output/feature-sets/NDRA.txt
[2025-12-22T20:27:29.383809] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:27:29.383842] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:27:29.383869] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:27:29.383924] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:27:29.440641] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:27:29.441504] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:27:29.441621] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:27:29.441657] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:27:29.561934] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:27:29.562084] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:27:29.562123] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:27:29.562152] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:27:29.565539] [DEBUG] [FORECASTER] NDRA: Forecast T+1@11:T+2@11: DOWN (p=1.82%)
[2025-12-22T20:27:29.565824] [INFO ] [FORECASTER] Completed predict_future for NDRA
[2025-12-22T20:27:29.565944] [INFO ] [sig       ] NDRA: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:27:29.707190] [INFO ] [LOCAL     ] Saved forecast: NDRA	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/NDRA.txt
[2025-12-22T20:27:29.707339] [INFO ] [sig       ] [2197/3560] Completed NDRA in 0.3s | 2.95 sym/s | Total: 12.4m | ETA: 7.7m
[2025-12-22T20:27:29.707380] [INFO ] [sig       ] [2198/3560] Forecasting NDSN...
[2025-12-22T20:27:29.707411] [INFO ] [sig       ] Generating forecast for: NDSN
[2025-12-22T20:27:29.707447] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NDSN' from 'https://tdm.silogroup.org/data/derivative_storage/NDSN.csv'.
[2025-12-22T20:27:29.719192] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NDSN'.
[2025-12-22T20:27:29.719519] [INFO ] [FORECASTER] Starting predict_future for NDSN
[2025-12-22T20:27:29.720338] [DEBUG] [LOCAL     ] No optimal features file found for NDSN: ./output/feature-sets/NDSN.txt
[2025-12-22T20:27:29.720390] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:27:29.720422] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:27:29.720448] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:27:29.720505] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:27:29.777534] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:27:29.778371] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:27:29.778451] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:27:29.778483] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:27:29.903234] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:27:29.903384] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:27:29.903424] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:27:29.903452] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:27:29.906799] [DEBUG] [FORECASTER] NDSN: Forecast T+1@11:T+2@11: DOWN (p=27.74%)
[2025-12-22T20:27:29.907067] [INFO ] [FORECASTER] Completed predict_future for NDSN
[2025-12-22T20:27:29.907187] [INFO ] [sig       ] NDSN: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:27:30.043045] [INFO ] [LOCAL     ] Saved forecast: NDSN	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/NDSN.txt
[2025-12-22T20:27:30.043191] [INFO ] [sig       ] [2198/3560] Completed NDSN in 0.3s | 2.95 sym/s | Total: 12.4m | ETA: 7.7m
[2025-12-22T20:27:30.043230] [INFO ] [sig       ] [2199/3560] Forecasting NE...
[2025-12-22T20:27:30.043261] [INFO ] [sig       ] Generating forecast for: NE
[2025-12-22T20:27:30.043290] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NE' from 'https://tdm.silogroup.org/data/derivative_storage/NE.csv'.
[2025-12-22T20:27:30.054559] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NE'.
[2025-12-22T20:27:30.054972] [INFO ] [FORECASTER] Starting predict_future for NE
[2025-12-22T20:27:30.056010] [DEBUG] [LOCAL     ] No optimal features file found for NE: ./output/feature-sets/NE.txt
[2025-12-22T20:27:30.056089] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:27:30.056135] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:27:30.056175] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:27:30.056243] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:27:30.115371] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:27:30.116244] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:27:30.116344] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:27:30.116379] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:27:30.236967] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:27:30.237119] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:27:30.237158] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:27:30.237187] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:27:30.240965] [DEBUG] [FORECASTER] NE: Forecast T+1@11:T+2@11: DOWN (p=39.82%)
[2025-12-22T20:27:30.241241] [INFO ] [FORECASTER] Completed predict_future for NE
[2025-12-22T20:27:30.241372] [INFO ] [sig       ] NE: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:27:30.387413] [INFO ] [LOCAL     ] Saved forecast: NE	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/NE.txt
[2025-12-22T20:27:30.387565] [INFO ] [sig       ] [2199/3560] Completed NE in 0.3s | 2.95 sym/s | Total: 12.4m | ETA: 7.7m
[2025-12-22T20:27:30.387624] [INFO ] [sig       ] [2200/3560] Forecasting NEA...
[2025-12-22T20:27:30.387654] [INFO ] [sig       ] Generating forecast for: NEA
[2025-12-22T20:27:30.387689] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEA' from 'https://tdm.silogroup.org/data/derivative_storage/NEA.csv'.
[2025-12-22T20:27:30.399272] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEA'.
[2025-12-22T20:27:30.399656] [INFO ] [FORECASTER] Starting predict_future for NEA
[2025-12-22T20:27:30.400415] [DEBUG] [LOCAL     ] No optimal features file found for NEA: ./output/feature-sets/NEA.txt
[2025-12-22T20:27:30.400466] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:27:30.400497] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:27:30.400536] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:27:30.400619] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:27:30.457797] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:27:30.458435] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:27:30.458521] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:27:30.458554] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:27:30.584232] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:27:30.584378] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:27:30.584417] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:27:30.584446] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:27:30.587851] [DEBUG] [FORECASTER] NEA: Forecast T+1@11:T+2@11: DOWN (p=15.61%)
[2025-12-22T20:27:30.588136] [INFO ] [FORECASTER] Completed predict_future for NEA
[2025-12-22T20:27:30.588258] [INFO ] [sig       ] NEA: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:27:30.724807] [INFO ] [LOCAL     ] Saved forecast: NEA	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/NEA.txt
[2025-12-22T20:27:30.724958] [INFO ] [sig       ] [2200/3560] Completed NEA in 0.3s | 2.95 sym/s | Total: 12.4m | ETA: 7.7m
[2025-12-22T20:27:30.724997] [INFO ] [sig       ] [2201/3560] Forecasting NECB...
[2025-12-22T20:27:30.725026] [INFO ] [sig       ] Generating forecast for: NECB
[2025-12-22T20:27:30.725056] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NECB' from 'https://tdm.silogroup.org/data/derivative_storage/NECB.csv'.
[2025-12-22T20:27:30.736635] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NECB'.
[2025-12-22T20:27:30.737045] [INFO ] [FORECASTER] Starting predict_future for NECB
[2025-12-22T20:27:30.737934] [DEBUG] [LOCAL     ] No optimal features file found for NECB: ./output/feature-sets/NECB.txt
[2025-12-22T20:27:30.737988] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:27:30.738021] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:27:30.738047] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:27:30.738105] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:27:30.794778] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:27:30.795676] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:27:30.795787] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:27:30.795841] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:27:30.919477] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:27:30.919654] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:27:30.919697] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:27:30.919726] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:27:30.923616] [DEBUG] [FORECASTER] NECB: Forecast T+1@11:T+2@11: UP (p=69.87%)
[2025-12-22T20:27:30.923956] [INFO ] [FORECASTER] Completed predict_future for NECB
[2025-12-22T20:27:30.924094] [INFO ] [sig       ] NECB: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:27:31.077325] [INFO ] [LOCAL     ] Saved forecast: NECB	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/NECB.txt
[2025-12-22T20:27:31.077508] [INFO ] [sig       ] [2201/3560] Completed NECB in 0.4s | 2.95 sym/s | Total: 12.5m | ETA: 7.7m
[2025-12-22T20:27:31.077555] [INFO ] [sig       ] [2202/3560] Forecasting NEE...
[2025-12-22T20:27:31.077616] [INFO ] [sig       ] Generating forecast for: NEE
[2025-12-22T20:27:31.077665] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEE' from 'https://tdm.silogroup.org/data/derivative_storage/NEE.csv'.
[2025-12-22T20:27:31.090387] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEE'.
[2025-12-22T20:27:31.090791] [INFO ] [FORECASTER] Starting predict_future for NEE
[2025-12-22T20:27:31.091569] [DEBUG] [LOCAL     ] No optimal features file found for NEE: ./output/feature-sets/NEE.txt
[2025-12-22T20:27:31.091651] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:27:31.091683] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:27:31.091711] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:27:31.091769] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:27:31.147745] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:27:31.148612] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:27:31.148719] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:27:31.148752] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:27:31.273042] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:27:31.273219] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:27:31.273287] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:27:31.273328] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:27:31.277342] [DEBUG] [FORECASTER] NEE: Forecast T+1@11:T+2@11: DOWN (p=16.56%)
[2025-12-22T20:27:31.277647] [INFO ] [FORECASTER] Completed predict_future for NEE
[2025-12-22T20:27:31.277779] [INFO ] [sig       ] NEE: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:27:31.425668] [INFO ] [LOCAL     ] Saved forecast: NEE	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/NEE.txt
[2025-12-22T20:27:31.425840] [INFO ] [sig       ] [2202/3560] Completed NEE in 0.3s | 2.95 sym/s | Total: 12.5m | ETA: 7.7m
[2025-12-22T20:27:31.425890] [INFO ] [sig       ] [2203/3560] Forecasting NEGG...
[2025-12-22T20:27:31.425928] [INFO ] [sig       ] Generating forecast for: NEGG
[2025-12-22T20:27:31.425968] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEGG' from 'https://tdm.silogroup.org/data/derivative_storage/NEGG.csv'.
[2025-12-22T20:27:31.438089] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEGG'.
[2025-12-22T20:27:31.438550] [INFO ] [FORECASTER] Starting predict_future for NEGG
[2025-12-22T20:27:31.439447] [DEBUG] [LOCAL     ] No optimal features file found for NEGG: ./output/feature-sets/NEGG.txt
[2025-12-22T20:27:31.439503] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:27:31.439534] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:27:31.439560] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:27:31.439669] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:27:31.497125] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:27:31.498016] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:27:31.498119] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:27:31.498153] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:27:31.616234] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:27:31.616399] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:27:31.616439] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:27:31.616467] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:27:31.619903] [DEBUG] [FORECASTER] NEGG: Forecast T+1@11:T+2@11: UP (p=68.34%)
[2025-12-22T20:27:31.620174] [INFO ] [FORECASTER] Completed predict_future for NEGG
[2025-12-22T20:27:31.620298] [INFO ] [sig       ] NEGG: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:27:31.774486] [INFO ] [LOCAL     ] Saved forecast: NEGG	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/NEGG.txt
[2025-12-22T20:27:31.774658] [INFO ] [sig       ] [2203/3560] Completed NEGG in 0.3s | 2.95 sym/s | Total: 12.5m | ETA: 7.7m
[2025-12-22T20:27:31.774700] [INFO ] [sig       ] [2204/3560] Forecasting NEM...
[2025-12-22T20:27:31.774731] [INFO ] [sig       ] Generating forecast for: NEM
[2025-12-22T20:27:31.774759] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEM' from 'https://tdm.silogroup.org/data/derivative_storage/NEM.csv'.
[2025-12-22T20:27:31.786116] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEM'.
[2025-12-22T20:27:31.786491] [INFO ] [FORECASTER] Starting predict_future for NEM
[2025-12-22T20:27:31.787524] [DEBUG] [LOCAL     ] No optimal features file found for NEM: ./output/feature-sets/NEM.txt
[2025-12-22T20:27:31.787602] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:27:31.787641] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:27:31.787671] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:27:31.787735] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:27:31.850386] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:27:31.851311] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:27:31.851397] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:27:31.851431] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:27:31.975861] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:27:31.976009] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:27:31.976048] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:27:31.976076] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:27:31.979386] [DEBUG] [FORECASTER] NEM: Forecast T+1@11:T+2@11: DOWN (p=6.17%)
[2025-12-22T20:27:31.979678] [INFO ] [FORECASTER] Completed predict_future for NEM
[2025-12-22T20:27:31.979805] [INFO ] [sig       ] NEM: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:27:32.116620] [INFO ] [LOCAL     ] Saved forecast: NEM	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/NEM.txt
[2025-12-22T20:27:32.116766] [INFO ] [sig       ] [2204/3560] Completed NEM in 0.3s | 2.95 sym/s | Total: 12.5m | ETA: 7.7m
[2025-12-22T20:27:32.116806] [INFO ] [sig       ] [2205/3560] Forecasting NEO...
[2025-12-22T20:27:32.116838] [INFO ] [sig       ] Generating forecast for: NEO
[2025-12-22T20:27:32.116870] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEO' from 'https://tdm.silogroup.org/data/derivative_storage/NEO.csv'.
[2025-12-22T20:27:32.127925] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEO'.
[2025-12-22T20:27:32.128278] [INFO ] [FORECASTER] Starting predict_future for NEO
[2025-12-22T20:27:32.129140] [DEBUG] [LOCAL     ] No optimal features file found for NEO: ./output/feature-sets/NEO.txt
[2025-12-22T20:27:32.129192] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:27:32.129226] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:27:32.129254] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:27:32.129320] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:27:32.187502] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:27:32.188263] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:27:32.188341] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:27:32.188376] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:27:32.311915] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:27:32.312063] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:27:32.312105] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:27:32.312136] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:27:32.315606] [DEBUG] [FORECASTER] NEO: Forecast T+1@11:T+2@11: DOWN (p=2.25%)
[2025-12-22T20:27:32.315885] [INFO ] [FORECASTER] Completed predict_future for NEO
[2025-12-22T20:27:32.316010] [INFO ] [sig       ] NEO: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:27:32.459160] [INFO ] [LOCAL     ] Saved forecast: NEO	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/NEO.txt
[2025-12-22T20:27:32.459344] [INFO ] [sig       ] [2205/3560] Completed NEO in 0.3s | 2.95 sym/s | Total: 12.5m | ETA: 7.7m
[2025-12-22T20:27:32.459387] [INFO ] [sig       ] [2206/3560] Forecasting NEOG...
[2025-12-22T20:27:32.459419] [INFO ] [sig       ] Generating forecast for: NEOG
[2025-12-22T20:27:32.459454] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEOG' from 'https://tdm.silogroup.org/data/derivative_storage/NEOG.csv'.
[2025-12-22T20:27:32.470924] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEOG'.
[2025-12-22T20:27:32.471295] [INFO ] [FORECASTER] Starting predict_future for NEOG
[2025-12-22T20:27:32.472098] [DEBUG] [LOCAL     ] No optimal features file found for NEOG: ./output/feature-sets/NEOG.txt
[2025-12-22T20:27:32.472150] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:27:32.472210] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:27:32.472240] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:27:32.472296] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:27:32.529171] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:27:32.529960] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:27:32.530038] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:27:32.530071] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:27:32.646602] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:27:32.646740] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:27:32.646778] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:27:32.646806] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:27:32.650127] [DEBUG] [FORECASTER] NEOG: Forecast T+1@11:T+2@11: DOWN (p=5.08%)
[2025-12-22T20:27:32.650394] [INFO ] [FORECASTER] Completed predict_future for NEOG
[2025-12-22T20:27:32.650515] [INFO ] [sig       ] NEOG: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:27:32.787203] [INFO ] [LOCAL     ] Saved forecast: NEOG	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/NEOG.txt
[2025-12-22T20:27:32.787359] [INFO ] [sig       ] [2206/3560] Completed NEOG in 0.3s | 2.95 sym/s | Total: 12.5m | ETA: 7.7m
[2025-12-22T20:27:32.787399] [INFO ] [sig       ] [2207/3560] Forecasting NEON...
[2025-12-22T20:27:32.787429] [INFO ] [sig       ] Generating forecast for: NEON
[2025-12-22T20:27:32.787459] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEON' from 'https://tdm.silogroup.org/data/derivative_storage/NEON.csv'.
[2025-12-22T20:27:32.798399] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEON'.
[2025-12-22T20:27:32.798781] [INFO ] [FORECASTER] Starting predict_future for NEON
[2025-12-22T20:27:32.799656] [DEBUG] [LOCAL     ] No optimal features file found for NEON: ./output/feature-sets/NEON.txt
[2025-12-22T20:27:32.799709] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:27:32.799743] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:27:32.799776] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:27:32.799845] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:27:32.856238] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:27:32.856852] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:27:32.856930] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:27:32.856962] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:27:32.977118] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:27:32.977270] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:27:32.977312] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:27:32.977343] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:27:32.980920] [DEBUG] [FORECASTER] NEON: Forecast T+1@11:T+2@11: DOWN (p=40.45%)
[2025-12-22T20:27:32.981217] [INFO ] [FORECASTER] Completed predict_future for NEON
[2025-12-22T20:27:32.981352] [INFO ] [sig       ] NEON: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:27:33.117044] [INFO ] [LOCAL     ] Saved forecast: NEON	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/NEON.txt
[2025-12-22T20:27:33.117172] [INFO ] [sig       ] [2207/3560] Completed NEON in 0.3s | 2.95 sym/s | Total: 12.5m | ETA: 7.7m
[2025-12-22T20:27:33.117210] [INFO ] [sig       ] [2208/3560] Forecasting NEXA...
[2025-12-22T20:27:33.117239] [INFO ] [sig       ] Generating forecast for: NEXA
[2025-12-22T20:27:33.117268] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEXA' from 'https://tdm.silogroup.org/data/derivative_storage/NEXA.csv'.
[2025-12-22T20:27:33.128215] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEXA'.
[2025-12-22T20:27:33.128625] [INFO ] [FORECASTER] Starting predict_future for NEXA
[2025-12-22T20:27:33.129480] [DEBUG] [LOCAL     ] No optimal features file found for NEXA: ./output/feature-sets/NEXA.txt
[2025-12-22T20:27:33.129533] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:27:33.129567] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:27:33.129625] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:27:33.129685] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:27:33.185249] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:27:33.185922] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:27:33.185998] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:27:33.186030] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:27:33.300045] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:27:33.300195] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:27:33.300234] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:27:33.300262] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:27:33.303557] [DEBUG] [FORECASTER] NEXA: Forecast T+1@11:T+2@11: DOWN (p=5.16%)
[2025-12-22T20:27:33.303864] [INFO ] [FORECASTER] Completed predict_future for NEXA
[2025-12-22T20:27:33.304001] [INFO ] [sig       ] NEXA: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:27:33.438629] [INFO ] [LOCAL     ] Saved forecast: NEXA	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/NEXA.txt
[2025-12-22T20:27:33.438770] [INFO ] [sig       ] [2208/3560] Completed NEXA in 0.3s | 2.95 sym/s | Total: 12.5m | ETA: 7.6m
[2025-12-22T20:27:33.438809] [INFO ] [sig       ] [2209/3560] Forecasting NEXN...
[2025-12-22T20:27:33.438843] [INFO ] [sig       ] Generating forecast for: NEXN
[2025-12-22T20:27:33.438875] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEXN' from 'https://tdm.silogroup.org/data/derivative_storage/NEXN.csv'.
[2025-12-22T20:27:33.449865] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEXN'.
[2025-12-22T20:27:33.450238] [INFO ] [FORECASTER] Starting predict_future for NEXN
[2025-12-22T20:27:33.451053] [DEBUG] [LOCAL     ] No optimal features file found for NEXN: ./output/feature-sets/NEXN.txt
[2025-12-22T20:27:33.451104] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:27:33.451163] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:27:33.451191] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:27:33.451247] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:27:33.506621] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:27:33.507290] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:27:33.507365] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:27:33.507397] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:27:33.629108] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:27:33.629230] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:27:33.629268] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:27:33.629296] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:27:33.632653] [DEBUG] [FORECASTER] NEXN: Forecast T+1@11:T+2@11: UP (p=62.54%)
[2025-12-22T20:27:33.632922] [INFO ] [FORECASTER] Completed predict_future for NEXN
[2025-12-22T20:27:33.633042] [INFO ] [sig       ] NEXN: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:27:33.768405] [INFO ] [LOCAL     ] Saved forecast: NEXN	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/NEXN.txt
[2025-12-22T20:27:33.768545] [INFO ] [sig       ] [2209/3560] Completed NEXN in 0.3s | 2.95 sym/s | Total: 12.5m | ETA: 7.6m
[2025-12-22T20:27:33.768599] [INFO ] [sig       ] [2210/3560] Forecasting NFBK...
[2025-12-22T20:27:33.768638] [INFO ] [sig       ] Generating forecast for: NFBK
[2025-12-22T20:27:33.768670] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NFBK' from 'https://tdm.silogroup.org/data/derivative_storage/NFBK.csv'.
[2025-12-22T20:27:33.779496] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NFBK'.
[2025-12-22T20:27:33.779847] [INFO ] [FORECASTER] Starting predict_future for NFBK
[2025-12-22T20:27:33.780629] [DEBUG] [LOCAL     ] No optimal features file found for NFBK: ./output/feature-sets/NFBK.txt
[2025-12-22T20:27:33.780679] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:27:33.780710] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:27:33.780736] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:27:33.780791] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:27:33.835901] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:27:33.836651] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:27:33.836731] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:27:33.836762] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:27:33.952232] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:27:33.952386] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:27:33.952427] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:27:33.952455] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:27:33.955860] [DEBUG] [FORECASTER] NFBK: Forecast T+1@11:T+2@11: UP (p=79.41%)
[2025-12-22T20:27:33.956129] [INFO ] [FORECASTER] Completed predict_future for NFBK
[2025-12-22T20:27:33.956248] [INFO ] [sig       ] NFBK: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:27:34.094210] [INFO ] [LOCAL     ] Saved forecast: NFBK	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/NFBK.txt
[2025-12-22T20:27:34.094368] [INFO ] [sig       ] [2210/3560] Completed NFBK in 0.3s | 2.95 sym/s | Total: 12.5m | ETA: 7.6m
[2025-12-22T20:27:34.094406] [INFO ] [sig       ] [2211/3560] Forecasting NFE...
[2025-12-22T20:27:34.094436] [INFO ] [sig       ] Generating forecast for: NFE
[2025-12-22T20:27:34.094467] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NFE' from 'https://tdm.silogroup.org/data/derivative_storage/NFE.csv'.
[2025-12-22T20:27:34.106298] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NFE'.
[2025-12-22T20:27:34.106667] [INFO ] [FORECASTER] Starting predict_future for NFE
[2025-12-22T20:27:34.107502] [DEBUG] [LOCAL     ] No optimal features file found for NFE: ./output/feature-sets/NFE.txt
[2025-12-22T20:27:34.107565] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:27:34.107626] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:27:34.107664] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:27:34.107730] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:27:34.169533] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:27:34.170661] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:27:34.170746] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:27:34.170778] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:27:34.300305] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:27:34.300451] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:27:34.300492] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:27:34.300522] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:27:34.303993] [DEBUG] [FORECASTER] NFE: Forecast T+1@11:T+2@11: DOWN (p=18.15%)
[2025-12-22T20:27:34.304268] [INFO ] [FORECASTER] Completed predict_future for NFE
[2025-12-22T20:27:34.304393] [INFO ] [sig       ] NFE: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:27:34.440566] [INFO ] [LOCAL     ] Saved forecast: NFE	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/NFE.txt
[2025-12-22T20:27:34.440715] [INFO ] [sig       ] [2211/3560] Completed NFE in 0.3s | 2.95 sym/s | Total: 12.5m | ETA: 7.6m
[2025-12-22T20:27:34.440753] [INFO ] [sig       ] [2212/3560] Forecasting NFG...
[2025-12-22T20:27:34.440782] [INFO ] [sig       ] Generating forecast for: NFG
[2025-12-22T20:27:34.440813] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NFG' from 'https://tdm.silogroup.org/data/derivative_storage/NFG.csv'.
[2025-12-22T20:27:34.451842] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NFG'.
[2025-12-22T20:27:34.452214] [INFO ] [FORECASTER] Starting predict_future for NFG
[2025-12-22T20:27:34.453045] [DEBUG] [LOCAL     ] No optimal features file found for NFG: ./output/feature-sets/NFG.txt
[2025-12-22T20:27:34.453097] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:27:34.453128] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:27:34.453154] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:27:34.453210] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:27:34.511008] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:27:34.511733] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:27:34.511814] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:27:34.511847] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:27:34.631895] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:27:34.632046] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:27:34.632087] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:27:34.632150] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:27:34.635812] [DEBUG] [FORECASTER] NFG: Forecast T+1@11:T+2@11: DOWN (p=37.73%)
[2025-12-22T20:27:34.636091] [INFO ] [FORECASTER] Completed predict_future for NFG
[2025-12-22T20:27:34.636219] [INFO ] [sig       ] NFG: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:27:34.773477] [INFO ] [LOCAL     ] Saved forecast: NFG	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/NFG.txt
[2025-12-22T20:27:34.773632] [INFO ] [sig       ] [2212/3560] Completed NFG in 0.3s | 2.95 sym/s | Total: 12.5m | ETA: 7.6m
[2025-12-22T20:27:34.773677] [INFO ] [sig       ] [2213/3560] Forecasting NFJ...
[2025-12-22T20:27:34.773706] [INFO ] [sig       ] Generating forecast for: NFJ
[2025-12-22T20:27:34.773736] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NFJ' from 'https://tdm.silogroup.org/data/derivative_storage/NFJ.csv'.
[2025-12-22T20:27:34.784472] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NFJ'.
[2025-12-22T20:27:34.784820] [INFO ] [FORECASTER] Starting predict_future for NFJ
[2025-12-22T20:27:34.785596] [DEBUG] [LOCAL     ] No optimal features file found for NFJ: ./output/feature-sets/NFJ.txt
[2025-12-22T20:27:34.785651] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:27:34.785684] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:27:34.785710] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:27:34.785766] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:27:34.843164] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:27:34.843902] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:27:34.843988] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:27:34.844022] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:27:34.962990] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:27:34.963141] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:27:34.963180] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:27:34.963245] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:27:34.966535] [DEBUG] [FORECASTER] NFJ: Forecast T+1@11:T+2@11: DOWN (p=8.91%)
[2025-12-22T20:27:34.966816] [INFO ] [FORECASTER] Completed predict_future for NFJ
[2025-12-22T20:27:34.966937] [INFO ] [sig       ] NFJ: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:27:35.112553] [INFO ] [LOCAL     ] Saved forecast: NFJ	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/NFJ.txt
[2025-12-22T20:27:35.112738] [INFO ] [sig       ] [2213/3560] Completed NFJ in 0.3s | 2.95 sym/s | Total: 12.5m | ETA: 7.6m
[2025-12-22T20:27:35.112790] [INFO ] [sig       ] [2214/3560] Forecasting NFLX...
[2025-12-22T20:27:35.112823] [INFO ] [sig       ] Generating forecast for: NFLX
[2025-12-22T20:27:35.112855] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NFLX' from 'https://tdm.silogroup.org/data/derivative_storage/NFLX.csv'.
[2025-12-22T20:27:35.124200] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NFLX'.
[2025-12-22T20:27:35.124617] [INFO ] [FORECASTER] Starting predict_future for NFLX
[2025-12-22T20:27:35.125431] [DEBUG] [LOCAL     ] No optimal features file found for NFLX: ./output/feature-sets/NFLX.txt
[2025-12-22T20:27:35.125482] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:27:35.125514] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:27:35.125539] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:27:35.125620] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:27:35.182301] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:27:35.183055] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:27:35.183132] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:27:35.183164] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:27:35.300589] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:27:35.300739] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:27:35.300778] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:27:35.300806] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:27:35.304178] [DEBUG] [FORECASTER] NFLX: Forecast T+1@11:T+2@11: DOWN (p=23.92%)
[2025-12-22T20:27:35.304438] [INFO ] [FORECASTER] Completed predict_future for NFLX
[2025-12-22T20:27:35.304558] [INFO ] [sig       ] NFLX: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:27:35.439762] [INFO ] [LOCAL     ] Saved forecast: NFLX	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/NFLX.txt
[2025-12-22T20:27:35.439910] [INFO ] [sig       ] [2214/3560] Completed NFLX in 0.3s | 2.95 sym/s | Total: 12.5m | ETA: 7.6m
[2025-12-22T20:27:35.439956] [INFO ] [sig       ] [2215/3560] Forecasting NFTY...
[2025-12-22T20:27:35.439992] [INFO ] [sig       ] Generating forecast for: NFTY
[2025-12-22T20:27:35.440028] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NFTY' from 'https://tdm.silogroup.org/data/derivative_storage/NFTY.csv'.
[2025-12-22T20:27:35.451046] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NFTY'.
[2025-12-22T20:27:35.451429] [INFO ] [FORECASTER] Starting predict_future for NFTY
[2025-12-22T20:27:35.452323] [DEBUG] [LOCAL     ] No optimal features file found for NFTY: ./output/feature-sets/NFTY.txt
[2025-12-22T20:27:35.452379] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:27:35.452426] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:27:35.452457] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:27:35.452515] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:27:35.515859] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:27:35.516760] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:27:35.516841] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:27:35.516890] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:27:35.638987] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:27:35.639145] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:27:35.639183] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:27:35.639211] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:27:35.642617] [DEBUG] [FORECASTER] NFTY: Forecast T+1@11:T+2@11: UP (p=80.81%)
[2025-12-22T20:27:35.642888] [INFO ] [FORECASTER] Completed predict_future for NFTY
[2025-12-22T20:27:35.643013] [INFO ] [sig       ] NFTY: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:27:35.776704] [INFO ] [LOCAL     ] Saved forecast: NFTY	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/NFTY.txt
[2025-12-22T20:27:35.776841] [INFO ] [sig       ] [2215/3560] Completed NFTY in 0.3s | 2.95 sym/s | Total: 12.5m | ETA: 7.6m
[2025-12-22T20:27:35.776885] [INFO ] [sig       ] [2216/3560] Forecasting NGG...
[2025-12-22T20:27:35.776921] [INFO ] [sig       ] Generating forecast for: NGG
[2025-12-22T20:27:35.776959] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NGG' from 'https://tdm.silogroup.org/data/derivative_storage/NGG.csv'.
[2025-12-22T20:27:35.787708] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NGG'.
[2025-12-22T20:27:35.788047] [INFO ] [FORECASTER] Starting predict_future for NGG
[2025-12-22T20:27:35.788818] [DEBUG] [LOCAL     ] No optimal features file found for NGG: ./output/feature-sets/NGG.txt
[2025-12-22T20:27:35.788868] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:27:35.788903] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:27:35.788932] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:27:35.788989] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:27:35.844728] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:27:35.845398] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:27:35.845474] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:27:35.845506] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:27:35.966250] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:27:35.966392] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:27:35.966430] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:27:35.966458] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:27:35.969761] [DEBUG] [FORECASTER] NGG: Forecast T+1@11:T+2@11: DOWN (p=3.62%)
[2025-12-22T20:27:35.970028] [INFO ] [FORECASTER] Completed predict_future for NGG
[2025-12-22T20:27:35.970146] [INFO ] [sig       ] NGG: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:27:36.105044] [INFO ] [LOCAL     ] Saved forecast: NGG	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/NGG.txt
[2025-12-22T20:27:36.105173] [INFO ] [sig       ] [2216/3560] Completed NGG in 0.3s | 2.95 sym/s | Total: 12.5m | ETA: 7.6m
[2025-12-22T20:27:36.105211] [INFO ] [sig       ] [2217/3560] Forecasting NGL...
[2025-12-22T20:27:36.105241] [INFO ] [sig       ] Generating forecast for: NGL
[2025-12-22T20:27:36.105270] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NGL' from 'https://tdm.silogroup.org/data/derivative_storage/NGL.csv'.
[2025-12-22T20:27:36.115930] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NGL'.
[2025-12-22T20:27:36.116300] [INFO ] [FORECASTER] Starting predict_future for NGL
[2025-12-22T20:27:36.117079] [DEBUG] [LOCAL     ] No optimal features file found for NGL: ./output/feature-sets/NGL.txt
[2025-12-22T20:27:36.117132] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:27:36.117166] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:27:36.117229] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:27:36.117288] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:27:36.176691] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:27:36.177496] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:27:36.177588] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:27:36.177623] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:27:36.295039] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:27:36.295185] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:27:36.295225] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:27:36.295253] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:27:36.298540] [DEBUG] [FORECASTER] NGL: Forecast T+1@11:T+2@11: UP (p=88.11%)
[2025-12-22T20:27:36.298820] [INFO ] [FORECASTER] Completed predict_future for NGL
[2025-12-22T20:27:36.298942] [INFO ] [sig       ] NGL: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:27:36.434761] [INFO ] [LOCAL     ] Saved forecast: NGL	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/NGL.txt
[2025-12-22T20:27:36.434920] [INFO ] [sig       ] [2217/3560] Completed NGL in 0.3s | 2.95 sym/s | Total: 12.5m | ETA: 7.6m
[2025-12-22T20:27:36.434960] [INFO ] [sig       ] [2218/3560] Forecasting NGNE...
[2025-12-22T20:27:36.434989] [INFO ] [sig       ] Generating forecast for: NGNE
[2025-12-22T20:27:36.435019] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NGNE' from 'https://tdm.silogroup.org/data/derivative_storage/NGNE.csv'.
[2025-12-22T20:27:36.446021] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NGNE'.
[2025-12-22T20:27:36.446381] [INFO ] [FORECASTER] Starting predict_future for NGNE
[2025-12-22T20:27:36.447190] [DEBUG] [LOCAL     ] No optimal features file found for NGNE: ./output/feature-sets/NGNE.txt
[2025-12-22T20:27:36.447242] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:27:36.447273] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:27:36.447300] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:27:36.447355] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:27:36.503628] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:27:36.504348] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:27:36.504424] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:27:36.504456] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:27:36.621918] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:27:36.622050] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:27:36.622087] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:27:36.622115] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:27:36.625387] [DEBUG] [FORECASTER] NGNE: Forecast T+1@11:T+2@11: DOWN (p=30.23%)
[2025-12-22T20:27:36.625670] [INFO ] [FORECASTER] Completed predict_future for NGNE
[2025-12-22T20:27:36.625791] [INFO ] [sig       ] NGNE: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:27:36.761706] [INFO ] [LOCAL     ] Saved forecast: NGNE	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/NGNE.txt
[2025-12-22T20:27:36.761841] [INFO ] [sig       ] [2218/3560] Completed NGNE in 0.3s | 2.95 sym/s | Total: 12.5m | ETA: 7.6m
[2025-12-22T20:27:36.761880] [INFO ] [sig       ] [2219/3560] Forecasting NGS...
[2025-12-22T20:27:36.761910] [INFO ] [sig       ] Generating forecast for: NGS
[2025-12-22T20:27:36.761942] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NGS' from 'https://tdm.silogroup.org/data/derivative_storage/NGS.csv'.
[2025-12-22T20:27:36.773064] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NGS'.
[2025-12-22T20:27:36.773372] [INFO ] [FORECASTER] Starting predict_future for NGS
[2025-12-22T20:27:36.774178] [DEBUG] [LOCAL     ] No optimal features file found for NGS: ./output/feature-sets/NGS.txt
[2025-12-22T20:27:36.774229] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:27:36.774260] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:27:36.774288] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:27:36.774344] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:27:36.830009] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:27:36.830622] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:27:36.830734] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:27:36.830767] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:27:36.951062] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:27:36.951209] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:27:36.951248] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:27:36.951276] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:27:36.954596] [DEBUG] [FORECASTER] NGS: Forecast T+1@11:T+2@11: UP (p=74.92%)
[2025-12-22T20:27:36.954859] [INFO ] [FORECASTER] Completed predict_future for NGS
[2025-12-22T20:27:36.954982] [INFO ] [sig       ] NGS: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:27:37.091012] [INFO ] [LOCAL     ] Saved forecast: NGS	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/NGS.txt
[2025-12-22T20:27:37.091134] [INFO ] [sig       ] [2219/3560] Completed NGS in 0.3s | 2.95 sym/s | Total: 12.6m | ETA: 7.6m
[2025-12-22T20:27:37.091171] [INFO ] [sig       ] [2220/3560] Forecasting NGVC...
[2025-12-22T20:27:37.091202] [INFO ] [sig       ] Generating forecast for: NGVC
[2025-12-22T20:27:37.091231] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NGVC' from 'https://tdm.silogroup.org/data/derivative_storage/NGVC.csv'.
[2025-12-22T20:27:37.102141] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NGVC'.
[2025-12-22T20:27:37.102477] [INFO ] [FORECASTER] Starting predict_future for NGVC
[2025-12-22T20:27:37.103248] [DEBUG] [LOCAL     ] No optimal features file found for NGVC: ./output/feature-sets/NGVC.txt
[2025-12-22T20:27:37.103298] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:27:37.103329] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:27:37.103355] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:27:37.103410] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:27:37.160244] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:27:37.160888] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:27:37.160976] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:27:37.161022] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:27:37.280198] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:27:37.280352] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:27:37.280391] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:27:37.280419] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:27:37.283720] [DEBUG] [FORECASTER] NGVC: Forecast T+1@11:T+2@11: UP (p=90.76%)
[2025-12-22T20:27:37.283988] [INFO ] [FORECASTER] Completed predict_future for NGVC
[2025-12-22T20:27:37.284108] [INFO ] [sig       ] NGVC: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:27:37.419816] [INFO ] [LOCAL     ] Saved forecast: NGVC	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/NGVC.txt
[2025-12-22T20:27:37.419963] [INFO ] [sig       ] [2220/3560] Completed NGVC in 0.3s | 2.95 sym/s | Total: 12.6m | ETA: 7.6m
[2025-12-22T20:27:37.420002] [INFO ] [sig       ] [2221/3560] Forecasting NHI...
[2025-12-22T20:27:37.420031] [INFO ] [sig       ] Generating forecast for: NHI
[2025-12-22T20:27:37.420076] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NHI' from 'https://tdm.silogroup.org/data/derivative_storage/NHI.csv'.
[2025-12-22T20:27:37.430676] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NHI'.
[2025-12-22T20:27:37.431053] [INFO ] [FORECASTER] Starting predict_future for NHI
[2025-12-22T20:27:37.431847] [DEBUG] [LOCAL     ] No optimal features file found for NHI: ./output/feature-sets/NHI.txt
[2025-12-22T20:27:37.431900] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:27:37.431931] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:27:37.431959] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:27:37.432014] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:27:37.490210] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:27:37.491135] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:27:37.491223] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:27:37.491255] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:27:37.608226] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:27:37.608379] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:27:37.608418] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:27:37.608447] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:27:37.611860] [DEBUG] [FORECASTER] NHI: Forecast T+1@11:T+2@11: UP (p=59.47%)
[2025-12-22T20:27:37.612134] [INFO ] [FORECASTER] Completed predict_future for NHI
[2025-12-22T20:27:37.612260] [INFO ] [sig       ] NHI: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:27:37.760301] [INFO ] [LOCAL     ] Saved forecast: NHI	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/NHI.txt
[2025-12-22T20:27:37.760466] [INFO ] [sig       ] [2221/3560] Completed NHI in 0.3s | 2.95 sym/s | Total: 12.6m | ETA: 7.6m
[2025-12-22T20:27:37.760509] [INFO ] [sig       ] [2222/3560] Forecasting NHTC...
[2025-12-22T20:27:37.760538] [INFO ] [sig       ] Generating forecast for: NHTC
[2025-12-22T20:27:37.760585] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NHTC' from 'https://tdm.silogroup.org/data/derivative_storage/NHTC.csv'.
[2025-12-22T20:27:37.772969] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NHTC'.
[2025-12-22T20:27:37.773380] [INFO ] [FORECASTER] Starting predict_future for NHTC
[2025-12-22T20:27:37.774191] [DEBUG] [LOCAL     ] No optimal features file found for NHTC: ./output/feature-sets/NHTC.txt
[2025-12-22T20:27:37.774243] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:27:37.774276] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:27:37.774302] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:27:37.774358] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:27:37.830212] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:27:37.830840] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:27:37.830943] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:27:37.830977] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:27:37.937885] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:27:37.938019] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:27:37.938057] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:27:37.938086] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:27:37.941367] [DEBUG] [FORECASTER] NHTC: Forecast T+1@11:T+2@11: DOWN (p=39.80%)
[2025-12-22T20:27:37.941644] [INFO ] [FORECASTER] Completed predict_future for NHTC
[2025-12-22T20:27:37.941763] [INFO ] [sig       ] NHTC: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:27:38.088284] [INFO ] [LOCAL     ] Saved forecast: NHTC	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/NHTC.txt
[2025-12-22T20:27:38.088442] [INFO ] [sig       ] [2222/3560] Completed NHTC in 0.3s | 2.95 sym/s | Total: 12.6m | ETA: 7.6m
[2025-12-22T20:27:38.088481] [INFO ] [sig       ] [2223/3560] Forecasting NI...
[2025-12-22T20:27:38.088510] [INFO ] [sig       ] Generating forecast for: NI
[2025-12-22T20:27:38.088541] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NI' from 'https://tdm.silogroup.org/data/derivative_storage/NI.csv'.
[2025-12-22T20:27:38.099300] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NI'.
[2025-12-22T20:27:38.099633] [INFO ] [FORECASTER] Starting predict_future for NI
[2025-12-22T20:27:38.100390] [DEBUG] [LOCAL     ] No optimal features file found for NI: ./output/feature-sets/NI.txt
[2025-12-22T20:27:38.100441] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:27:38.100473] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:27:38.100500] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:27:38.100555] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:27:38.157424] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:27:38.158103] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:27:38.158178] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:27:38.158209] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:27:38.278855] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:27:38.279003] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:27:38.279055] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:27:38.279094] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:27:38.282811] [DEBUG] [FORECASTER] NI: Forecast T+1@11:T+2@11: UP (p=87.99%)
[2025-12-22T20:27:38.283085] [INFO ] [FORECASTER] Completed predict_future for NI
[2025-12-22T20:27:38.283399] [INFO ] [sig       ] NI: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:27:38.432616] [INFO ] [LOCAL     ] Saved forecast: NI	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/NI.txt
[2025-12-22T20:27:38.432756] [INFO ] [sig       ] [2223/3560] Completed NI in 0.3s | 2.95 sym/s | Total: 12.6m | ETA: 7.6m
[2025-12-22T20:27:38.432794] [INFO ] [sig       ] [2224/3560] Forecasting NIC...
[2025-12-22T20:27:38.432823] [INFO ] [sig       ] Generating forecast for: NIC
[2025-12-22T20:27:38.432854] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NIC' from 'https://tdm.silogroup.org/data/derivative_storage/NIC.csv'.
[2025-12-22T20:27:38.443607] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NIC'.
[2025-12-22T20:27:38.443931] [INFO ] [FORECASTER] Starting predict_future for NIC
[2025-12-22T20:27:38.444694] [DEBUG] [LOCAL     ] No optimal features file found for NIC: ./output/feature-sets/NIC.txt
[2025-12-22T20:27:38.444746] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:27:38.444777] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:27:38.444803] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:27:38.444859] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:27:38.501594] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:27:38.502354] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:27:38.502434] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:27:38.502465] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:27:38.624542] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:27:38.624709] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:27:38.624749] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:27:38.624785] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:27:38.628139] [DEBUG] [FORECASTER] NIC: Forecast T+1@11:T+2@11: UP (p=96.45%)
[2025-12-22T20:27:38.628452] [INFO ] [FORECASTER] Completed predict_future for NIC
[2025-12-22T20:27:38.628591] [INFO ] [sig       ] NIC: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:27:38.763083] [INFO ] [LOCAL     ] Saved forecast: NIC	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/NIC.txt
[2025-12-22T20:27:38.763214] [INFO ] [sig       ] [2224/3560] Completed NIC in 0.3s | 2.95 sym/s | Total: 12.6m | ETA: 7.6m
[2025-12-22T20:27:38.763253] [INFO ] [sig       ] [2225/3560] Forecasting NICE...
[2025-12-22T20:27:38.763283] [INFO ] [sig       ] Generating forecast for: NICE
[2025-12-22T20:27:38.763313] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NICE' from 'https://tdm.silogroup.org/data/derivative_storage/NICE.csv'.
[2025-12-22T20:27:38.774010] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NICE'.
[2025-12-22T20:27:38.774356] [INFO ] [FORECASTER] Starting predict_future for NICE
[2025-12-22T20:27:38.775139] [DEBUG] [LOCAL     ] No optimal features file found for NICE: ./output/feature-sets/NICE.txt
[2025-12-22T20:27:38.775190] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:27:38.775222] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:27:38.775249] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:27:38.775308] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:27:38.831453] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:27:38.832108] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:27:38.832182] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:27:38.832214] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:27:38.955510] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:27:38.955672] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:27:38.955723] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:27:38.955753] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:27:38.959104] [DEBUG] [FORECASTER] NICE: Forecast T+1@11:T+2@11: UP (p=75.25%)
[2025-12-22T20:27:38.959386] [INFO ] [FORECASTER] Completed predict_future for NICE
[2025-12-22T20:27:38.959513] [INFO ] [sig       ] NICE: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:27:39.095270] [INFO ] [LOCAL     ] Saved forecast: NICE	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/NICE.txt
[2025-12-22T20:27:39.095399] [INFO ] [sig       ] [2225/3560] Completed NICE in 0.3s | 2.95 sym/s | Total: 12.6m | ETA: 7.6m
[2025-12-22T20:27:39.095438] [INFO ] [sig       ] [2226/3560] Forecasting NIE...
[2025-12-22T20:27:39.095466] [INFO ] [sig       ] Generating forecast for: NIE
[2025-12-22T20:27:39.095496] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NIE' from 'https://tdm.silogroup.org/data/derivative_storage/NIE.csv'.
[2025-12-22T20:27:39.105961] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NIE'.
[2025-12-22T20:27:39.106270] [INFO ] [FORECASTER] Starting predict_future for NIE
[2025-12-22T20:27:39.107053] [DEBUG] [LOCAL     ] No optimal features file found for NIE: ./output/feature-sets/NIE.txt
[2025-12-22T20:27:39.107113] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:27:39.107175] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:27:39.107204] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:27:39.107260] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:27:39.164170] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:27:39.164892] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:27:39.164971] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:27:39.165004] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:27:39.283431] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:27:39.283607] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:27:39.283651] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:27:39.283681] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:27:39.286992] [DEBUG] [FORECASTER] NIE: Forecast T+1@11:T+2@11: UP (p=87.50%)
[2025-12-22T20:27:39.287273] [INFO ] [FORECASTER] Completed predict_future for NIE
[2025-12-22T20:27:39.287398] [INFO ] [sig       ] NIE: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:27:39.481360] [INFO ] [LOCAL     ] Saved forecast: NIE	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/NIE.txt
[2025-12-22T20:27:39.481495] [INFO ] [sig       ] [2226/3560] Completed NIE in 0.4s | 2.95 sym/s | Total: 12.6m | ETA: 7.5m
[2025-12-22T20:27:39.481532] [INFO ] [sig       ] [2227/3560] Forecasting NIKL...
[2025-12-22T20:27:39.481562] [INFO ] [sig       ] Generating forecast for: NIKL
[2025-12-22T20:27:39.481610] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NIKL' from 'https://tdm.silogroup.org/data/derivative_storage/NIKL.csv'.
[2025-12-22T20:27:39.492348] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NIKL'.
[2025-12-22T20:27:39.492681] [INFO ] [FORECASTER] Starting predict_future for NIKL
[2025-12-22T20:27:39.493446] [DEBUG] [LOCAL     ] No optimal features file found for NIKL: ./output/feature-sets/NIKL.txt
[2025-12-22T20:27:39.493498] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:27:39.493529] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:27:39.493556] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:27:39.493637] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:27:39.550189] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:27:39.550878] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:27:39.550960] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:27:39.550997] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:27:39.664174] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:27:39.664417] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:27:39.664459] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:27:39.664486] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:27:39.668347] [DEBUG] [FORECASTER] NIKL: Forecast T+1@11:T+2@11: DOWN (p=14.85%)
[2025-12-22T20:27:39.668653] [INFO ] [FORECASTER] Completed predict_future for NIKL
[2025-12-22T20:27:39.668792] [INFO ] [sig       ] NIKL: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:27:39.812019] [INFO ] [LOCAL     ] Saved forecast: NIKL	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/NIKL.txt
[2025-12-22T20:27:39.812183] [INFO ] [sig       ] [2227/3560] Completed NIKL in 0.3s | 2.95 sym/s | Total: 12.6m | ETA: 7.5m
[2025-12-22T20:27:39.812223] [INFO ] [sig       ] [2228/3560] Forecasting NIM...
[2025-12-22T20:27:39.812252] [INFO ] [sig       ] Generating forecast for: NIM
[2025-12-22T20:27:39.812287] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NIM' from 'https://tdm.silogroup.org/data/derivative_storage/NIM.csv'.
[2025-12-22T20:27:39.825977] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NIM'.
[2025-12-22T20:27:39.826311] [INFO ] [FORECASTER] Starting predict_future for NIM
[2025-12-22T20:27:39.827116] [DEBUG] [LOCAL     ] No optimal features file found for NIM: ./output/feature-sets/NIM.txt
[2025-12-22T20:27:39.827168] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:27:39.827202] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:27:39.827231] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:27:39.827288] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:27:39.884515] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:27:39.885314] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:27:39.885405] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:27:39.885438] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:27:39.990124] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:27:39.990257] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:27:39.990295] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:27:39.990322] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:27:39.993565] [DEBUG] [FORECASTER] NIM: Forecast T+1@11:T+2@11: UP (p=95.09%)
[2025-12-22T20:27:39.993852] [INFO ] [FORECASTER] Completed predict_future for NIM
[2025-12-22T20:27:39.993973] [INFO ] [sig       ] NIM: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:27:40.132143] [INFO ] [LOCAL     ] Saved forecast: NIM	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/NIM.txt
[2025-12-22T20:27:40.132290] [INFO ] [sig       ] [2228/3560] Completed NIM in 0.3s | 2.95 sym/s | Total: 12.6m | ETA: 7.5m
[2025-12-22T20:27:40.132329] [INFO ] [sig       ] [2229/3560] Forecasting NIO...
[2025-12-22T20:27:40.132359] [INFO ] [sig       ] Generating forecast for: NIO
[2025-12-22T20:27:40.132391] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NIO' from 'https://tdm.silogroup.org/data/derivative_storage/NIO.csv'.
[2025-12-22T20:27:40.143117] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NIO'.
[2025-12-22T20:27:40.143415] [INFO ] [FORECASTER] Starting predict_future for NIO
[2025-12-22T20:27:40.144205] [DEBUG] [LOCAL     ] No optimal features file found for NIO: ./output/feature-sets/NIO.txt
[2025-12-22T20:27:40.144259] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:27:40.144293] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:27:40.144321] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:27:40.144379] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:27:40.200613] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:27:40.201434] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:27:40.201517] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:27:40.201551] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:27:40.322286] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:27:40.322439] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:27:40.322479] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:27:40.322589] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:27:40.327162] [DEBUG] [FORECASTER] NIO: Forecast T+1@11:T+2@11: UP (p=80.31%)
[2025-12-22T20:27:40.327441] [INFO ] [FORECASTER] Completed predict_future for NIO
[2025-12-22T20:27:40.327570] [INFO ] [sig       ] NIO: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:27:40.464690] [INFO ] [LOCAL     ] Saved forecast: NIO	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/NIO.txt
[2025-12-22T20:27:40.464812] [INFO ] [sig       ] [2229/3560] Completed NIO in 0.3s | 2.95 sym/s | Total: 12.6m | ETA: 7.5m
[2025-12-22T20:27:40.464850] [INFO ] [sig       ] [2230/3560] Forecasting NIPG...
[2025-12-22T20:27:40.464880] [INFO ] [sig       ] Generating forecast for: NIPG
[2025-12-22T20:27:40.464912] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NIPG' from 'https://tdm.silogroup.org/data/derivative_storage/NIPG.csv'.
[2025-12-22T20:27:40.475497] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NIPG'.
[2025-12-22T20:27:40.475879] [INFO ] [FORECASTER] Starting predict_future for NIPG
[2025-12-22T20:27:40.476664] [DEBUG] [LOCAL     ] No optimal features file found for NIPG: ./output/feature-sets/NIPG.txt
[2025-12-22T20:27:40.476715] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:27:40.476761] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:27:40.476789] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:27:40.476844] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:27:40.533564] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:27:40.534369] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:27:40.534448] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:27:40.534480] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:27:40.648829] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:27:40.648983] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:27:40.649039] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:27:40.649070] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:27:40.652426] [DEBUG] [FORECASTER] NIPG: Forecast T+1@11:T+2@11: UP (p=94.53%)
[2025-12-22T20:27:40.652712] [INFO ] [FORECASTER] Completed predict_future for NIPG
[2025-12-22T20:27:40.652837] [INFO ] [sig       ] NIPG: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:27:40.787639] [INFO ] [LOCAL     ] Saved forecast: NIPG	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/NIPG.txt
[2025-12-22T20:27:40.787789] [INFO ] [sig       ] [2230/3560] Completed NIPG in 0.3s | 2.95 sym/s | Total: 12.6m | ETA: 7.5m
[2025-12-22T20:27:40.787829] [INFO ] [sig       ] [2231/3560] Forecasting NISN...
[2025-12-22T20:27:40.787859] [INFO ] [sig       ] Generating forecast for: NISN
[2025-12-22T20:27:40.787888] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NISN' from 'https://tdm.silogroup.org/data/derivative_storage/NISN.csv'.
[2025-12-22T20:27:40.798300] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NISN'.
[2025-12-22T20:27:40.798632] [INFO ] [FORECASTER] Starting predict_future for NISN
[2025-12-22T20:27:40.802609] [DEBUG] [LOCAL     ] No optimal features file found for NISN: ./output/feature-sets/NISN.txt
[2025-12-22T20:27:40.802664] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:27:40.802698] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:27:40.802725] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:27:40.802784] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:27:40.859137] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:27:40.859762] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:27:40.859844] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:27:40.859883] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:27:40.966944] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:27:40.967104] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:27:40.967145] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:27:40.967173] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:27:40.970565] [DEBUG] [FORECASTER] NISN: Forecast T+1@11:T+2@11: DOWN (p=2.51%)
[2025-12-22T20:27:40.970884] [INFO ] [FORECASTER] Completed predict_future for NISN
[2025-12-22T20:27:40.971018] [INFO ] [sig       ] NISN: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:27:41.105158] [INFO ] [LOCAL     ] Saved forecast: NISN	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/NISN.txt
[2025-12-22T20:27:41.105292] [INFO ] [sig       ] [2231/3560] Completed NISN in 0.3s | 2.95 sym/s | Total: 12.6m | ETA: 7.5m
[2025-12-22T20:27:41.105340] [INFO ] [sig       ] [2232/3560] Forecasting NITO...
[2025-12-22T20:27:41.105373] [INFO ] [sig       ] Generating forecast for: NITO
[2025-12-22T20:27:41.105406] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NITO' from 'https://tdm.silogroup.org/data/derivative_storage/NITO.csv'.
[2025-12-22T20:27:41.115907] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NITO'.
[2025-12-22T20:27:41.116249] [INFO ] [FORECASTER] Starting predict_future for NITO
[2025-12-22T20:27:41.117089] [DEBUG] [LOCAL     ] No optimal features file found for NITO: ./output/feature-sets/NITO.txt
[2025-12-22T20:27:41.117142] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:27:41.117175] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:27:41.117203] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:27:41.117261] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:27:41.174300] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:27:41.175127] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:27:41.175207] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:27:41.175238] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:27:41.291884] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:27:41.292036] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:27:41.292074] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:27:41.292102] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:27:41.295446] [DEBUG] [FORECASTER] NITO: Forecast T+1@11:T+2@11: DOWN (p=2.61%)
[2025-12-22T20:27:41.295788] [INFO ] [FORECASTER] Completed predict_future for NITO
[2025-12-22T20:27:41.295925] [INFO ] [sig       ] NITO: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:27:41.435694] [INFO ] [LOCAL     ] Saved forecast: NITO	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/NITO.txt
[2025-12-22T20:27:41.435851] [INFO ] [sig       ] [2232/3560] Completed NITO in 0.3s | 2.95 sym/s | Total: 12.6m | ETA: 7.5m
[2025-12-22T20:27:41.435890] [INFO ] [sig       ] [2233/3560] Forecasting NKSH...
[2025-12-22T20:27:41.435922] [INFO ] [sig       ] Generating forecast for: NKSH
[2025-12-22T20:27:41.435952] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NKSH' from 'https://tdm.silogroup.org/data/derivative_storage/NKSH.csv'.
[2025-12-22T20:27:41.446507] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NKSH'.
[2025-12-22T20:27:41.446902] [INFO ] [FORECASTER] Starting predict_future for NKSH
[2025-12-22T20:27:41.447764] [DEBUG] [LOCAL     ] No optimal features file found for NKSH: ./output/feature-sets/NKSH.txt
[2025-12-22T20:27:41.447830] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:27:41.447865] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:27:41.447894] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:27:41.447952] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:27:41.507989] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:27:41.508846] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:27:41.508934] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:27:41.508968] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:27:41.613212] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:27:41.613366] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:27:41.613409] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:27:41.613441] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:27:41.616894] [DEBUG] [FORECASTER] NKSH: Forecast T+1@11:T+2@11: UP (p=63.21%)
[2025-12-22T20:27:41.617188] [INFO ] [FORECASTER] Completed predict_future for NKSH
[2025-12-22T20:27:41.617320] [INFO ] [sig       ] NKSH: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:27:41.759069] [INFO ] [LOCAL     ] Saved forecast: NKSH	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/NKSH.txt
[2025-12-22T20:27:41.759231] [INFO ] [sig       ] [2233/3560] Completed NKSH in 0.3s | 2.95 sym/s | Total: 12.6m | ETA: 7.5m
[2025-12-22T20:27:41.759280] [INFO ] [sig       ] [2234/3560] Forecasting NKTX...
[2025-12-22T20:27:41.759314] [INFO ] [sig       ] Generating forecast for: NKTX
[2025-12-22T20:27:41.759346] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NKTX' from 'https://tdm.silogroup.org/data/derivative_storage/NKTX.csv'.
[2025-12-22T20:27:41.770193] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NKTX'.
[2025-12-22T20:27:41.770598] [INFO ] [FORECASTER] Starting predict_future for NKTX
[2025-12-22T20:27:41.771365] [DEBUG] [LOCAL     ] No optimal features file found for NKTX: ./output/feature-sets/NKTX.txt
[2025-12-22T20:27:41.771417] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:27:41.771449] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:27:41.771475] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:27:41.771530] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:27:41.827676] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:27:41.828524] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:27:41.828631] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:27:41.828667] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:27:41.943994] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:27:41.944152] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:27:41.944193] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:27:41.944222] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:27:41.947623] [DEBUG] [FORECASTER] NKTX: Forecast T+1@11:T+2@11: DOWN (p=16.51%)
[2025-12-22T20:27:41.947906] [INFO ] [FORECASTER] Completed predict_future for NKTX
[2025-12-22T20:27:41.948034] [INFO ] [sig       ] NKTX: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:27:42.091932] [INFO ] [LOCAL     ] Saved forecast: NKTX	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/NKTX.txt
[2025-12-22T20:27:42.092087] [INFO ] [sig       ] [2234/3560] Completed NKTX in 0.3s | 2.95 sym/s | Total: 12.6m | ETA: 7.5m
[2025-12-22T20:27:42.092126] [INFO ] [sig       ] [2235/3560] Forecasting NKX...
[2025-12-22T20:27:42.092156] [INFO ] [sig       ] Generating forecast for: NKX
[2025-12-22T20:27:42.092186] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NKX' from 'https://tdm.silogroup.org/data/derivative_storage/NKX.csv'.
[2025-12-22T20:27:42.102951] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NKX'.
[2025-12-22T20:27:42.103353] [INFO ] [FORECASTER] Starting predict_future for NKX
[2025-12-22T20:27:42.104171] [DEBUG] [LOCAL     ] No optimal features file found for NKX: ./output/feature-sets/NKX.txt
[2025-12-22T20:27:42.104225] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:27:42.104259] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:27:42.104288] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:27:42.104344] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:27:42.168676] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:27:42.169705] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:27:42.169792] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:27:42.169825] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:27:42.296624] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:27:42.296789] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:27:42.296831] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:27:42.296861] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:27:42.300424] [DEBUG] [FORECASTER] NKX: Forecast T+1@11:T+2@11: UP (p=90.07%)
[2025-12-22T20:27:42.300745] [INFO ] [FORECASTER] Completed predict_future for NKX
[2025-12-22T20:27:42.300896] [INFO ] [sig       ] NKX: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:27:42.452516] [INFO ] [LOCAL     ] Saved forecast: NKX	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/NKX.txt
[2025-12-22T20:27:42.452707] [INFO ] [sig       ] [2235/3560] Completed NKX in 0.4s | 2.95 sym/s | Total: 12.6m | ETA: 7.5m
[2025-12-22T20:27:42.452758] [INFO ] [sig       ] [2236/3560] Forecasting NLOP...
[2025-12-22T20:27:42.452790] [INFO ] [sig       ] Generating forecast for: NLOP
[2025-12-22T20:27:42.452822] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NLOP' from 'https://tdm.silogroup.org/data/derivative_storage/NLOP.csv'.
[2025-12-22T20:27:42.464694] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NLOP'.
[2025-12-22T20:27:42.465146] [INFO ] [FORECASTER] Starting predict_future for NLOP
[2025-12-22T20:27:42.466092] [DEBUG] [LOCAL     ] No optimal features file found for NLOP: ./output/feature-sets/NLOP.txt
[2025-12-22T20:27:42.466158] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:27:42.466198] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:27:42.466231] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:27:42.466288] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:27:42.528976] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:27:42.529911] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:27:42.530039] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:27:42.530080] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:27:42.661759] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:27:42.661938] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:27:42.661993] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:27:42.662030] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:27:42.666041] [DEBUG] [FORECASTER] NLOP: Forecast T+1@11:T+2@11: UP (p=85.93%)
[2025-12-22T20:27:42.666335] [INFO ] [FORECASTER] Completed predict_future for NLOP
[2025-12-22T20:27:42.666467] [INFO ] [sig       ] NLOP: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:27:42.825838] [INFO ] [LOCAL     ] Saved forecast: NLOP	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/NLOP.txt
[2025-12-22T20:27:42.826021] [INFO ] [sig       ] [2236/3560] Completed NLOP in 0.4s | 2.95 sym/s | Total: 12.6m | ETA: 7.5m
[2025-12-22T20:27:42.826075] [INFO ] [sig       ] [2237/3560] Forecasting NLY...
[2025-12-22T20:27:42.826108] [INFO ] [sig       ] Generating forecast for: NLY
[2025-12-22T20:27:42.826139] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NLY' from 'https://tdm.silogroup.org/data/derivative_storage/NLY.csv'.
[2025-12-22T20:27:42.837858] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NLY'.
[2025-12-22T20:27:42.838205] [INFO ] [FORECASTER] Starting predict_future for NLY
[2025-12-22T20:27:42.838982] [DEBUG] [LOCAL     ] No optimal features file found for NLY: ./output/feature-sets/NLY.txt
[2025-12-22T20:27:42.839063] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:27:42.839103] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:27:42.839131] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:27:42.839186] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:27:42.896180] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:27:42.896861] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:27:42.896940] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:27:42.896973] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:27:43.018946] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:27:43.019119] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:27:43.019176] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:27:43.019206] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:27:43.022655] [DEBUG] [FORECASTER] NLY: Forecast T+1@11:T+2@11: UP (p=84.01%)
[2025-12-22T20:27:43.022927] [INFO ] [FORECASTER] Completed predict_future for NLY
[2025-12-22T20:27:43.023049] [INFO ] [sig       ] NLY: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:27:43.163216] [INFO ] [LOCAL     ] Saved forecast: NLY	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/NLY.txt
[2025-12-22T20:27:43.163329] [INFO ] [sig       ] [2237/3560] Completed NLY in 0.3s | 2.95 sym/s | Total: 12.7m | ETA: 7.5m
[2025-12-22T20:27:43.163366] [INFO ] [sig       ] [2238/3560] Forecasting NMAI...
[2025-12-22T20:27:43.163395] [INFO ] [sig       ] Generating forecast for: NMAI
[2025-12-22T20:27:43.163424] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMAI' from 'https://tdm.silogroup.org/data/derivative_storage/NMAI.csv'.
[2025-12-22T20:27:43.174551] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMAI'.
[2025-12-22T20:27:43.174908] [INFO ] [FORECASTER] Starting predict_future for NMAI
[2025-12-22T20:27:43.175749] [DEBUG] [LOCAL     ] No optimal features file found for NMAI: ./output/feature-sets/NMAI.txt
[2025-12-22T20:27:43.175803] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:27:43.175835] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:27:43.175863] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:27:43.175919] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:27:43.233391] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:27:43.234038] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:27:43.234118] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:27:43.234150] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:27:43.353317] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:27:43.353468] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:27:43.353518] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:27:43.353547] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:27:43.356957] [DEBUG] [FORECASTER] NMAI: Forecast T+1@11:T+2@11: DOWN (p=17.16%)
[2025-12-22T20:27:43.357227] [INFO ] [FORECASTER] Completed predict_future for NMAI
[2025-12-22T20:27:43.357371] [INFO ] [sig       ] NMAI: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:27:43.505226] [INFO ] [LOCAL     ] Saved forecast: NMAI	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/NMAI.txt
[2025-12-22T20:27:43.505355] [INFO ] [sig       ] [2238/3560] Completed NMAI in 0.3s | 2.95 sym/s | Total: 12.7m | ETA: 7.5m
[2025-12-22T20:27:43.505393] [INFO ] [sig       ] [2239/3560] Forecasting NMCO...
[2025-12-22T20:27:43.505423] [INFO ] [sig       ] Generating forecast for: NMCO
[2025-12-22T20:27:43.505453] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMCO' from 'https://tdm.silogroup.org/data/derivative_storage/NMCO.csv'.
[2025-12-22T20:27:43.519003] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMCO'.
[2025-12-22T20:27:43.519344] [INFO ] [FORECASTER] Starting predict_future for NMCO
[2025-12-22T20:27:43.520338] [DEBUG] [LOCAL     ] No optimal features file found for NMCO: ./output/feature-sets/NMCO.txt
[2025-12-22T20:27:43.520594] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:27:43.520628] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:27:43.520654] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:27:43.520709] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:27:43.578901] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:27:43.579622] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:27:43.579714] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:27:43.579746] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:27:43.715167] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:27:43.715318] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:27:43.715357] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:27:43.715386] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:27:43.718718] [DEBUG] [FORECASTER] NMCO: Forecast T+1@11:T+2@11: DOWN (p=3.43%)
[2025-12-22T20:27:43.718991] [INFO ] [FORECASTER] Completed predict_future for NMCO
[2025-12-22T20:27:43.719132] [INFO ] [sig       ] NMCO: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:27:43.861238] [INFO ] [LOCAL     ] Saved forecast: NMCO	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/NMCO.txt
[2025-12-22T20:27:43.861490] [INFO ] [sig       ] [2239/3560] Completed NMCO in 0.4s | 2.95 sym/s | Total: 12.7m | ETA: 7.5m
[2025-12-22T20:27:43.861551] [INFO ] [sig       ] [2240/3560] Forecasting NMFC...
[2025-12-22T20:27:43.861616] [INFO ] [sig       ] Generating forecast for: NMFC
[2025-12-22T20:27:43.861662] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMFC' from 'https://tdm.silogroup.org/data/derivative_storage/NMFC.csv'.
[2025-12-22T20:27:43.872741] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMFC'.
[2025-12-22T20:27:43.873129] [INFO ] [FORECASTER] Starting predict_future for NMFC
[2025-12-22T20:27:43.873952] [DEBUG] [LOCAL     ] No optimal features file found for NMFC: ./output/feature-sets/NMFC.txt
[2025-12-22T20:27:43.874005] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:27:43.874040] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:27:43.874068] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:27:43.874125] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:27:43.932199] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:27:43.933053] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:27:43.933132] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:27:43.933164] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:27:44.059062] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:27:44.059231] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:27:44.059272] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:27:44.059302] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:27:44.063732] [DEBUG] [FORECASTER] NMFC: Forecast T+1@11:T+2@11: UP (p=81.49%)
[2025-12-22T20:27:44.064099] [INFO ] [FORECASTER] Completed predict_future for NMFC
[2025-12-22T20:27:44.064240] [INFO ] [sig       ] NMFC: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:27:44.214512] [INFO ] [LOCAL     ] Saved forecast: NMFC	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/NMFC.txt
[2025-12-22T20:27:44.214686] [INFO ] [sig       ] [2240/3560] Completed NMFC in 0.4s | 2.95 sym/s | Total: 12.7m | ETA: 7.5m
[2025-12-22T20:27:44.214729] [INFO ] [sig       ] [2241/3560] Forecasting NMG...
[2025-12-22T20:27:44.214758] [INFO ] [sig       ] Generating forecast for: NMG
[2025-12-22T20:27:44.214788] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMG' from 'https://tdm.silogroup.org/data/derivative_storage/NMG.csv'.
[2025-12-22T20:27:44.226043] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMG'.
[2025-12-22T20:27:44.226439] [INFO ] [FORECASTER] Starting predict_future for NMG
[2025-12-22T20:27:44.227251] [DEBUG] [LOCAL     ] No optimal features file found for NMG: ./output/feature-sets/NMG.txt
[2025-12-22T20:27:44.227302] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:27:44.227351] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:27:44.227379] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:27:44.227435] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:27:44.286798] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:27:44.287649] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:27:44.287733] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:27:44.287766] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:27:44.412773] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:27:44.412924] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:27:44.412964] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:27:44.412994] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:27:44.416485] [DEBUG] [FORECASTER] NMG: Forecast T+1@11:T+2@11: DOWN (p=35.88%)
[2025-12-22T20:27:44.416797] [INFO ] [FORECASTER] Completed predict_future for NMG
[2025-12-22T20:27:44.416928] [INFO ] [sig       ] NMG: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:27:44.561652] [INFO ] [LOCAL     ] Saved forecast: NMG	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/NMG.txt
[2025-12-22T20:27:44.561808] [INFO ] [sig       ] [2241/3560] Completed NMG in 0.3s | 2.95 sym/s | Total: 12.7m | ETA: 7.5m
[2025-12-22T20:27:44.561849] [INFO ] [sig       ] [2242/3560] Forecasting NMI...
[2025-12-22T20:27:44.561878] [INFO ] [sig       ] Generating forecast for: NMI
[2025-12-22T20:27:44.561908] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMI' from 'https://tdm.silogroup.org/data/derivative_storage/NMI.csv'.
[2025-12-22T20:27:44.572241] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMI'.
[2025-12-22T20:27:44.572636] [INFO ] [FORECASTER] Starting predict_future for NMI
[2025-12-22T20:27:44.573394] [DEBUG] [LOCAL     ] No optimal features file found for NMI: ./output/feature-sets/NMI.txt
[2025-12-22T20:27:44.573447] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:27:44.573479] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:27:44.573506] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:27:44.573562] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:27:44.632299] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:27:44.633165] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:27:44.633252] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:27:44.633285] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:27:44.742981] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:27:44.743134] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:27:44.743171] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:27:44.743201] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:27:44.746732] [DEBUG] [FORECASTER] NMI: Forecast T+1@11:T+2@11: UP (p=54.42%)
[2025-12-22T20:27:44.747068] [INFO ] [FORECASTER] Completed predict_future for NMI
[2025-12-22T20:27:44.747235] [INFO ] [sig       ] NMI: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:27:44.892916] [INFO ] [LOCAL     ] Saved forecast: NMI	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/NMI.txt
[2025-12-22T20:27:44.893077] [INFO ] [sig       ] [2242/3560] Completed NMI in 0.3s | 2.95 sym/s | Total: 12.7m | ETA: 7.5m
[2025-12-22T20:27:44.893118] [INFO ] [sig       ] [2243/3560] Forecasting NMIH...
[2025-12-22T20:27:44.893149] [INFO ] [sig       ] Generating forecast for: NMIH
[2025-12-22T20:27:44.893180] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMIH' from 'https://tdm.silogroup.org/data/derivative_storage/NMIH.csv'.
[2025-12-22T20:27:44.904921] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMIH'.
[2025-12-22T20:27:44.905368] [INFO ] [FORECASTER] Starting predict_future for NMIH
[2025-12-22T20:27:44.906194] [DEBUG] [LOCAL     ] No optimal features file found for NMIH: ./output/feature-sets/NMIH.txt
[2025-12-22T20:27:44.906247] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:27:44.906328] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:27:44.906367] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:27:44.906451] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:27:44.966818] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:27:44.967699] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:27:44.967779] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:27:44.967812] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:27:45.082402] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:27:45.082552] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:27:45.082609] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:27:45.082638] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:27:45.085975] [DEBUG] [FORECASTER] NMIH: Forecast T+1@11:T+2@11: UP (p=61.84%)
[2025-12-22T20:27:45.086249] [INFO ] [FORECASTER] Completed predict_future for NMIH
[2025-12-22T20:27:45.086371] [INFO ] [sig       ] NMIH: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:27:45.230349] [INFO ] [LOCAL     ] Saved forecast: NMIH	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/NMIH.txt
[2025-12-22T20:27:45.230506] [INFO ] [sig       ] [2243/3560] Completed NMIH in 0.3s | 2.95 sym/s | Total: 12.7m | ETA: 7.4m
[2025-12-22T20:27:45.230548] [INFO ] [sig       ] [2244/3560] Forecasting NMM...
[2025-12-22T20:27:45.230595] [INFO ] [sig       ] Generating forecast for: NMM
[2025-12-22T20:27:45.230628] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMM' from 'https://tdm.silogroup.org/data/derivative_storage/NMM.csv'.
[2025-12-22T20:27:45.241882] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMM'.
[2025-12-22T20:27:45.242262] [INFO ] [FORECASTER] Starting predict_future for NMM
[2025-12-22T20:27:45.243055] [DEBUG] [LOCAL     ] No optimal features file found for NMM: ./output/feature-sets/NMM.txt
[2025-12-22T20:27:45.243117] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:27:45.243156] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:27:45.243188] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:27:45.243256] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:27:45.301848] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:27:45.302728] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:27:45.302809] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:27:45.302841] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:27:45.424860] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:27:45.425017] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:27:45.425057] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:27:45.425088] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:27:45.428619] [DEBUG] [FORECASTER] NMM: Forecast T+1@11:T+2@11: DOWN (p=15.73%)
[2025-12-22T20:27:45.428931] [INFO ] [FORECASTER] Completed predict_future for NMM
[2025-12-22T20:27:45.429092] [INFO ] [sig       ] NMM: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:27:45.575367] [INFO ] [LOCAL     ] Saved forecast: NMM	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/NMM.txt
[2025-12-22T20:27:45.575530] [INFO ] [sig       ] [2244/3560] Completed NMM in 0.3s | 2.95 sym/s | Total: 12.7m | ETA: 7.4m
[2025-12-22T20:27:45.575617] [INFO ] [sig       ] [2245/3560] Forecasting NMRA...
[2025-12-22T20:27:45.575664] [INFO ] [sig       ] Generating forecast for: NMRA
[2025-12-22T20:27:45.575707] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMRA' from 'https://tdm.silogroup.org/data/derivative_storage/NMRA.csv'.
[2025-12-22T20:27:45.587545] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMRA'.
[2025-12-22T20:27:45.587975] [INFO ] [FORECASTER] Starting predict_future for NMRA
[2025-12-22T20:27:45.588787] [DEBUG] [LOCAL     ] No optimal features file found for NMRA: ./output/feature-sets/NMRA.txt
[2025-12-22T20:27:45.588841] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:27:45.588877] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:27:45.588905] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:27:45.588963] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:27:45.653154] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:27:45.654274] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:27:45.654368] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:27:45.654409] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:27:45.778492] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:27:45.778668] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:27:45.778712] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:27:45.778742] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:27:45.782394] [DEBUG] [FORECASTER] NMRA: Forecast T+1@11:T+2@11: UP (p=55.29%)
[2025-12-22T20:27:45.782754] [INFO ] [FORECASTER] Completed predict_future for NMRA
[2025-12-22T20:27:45.782895] [INFO ] [sig       ] NMRA: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:27:45.921148] [INFO ] [LOCAL     ] Saved forecast: NMRA	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/NMRA.txt
[2025-12-22T20:27:45.921293] [INFO ] [sig       ] [2245/3560] Completed NMRA in 0.3s | 2.95 sym/s | Total: 12.7m | ETA: 7.4m
[2025-12-22T20:27:45.921333] [INFO ] [sig       ] [2246/3560] Forecasting NMRK...
[2025-12-22T20:27:45.921361] [INFO ] [sig       ] Generating forecast for: NMRK
[2025-12-22T20:27:45.921402] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMRK' from 'https://tdm.silogroup.org/data/derivative_storage/NMRK.csv'.
[2025-12-22T20:27:45.933518] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMRK'.
[2025-12-22T20:27:45.933902] [INFO ] [FORECASTER] Starting predict_future for NMRK
[2025-12-22T20:27:45.934711] [DEBUG] [LOCAL     ] No optimal features file found for NMRK: ./output/feature-sets/NMRK.txt
[2025-12-22T20:27:45.934763] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:27:45.934796] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:27:45.934823] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:27:45.934879] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:27:45.990674] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:27:45.991412] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:27:45.991492] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:27:45.991524] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:27:46.116389] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:27:46.116545] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:27:46.116602] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:27:46.116665] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:27:46.120103] [DEBUG] [FORECASTER] NMRK: Forecast T+1@11:T+2@11: DOWN (p=25.17%)
[2025-12-22T20:27:46.120373] [INFO ] [FORECASTER] Completed predict_future for NMRK
[2025-12-22T20:27:46.120494] [INFO ] [sig       ] NMRK: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:27:46.255612] [INFO ] [LOCAL     ] Saved forecast: NMRK	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/NMRK.txt
[2025-12-22T20:27:46.255755] [INFO ] [sig       ] [2246/3560] Completed NMRK in 0.3s | 2.95 sym/s | Total: 12.7m | ETA: 7.4m
[2025-12-22T20:27:46.255795] [INFO ] [sig       ] [2247/3560] Forecasting NN...
[2025-12-22T20:27:46.255824] [INFO ] [sig       ] Generating forecast for: NN
[2025-12-22T20:27:46.255854] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NN' from 'https://tdm.silogroup.org/data/derivative_storage/NN.csv'.
[2025-12-22T20:27:46.267957] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NN'.
[2025-12-22T20:27:46.268295] [INFO ] [FORECASTER] Starting predict_future for NN
[2025-12-22T20:27:46.269128] [DEBUG] [LOCAL     ] No optimal features file found for NN: ./output/feature-sets/NN.txt
[2025-12-22T20:27:46.269181] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:27:46.269212] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:27:46.269239] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:27:46.269294] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:27:46.325281] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:27:46.325959] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:27:46.326037] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:27:46.326069] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:27:46.444752] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:27:46.444908] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:27:46.444949] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:27:46.444978] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:27:46.448315] [DEBUG] [FORECASTER] NN: Forecast T+1@11:T+2@11: DOWN (p=27.49%)
[2025-12-22T20:27:46.448599] [INFO ] [FORECASTER] Completed predict_future for NN
[2025-12-22T20:27:46.448723] [INFO ] [sig       ] NN: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:27:46.584295] [INFO ] [LOCAL     ] Saved forecast: NN	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/NN.txt
[2025-12-22T20:27:46.584431] [INFO ] [sig       ] [2247/3560] Completed NN in 0.3s | 2.95 sym/s | Total: 12.7m | ETA: 7.4m
[2025-12-22T20:27:46.584470] [INFO ] [sig       ] [2248/3560] Forecasting NNDM...
[2025-12-22T20:27:46.584500] [INFO ] [sig       ] Generating forecast for: NNDM
[2025-12-22T20:27:46.584528] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NNDM' from 'https://tdm.silogroup.org/data/derivative_storage/NNDM.csv'.
[2025-12-22T20:27:46.596405] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NNDM'.
[2025-12-22T20:27:46.596780] [INFO ] [FORECASTER] Starting predict_future for NNDM
[2025-12-22T20:27:46.597550] [DEBUG] [LOCAL     ] No optimal features file found for NNDM: ./output/feature-sets/NNDM.txt
[2025-12-22T20:27:46.597624] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:27:46.597657] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:27:46.597683] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:27:46.597739] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:27:46.653821] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:27:46.654566] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:27:46.654664] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:27:46.654696] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:27:46.775609] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:27:46.775761] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:27:46.775801] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:27:46.775847] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:27:46.779264] [DEBUG] [FORECASTER] NNDM: Forecast T+1@11:T+2@11: DOWN (p=5.78%)
[2025-12-22T20:27:46.779538] [INFO ] [FORECASTER] Completed predict_future for NNDM
[2025-12-22T20:27:46.779680] [INFO ] [sig       ] NNDM: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:27:46.917072] [INFO ] [LOCAL     ] Saved forecast: NNDM	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/NNDM.txt
[2025-12-22T20:27:46.917200] [INFO ] [sig       ] [2248/3560] Completed NNDM in 0.3s | 2.95 sym/s | Total: 12.7m | ETA: 7.4m
[2025-12-22T20:27:46.917239] [INFO ] [sig       ] [2249/3560] Forecasting NNE...
[2025-12-22T20:27:46.917268] [INFO ] [sig       ] Generating forecast for: NNE
[2025-12-22T20:27:46.917298] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NNE' from 'https://tdm.silogroup.org/data/derivative_storage/NNE.csv'.
[2025-12-22T20:27:46.928495] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NNE'.
[2025-12-22T20:27:46.928885] [INFO ] [FORECASTER] Starting predict_future for NNE
[2025-12-22T20:27:46.929729] [DEBUG] [LOCAL     ] No optimal features file found for NNE: ./output/feature-sets/NNE.txt
[2025-12-22T20:27:46.929780] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:27:46.929812] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:27:46.929838] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:27:46.929894] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:27:46.986443] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:27:46.987085] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:27:46.987174] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:27:46.987214] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:27:47.110468] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:27:47.110632] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:27:47.110672] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:27:47.110700] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:27:47.114030] [DEBUG] [FORECASTER] NNE: Forecast T+1@11:T+2@11: UP (p=69.13%)
[2025-12-22T20:27:47.114300] [INFO ] [FORECASTER] Completed predict_future for NNE
[2025-12-22T20:27:47.114417] [INFO ] [sig       ] NNE: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:27:47.257610] [INFO ] [LOCAL     ] Saved forecast: NNE	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/NNE.txt
[2025-12-22T20:27:47.257747] [INFO ] [sig       ] [2249/3560] Completed NNE in 0.3s | 2.95 sym/s | Total: 12.7m | ETA: 7.4m
[2025-12-22T20:27:47.257786] [INFO ] [sig       ] [2250/3560] Forecasting NNI...
[2025-12-22T20:27:47.257816] [INFO ] [sig       ] Generating forecast for: NNI
[2025-12-22T20:27:47.257851] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NNI' from 'https://tdm.silogroup.org/data/derivative_storage/NNI.csv'.
[2025-12-22T20:27:47.269499] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NNI'.
[2025-12-22T20:27:47.269843] [INFO ] [FORECASTER] Starting predict_future for NNI
[2025-12-22T20:27:47.270649] [DEBUG] [LOCAL     ] No optimal features file found for NNI: ./output/feature-sets/NNI.txt
[2025-12-22T20:27:47.270699] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:27:47.270731] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:27:47.270759] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:27:47.270815] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:27:47.328206] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:27:47.328920] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:27:47.329030] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:27:47.329065] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:27:47.447505] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:27:47.447702] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:27:47.447742] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:27:47.447770] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:27:47.451100] [DEBUG] [FORECASTER] NNI: Forecast T+1@11:T+2@11: DOWN (p=46.48%)
[2025-12-22T20:27:47.451361] [INFO ] [FORECASTER] Completed predict_future for NNI
[2025-12-22T20:27:47.451480] [INFO ] [sig       ] NNI: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:27:47.590363] [INFO ] [LOCAL     ] Saved forecast: NNI	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/NNI.txt
[2025-12-22T20:27:47.590487] [INFO ] [sig       ] [2250/3560] Completed NNI in 0.3s | 2.95 sym/s | Total: 12.7m | ETA: 7.4m
[2025-12-22T20:27:47.590525] [INFO ] [sig       ] [2251/3560] Forecasting NNN...
[2025-12-22T20:27:47.590554] [INFO ] [sig       ] Generating forecast for: NNN
[2025-12-22T20:27:47.590601] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NNN' from 'https://tdm.silogroup.org/data/derivative_storage/NNN.csv'.
[2025-12-22T20:27:47.602395] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NNN'.
[2025-12-22T20:27:47.602763] [INFO ] [FORECASTER] Starting predict_future for NNN
[2025-12-22T20:27:47.603617] [DEBUG] [LOCAL     ] No optimal features file found for NNN: ./output/feature-sets/NNN.txt
[2025-12-22T20:27:47.603672] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:27:47.603706] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:27:47.603734] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:27:47.603792] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:27:47.662019] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:27:47.662715] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:27:47.662792] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:27:47.662825] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:27:47.781635] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:27:47.781790] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:27:47.781831] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:27:47.781861] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:27:47.785218] [DEBUG] [FORECASTER] NNN: Forecast T+1@11:T+2@11: UP (p=99.29%)
[2025-12-22T20:27:47.785493] [INFO ] [FORECASTER] Completed predict_future for NNN
[2025-12-22T20:27:47.785633] [INFO ] [sig       ] NNN: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:27:47.924814] [INFO ] [LOCAL     ] Saved forecast: NNN	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/NNN.txt
[2025-12-22T20:27:47.924931] [INFO ] [sig       ] [2251/3560] Completed NNN in 0.3s | 2.95 sym/s | Total: 12.7m | ETA: 7.4m
[2025-12-22T20:27:47.924970] [INFO ] [sig       ] [2252/3560] Forecasting NNOX...
[2025-12-22T20:27:47.924998] [INFO ] [sig       ] Generating forecast for: NNOX
[2025-12-22T20:27:47.925027] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NNOX' from 'https://tdm.silogroup.org/data/derivative_storage/NNOX.csv'.
[2025-12-22T20:27:47.936798] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NNOX'.
[2025-12-22T20:27:47.937126] [INFO ] [FORECASTER] Starting predict_future for NNOX
[2025-12-22T20:27:47.937920] [DEBUG] [LOCAL     ] No optimal features file found for NNOX: ./output/feature-sets/NNOX.txt
[2025-12-22T20:27:47.937971] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:27:47.938003] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:27:47.938029] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:27:47.938120] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:27:47.998505] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:27:47.999314] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:27:47.999393] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:27:47.999425] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:27:48.123076] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:27:48.123236] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:27:48.123277] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:27:48.123306] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:27:48.126669] [DEBUG] [FORECASTER] NNOX: Forecast T+1@11:T+2@11: DOWN (p=30.93%)
[2025-12-22T20:27:48.126944] [INFO ] [FORECASTER] Completed predict_future for NNOX
[2025-12-22T20:27:48.127065] [INFO ] [sig       ] NNOX: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:27:48.265461] [INFO ] [LOCAL     ] Saved forecast: NNOX	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/NNOX.txt
[2025-12-22T20:27:48.265636] [INFO ] [sig       ] [2252/3560] Completed NNOX in 0.3s | 2.95 sym/s | Total: 12.7m | ETA: 7.4m
[2025-12-22T20:27:48.265677] [INFO ] [sig       ] [2253/3560] Forecasting NNY...
[2025-12-22T20:27:48.265707] [INFO ] [sig       ] Generating forecast for: NNY
[2025-12-22T20:27:48.265737] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NNY' from 'https://tdm.silogroup.org/data/derivative_storage/NNY.csv'.
[2025-12-22T20:27:48.277444] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NNY'.
[2025-12-22T20:27:48.277837] [INFO ] [FORECASTER] Starting predict_future for NNY
[2025-12-22T20:27:48.278624] [DEBUG] [LOCAL     ] No optimal features file found for NNY: ./output/feature-sets/NNY.txt
[2025-12-22T20:27:48.278676] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:27:48.278707] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:27:48.278733] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:27:48.278788] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:27:48.337100] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:27:48.337972] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:27:48.338085] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:27:48.338119] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:27:48.452241] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:27:48.452407] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:27:48.452450] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:27:48.452481] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:27:48.456329] [DEBUG] [FORECASTER] NNY: Forecast T+1@11:T+2@11: UP (p=90.09%)
[2025-12-22T20:27:48.456692] [INFO ] [FORECASTER] Completed predict_future for NNY
[2025-12-22T20:27:48.456831] [INFO ] [sig       ] NNY: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:27:48.601170] [INFO ] [LOCAL     ] Saved forecast: NNY	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/NNY.txt
[2025-12-22T20:27:48.601350] [INFO ] [sig       ] [2253/3560] Completed NNY in 0.3s | 2.95 sym/s | Total: 12.7m | ETA: 7.4m
[2025-12-22T20:27:48.601393] [INFO ] [sig       ] [2254/3560] Forecasting NOA...
[2025-12-22T20:27:48.601424] [INFO ] [sig       ] Generating forecast for: NOA
[2025-12-22T20:27:48.601455] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NOA' from 'https://tdm.silogroup.org/data/derivative_storage/NOA.csv'.
[2025-12-22T20:27:48.613715] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NOA'.
[2025-12-22T20:27:48.614109] [INFO ] [FORECASTER] Starting predict_future for NOA
[2025-12-22T20:27:48.614923] [DEBUG] [LOCAL     ] No optimal features file found for NOA: ./output/feature-sets/NOA.txt
[2025-12-22T20:27:48.614992] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:27:48.615028] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:27:48.615056] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:27:48.615115] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:27:48.673677] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:27:48.674515] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:27:48.674616] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:27:48.674652] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:27:48.802522] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:27:48.802728] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:27:48.802775] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:27:48.802806] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:27:48.806294] [DEBUG] [FORECASTER] NOA: Forecast T+1@11:T+2@11: DOWN (p=10.87%)
[2025-12-22T20:27:48.806597] [INFO ] [FORECASTER] Completed predict_future for NOA
[2025-12-22T20:27:48.806728] [INFO ] [sig       ] NOA: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:27:48.955791] [INFO ] [LOCAL     ] Saved forecast: NOA	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/NOA.txt
[2025-12-22T20:27:48.955952] [INFO ] [sig       ] [2254/3560] Completed NOA in 0.4s | 2.95 sym/s | Total: 12.7m | ETA: 7.4m
[2025-12-22T20:27:48.955993] [INFO ] [sig       ] [2255/3560] Forecasting NOAH...
[2025-12-22T20:27:48.956023] [INFO ] [sig       ] Generating forecast for: NOAH
[2025-12-22T20:27:48.956057] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NOAH' from 'https://tdm.silogroup.org/data/derivative_storage/NOAH.csv'.
[2025-12-22T20:27:48.970616] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NOAH'.
[2025-12-22T20:27:48.971035] [INFO ] [FORECASTER] Starting predict_future for NOAH
[2025-12-22T20:27:48.971863] [DEBUG] [LOCAL     ] No optimal features file found for NOAH: ./output/feature-sets/NOAH.txt
[2025-12-22T20:27:48.971916] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:27:48.971949] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:27:48.971978] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:27:48.972036] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:27:49.031040] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:27:49.032119] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:27:49.032216] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:27:49.032257] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:27:49.151516] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:27:49.151684] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:27:49.151725] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:27:49.151753] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:27:49.155333] [DEBUG] [FORECASTER] NOAH: Forecast T+1@11:T+2@11: DOWN (p=5.94%)
[2025-12-22T20:27:49.155632] [INFO ] [FORECASTER] Completed predict_future for NOAH
[2025-12-22T20:27:49.155761] [INFO ] [sig       ] NOAH: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:27:49.297016] [INFO ] [LOCAL     ] Saved forecast: NOAH	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/NOAH.txt
[2025-12-22T20:27:49.297155] [INFO ] [sig       ] [2255/3560] Completed NOAH in 0.3s | 2.95 sym/s | Total: 12.8m | ETA: 7.4m
[2025-12-22T20:27:49.297194] [INFO ] [sig       ] [2256/3560] Forecasting NODK...
[2025-12-22T20:27:49.297231] [INFO ] [sig       ] Generating forecast for: NODK
[2025-12-22T20:27:49.297262] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NODK' from 'https://tdm.silogroup.org/data/derivative_storage/NODK.csv'.
[2025-12-22T20:27:49.310016] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NODK'.
[2025-12-22T20:27:49.310652] [INFO ] [FORECASTER] Starting predict_future for NODK
[2025-12-22T20:27:49.311766] [DEBUG] [LOCAL     ] No optimal features file found for NODK: ./output/feature-sets/NODK.txt
[2025-12-22T20:27:49.311824] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:27:49.311861] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:27:49.311889] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:27:49.311947] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:27:49.388744] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:27:49.390026] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:27:49.390126] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:27:49.390163] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:27:49.504502] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:27:49.504756] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:27:49.504802] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:27:49.504836] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:27:49.508924] [DEBUG] [FORECASTER] NODK: Forecast T+1@11:T+2@11: DOWN (p=1.24%)
[2025-12-22T20:27:49.509322] [INFO ] [FORECASTER] Completed predict_future for NODK
[2025-12-22T20:27:49.509483] [INFO ] [sig       ] NODK: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:27:49.685497] [INFO ] [LOCAL     ] Saved forecast: NODK	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/NODK.txt
[2025-12-22T20:27:49.685870] [INFO ] [sig       ] [2256/3560] Completed NODK in 0.4s | 2.95 sym/s | Total: 12.8m | ETA: 7.4m
[2025-12-22T20:27:49.685921] [INFO ] [sig       ] [2257/3560] Forecasting NOG...
[2025-12-22T20:27:49.685955] [INFO ] [sig       ] Generating forecast for: NOG
[2025-12-22T20:27:49.685990] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NOG' from 'https://tdm.silogroup.org/data/derivative_storage/NOG.csv'.
[2025-12-22T20:27:49.698712] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NOG'.
[2025-12-22T20:27:49.699145] [INFO ] [FORECASTER] Starting predict_future for NOG
[2025-12-22T20:27:49.699986] [DEBUG] [LOCAL     ] No optimal features file found for NOG: ./output/feature-sets/NOG.txt
[2025-12-22T20:27:49.700037] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:27:49.700070] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:27:49.700096] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:27:49.700152] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:27:49.757926] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:27:49.758735] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:27:49.758820] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:27:49.758851] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:27:49.876432] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:27:49.876616] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:27:49.876657] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:27:49.876686] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:27:49.880028] [DEBUG] [FORECASTER] NOG: Forecast T+1@11:T+2@11: UP (p=54.04%)
[2025-12-22T20:27:49.880298] [INFO ] [FORECASTER] Completed predict_future for NOG
[2025-12-22T20:27:49.880419] [INFO ] [sig       ] NOG: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:27:50.020241] [INFO ] [LOCAL     ] Saved forecast: NOG	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/NOG.txt
[2025-12-22T20:27:50.020403] [INFO ] [sig       ] [2257/3560] Completed NOG in 0.3s | 2.95 sym/s | Total: 12.8m | ETA: 7.4m
[2025-12-22T20:27:50.020448] [INFO ] [sig       ] [2258/3560] Forecasting NOMD...
[2025-12-22T20:27:50.020479] [INFO ] [sig       ] Generating forecast for: NOMD
[2025-12-22T20:27:50.020509] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NOMD' from 'https://tdm.silogroup.org/data/derivative_storage/NOMD.csv'.
[2025-12-22T20:27:50.032082] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NOMD'.
[2025-12-22T20:27:50.032377] [INFO ] [FORECASTER] Starting predict_future for NOMD
[2025-12-22T20:27:50.033166] [DEBUG] [LOCAL     ] No optimal features file found for NOMD: ./output/feature-sets/NOMD.txt
[2025-12-22T20:27:50.033221] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:27:50.033256] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:27:50.033283] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:27:50.033340] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:27:50.090590] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:27:50.091327] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:27:50.091407] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:27:50.091441] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:27:50.213946] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:27:50.214105] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:27:50.214147] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:27:50.214178] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:27:50.217540] [DEBUG] [FORECASTER] NOMD: Forecast T+1@11:T+2@11: DOWN (p=17.39%)
[2025-12-22T20:27:50.217827] [INFO ] [FORECASTER] Completed predict_future for NOMD
[2025-12-22T20:27:50.217951] [INFO ] [sig       ] NOMD: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:27:50.359007] [INFO ] [LOCAL     ] Saved forecast: NOMD	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/NOMD.txt
[2025-12-22T20:27:50.359168] [INFO ] [sig       ] [2258/3560] Completed NOMD in 0.3s | 2.95 sym/s | Total: 12.8m | ETA: 7.4m
[2025-12-22T20:27:50.359208] [INFO ] [sig       ] [2259/3560] Forecasting NOTE...
[2025-12-22T20:27:50.359242] [INFO ] [sig       ] Generating forecast for: NOTE
[2025-12-22T20:27:50.359273] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NOTE' from 'https://tdm.silogroup.org/data/derivative_storage/NOTE.csv'.
[2025-12-22T20:27:50.369808] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NOTE'.
[2025-12-22T20:27:50.370121] [INFO ] [FORECASTER] Starting predict_future for NOTE
[2025-12-22T20:27:50.370891] [DEBUG] [LOCAL     ] No optimal features file found for NOTE: ./output/feature-sets/NOTE.txt
[2025-12-22T20:27:50.370942] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:27:50.370977] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:27:50.371004] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:27:50.371059] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:27:50.430075] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:27:50.430831] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:27:50.430910] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:27:50.430944] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:27:50.550818] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:27:50.550977] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:27:50.551017] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:27:50.551047] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:27:50.554443] [DEBUG] [FORECASTER] NOTE: Forecast T+1@11:T+2@11: UP (p=64.99%)
[2025-12-22T20:27:50.554756] [INFO ] [FORECASTER] Completed predict_future for NOTE
[2025-12-22T20:27:50.554876] [INFO ] [sig       ] NOTE: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:27:50.697707] [INFO ] [LOCAL     ] Saved forecast: NOTE	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/NOTE.txt
[2025-12-22T20:27:50.697870] [INFO ] [sig       ] [2259/3560] Completed NOTE in 0.3s | 2.95 sym/s | Total: 12.8m | ETA: 7.4m
[2025-12-22T20:27:50.697910] [INFO ] [sig       ] [2260/3560] Forecasting NPCE...
[2025-12-22T20:27:50.697941] [INFO ] [sig       ] Generating forecast for: NPCE
[2025-12-22T20:27:50.697971] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NPCE' from 'https://tdm.silogroup.org/data/derivative_storage/NPCE.csv'.
[2025-12-22T20:27:50.709710] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NPCE'.
[2025-12-22T20:27:50.710057] [INFO ] [FORECASTER] Starting predict_future for NPCE
[2025-12-22T20:27:50.711077] [DEBUG] [LOCAL     ] No optimal features file found for NPCE: ./output/feature-sets/NPCE.txt
[2025-12-22T20:27:50.711130] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:27:50.711192] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:27:50.711221] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:27:50.711278] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:27:50.771873] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:27:50.772570] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:27:50.772665] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:27:50.772699] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:27:50.897156] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:27:50.897309] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:27:50.897349] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:27:50.897380] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:27:50.900806] [DEBUG] [FORECASTER] NPCE: Forecast T+1@11:T+2@11: UP (p=90.00%)
[2025-12-22T20:27:50.901078] [INFO ] [FORECASTER] Completed predict_future for NPCE
[2025-12-22T20:27:50.901200] [INFO ] [sig       ] NPCE: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:27:51.040714] [INFO ] [LOCAL     ] Saved forecast: NPCE	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/NPCE.txt
[2025-12-22T20:27:51.040881] [INFO ] [sig       ] [2260/3560] Completed NPCE in 0.3s | 2.95 sym/s | Total: 12.8m | ETA: 7.4m
[2025-12-22T20:27:51.040927] [INFO ] [sig       ] [2261/3560] Forecasting NPFD...
[2025-12-22T20:27:51.040971] [INFO ] [sig       ] Generating forecast for: NPFD
[2025-12-22T20:27:51.041018] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NPFD' from 'https://tdm.silogroup.org/data/derivative_storage/NPFD.csv'.
[2025-12-22T20:27:51.053667] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NPFD'.
[2025-12-22T20:27:51.054032] [INFO ] [FORECASTER] Starting predict_future for NPFD
[2025-12-22T20:27:51.054815] [DEBUG] [LOCAL     ] No optimal features file found for NPFD: ./output/feature-sets/NPFD.txt
[2025-12-22T20:27:51.054867] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:27:51.054900] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:27:51.054927] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:27:51.054984] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:27:51.115780] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:27:51.116878] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:27:51.116960] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:27:51.116993] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:27:51.238666] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:27:51.238824] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:27:51.238885] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:27:51.238915] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:27:51.242291] [DEBUG] [FORECASTER] NPFD: Forecast T+1@11:T+2@11: DOWN (p=7.98%)
[2025-12-22T20:27:51.242569] [INFO ] [FORECASTER] Completed predict_future for NPFD
[2025-12-22T20:27:51.242714] [INFO ] [sig       ] NPFD: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:27:51.379521] [INFO ] [LOCAL     ] Saved forecast: NPFD	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/NPFD.txt
[2025-12-22T20:27:51.379667] [INFO ] [sig       ] [2261/3560] Completed NPFD in 0.3s | 2.95 sym/s | Total: 12.8m | ETA: 7.3m
[2025-12-22T20:27:51.379706] [INFO ] [sig       ] [2262/3560] Forecasting NPK...
[2025-12-22T20:27:51.379735] [INFO ] [sig       ] Generating forecast for: NPK
[2025-12-22T20:27:51.379765] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NPK' from 'https://tdm.silogroup.org/data/derivative_storage/NPK.csv'.
[2025-12-22T20:27:51.390613] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NPK'.
[2025-12-22T20:27:51.390934] [INFO ] [FORECASTER] Starting predict_future for NPK
[2025-12-22T20:27:51.391750] [DEBUG] [LOCAL     ] No optimal features file found for NPK: ./output/feature-sets/NPK.txt
[2025-12-22T20:27:51.391802] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:27:51.391834] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:27:51.391860] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:27:51.391918] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:27:51.448867] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:27:51.449544] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:27:51.449641] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:27:51.449673] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:27:51.570654] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:27:51.570809] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:27:51.570848] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:27:51.570875] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:27:51.574179] [DEBUG] [FORECASTER] NPK: Forecast T+1@11:T+2@11: DOWN (p=1.00%)
[2025-12-22T20:27:51.574442] [INFO ] [FORECASTER] Completed predict_future for NPK
[2025-12-22T20:27:51.574562] [INFO ] [sig       ] NPK: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:27:51.710663] [INFO ] [LOCAL     ] Saved forecast: NPK	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/NPK.txt
[2025-12-22T20:27:51.710810] [INFO ] [sig       ] [2262/3560] Completed NPK in 0.3s | 2.95 sym/s | Total: 12.8m | ETA: 7.3m
[2025-12-22T20:27:51.710848] [INFO ] [sig       ] [2263/3560] Forecasting NPO...
[2025-12-22T20:27:51.710878] [INFO ] [sig       ] Generating forecast for: NPO
[2025-12-22T20:27:51.710909] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NPO' from 'https://tdm.silogroup.org/data/derivative_storage/NPO.csv'.
[2025-12-22T20:27:51.722046] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NPO'.
[2025-12-22T20:27:51.722384] [INFO ] [FORECASTER] Starting predict_future for NPO
[2025-12-22T20:27:51.723210] [DEBUG] [LOCAL     ] No optimal features file found for NPO: ./output/feature-sets/NPO.txt
[2025-12-22T20:27:51.723263] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:27:51.723296] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:27:51.723324] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:27:51.723381] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:27:51.782254] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:27:51.782899] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:27:51.782975] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:27:51.783007] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:27:51.900357] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:27:51.900718] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:27:51.900758] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:27:51.900819] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:27:51.904132] [DEBUG] [FORECASTER] NPO: Forecast T+1@11:T+2@11: DOWN (p=34.59%)
[2025-12-22T20:27:51.904394] [INFO ] [FORECASTER] Completed predict_future for NPO
[2025-12-22T20:27:51.904513] [INFO ] [sig       ] NPO: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:27:52.056833] [INFO ] [LOCAL     ] Saved forecast: NPO	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/NPO.txt
[2025-12-22T20:27:52.056998] [INFO ] [sig       ] [2263/3560] Completed NPO in 0.3s | 2.95 sym/s | Total: 12.8m | ETA: 7.3m
[2025-12-22T20:27:52.057040] [INFO ] [sig       ] [2264/3560] Forecasting NQP...
[2025-12-22T20:27:52.057072] [INFO ] [sig       ] Generating forecast for: NQP
[2025-12-22T20:27:52.057104] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NQP' from 'https://tdm.silogroup.org/data/derivative_storage/NQP.csv'.
[2025-12-22T20:27:52.071995] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NQP'.
[2025-12-22T20:27:52.072478] [INFO ] [FORECASTER] Starting predict_future for NQP
[2025-12-22T20:27:52.073635] [DEBUG] [LOCAL     ] No optimal features file found for NQP: ./output/feature-sets/NQP.txt
[2025-12-22T20:27:52.073703] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:27:52.073743] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:27:52.073775] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:27:52.073857] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:27:52.141804] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:27:52.142717] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:27:52.142811] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:27:52.142846] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:27:52.268011] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:27:52.268186] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:27:52.268236] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:27:52.268273] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:27:52.271794] [DEBUG] [FORECASTER] NQP: Forecast T+1@11:T+2@11: DOWN (p=34.98%)
[2025-12-22T20:27:52.272077] [INFO ] [FORECASTER] Completed predict_future for NQP
[2025-12-22T20:27:52.272211] [INFO ] [sig       ] NQP: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:27:52.409609] [INFO ] [LOCAL     ] Saved forecast: NQP	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/NQP.txt
[2025-12-22T20:27:52.409753] [INFO ] [sig       ] [2264/3560] Completed NQP in 0.4s | 2.95 sym/s | Total: 12.8m | ETA: 7.3m
[2025-12-22T20:27:52.409793] [INFO ] [sig       ] [2265/3560] Forecasting NRC...
[2025-12-22T20:27:52.409823] [INFO ] [sig       ] Generating forecast for: NRC
[2025-12-22T20:27:52.409853] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRC' from 'https://tdm.silogroup.org/data/derivative_storage/NRC.csv'.
[2025-12-22T20:27:52.420910] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRC'.
[2025-12-22T20:27:52.421223] [INFO ] [FORECASTER] Starting predict_future for NRC
[2025-12-22T20:27:52.422030] [DEBUG] [LOCAL     ] No optimal features file found for NRC: ./output/feature-sets/NRC.txt
[2025-12-22T20:27:52.422081] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:27:52.422128] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:27:52.422156] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:27:52.422212] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:27:52.479240] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:27:52.480041] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:27:52.480117] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:27:52.480149] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:27:52.598894] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:27:52.599066] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:27:52.599108] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:27:52.599137] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:27:52.602526] [DEBUG] [FORECASTER] NRC: Forecast T+1@11:T+2@11: DOWN (p=18.15%)
[2025-12-22T20:27:52.602806] [INFO ] [FORECASTER] Completed predict_future for NRC
[2025-12-22T20:27:52.602923] [INFO ] [sig       ] NRC: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:27:52.740397] [INFO ] [LOCAL     ] Saved forecast: NRC	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/NRC.txt
[2025-12-22T20:27:52.740558] [INFO ] [sig       ] [2265/3560] Completed NRC in 0.3s | 2.95 sym/s | Total: 12.8m | ETA: 7.3m
[2025-12-22T20:27:52.740618] [INFO ] [sig       ] [2266/3560] Forecasting NRDS...
[2025-12-22T20:27:52.740650] [INFO ] [sig       ] Generating forecast for: NRDS
[2025-12-22T20:27:52.740682] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRDS' from 'https://tdm.silogroup.org/data/derivative_storage/NRDS.csv'.
[2025-12-22T20:27:52.752684] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRDS'.
[2025-12-22T20:27:52.753086] [INFO ] [FORECASTER] Starting predict_future for NRDS
[2025-12-22T20:27:52.753858] [DEBUG] [LOCAL     ] No optimal features file found for NRDS: ./output/feature-sets/NRDS.txt
[2025-12-22T20:27:52.753909] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:27:52.753941] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:27:52.753967] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:27:52.754023] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:27:52.810671] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:27:52.811543] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:27:52.811644] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:27:52.811677] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:27:52.930227] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:27:52.930397] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:27:52.930440] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:27:52.930471] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:27:52.933900] [DEBUG] [FORECASTER] NRDS: Forecast T+1@11:T+2@11: DOWN (p=0.26%)
[2025-12-22T20:27:52.934177] [INFO ] [FORECASTER] Completed predict_future for NRDS
[2025-12-22T20:27:52.934304] [INFO ] [sig       ] NRDS: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:27:53.070415] [INFO ] [LOCAL     ] Saved forecast: NRDS	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/NRDS.txt
[2025-12-22T20:27:53.070589] [INFO ] [sig       ] [2266/3560] Completed NRDS in 0.3s | 2.95 sym/s | Total: 12.8m | ETA: 7.3m
[2025-12-22T20:27:53.070635] [INFO ] [sig       ] [2267/3560] Forecasting NREF...
[2025-12-22T20:27:53.070669] [INFO ] [sig       ] Generating forecast for: NREF
[2025-12-22T20:27:53.070702] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NREF' from 'https://tdm.silogroup.org/data/derivative_storage/NREF.csv'.
[2025-12-22T20:27:53.081975] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NREF'.
[2025-12-22T20:27:53.082372] [INFO ] [FORECASTER] Starting predict_future for NREF
[2025-12-22T20:27:53.083154] [DEBUG] [LOCAL     ] No optimal features file found for NREF: ./output/feature-sets/NREF.txt
[2025-12-22T20:27:53.083205] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:27:53.083236] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:27:53.083262] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:27:53.083317] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:27:53.140250] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:27:53.141173] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:27:53.141251] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:27:53.141283] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:27:53.261230] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:27:53.261387] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:27:53.261427] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:27:53.261456] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:27:53.264900] [DEBUG] [FORECASTER] NREF: Forecast T+1@11:T+2@11: UP (p=92.87%)
[2025-12-22T20:27:53.265193] [INFO ] [FORECASTER] Completed predict_future for NREF
[2025-12-22T20:27:53.265327] [INFO ] [sig       ] NREF: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:27:53.403848] [INFO ] [LOCAL     ] Saved forecast: NREF	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/NREF.txt
[2025-12-22T20:27:53.404001] [INFO ] [sig       ] [2267/3560] Completed NREF in 0.3s | 2.95 sym/s | Total: 12.8m | ETA: 7.3m
[2025-12-22T20:27:53.404042] [INFO ] [sig       ] [2268/3560] Forecasting NRG...
[2025-12-22T20:27:53.404071] [INFO ] [sig       ] Generating forecast for: NRG
[2025-12-22T20:27:53.404101] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRG' from 'https://tdm.silogroup.org/data/derivative_storage/NRG.csv'.
[2025-12-22T20:27:53.415747] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRG'.
[2025-12-22T20:27:53.416058] [INFO ] [FORECASTER] Starting predict_future for NRG
[2025-12-22T20:27:53.416849] [DEBUG] [LOCAL     ] No optimal features file found for NRG: ./output/feature-sets/NRG.txt
[2025-12-22T20:27:53.416902] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:27:53.416935] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:27:53.416962] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:27:53.417020] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:27:53.475761] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:27:53.476638] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:27:53.476722] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:27:53.476754] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:27:53.601439] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:27:53.601610] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:27:53.601651] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:27:53.601680] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:27:53.605002] [DEBUG] [FORECASTER] NRG: Forecast T+1@11:T+2@11: UP (p=78.57%)
[2025-12-22T20:27:53.605272] [INFO ] [FORECASTER] Completed predict_future for NRG
[2025-12-22T20:27:53.605417] [INFO ] [sig       ] NRG: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:27:53.745960] [INFO ] [LOCAL     ] Saved forecast: NRG	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/NRG.txt
[2025-12-22T20:27:53.746123] [INFO ] [sig       ] [2268/3560] Completed NRG in 0.3s | 2.95 sym/s | Total: 12.8m | ETA: 7.3m
[2025-12-22T20:27:53.746163] [INFO ] [sig       ] [2269/3560] Forecasting NRIM...
[2025-12-22T20:27:53.746201] [INFO ] [sig       ] Generating forecast for: NRIM
[2025-12-22T20:27:53.746234] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRIM' from 'https://tdm.silogroup.org/data/derivative_storage/NRIM.csv'.
[2025-12-22T20:27:53.760900] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRIM'.
[2025-12-22T20:27:53.761405] [INFO ] [FORECASTER] Starting predict_future for NRIM
[2025-12-22T20:27:53.762490] [DEBUG] [LOCAL     ] No optimal features file found for NRIM: ./output/feature-sets/NRIM.txt
[2025-12-22T20:27:53.762558] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:27:53.762627] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:27:53.762671] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:27:53.762759] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:27:53.829683] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:27:53.830672] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:27:53.830761] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:27:53.830794] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:27:53.955672] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:27:53.955828] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:27:53.955868] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:27:53.955896] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:27:53.959243] [DEBUG] [FORECASTER] NRIM: Forecast T+1@11:T+2@11: DOWN (p=26.54%)
[2025-12-22T20:27:53.959550] [INFO ] [FORECASTER] Completed predict_future for NRIM
[2025-12-22T20:27:53.959693] [INFO ] [sig       ] NRIM: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:27:54.102987] [INFO ] [LOCAL     ] Saved forecast: NRIM	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/NRIM.txt
[2025-12-22T20:27:54.103164] [INFO ] [sig       ] [2269/3560] Completed NRIM in 0.4s | 2.95 sym/s | Total: 12.8m | ETA: 7.3m
[2025-12-22T20:27:54.103209] [INFO ] [sig       ] [2270/3560] Forecasting NRIX...
[2025-12-22T20:27:54.103240] [INFO ] [sig       ] Generating forecast for: NRIX
[2025-12-22T20:27:54.103271] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRIX' from 'https://tdm.silogroup.org/data/derivative_storage/NRIX.csv'.
[2025-12-22T20:27:54.114911] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRIX'.
[2025-12-22T20:27:54.115356] [INFO ] [FORECASTER] Starting predict_future for NRIX
[2025-12-22T20:27:54.116290] [DEBUG] [LOCAL     ] No optimal features file found for NRIX: ./output/feature-sets/NRIX.txt
[2025-12-22T20:27:54.116346] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:27:54.116379] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:27:54.116408] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:27:54.116465] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:27:54.176536] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:27:54.177445] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:27:54.177568] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:27:54.177640] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:27:54.306314] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:27:54.306468] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:27:54.306509] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:27:54.306538] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:27:54.309987] [DEBUG] [FORECASTER] NRIX: Forecast T+1@11:T+2@11: UP (p=69.58%)
[2025-12-22T20:27:54.310255] [INFO ] [FORECASTER] Completed predict_future for NRIX
[2025-12-22T20:27:54.310378] [INFO ] [sig       ] NRIX: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:27:54.446906] [INFO ] [LOCAL     ] Saved forecast: NRIX	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/NRIX.txt
[2025-12-22T20:27:54.447064] [INFO ] [sig       ] [2270/3560] Completed NRIX in 0.3s | 2.95 sym/s | Total: 12.8m | ETA: 7.3m
[2025-12-22T20:27:54.447104] [INFO ] [sig       ] [2271/3560] Forecasting NRK...
[2025-12-22T20:27:54.447134] [INFO ] [sig       ] Generating forecast for: NRK
[2025-12-22T20:27:54.447164] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRK' from 'https://tdm.silogroup.org/data/derivative_storage/NRK.csv'.
[2025-12-22T20:27:54.458558] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRK'.
[2025-12-22T20:27:54.459008] [INFO ] [FORECASTER] Starting predict_future for NRK
[2025-12-22T20:27:54.459910] [DEBUG] [LOCAL     ] No optimal features file found for NRK: ./output/feature-sets/NRK.txt
[2025-12-22T20:27:54.459965] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:27:54.459998] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:27:54.460026] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:27:54.460085] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:27:54.518302] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:27:54.519182] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:27:54.519266] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:27:54.519298] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:27:54.635243] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:27:54.635398] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:27:54.635439] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:27:54.635468] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:27:54.638793] [DEBUG] [FORECASTER] NRK: Forecast T+1@11:T+2@11: UP (p=86.62%)
[2025-12-22T20:27:54.639299] [INFO ] [FORECASTER] Completed predict_future for NRK
[2025-12-22T20:27:54.639434] [INFO ] [sig       ] NRK: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:27:54.774031] [INFO ] [LOCAL     ] Saved forecast: NRK	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/NRK.txt
[2025-12-22T20:27:54.774166] [INFO ] [sig       ] [2271/3560] Completed NRK in 0.3s | 2.95 sym/s | Total: 12.8m | ETA: 7.3m
[2025-12-22T20:27:54.774204] [INFO ] [sig       ] [2272/3560] Forecasting NRP...
[2025-12-22T20:27:54.774232] [INFO ] [sig       ] Generating forecast for: NRP
[2025-12-22T20:27:54.774263] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRP' from 'https://tdm.silogroup.org/data/derivative_storage/NRP.csv'.
[2025-12-22T20:27:54.785089] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRP'.
[2025-12-22T20:27:54.785482] [INFO ] [FORECASTER] Starting predict_future for NRP
[2025-12-22T20:27:54.786366] [DEBUG] [LOCAL     ] No optimal features file found for NRP: ./output/feature-sets/NRP.txt
[2025-12-22T20:27:54.786422] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:27:54.786454] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:27:54.786480] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:27:54.786537] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:27:54.844945] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:27:54.845760] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:27:54.845842] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:27:54.845875] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:27:54.960540] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:27:54.960734] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:27:54.960786] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:27:54.960833] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:27:54.964280] [DEBUG] [FORECASTER] NRP: Forecast T+1@11:T+2@11: UP (p=73.07%)
[2025-12-22T20:27:54.964591] [INFO ] [FORECASTER] Completed predict_future for NRP
[2025-12-22T20:27:54.964717] [INFO ] [sig       ] NRP: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:27:55.098235] [INFO ] [LOCAL     ] Saved forecast: NRP	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/NRP.txt
[2025-12-22T20:27:55.098380] [INFO ] [sig       ] [2272/3560] Completed NRP in 0.3s | 2.95 sym/s | Total: 12.9m | ETA: 7.3m
[2025-12-22T20:27:55.098421] [INFO ] [sig       ] [2273/3560] Forecasting NRXP...
[2025-12-22T20:27:55.098449] [INFO ] [sig       ] Generating forecast for: NRXP
[2025-12-22T20:27:55.098479] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRXP' from 'https://tdm.silogroup.org/data/derivative_storage/NRXP.csv'.
[2025-12-22T20:27:55.110564] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRXP'.
[2025-12-22T20:27:55.110988] [INFO ] [FORECASTER] Starting predict_future for NRXP
[2025-12-22T20:27:55.111862] [DEBUG] [LOCAL     ] No optimal features file found for NRXP: ./output/feature-sets/NRXP.txt
[2025-12-22T20:27:55.111915] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:27:55.111948] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:27:55.111977] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:27:55.112033] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:27:55.178552] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:27:55.179532] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:27:55.179639] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:27:55.179675] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:27:55.312749] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:27:55.312899] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:27:55.312940] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:27:55.312969] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:27:55.316406] [DEBUG] [FORECASTER] NRXP: Forecast T+1@11:T+2@11: UP (p=91.34%)
[2025-12-22T20:27:55.316697] [INFO ] [FORECASTER] Completed predict_future for NRXP
[2025-12-22T20:27:55.316819] [INFO ] [sig       ] NRXP: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:27:55.452935] [INFO ] [LOCAL     ] Saved forecast: NRXP	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/NRXP.txt
[2025-12-22T20:27:55.453114] [INFO ] [sig       ] [2273/3560] Completed NRXP in 0.4s | 2.95 sym/s | Total: 12.9m | ETA: 7.3m
[2025-12-22T20:27:55.453171] [INFO ] [sig       ] [2274/3560] Forecasting NSC...
[2025-12-22T20:27:55.453214] [INFO ] [sig       ] Generating forecast for: NSC
[2025-12-22T20:27:55.453255] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NSC' from 'https://tdm.silogroup.org/data/derivative_storage/NSC.csv'.
[2025-12-22T20:27:55.464263] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NSC'.
[2025-12-22T20:27:55.464565] [INFO ] [FORECASTER] Starting predict_future for NSC
[2025-12-22T20:27:55.465394] [DEBUG] [LOCAL     ] No optimal features file found for NSC: ./output/feature-sets/NSC.txt
[2025-12-22T20:27:55.465447] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:27:55.465480] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:27:55.465509] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:27:55.465566] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:27:55.522388] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:27:55.523004] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:27:55.523079] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:27:55.523128] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:27:55.644781] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:27:55.644919] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:27:55.644958] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:27:55.644985] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:27:55.648862] [DEBUG] [FORECASTER] NSC: Forecast T+1@11:T+2@11: DOWN (p=37.33%)
[2025-12-22T20:27:55.649158] [INFO ] [FORECASTER] Completed predict_future for NSC
[2025-12-22T20:27:55.649287] [INFO ] [sig       ] NSC: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:27:55.792692] [INFO ] [LOCAL     ] Saved forecast: NSC	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/NSC.txt
[2025-12-22T20:27:55.792837] [INFO ] [sig       ] [2274/3560] Completed NSC in 0.3s | 2.95 sym/s | Total: 12.9m | ETA: 7.3m
[2025-12-22T20:27:55.792875] [INFO ] [sig       ] [2275/3560] Forecasting NSP...
[2025-12-22T20:27:55.792904] [INFO ] [sig       ] Generating forecast for: NSP
[2025-12-22T20:27:55.792934] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NSP' from 'https://tdm.silogroup.org/data/derivative_storage/NSP.csv'.
[2025-12-22T20:27:55.805492] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NSP'.
[2025-12-22T20:27:55.805896] [INFO ] [FORECASTER] Starting predict_future for NSP
[2025-12-22T20:27:55.806734] [DEBUG] [LOCAL     ] No optimal features file found for NSP: ./output/feature-sets/NSP.txt
[2025-12-22T20:27:55.806787] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:27:55.806820] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:27:55.806849] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:27:55.806906] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:27:55.864944] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:27:55.865818] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:27:55.865903] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:27:55.865937] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:27:55.986356] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:27:55.986526] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:27:55.986588] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:27:55.986621] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:27:55.990058] [DEBUG] [FORECASTER] NSP: Forecast T+1@11:T+2@11: DOWN (p=1.06%)
[2025-12-22T20:27:55.990328] [INFO ] [FORECASTER] Completed predict_future for NSP
[2025-12-22T20:27:55.990453] [INFO ] [sig       ] NSP: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:27:56.124635] [INFO ] [LOCAL     ] Saved forecast: NSP	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/NSP.txt
[2025-12-22T20:27:56.124773] [INFO ] [sig       ] [2275/3560] Completed NSP in 0.3s | 2.95 sym/s | Total: 12.9m | ETA: 7.3m
[2025-12-22T20:27:56.124812] [INFO ] [sig       ] [2276/3560] Forecasting NSSC...
[2025-12-22T20:27:56.124841] [INFO ] [sig       ] Generating forecast for: NSSC
[2025-12-22T20:27:56.124872] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NSSC' from 'https://tdm.silogroup.org/data/derivative_storage/NSSC.csv'.
[2025-12-22T20:27:56.136519] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NSSC'.
[2025-12-22T20:27:56.136864] [INFO ] [FORECASTER] Starting predict_future for NSSC
[2025-12-22T20:27:56.137663] [DEBUG] [LOCAL     ] No optimal features file found for NSSC: ./output/feature-sets/NSSC.txt
[2025-12-22T20:27:56.137716] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:27:56.137756] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:27:56.137819] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:27:56.137879] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:27:56.194849] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:27:56.195469] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:27:56.195543] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:27:56.195592] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:27:56.315958] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:27:56.316110] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:27:56.316149] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:27:56.316178] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:27:56.319539] [DEBUG] [FORECASTER] NSSC: Forecast T+1@11:T+2@11: DOWN (p=5.76%)
[2025-12-22T20:27:56.319819] [INFO ] [FORECASTER] Completed predict_future for NSSC
[2025-12-22T20:27:56.319942] [INFO ] [sig       ] NSSC: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:27:56.456590] [INFO ] [LOCAL     ] Saved forecast: NSSC	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/NSSC.txt
[2025-12-22T20:27:56.456753] [INFO ] [sig       ] [2276/3560] Completed NSSC in 0.3s | 2.95 sym/s | Total: 12.9m | ETA: 7.3m
[2025-12-22T20:27:56.456793] [INFO ] [sig       ] [2277/3560] Forecasting NTAP...
[2025-12-22T20:27:56.456822] [INFO ] [sig       ] Generating forecast for: NTAP
[2025-12-22T20:27:56.456851] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTAP' from 'https://tdm.silogroup.org/data/derivative_storage/NTAP.csv'.
[2025-12-22T20:27:56.469050] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTAP'.
[2025-12-22T20:27:56.469422] [INFO ] [FORECASTER] Starting predict_future for NTAP
[2025-12-22T20:27:56.470231] [DEBUG] [LOCAL     ] No optimal features file found for NTAP: ./output/feature-sets/NTAP.txt
[2025-12-22T20:27:56.470284] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:27:56.470356] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:27:56.470396] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:27:56.470477] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:27:56.529683] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:27:56.530552] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:27:56.530655] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:27:56.530690] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:27:56.653743] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:27:56.653912] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:27:56.653959] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:27:56.653988] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:27:56.657500] [DEBUG] [FORECASTER] NTAP: Forecast T+1@11:T+2@11: DOWN (p=28.71%)
[2025-12-22T20:27:56.657795] [INFO ] [FORECASTER] Completed predict_future for NTAP
[2025-12-22T20:27:56.657919] [INFO ] [sig       ] NTAP: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:27:56.792306] [INFO ] [LOCAL     ] Saved forecast: NTAP	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/NTAP.txt
[2025-12-22T20:27:56.792444] [INFO ] [sig       ] [2277/3560] Completed NTAP in 0.3s | 2.95 sym/s | Total: 12.9m | ETA: 7.3m
[2025-12-22T20:27:56.792484] [INFO ] [sig       ] [2278/3560] Forecasting NTB...
[2025-12-22T20:27:56.792512] [INFO ] [sig       ] Generating forecast for: NTB
[2025-12-22T20:27:56.792543] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTB' from 'https://tdm.silogroup.org/data/derivative_storage/NTB.csv'.
[2025-12-22T20:27:56.803721] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTB'.
[2025-12-22T20:27:56.804071] [INFO ] [FORECASTER] Starting predict_future for NTB
[2025-12-22T20:27:56.804870] [DEBUG] [LOCAL     ] No optimal features file found for NTB: ./output/feature-sets/NTB.txt
[2025-12-22T20:27:56.804922] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:27:56.804954] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:27:56.804981] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:27:56.805037] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:27:56.860627] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:27:56.861375] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:27:56.861460] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:27:56.861493] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:27:56.978209] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:27:56.978374] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:27:56.978442] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:27:56.978473] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:27:56.981927] [DEBUG] [FORECASTER] NTB: Forecast T+1@11:T+2@11: UP (p=82.36%)
[2025-12-22T20:27:56.982207] [INFO ] [FORECASTER] Completed predict_future for NTB
[2025-12-22T20:27:56.982330] [INFO ] [sig       ] NTB: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:27:57.130993] [INFO ] [LOCAL     ] Saved forecast: NTB	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/NTB.txt
[2025-12-22T20:27:57.131161] [INFO ] [sig       ] [2278/3560] Completed NTB in 0.3s | 2.95 sym/s | Total: 12.9m | ETA: 7.3m
[2025-12-22T20:27:57.131200] [INFO ] [sig       ] [2279/3560] Forecasting NTES...
[2025-12-22T20:27:57.131232] [INFO ] [sig       ] Generating forecast for: NTES
[2025-12-22T20:27:57.131263] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTES' from 'https://tdm.silogroup.org/data/derivative_storage/NTES.csv'.
[2025-12-22T20:27:57.146115] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTES'.
[2025-12-22T20:27:57.146635] [INFO ] [FORECASTER] Starting predict_future for NTES
[2025-12-22T20:27:57.147683] [DEBUG] [LOCAL     ] No optimal features file found for NTES: ./output/feature-sets/NTES.txt
[2025-12-22T20:27:57.147744] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:27:57.147782] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:27:57.147816] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:27:57.147894] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:27:57.212506] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:27:57.213395] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:27:57.213491] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:27:57.213524] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:27:57.337837] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:27:57.337996] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:27:57.338038] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:27:57.338067] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:27:57.341721] [DEBUG] [FORECASTER] NTES: Forecast T+1@11:T+2@11: DOWN (p=44.47%)
[2025-12-22T20:27:57.342003] [INFO ] [FORECASTER] Completed predict_future for NTES
[2025-12-22T20:27:57.342128] [INFO ] [sig       ] NTES: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:27:57.491950] [INFO ] [LOCAL     ] Saved forecast: NTES	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/NTES.txt
[2025-12-22T20:27:57.492153] [INFO ] [sig       ] [2279/3560] Completed NTES in 0.4s | 2.95 sym/s | Total: 12.9m | ETA: 7.2m
[2025-12-22T20:27:57.492219] [INFO ] [sig       ] [2280/3560] Forecasting NTIC...
[2025-12-22T20:27:57.492269] [INFO ] [sig       ] Generating forecast for: NTIC
[2025-12-22T20:27:57.492327] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTIC' from 'https://tdm.silogroup.org/data/derivative_storage/NTIC.csv'.
[2025-12-22T20:27:57.504429] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTIC'.
[2025-12-22T20:27:57.504861] [INFO ] [FORECASTER] Starting predict_future for NTIC
[2025-12-22T20:27:57.505723] [DEBUG] [LOCAL     ] No optimal features file found for NTIC: ./output/feature-sets/NTIC.txt
[2025-12-22T20:27:57.505778] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:27:57.505811] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:27:57.505839] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:27:57.505900] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:27:57.565030] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:27:57.565939] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:27:57.566026] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:27:57.566060] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:27:57.674477] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:27:57.674651] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:27:57.674695] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:27:57.674761] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:27:57.678259] [DEBUG] [FORECASTER] NTIC: Forecast T+1@11:T+2@11: DOWN (p=2.47%)
[2025-12-22T20:27:57.678613] [INFO ] [FORECASTER] Completed predict_future for NTIC
[2025-12-22T20:27:57.678754] [INFO ] [sig       ] NTIC: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:27:57.822356] [INFO ] [LOCAL     ] Saved forecast: NTIC	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/NTIC.txt
[2025-12-22T20:27:57.822522] [INFO ] [sig       ] [2280/3560] Completed NTIC in 0.3s | 2.95 sym/s | Total: 12.9m | ETA: 7.2m
[2025-12-22T20:27:57.822564] [INFO ] [sig       ] [2281/3560] Forecasting NTLA...
[2025-12-22T20:27:57.822617] [INFO ] [sig       ] Generating forecast for: NTLA
[2025-12-22T20:27:57.822652] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTLA' from 'https://tdm.silogroup.org/data/derivative_storage/NTLA.csv'.
[2025-12-22T20:27:57.834391] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTLA'.
[2025-12-22T20:27:57.834828] [INFO ] [FORECASTER] Starting predict_future for NTLA
[2025-12-22T20:27:57.835656] [DEBUG] [LOCAL     ] No optimal features file found for NTLA: ./output/feature-sets/NTLA.txt
[2025-12-22T20:27:57.835714] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:27:57.835747] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:27:57.835775] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:27:57.835833] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:27:57.894855] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:27:57.895806] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:27:57.895895] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:27:57.895930] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:27:58.018672] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:27:58.018833] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:27:58.018872] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:27:58.018900] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:27:58.022291] [DEBUG] [FORECASTER] NTLA: Forecast T+1@11:T+2@11: DOWN (p=21.43%)
[2025-12-22T20:27:58.022598] [INFO ] [FORECASTER] Completed predict_future for NTLA
[2025-12-22T20:27:58.022726] [INFO ] [sig       ] NTLA: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:27:58.160200] [INFO ] [LOCAL     ] Saved forecast: NTLA	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/NTLA.txt
[2025-12-22T20:27:58.160374] [INFO ] [sig       ] [2281/3560] Completed NTLA in 0.3s | 2.95 sym/s | Total: 12.9m | ETA: 7.2m
[2025-12-22T20:27:58.160425] [INFO ] [sig       ] [2282/3560] Forecasting NTNX...
[2025-12-22T20:27:58.160461] [INFO ] [sig       ] Generating forecast for: NTNX
[2025-12-22T20:27:58.160498] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTNX' from 'https://tdm.silogroup.org/data/derivative_storage/NTNX.csv'.
[2025-12-22T20:27:58.172097] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTNX'.
[2025-12-22T20:27:58.172506] [INFO ] [FORECASTER] Starting predict_future for NTNX
[2025-12-22T20:27:58.173326] [DEBUG] [LOCAL     ] No optimal features file found for NTNX: ./output/feature-sets/NTNX.txt
[2025-12-22T20:27:58.173384] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:27:58.173418] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:27:58.173446] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:27:58.173502] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:27:58.231586] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:27:58.232477] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:27:58.232606] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:27:58.232648] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:27:58.356250] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:27:58.356413] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:27:58.356454] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:27:58.356485] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:27:58.360024] [DEBUG] [FORECASTER] NTNX: Forecast T+1@11:T+2@11: UP (p=73.37%)
[2025-12-22T20:27:58.360340] [INFO ] [FORECASTER] Completed predict_future for NTNX
[2025-12-22T20:27:58.360482] [INFO ] [sig       ] NTNX: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:27:58.501611] [INFO ] [LOCAL     ] Saved forecast: NTNX	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/NTNX.txt
[2025-12-22T20:27:58.501769] [INFO ] [sig       ] [2282/3560] Completed NTNX in 0.3s | 2.95 sym/s | Total: 12.9m | ETA: 7.2m
[2025-12-22T20:27:58.501809] [INFO ] [sig       ] [2283/3560] Forecasting NTRA...
[2025-12-22T20:27:58.501840] [INFO ] [sig       ] Generating forecast for: NTRA
[2025-12-22T20:27:58.501871] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTRA' from 'https://tdm.silogroup.org/data/derivative_storage/NTRA.csv'.
[2025-12-22T20:27:58.513595] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTRA'.
[2025-12-22T20:27:58.513966] [INFO ] [FORECASTER] Starting predict_future for NTRA
[2025-12-22T20:27:58.514762] [DEBUG] [LOCAL     ] No optimal features file found for NTRA: ./output/feature-sets/NTRA.txt
[2025-12-22T20:27:58.514815] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:27:58.514848] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:27:58.514875] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:27:58.514931] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:27:58.577028] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:27:58.578160] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:27:58.578262] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:27:58.578306] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:27:58.712395] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:27:58.712557] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:27:58.712620] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:27:58.712652] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:27:58.716213] [DEBUG] [FORECASTER] NTRA: Forecast T+1@11:T+2@11: DOWN (p=11.63%)
[2025-12-22T20:27:58.716533] [INFO ] [FORECASTER] Completed predict_future for NTRA
[2025-12-22T20:27:58.716689] [INFO ] [sig       ] NTRA: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:27:58.862782] [INFO ] [LOCAL     ] Saved forecast: NTRA	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/NTRA.txt
[2025-12-22T20:27:58.862941] [INFO ] [sig       ] [2283/3560] Completed NTRA in 0.4s | 2.95 sym/s | Total: 12.9m | ETA: 7.2m
[2025-12-22T20:27:58.862980] [INFO ] [sig       ] [2284/3560] Forecasting NTRB...
[2025-12-22T20:27:58.863012] [INFO ] [sig       ] Generating forecast for: NTRB
[2025-12-22T20:27:58.863042] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTRB' from 'https://tdm.silogroup.org/data/derivative_storage/NTRB.csv'.
[2025-12-22T20:27:58.874097] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTRB'.
[2025-12-22T20:27:58.874465] [INFO ] [FORECASTER] Starting predict_future for NTRB
[2025-12-22T20:27:58.875245] [DEBUG] [LOCAL     ] No optimal features file found for NTRB: ./output/feature-sets/NTRB.txt
[2025-12-22T20:27:58.875298] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:27:58.875331] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:27:58.875358] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:27:58.875413] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:27:58.931503] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:27:58.932296] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:27:58.932375] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:27:58.932407] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:27:59.047298] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:27:59.047456] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:27:59.047496] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:27:59.047525] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:27:59.050962] [DEBUG] [FORECASTER] NTRB: Forecast T+1@11:T+2@11: DOWN (p=17.28%)
[2025-12-22T20:27:59.051252] [INFO ] [FORECASTER] Completed predict_future for NTRB
[2025-12-22T20:27:59.051384] [INFO ] [sig       ] NTRB: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:27:59.189964] [INFO ] [LOCAL     ] Saved forecast: NTRB	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/NTRB.txt
[2025-12-22T20:27:59.190119] [INFO ] [sig       ] [2284/3560] Completed NTRB in 0.3s | 2.95 sym/s | Total: 12.9m | ETA: 7.2m
[2025-12-22T20:27:59.190159] [INFO ] [sig       ] [2285/3560] Forecasting NTRS...
[2025-12-22T20:27:59.190190] [INFO ] [sig       ] Generating forecast for: NTRS
[2025-12-22T20:27:59.190220] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTRS' from 'https://tdm.silogroup.org/data/derivative_storage/NTRS.csv'.
[2025-12-22T20:27:59.201930] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTRS'.
[2025-12-22T20:27:59.202319] [INFO ] [FORECASTER] Starting predict_future for NTRS
[2025-12-22T20:27:59.203114] [DEBUG] [LOCAL     ] No optimal features file found for NTRS: ./output/feature-sets/NTRS.txt
[2025-12-22T20:27:59.203166] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:27:59.203198] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:27:59.203225] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:27:59.203280] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:27:59.260177] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:27:59.261239] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:27:59.261321] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:27:59.261353] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:27:59.377510] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:27:59.377692] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:27:59.377733] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:27:59.377761] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:27:59.381151] [DEBUG] [FORECASTER] NTRS: Forecast T+1@11:T+2@11: UP (p=92.50%)
[2025-12-22T20:27:59.381432] [INFO ] [FORECASTER] Completed predict_future for NTRS
[2025-12-22T20:27:59.381557] [INFO ] [sig       ] NTRS: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:27:59.517660] [INFO ] [LOCAL     ] Saved forecast: NTRS	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/NTRS.txt
[2025-12-22T20:27:59.517816] [INFO ] [sig       ] [2285/3560] Completed NTRS in 0.3s | 2.95 sym/s | Total: 12.9m | ETA: 7.2m
[2025-12-22T20:27:59.517856] [INFO ] [sig       ] [2286/3560] Forecasting NTRSO...
[2025-12-22T20:27:59.517884] [INFO ] [sig       ] Generating forecast for: NTRSO
[2025-12-22T20:27:59.517914] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTRSO' from 'https://tdm.silogroup.org/data/derivative_storage/NTRSO.csv'.
[2025-12-22T20:27:59.529985] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTRSO'.
[2025-12-22T20:27:59.530316] [INFO ] [FORECASTER] Starting predict_future for NTRSO
[2025-12-22T20:27:59.531095] [DEBUG] [LOCAL     ] No optimal features file found for NTRSO: ./output/feature-sets/NTRSO.txt
[2025-12-22T20:27:59.531147] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:27:59.531179] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:27:59.531206] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:27:59.531261] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:27:59.590460] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:27:59.591301] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:27:59.591381] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:27:59.591413] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:27:59.711734] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:27:59.711891] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:27:59.711933] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:27:59.711963] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:27:59.715342] [DEBUG] [FORECASTER] NTRSO: Forecast T+1@11:T+2@11: DOWN (p=8.53%)
[2025-12-22T20:27:59.715651] [INFO ] [FORECASTER] Completed predict_future for NTRSO
[2025-12-22T20:27:59.715779] [INFO ] [sig       ] NTRSO: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:27:59.855255] [INFO ] [LOCAL     ] Saved forecast: NTRSO	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/NTRSO.txt
[2025-12-22T20:27:59.855400] [INFO ] [sig       ] [2286/3560] Completed NTRSO in 0.3s | 2.95 sym/s | Total: 12.9m | ETA: 7.2m
[2025-12-22T20:27:59.855444] [INFO ] [sig       ] [2287/3560] Forecasting NUKK...
[2025-12-22T20:27:59.855476] [INFO ] [sig       ] Generating forecast for: NUKK
[2025-12-22T20:27:59.855518] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NUKK' from 'https://tdm.silogroup.org/data/derivative_storage/NUKK.csv'.
[2025-12-22T20:27:59.866738] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NUKK'.
[2025-12-22T20:27:59.867077] [INFO ] [FORECASTER] Starting predict_future for NUKK
[2025-12-22T20:27:59.867896] [DEBUG] [LOCAL     ] No optimal features file found for NUKK: ./output/feature-sets/NUKK.txt
[2025-12-22T20:27:59.867951] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:27:59.867984] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:27:59.868012] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:27:59.868104] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:27:59.924676] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:27:59.925397] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:27:59.925504] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:27:59.925537] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:28:00.048193] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:28:00.048366] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:28:00.048406] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:28:00.048435] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:28:00.052473] [DEBUG] [FORECASTER] NUKK: Forecast T+1@11:T+2@11: UP (p=80.28%)
[2025-12-22T20:28:00.052761] [INFO ] [FORECASTER] Completed predict_future for NUKK
[2025-12-22T20:28:00.052884] [INFO ] [sig       ] NUKK: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:28:00.191717] [INFO ] [LOCAL     ] Saved forecast: NUKK	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/NUKK.txt
[2025-12-22T20:28:00.191866] [INFO ] [sig       ] [2287/3560] Completed NUKK in 0.3s | 2.95 sym/s | Total: 12.9m | ETA: 7.2m
[2025-12-22T20:28:00.191904] [INFO ] [sig       ] [2288/3560] Forecasting NUS...
[2025-12-22T20:28:00.191935] [INFO ] [sig       ] Generating forecast for: NUS
[2025-12-22T20:28:00.191965] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NUS' from 'https://tdm.silogroup.org/data/derivative_storage/NUS.csv'.
[2025-12-22T20:28:00.202995] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NUS'.
[2025-12-22T20:28:00.203330] [INFO ] [FORECASTER] Starting predict_future for NUS
[2025-12-22T20:28:00.204143] [DEBUG] [LOCAL     ] No optimal features file found for NUS: ./output/feature-sets/NUS.txt
[2025-12-22T20:28:00.204194] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:28:00.204226] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:28:00.204253] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:28:00.204310] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:28:00.260615] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:28:00.261460] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:28:00.261540] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:28:00.261590] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:28:00.384539] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:28:00.384713] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:28:00.384754] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:28:00.384783] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:28:00.388056] [DEBUG] [FORECASTER] NUS: Forecast T+1@11:T+2@11: DOWN (p=46.23%)
[2025-12-22T20:28:00.388323] [INFO ] [FORECASTER] Completed predict_future for NUS
[2025-12-22T20:28:00.388445] [INFO ] [sig       ] NUS: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:28:00.525304] [INFO ] [LOCAL     ] Saved forecast: NUS	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/NUS.txt
[2025-12-22T20:28:00.525482] [INFO ] [sig       ] [2288/3560] Completed NUS in 0.3s | 2.95 sym/s | Total: 12.9m | ETA: 7.2m
[2025-12-22T20:28:00.525523] [INFO ] [sig       ] [2289/3560] Forecasting NUTX...
[2025-12-22T20:28:00.525560] [INFO ] [sig       ] Generating forecast for: NUTX
[2025-12-22T20:28:00.525617] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NUTX' from 'https://tdm.silogroup.org/data/derivative_storage/NUTX.csv'.
[2025-12-22T20:28:00.536735] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NUTX'.
[2025-12-22T20:28:00.537123] [INFO ] [FORECASTER] Starting predict_future for NUTX
[2025-12-22T20:28:00.537930] [DEBUG] [LOCAL     ] No optimal features file found for NUTX: ./output/feature-sets/NUTX.txt
[2025-12-22T20:28:00.537997] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:28:00.538037] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:28:00.538065] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:28:00.538121] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:28:00.594058] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:28:00.594868] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:28:00.594979] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:28:00.595014] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:28:00.712872] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:28:00.713024] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:28:00.713072] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:28:00.713100] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:28:00.716412] [DEBUG] [FORECASTER] NUTX: Forecast T+1@11:T+2@11: DOWN (p=43.02%)
[2025-12-22T20:28:00.716703] [INFO ] [FORECASTER] Completed predict_future for NUTX
[2025-12-22T20:28:00.716824] [INFO ] [sig       ] NUTX: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:28:00.851656] [INFO ] [LOCAL     ] Saved forecast: NUTX	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/NUTX.txt
[2025-12-22T20:28:00.851807] [INFO ] [sig       ] [2289/3560] Completed NUTX in 0.3s | 2.95 sym/s | Total: 12.9m | ETA: 7.2m
[2025-12-22T20:28:00.851846] [INFO ] [sig       ] [2290/3560] Forecasting NUVB...
[2025-12-22T20:28:00.851875] [INFO ] [sig       ] Generating forecast for: NUVB
[2025-12-22T20:28:00.851906] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NUVB' from 'https://tdm.silogroup.org/data/derivative_storage/NUVB.csv'.
[2025-12-22T20:28:00.863409] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NUVB'.
[2025-12-22T20:28:00.863846] [INFO ] [FORECASTER] Starting predict_future for NUVB
[2025-12-22T20:28:00.864660] [DEBUG] [LOCAL     ] No optimal features file found for NUVB: ./output/feature-sets/NUVB.txt
[2025-12-22T20:28:00.864712] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:28:00.864745] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:28:00.864773] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:28:00.864829] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:28:00.922516] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:28:00.923436] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:28:00.923521] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:28:00.923556] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:28:01.047865] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:28:01.048011] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:28:01.048050] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:28:01.048079] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:28:01.051445] [DEBUG] [FORECASTER] NUVB: Forecast T+1@11:T+2@11: DOWN (p=6.15%)
[2025-12-22T20:28:01.051740] [INFO ] [FORECASTER] Completed predict_future for NUVB
[2025-12-22T20:28:01.051867] [INFO ] [sig       ] NUVB: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:28:01.188785] [INFO ] [LOCAL     ] Saved forecast: NUVB	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/NUVB.txt
[2025-12-22T20:28:01.189306] [INFO ] [sig       ] [2290/3560] Completed NUVB in 0.3s | 2.95 sym/s | Total: 13.0m | ETA: 7.2m
[2025-12-22T20:28:01.189349] [INFO ] [sig       ] [2291/3560] Forecasting NUVL...
[2025-12-22T20:28:01.189379] [INFO ] [sig       ] Generating forecast for: NUVL
[2025-12-22T20:28:01.189408] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NUVL' from 'https://tdm.silogroup.org/data/derivative_storage/NUVL.csv'.
[2025-12-22T20:28:01.200089] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NUVL'.
[2025-12-22T20:28:01.200450] [INFO ] [FORECASTER] Starting predict_future for NUVL
[2025-12-22T20:28:01.201231] [DEBUG] [LOCAL     ] No optimal features file found for NUVL: ./output/feature-sets/NUVL.txt
[2025-12-22T20:28:01.201282] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:28:01.201315] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:28:01.201342] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:28:01.201398] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:28:01.261364] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:28:01.262252] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:28:01.262334] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:28:01.262368] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:28:01.386932] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:28:01.387094] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:28:01.387136] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:28:01.387164] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:28:01.390935] [DEBUG] [FORECASTER] NUVL: Forecast T+1@11:T+2@11: DOWN (p=6.30%)
[2025-12-22T20:28:01.391213] [INFO ] [FORECASTER] Completed predict_future for NUVL
[2025-12-22T20:28:01.391337] [INFO ] [sig       ] NUVL: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:28:01.533242] [INFO ] [LOCAL     ] Saved forecast: NUVL	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/NUVL.txt
[2025-12-22T20:28:01.533407] [INFO ] [sig       ] [2291/3560] Completed NUVL in 0.3s | 2.95 sym/s | Total: 13.0m | ETA: 7.2m
[2025-12-22T20:28:01.533449] [INFO ] [sig       ] [2292/3560] Forecasting NUWE...
[2025-12-22T20:28:01.533478] [INFO ] [sig       ] Generating forecast for: NUWE
[2025-12-22T20:28:01.533508] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NUWE' from 'https://tdm.silogroup.org/data/derivative_storage/NUWE.csv'.
[2025-12-22T20:28:01.545074] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NUWE'.
[2025-12-22T20:28:01.545492] [INFO ] [FORECASTER] Starting predict_future for NUWE
[2025-12-22T20:28:01.546520] [DEBUG] [LOCAL     ] No optimal features file found for NUWE: ./output/feature-sets/NUWE.txt
[2025-12-22T20:28:01.546608] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:28:01.546645] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:28:01.546672] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:28:01.546729] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:28:01.608489] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:28:01.609434] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:28:01.609520] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:28:01.609552] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:28:01.741158] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:28:01.741346] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:28:01.741387] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:28:01.741416] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:28:01.745191] [DEBUG] [FORECASTER] NUWE: Forecast T+1@11:T+2@11: UP (p=62.29%)
[2025-12-22T20:28:01.745602] [INFO ] [FORECASTER] Completed predict_future for NUWE
[2025-12-22T20:28:01.745748] [INFO ] [sig       ] NUWE: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:28:01.890060] [INFO ] [LOCAL     ] Saved forecast: NUWE	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/NUWE.txt
[2025-12-22T20:28:01.890225] [INFO ] [sig       ] [2292/3560] Completed NUWE in 0.4s | 2.95 sym/s | Total: 13.0m | ETA: 7.2m
[2025-12-22T20:28:01.890267] [INFO ] [sig       ] [2293/3560] Forecasting NVAX...
[2025-12-22T20:28:01.890297] [INFO ] [sig       ] Generating forecast for: NVAX
[2025-12-22T20:28:01.890326] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVAX' from 'https://tdm.silogroup.org/data/derivative_storage/NVAX.csv'.
[2025-12-22T20:28:01.901725] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVAX'.
[2025-12-22T20:28:01.902116] [INFO ] [FORECASTER] Starting predict_future for NVAX
[2025-12-22T20:28:01.902897] [DEBUG] [LOCAL     ] No optimal features file found for NVAX: ./output/feature-sets/NVAX.txt
[2025-12-22T20:28:01.902951] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:28:01.902984] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:28:01.903011] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:28:01.903066] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:28:01.960822] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:28:01.961746] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:28:01.961834] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:28:01.961867] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:28:02.080129] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:28:02.080286] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:28:02.080328] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:28:02.080357] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:28:02.083766] [DEBUG] [FORECASTER] NVAX: Forecast T+1@11:T+2@11: UP (p=92.88%)
[2025-12-22T20:28:02.084054] [INFO ] [FORECASTER] Completed predict_future for NVAX
[2025-12-22T20:28:02.084185] [INFO ] [sig       ] NVAX: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:28:02.225069] [INFO ] [LOCAL     ] Saved forecast: NVAX	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/NVAX.txt
[2025-12-22T20:28:02.225222] [INFO ] [sig       ] [2293/3560] Completed NVAX in 0.3s | 2.95 sym/s | Total: 13.0m | ETA: 7.2m
[2025-12-22T20:28:02.225260] [INFO ] [sig       ] [2294/3560] Forecasting NVD...
[2025-12-22T20:28:02.225291] [INFO ] [sig       ] Generating forecast for: NVD
[2025-12-22T20:28:02.225321] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVD' from 'https://tdm.silogroup.org/data/derivative_storage/NVD.csv'.
[2025-12-22T20:28:02.237062] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVD'.
[2025-12-22T20:28:02.237467] [INFO ] [FORECASTER] Starting predict_future for NVD
[2025-12-22T20:28:02.238252] [DEBUG] [LOCAL     ] No optimal features file found for NVD: ./output/feature-sets/NVD.txt
[2025-12-22T20:28:02.238304] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:28:02.238368] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:28:02.238396] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:28:02.238452] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:28:02.296371] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:28:02.297256] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:28:02.297340] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:28:02.297374] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:28:02.408350] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:28:02.408512] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:28:02.408559] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:28:02.408609] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:28:02.412095] [DEBUG] [FORECASTER] NVD: Forecast T+1@11:T+2@11: DOWN (p=41.95%)
[2025-12-22T20:28:02.412380] [INFO ] [FORECASTER] Completed predict_future for NVD
[2025-12-22T20:28:02.412504] [INFO ] [sig       ] NVD: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:28:02.552711] [INFO ] [LOCAL     ] Saved forecast: NVD	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/NVD.txt
[2025-12-22T20:28:02.552880] [INFO ] [sig       ] [2294/3560] Completed NVD in 0.3s | 2.95 sym/s | Total: 13.0m | ETA: 7.2m
[2025-12-22T20:28:02.552921] [INFO ] [sig       ] [2295/3560] Forecasting NVDA...
[2025-12-22T20:28:02.552952] [INFO ] [sig       ] Generating forecast for: NVDA
[2025-12-22T20:28:02.552983] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVDA' from 'https://tdm.silogroup.org/data/derivative_storage/NVDA.csv'.
[2025-12-22T20:28:02.564221] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVDA'.
[2025-12-22T20:28:02.564650] [INFO ] [FORECASTER] Starting predict_future for NVDA
[2025-12-22T20:28:02.565442] [DEBUG] [LOCAL     ] No optimal features file found for NVDA: ./output/feature-sets/NVDA.txt
[2025-12-22T20:28:02.565496] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:28:02.565530] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:28:02.565558] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:28:02.565643] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:28:02.623870] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:28:02.624737] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:28:02.624820] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:28:02.624854] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:28:02.752122] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:28:02.752272] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:28:02.752316] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:28:02.752356] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:28:02.755931] [DEBUG] [FORECASTER] NVDA: Forecast T+1@11:T+2@11: DOWN (p=43.24%)
[2025-12-22T20:28:02.756204] [INFO ] [FORECASTER] Completed predict_future for NVDA
[2025-12-22T20:28:02.756326] [INFO ] [sig       ] NVDA: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:28:02.893623] [INFO ] [LOCAL     ] Saved forecast: NVDA	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/NVDA.txt
[2025-12-22T20:28:02.893748] [INFO ] [sig       ] [2295/3560] Completed NVDA in 0.3s | 2.95 sym/s | Total: 13.0m | ETA: 7.2m
[2025-12-22T20:28:02.893786] [INFO ] [sig       ] [2296/3560] Forecasting NVDD...
[2025-12-22T20:28:02.893816] [INFO ] [sig       ] Generating forecast for: NVDD
[2025-12-22T20:28:02.893845] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVDD' from 'https://tdm.silogroup.org/data/derivative_storage/NVDD.csv'.
[2025-12-22T20:28:02.904469] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVDD'.
[2025-12-22T20:28:02.904798] [INFO ] [FORECASTER] Starting predict_future for NVDD
[2025-12-22T20:28:02.905564] [DEBUG] [LOCAL     ] No optimal features file found for NVDD: ./output/feature-sets/NVDD.txt
[2025-12-22T20:28:02.905634] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:28:02.905667] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:28:02.905694] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:28:02.905750] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:28:02.963107] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:28:02.963853] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:28:02.963929] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:28:02.963961] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:28:03.087147] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:28:03.087316] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:28:03.087355] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:28:03.087382] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:28:03.090788] [DEBUG] [FORECASTER] NVDD: Forecast T+1@11:T+2@11: DOWN (p=4.81%)
[2025-12-22T20:28:03.091059] [INFO ] [FORECASTER] Completed predict_future for NVDD
[2025-12-22T20:28:03.091183] [INFO ] [sig       ] NVDD: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:28:03.228630] [INFO ] [LOCAL     ] Saved forecast: NVDD	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/NVDD.txt
[2025-12-22T20:28:03.228836] [INFO ] [sig       ] [2296/3560] Completed NVDD in 0.3s | 2.95 sym/s | Total: 13.0m | ETA: 7.1m
[2025-12-22T20:28:03.228914] [INFO ] [sig       ] [2297/3560] Forecasting NVDL...
[2025-12-22T20:28:03.228966] [INFO ] [sig       ] Generating forecast for: NVDL
[2025-12-22T20:28:03.229041] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVDL' from 'https://tdm.silogroup.org/data/derivative_storage/NVDL.csv'.
[2025-12-22T20:28:03.243110] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVDL'.
[2025-12-22T20:28:03.243617] [INFO ] [FORECASTER] Starting predict_future for NVDL
[2025-12-22T20:28:03.244705] [DEBUG] [LOCAL     ] No optimal features file found for NVDL: ./output/feature-sets/NVDL.txt
[2025-12-22T20:28:03.244774] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:28:03.244823] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:28:03.244863] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:28:03.244951] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:28:03.311251] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:28:03.312138] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:28:03.312218] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:28:03.312251] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:28:03.434444] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:28:03.434632] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:28:03.434683] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:28:03.434761] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:28:03.438267] [DEBUG] [FORECASTER] NVDL: Forecast T+1@11:T+2@11: UP (p=90.57%)
[2025-12-22T20:28:03.438602] [INFO ] [FORECASTER] Completed predict_future for NVDL
[2025-12-22T20:28:03.438752] [INFO ] [sig       ] NVDL: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:28:03.579123] [INFO ] [LOCAL     ] Saved forecast: NVDL	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/NVDL.txt
[2025-12-22T20:28:03.579262] [INFO ] [sig       ] [2297/3560] Completed NVDL in 0.4s | 2.95 sym/s | Total: 13.0m | ETA: 7.1m
[2025-12-22T20:28:03.579303] [INFO ] [sig       ] [2298/3560] Forecasting NVDS...
[2025-12-22T20:28:03.579335] [INFO ] [sig       ] Generating forecast for: NVDS
[2025-12-22T20:28:03.579367] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVDS' from 'https://tdm.silogroup.org/data/derivative_storage/NVDS.csv'.
[2025-12-22T20:28:03.590083] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVDS'.
[2025-12-22T20:28:03.590391] [INFO ] [FORECASTER] Starting predict_future for NVDS
[2025-12-22T20:28:03.591202] [DEBUG] [LOCAL     ] No optimal features file found for NVDS: ./output/feature-sets/NVDS.txt
[2025-12-22T20:28:03.591256] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:28:03.591289] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:28:03.591317] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:28:03.591376] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:28:03.648946] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:28:03.649707] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:28:03.649783] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:28:03.649815] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:28:03.774199] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:28:03.774382] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:28:03.774424] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:28:03.774452] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:28:03.777962] [DEBUG] [FORECASTER] NVDS: Forecast T+1@11:T+2@11: UP (p=60.35%)
[2025-12-22T20:28:03.778239] [INFO ] [FORECASTER] Completed predict_future for NVDS
[2025-12-22T20:28:03.778357] [INFO ] [sig       ] NVDS: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:28:03.914352] [INFO ] [LOCAL     ] Saved forecast: NVDS	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/NVDS.txt
[2025-12-22T20:28:03.914473] [INFO ] [sig       ] [2298/3560] Completed NVDS in 0.3s | 2.95 sym/s | Total: 13.0m | ETA: 7.1m
[2025-12-22T20:28:03.914512] [INFO ] [sig       ] [2299/3560] Forecasting NVEC...
[2025-12-22T20:28:03.914542] [INFO ] [sig       ] Generating forecast for: NVEC
[2025-12-22T20:28:03.914586] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVEC' from 'https://tdm.silogroup.org/data/derivative_storage/NVEC.csv'.
[2025-12-22T20:28:03.925078] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVEC'.
[2025-12-22T20:28:03.925398] [INFO ] [FORECASTER] Starting predict_future for NVEC
[2025-12-22T20:28:03.926186] [DEBUG] [LOCAL     ] No optimal features file found for NVEC: ./output/feature-sets/NVEC.txt
[2025-12-22T20:28:03.926237] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:28:03.926269] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:28:03.926296] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:28:03.926353] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:28:03.982802] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:28:03.983478] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:28:03.983556] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:28:03.983610] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:28:04.098984] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:28:04.099152] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:28:04.099193] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:28:04.099223] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:28:04.102670] [DEBUG] [FORECASTER] NVEC: Forecast T+1@11:T+2@11: DOWN (p=27.18%)
[2025-12-22T20:28:04.102944] [INFO ] [FORECASTER] Completed predict_future for NVEC
[2025-12-22T20:28:04.103066] [INFO ] [sig       ] NVEC: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:28:04.239002] [INFO ] [LOCAL     ] Saved forecast: NVEC	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/NVEC.txt
[2025-12-22T20:28:04.239166] [INFO ] [sig       ] [2299/3560] Completed NVEC in 0.3s | 2.95 sym/s | Total: 13.0m | ETA: 7.1m
[2025-12-22T20:28:04.239205] [INFO ] [sig       ] [2300/3560] Forecasting NVG...
[2025-12-22T20:28:04.239234] [INFO ] [sig       ] Generating forecast for: NVG
[2025-12-22T20:28:04.239265] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVG' from 'https://tdm.silogroup.org/data/derivative_storage/NVG.csv'.
[2025-12-22T20:28:04.250176] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVG'.
[2025-12-22T20:28:04.250486] [INFO ] [FORECASTER] Starting predict_future for NVG
[2025-12-22T20:28:04.251284] [DEBUG] [LOCAL     ] No optimal features file found for NVG: ./output/feature-sets/NVG.txt
[2025-12-22T20:28:04.251351] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:28:04.251386] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:28:04.251415] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:28:04.251475] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:28:04.310168] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:28:04.310937] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:28:04.311017] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:28:04.311051] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:28:04.432854] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:28:04.433011] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:28:04.433051] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:28:04.433080] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:28:04.436762] [DEBUG] [FORECASTER] NVG: Forecast T+1@11:T+2@11: UP (p=73.08%)
[2025-12-22T20:28:04.437058] [INFO ] [FORECASTER] Completed predict_future for NVG
[2025-12-22T20:28:04.437187] [INFO ] [sig       ] NVG: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:28:04.574850] [INFO ] [LOCAL     ] Saved forecast: NVG	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/NVG.txt
[2025-12-22T20:28:04.574980] [INFO ] [sig       ] [2300/3560] Completed NVG in 0.3s | 2.95 sym/s | Total: 13.0m | ETA: 7.1m
[2025-12-22T20:28:04.575019] [INFO ] [sig       ] [2301/3560] Forecasting NVGS...
[2025-12-22T20:28:04.575048] [INFO ] [sig       ] Generating forecast for: NVGS
[2025-12-22T20:28:04.575077] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVGS' from 'https://tdm.silogroup.org/data/derivative_storage/NVGS.csv'.
[2025-12-22T20:28:04.585848] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVGS'.
[2025-12-22T20:28:04.586154] [INFO ] [FORECASTER] Starting predict_future for NVGS
[2025-12-22T20:28:04.586922] [DEBUG] [LOCAL     ] No optimal features file found for NVGS: ./output/feature-sets/NVGS.txt
[2025-12-22T20:28:04.586974] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:28:04.587007] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:28:04.587034] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:28:04.587090] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:28:04.644255] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:28:04.644896] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:28:04.644971] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:28:04.645003] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:28:04.768098] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:28:04.768251] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:28:04.768290] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:28:04.768318] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:28:04.771642] [DEBUG] [FORECASTER] NVGS: Forecast T+1@11:T+2@11: DOWN (p=20.82%)
[2025-12-22T20:28:04.771911] [INFO ] [FORECASTER] Completed predict_future for NVGS
[2025-12-22T20:28:04.772029] [INFO ] [sig       ] NVGS: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:28:04.907381] [INFO ] [LOCAL     ] Saved forecast: NVGS	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/NVGS.txt
[2025-12-22T20:28:04.907510] [INFO ] [sig       ] [2301/3560] Completed NVGS in 0.3s | 2.95 sym/s | Total: 13.0m | ETA: 7.1m
[2025-12-22T20:28:04.907554] [INFO ] [sig       ] [2302/3560] Forecasting NVMI...
[2025-12-22T20:28:04.907610] [INFO ] [sig       ] Generating forecast for: NVMI
[2025-12-22T20:28:04.907643] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVMI' from 'https://tdm.silogroup.org/data/derivative_storage/NVMI.csv'.
[2025-12-22T20:28:04.918445] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVMI'.
[2025-12-22T20:28:04.918761] [INFO ] [FORECASTER] Starting predict_future for NVMI
[2025-12-22T20:28:04.919548] [DEBUG] [LOCAL     ] No optimal features file found for NVMI: ./output/feature-sets/NVMI.txt
[2025-12-22T20:28:04.919635] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:28:04.919668] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:28:04.919695] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:28:04.919750] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:28:04.978106] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:28:04.978780] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:28:04.978858] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:28:04.978892] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:28:05.094397] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:28:05.094539] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:28:05.094599] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:28:05.094629] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:28:05.097919] [DEBUG] [FORECASTER] NVMI: Forecast T+1@11:T+2@11: DOWN (p=33.66%)
[2025-12-22T20:28:05.098182] [INFO ] [FORECASTER] Completed predict_future for NVMI
[2025-12-22T20:28:05.098300] [INFO ] [sig       ] NVMI: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:28:05.236593] [INFO ] [LOCAL     ] Saved forecast: NVMI	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/NVMI.txt
[2025-12-22T20:28:05.236774] [INFO ] [sig       ] [2302/3560] Completed NVMI in 0.3s | 2.95 sym/s | Total: 13.0m | ETA: 7.1m
[2025-12-22T20:28:05.236819] [INFO ] [sig       ] [2303/3560] Forecasting NVO...
[2025-12-22T20:28:05.236859] [INFO ] [sig       ] Generating forecast for: NVO
[2025-12-22T20:28:05.236891] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVO' from 'https://tdm.silogroup.org/data/derivative_storage/NVO.csv'.
[2025-12-22T20:28:05.248016] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVO'.
[2025-12-22T20:28:05.248385] [INFO ] [FORECASTER] Starting predict_future for NVO
[2025-12-22T20:28:05.249241] [DEBUG] [LOCAL     ] No optimal features file found for NVO: ./output/feature-sets/NVO.txt
[2025-12-22T20:28:05.249294] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:28:05.249327] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:28:05.249354] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:28:05.249412] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:28:05.306815] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:28:05.307680] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:28:05.307763] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:28:05.307796] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:28:05.425256] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:28:05.425412] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:28:05.425452] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:28:05.425481] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:28:05.428831] [DEBUG] [FORECASTER] NVO: Forecast T+1@11:T+2@11: DOWN (p=37.72%)
[2025-12-22T20:28:05.429140] [INFO ] [FORECASTER] Completed predict_future for NVO
[2025-12-22T20:28:05.429269] [INFO ] [sig       ] NVO: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:28:05.567181] [INFO ] [LOCAL     ] Saved forecast: NVO	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/NVO.txt
[2025-12-22T20:28:05.567333] [INFO ] [sig       ] [2303/3560] Completed NVO in 0.3s | 2.95 sym/s | Total: 13.0m | ETA: 7.1m
[2025-12-22T20:28:05.567380] [INFO ] [sig       ] [2304/3560] Forecasting NVRI...
[2025-12-22T20:28:05.567410] [INFO ] [sig       ] Generating forecast for: NVRI
[2025-12-22T20:28:05.567441] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVRI' from 'https://tdm.silogroup.org/data/derivative_storage/NVRI.csv'.
[2025-12-22T20:28:05.578719] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVRI'.
[2025-12-22T20:28:05.579127] [INFO ] [FORECASTER] Starting predict_future for NVRI
[2025-12-22T20:28:05.579954] [DEBUG] [LOCAL     ] No optimal features file found for NVRI: ./output/feature-sets/NVRI.txt
[2025-12-22T20:28:05.580011] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:28:05.580044] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:28:05.580073] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:28:05.580132] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:28:05.638560] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:28:05.639446] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:28:05.639600] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:28:05.639663] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:28:05.764124] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:28:05.764277] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:28:05.764318] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:28:05.764347] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:28:05.767786] [DEBUG] [FORECASTER] NVRI: Forecast T+1@11:T+2@11: DOWN (p=13.59%)
[2025-12-22T20:28:05.768066] [INFO ] [FORECASTER] Completed predict_future for NVRI
[2025-12-22T20:28:05.768191] [INFO ] [sig       ] NVRI: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:28:05.918172] [INFO ] [LOCAL     ] Saved forecast: NVRI	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/NVRI.txt
[2025-12-22T20:28:05.918363] [INFO ] [sig       ] [2304/3560] Completed NVRI in 0.4s | 2.95 sym/s | Total: 13.0m | ETA: 7.1m
[2025-12-22T20:28:05.918417] [INFO ] [sig       ] [2305/3560] Forecasting NVS...
[2025-12-22T20:28:05.918456] [INFO ] [sig       ] Generating forecast for: NVS
[2025-12-22T20:28:05.918497] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVS' from 'https://tdm.silogroup.org/data/derivative_storage/NVS.csv'.
[2025-12-22T20:28:05.932191] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVS'.
[2025-12-22T20:28:05.932686] [INFO ] [FORECASTER] Starting predict_future for NVS
[2025-12-22T20:28:05.933783] [DEBUG] [LOCAL     ] No optimal features file found for NVS: ./output/feature-sets/NVS.txt
[2025-12-22T20:28:05.933851] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:28:05.933892] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:28:05.933927] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:28:05.934002] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:28:05.995370] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:28:05.996308] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:28:05.996393] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:28:05.996427] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:28:06.116751] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:28:06.116899] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:28:06.116939] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:28:06.116969] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:28:06.120733] [DEBUG] [FORECASTER] NVS: Forecast T+1@11:T+2@11: UP (p=83.53%)
[2025-12-22T20:28:06.121000] [INFO ] [FORECASTER] Completed predict_future for NVS
[2025-12-22T20:28:06.121134] [INFO ] [sig       ] NVS: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:28:06.257080] [INFO ] [LOCAL     ] Saved forecast: NVS	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/NVS.txt
[2025-12-22T20:28:06.257232] [INFO ] [sig       ] [2305/3560] Completed NVS in 0.3s | 2.95 sym/s | Total: 13.0m | ETA: 7.1m
[2025-12-22T20:28:06.257272] [INFO ] [sig       ] [2306/3560] Forecasting NVTS...
[2025-12-22T20:28:06.257302] [INFO ] [sig       ] Generating forecast for: NVTS
[2025-12-22T20:28:06.257331] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVTS' from 'https://tdm.silogroup.org/data/derivative_storage/NVTS.csv'.
[2025-12-22T20:28:06.268068] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVTS'.
[2025-12-22T20:28:06.268370] [INFO ] [FORECASTER] Starting predict_future for NVTS
[2025-12-22T20:28:06.269200] [DEBUG] [LOCAL     ] No optimal features file found for NVTS: ./output/feature-sets/NVTS.txt
[2025-12-22T20:28:06.269254] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:28:06.269286] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:28:06.269314] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:28:06.269371] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:28:06.327865] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:28:06.328511] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:28:06.328606] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:28:06.328643] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:28:06.441203] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:28:06.441360] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:28:06.441398] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:28:06.441427] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:28:06.444779] [DEBUG] [FORECASTER] NVTS: Forecast T+1@11:T+2@11: DOWN (p=31.40%)
[2025-12-22T20:28:06.445053] [INFO ] [FORECASTER] Completed predict_future for NVTS
[2025-12-22T20:28:06.445174] [INFO ] [sig       ] NVTS: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:28:06.584462] [INFO ] [LOCAL     ] Saved forecast: NVTS	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/NVTS.txt
[2025-12-22T20:28:06.584613] [INFO ] [sig       ] [2306/3560] Completed NVTS in 0.3s | 2.95 sym/s | Total: 13.0m | ETA: 7.1m
[2025-12-22T20:28:06.584655] [INFO ] [sig       ] [2307/3560] Forecasting NWBI...
[2025-12-22T20:28:06.584684] [INFO ] [sig       ] Generating forecast for: NWBI
[2025-12-22T20:28:06.584713] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWBI' from 'https://tdm.silogroup.org/data/derivative_storage/NWBI.csv'.
[2025-12-22T20:28:06.597750] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWBI'.
[2025-12-22T20:28:06.598052] [INFO ] [FORECASTER] Starting predict_future for NWBI
[2025-12-22T20:28:06.598818] [DEBUG] [LOCAL     ] No optimal features file found for NWBI: ./output/feature-sets/NWBI.txt
[2025-12-22T20:28:06.598869] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:28:06.598901] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:28:06.598928] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:28:06.598984] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:28:06.656096] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:28:06.656705] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:28:06.656779] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:28:06.656811] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:28:06.775029] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:28:06.775172] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:28:06.775227] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:28:06.775257] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:28:06.778542] [DEBUG] [FORECASTER] NWBI: Forecast T+1@11:T+2@11: DOWN (p=46.12%)
[2025-12-22T20:28:06.778827] [INFO ] [FORECASTER] Completed predict_future for NWBI
[2025-12-22T20:28:06.778950] [INFO ] [sig       ] NWBI: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:28:06.914185] [INFO ] [LOCAL     ] Saved forecast: NWBI	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/NWBI.txt
[2025-12-22T20:28:06.914339] [INFO ] [sig       ] [2307/3560] Completed NWBI in 0.3s | 2.95 sym/s | Total: 13.0m | ETA: 7.1m
[2025-12-22T20:28:06.914378] [INFO ] [sig       ] [2308/3560] Forecasting NWE...
[2025-12-22T20:28:06.914407] [INFO ] [sig       ] Generating forecast for: NWE
[2025-12-22T20:28:06.914436] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWE' from 'https://tdm.silogroup.org/data/derivative_storage/NWE.csv'.
[2025-12-22T20:28:06.924890] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWE'.
[2025-12-22T20:28:06.925192] [INFO ] [FORECASTER] Starting predict_future for NWE
[2025-12-22T20:28:06.925966] [DEBUG] [LOCAL     ] No optimal features file found for NWE: ./output/feature-sets/NWE.txt
[2025-12-22T20:28:06.926017] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:28:06.926049] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:28:06.926077] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:28:06.926132] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:28:06.982497] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:28:06.983150] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:28:06.983224] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:28:06.983255] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:28:07.099617] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:28:07.099768] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:28:07.099807] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:28:07.099836] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:28:07.103120] [DEBUG] [FORECASTER] NWE: Forecast T+1@11:T+2@11: DOWN (p=49.47%)
[2025-12-22T20:28:07.103388] [INFO ] [FORECASTER] Completed predict_future for NWE
[2025-12-22T20:28:07.103507] [INFO ] [sig       ] NWE: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:28:07.238765] [INFO ] [LOCAL     ] Saved forecast: NWE	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/NWE.txt
[2025-12-22T20:28:07.238900] [INFO ] [sig       ] [2308/3560] Completed NWE in 0.3s | 2.95 sym/s | Total: 13.1m | ETA: 7.1m
[2025-12-22T20:28:07.238938] [INFO ] [sig       ] [2309/3560] Forecasting NWFL...
[2025-12-22T20:28:07.238968] [INFO ] [sig       ] Generating forecast for: NWFL
[2025-12-22T20:28:07.238999] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWFL' from 'https://tdm.silogroup.org/data/derivative_storage/NWFL.csv'.
[2025-12-22T20:28:07.249098] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWFL'.
[2025-12-22T20:28:07.249441] [INFO ] [FORECASTER] Starting predict_future for NWFL
[2025-12-22T20:28:07.250302] [DEBUG] [LOCAL     ] No optimal features file found for NWFL: ./output/feature-sets/NWFL.txt
[2025-12-22T20:28:07.250357] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:28:07.250390] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:28:07.250420] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:28:07.250478] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:28:07.310475] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:28:07.311200] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:28:07.311279] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:28:07.311312] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:28:07.415639] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:28:07.415817] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:28:07.415857] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:28:07.415885] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:28:07.419370] [DEBUG] [FORECASTER] NWFL: Forecast T+1@11:T+2@11: UP (p=75.32%)
[2025-12-22T20:28:07.419652] [INFO ] [FORECASTER] Completed predict_future for NWFL
[2025-12-22T20:28:07.419772] [INFO ] [sig       ] NWFL: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:28:07.554757] [INFO ] [LOCAL     ] Saved forecast: NWFL	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/NWFL.txt
[2025-12-22T20:28:07.554883] [INFO ] [sig       ] [2309/3560] Completed NWFL in 0.3s | 2.95 sym/s | Total: 13.1m | ETA: 7.1m
[2025-12-22T20:28:07.554920] [INFO ] [sig       ] [2310/3560] Forecasting NWG...
[2025-12-22T20:28:07.554950] [INFO ] [sig       ] Generating forecast for: NWG
[2025-12-22T20:28:07.554979] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWG' from 'https://tdm.silogroup.org/data/derivative_storage/NWG.csv'.
[2025-12-22T20:28:07.565771] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWG'.
[2025-12-22T20:28:07.566060] [INFO ] [FORECASTER] Starting predict_future for NWG
[2025-12-22T20:28:07.566827] [DEBUG] [LOCAL     ] No optimal features file found for NWG: ./output/feature-sets/NWG.txt
[2025-12-22T20:28:07.566877] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:28:07.566909] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:28:07.566936] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:28:07.566991] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:28:07.623655] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:28:07.624325] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:28:07.624402] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:28:07.624434] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:28:07.741251] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:28:07.741398] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:28:07.741436] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:28:07.741466] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:28:07.744734] [DEBUG] [FORECASTER] NWG: Forecast T+1@11:T+2@11: UP (p=99.91%)
[2025-12-22T20:28:07.744999] [INFO ] [FORECASTER] Completed predict_future for NWG
[2025-12-22T20:28:07.745115] [INFO ] [sig       ] NWG: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:28:07.881531] [INFO ] [LOCAL     ] Saved forecast: NWG	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/NWG.txt
[2025-12-22T20:28:07.881704] [INFO ] [sig       ] [2310/3560] Completed NWG in 0.3s | 2.95 sym/s | Total: 13.1m | ETA: 7.1m
[2025-12-22T20:28:07.881746] [INFO ] [sig       ] [2311/3560] Forecasting NWL...
[2025-12-22T20:28:07.881777] [INFO ] [sig       ] Generating forecast for: NWL
[2025-12-22T20:28:07.881808] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWL' from 'https://tdm.silogroup.org/data/derivative_storage/NWL.csv'.
[2025-12-22T20:28:07.892628] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWL'.
[2025-12-22T20:28:07.892949] [INFO ] [FORECASTER] Starting predict_future for NWL
[2025-12-22T20:28:07.893725] [DEBUG] [LOCAL     ] No optimal features file found for NWL: ./output/feature-sets/NWL.txt
[2025-12-22T20:28:07.893776] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:28:07.893846] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:28:07.893876] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:28:07.893933] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:28:07.950518] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:28:07.951164] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:28:07.951239] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:28:07.951271] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:28:08.073170] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:28:08.073316] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:28:08.073353] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:28:08.073382] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:28:08.076656] [DEBUG] [FORECASTER] NWL: Forecast T+1@11:T+2@11: UP (p=60.28%)
[2025-12-22T20:28:08.076923] [INFO ] [FORECASTER] Completed predict_future for NWL
[2025-12-22T20:28:08.077042] [INFO ] [sig       ] NWL: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:28:08.216313] [INFO ] [LOCAL     ] Saved forecast: NWL	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/NWL.txt
[2025-12-22T20:28:08.216473] [INFO ] [sig       ] [2311/3560] Completed NWL in 0.3s | 2.95 sym/s | Total: 13.1m | ETA: 7.1m
[2025-12-22T20:28:08.216513] [INFO ] [sig       ] [2312/3560] Forecasting NWPX...
[2025-12-22T20:28:08.216543] [INFO ] [sig       ] Generating forecast for: NWPX
[2025-12-22T20:28:08.216588] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWPX' from 'https://tdm.silogroup.org/data/derivative_storage/NWPX.csv'.
[2025-12-22T20:28:08.228042] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWPX'.
[2025-12-22T20:28:08.228401] [INFO ] [FORECASTER] Starting predict_future for NWPX
[2025-12-22T20:28:08.229215] [DEBUG] [LOCAL     ] No optimal features file found for NWPX: ./output/feature-sets/NWPX.txt
[2025-12-22T20:28:08.229267] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:28:08.229298] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:28:08.229323] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:28:08.229379] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:28:08.287249] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:28:08.288035] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:28:08.288119] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:28:08.288151] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:28:08.412268] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:28:08.412413] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:28:08.412452] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:28:08.412480] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:28:08.415777] [DEBUG] [FORECASTER] NWPX: Forecast T+1@11:T+2@11: DOWN (p=24.47%)
[2025-12-22T20:28:08.416042] [INFO ] [FORECASTER] Completed predict_future for NWPX
[2025-12-22T20:28:08.416158] [INFO ] [sig       ] NWPX: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:28:08.555596] [INFO ] [LOCAL     ] Saved forecast: NWPX	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/NWPX.txt
[2025-12-22T20:28:08.555755] [INFO ] [sig       ] [2312/3560] Completed NWPX in 0.3s | 2.95 sym/s | Total: 13.1m | ETA: 7.1m
[2025-12-22T20:28:08.555796] [INFO ] [sig       ] [2313/3560] Forecasting NWS...
[2025-12-22T20:28:08.555824] [INFO ] [sig       ] Generating forecast for: NWS
[2025-12-22T20:28:08.555854] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWS' from 'https://tdm.silogroup.org/data/derivative_storage/NWS.csv'.
[2025-12-22T20:28:08.566782] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWS'.
[2025-12-22T20:28:08.567164] [INFO ] [FORECASTER] Starting predict_future for NWS
[2025-12-22T20:28:08.567956] [DEBUG] [LOCAL     ] No optimal features file found for NWS: ./output/feature-sets/NWS.txt
[2025-12-22T20:28:08.568008] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:28:08.568041] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:28:08.568067] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:28:08.568123] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:28:08.626389] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:28:08.627244] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:28:08.627325] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:28:08.627357] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:28:08.746711] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:28:08.746880] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:28:08.746929] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:28:08.746957] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:28:08.750277] [DEBUG] [FORECASTER] NWS: Forecast T+1@11:T+2@11: DOWN (p=44.51%)
[2025-12-22T20:28:08.750546] [INFO ] [FORECASTER] Completed predict_future for NWS
[2025-12-22T20:28:08.750686] [INFO ] [sig       ] NWS: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:28:08.887420] [INFO ] [LOCAL     ] Saved forecast: NWS	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/NWS.txt
[2025-12-22T20:28:08.887594] [INFO ] [sig       ] [2313/3560] Completed NWS in 0.3s | 2.95 sym/s | Total: 13.1m | ETA: 7.1m
[2025-12-22T20:28:08.887645] [INFO ] [sig       ] [2314/3560] Forecasting NWSA...
[2025-12-22T20:28:08.887681] [INFO ] [sig       ] Generating forecast for: NWSA
[2025-12-22T20:28:08.887719] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWSA' from 'https://tdm.silogroup.org/data/derivative_storage/NWSA.csv'.
[2025-12-22T20:28:08.898616] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWSA'.
[2025-12-22T20:28:08.898961] [INFO ] [FORECASTER] Starting predict_future for NWSA
[2025-12-22T20:28:08.899788] [DEBUG] [LOCAL     ] No optimal features file found for NWSA: ./output/feature-sets/NWSA.txt
[2025-12-22T20:28:08.899840] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:28:08.899871] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:28:08.899897] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:28:08.899953] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:28:08.956553] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:28:08.957395] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:28:08.957476] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:28:08.957509] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:28:09.075643] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:28:09.075795] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:28:09.075833] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:28:09.075894] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:28:09.079274] [DEBUG] [FORECASTER] NWSA: Forecast T+1@11:T+2@11: UP (p=92.26%)
[2025-12-22T20:28:09.079555] [INFO ] [FORECASTER] Completed predict_future for NWSA
[2025-12-22T20:28:09.079722] [INFO ] [sig       ] NWSA: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:28:09.219228] [INFO ] [LOCAL     ] Saved forecast: NWSA	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/NWSA.txt
[2025-12-22T20:28:09.219388] [INFO ] [sig       ] [2314/3560] Completed NWSA in 0.3s | 2.95 sym/s | Total: 13.1m | ETA: 7.0m
[2025-12-22T20:28:09.219427] [INFO ] [sig       ] [2315/3560] Forecasting NX...
[2025-12-22T20:28:09.219464] [INFO ] [sig       ] Generating forecast for: NX
[2025-12-22T20:28:09.219495] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NX' from 'https://tdm.silogroup.org/data/derivative_storage/NX.csv'.
[2025-12-22T20:28:09.230449] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NX'.
[2025-12-22T20:28:09.230854] [INFO ] [FORECASTER] Starting predict_future for NX
[2025-12-22T20:28:09.231698] [DEBUG] [LOCAL     ] No optimal features file found for NX: ./output/feature-sets/NX.txt
[2025-12-22T20:28:09.231763] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:28:09.231802] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:28:09.231834] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:28:09.231891] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:28:09.292436] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:28:09.293367] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:28:09.293459] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:28:09.293493] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:28:09.416853] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:28:09.417008] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:28:09.417049] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:28:09.417077] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:28:09.420410] [DEBUG] [FORECASTER] NX: Forecast T+1@11:T+2@11: DOWN (p=23.66%)
[2025-12-22T20:28:09.420693] [INFO ] [FORECASTER] Completed predict_future for NX
[2025-12-22T20:28:09.420813] [INFO ] [sig       ] NX: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:28:09.561606] [INFO ] [LOCAL     ] Saved forecast: NX	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/NX.txt
[2025-12-22T20:28:09.561748] [INFO ] [sig       ] [2315/3560] Completed NX in 0.3s | 2.95 sym/s | Total: 13.1m | ETA: 7.0m
[2025-12-22T20:28:09.561792] [INFO ] [sig       ] [2316/3560] Forecasting NXC...
[2025-12-22T20:28:09.561824] [INFO ] [sig       ] Generating forecast for: NXC
[2025-12-22T20:28:09.561853] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXC' from 'https://tdm.silogroup.org/data/derivative_storage/NXC.csv'.
[2025-12-22T20:28:09.573164] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NXC'.
[2025-12-22T20:28:09.573482] [INFO ] [FORECASTER] Starting predict_future for NXC
[2025-12-22T20:28:09.574261] [DEBUG] [LOCAL     ] No optimal features file found for NXC: ./output/feature-sets/NXC.txt
[2025-12-22T20:28:09.574313] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:28:09.574344] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:28:09.574370] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:28:09.574426] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:28:09.630253] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:28:09.630950] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:28:09.631025] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:28:09.631058] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:28:09.733151] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:28:09.733301] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:28:09.733344] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:28:09.733374] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:28:09.736826] [DEBUG] [FORECASTER] NXC: Forecast T+1@11:T+2@11: DOWN (p=17.34%)
[2025-12-22T20:28:09.737104] [INFO ] [FORECASTER] Completed predict_future for NXC
[2025-12-22T20:28:09.737228] [INFO ] [sig       ] NXC: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:28:09.935833] [INFO ] [LOCAL     ] Saved forecast: NXC	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/NXC.txt
[2025-12-22T20:28:09.936035] [INFO ] [sig       ] [2316/3560] Completed NXC in 0.4s | 2.95 sym/s | Total: 13.1m | ETA: 7.0m
[2025-12-22T20:28:09.936094] [INFO ] [sig       ] [2317/3560] Forecasting NXE...
[2025-12-22T20:28:09.936139] [INFO ] [sig       ] Generating forecast for: NXE
[2025-12-22T20:28:09.936184] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXE' from 'https://tdm.silogroup.org/data/derivative_storage/NXE.csv'.
[2025-12-22T20:28:09.951719] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NXE'.
[2025-12-22T20:28:09.952185] [INFO ] [FORECASTER] Starting predict_future for NXE
[2025-12-22T20:28:09.953254] [DEBUG] [LOCAL     ] No optimal features file found for NXE: ./output/feature-sets/NXE.txt
[2025-12-22T20:28:09.953319] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:28:09.953366] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:28:09.953405] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:28:09.953485] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:28:10.017710] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:28:10.018649] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:28:10.018741] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:28:10.018775] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:28:10.148956] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:28:10.149163] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:28:10.149217] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:28:10.149251] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:28:10.152940] [DEBUG] [FORECASTER] NXE: Forecast T+1@11:T+2@11: DOWN (p=1.95%)
[2025-12-22T20:28:10.153276] [INFO ] [FORECASTER] Completed predict_future for NXE
[2025-12-22T20:28:10.153412] [INFO ] [sig       ] NXE: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:28:10.300208] [INFO ] [LOCAL     ] Saved forecast: NXE	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/NXE.txt
[2025-12-22T20:28:10.300382] [INFO ] [sig       ] [2317/3560] Completed NXE in 0.4s | 2.95 sym/s | Total: 13.1m | ETA: 7.0m
[2025-12-22T20:28:10.300422] [INFO ] [sig       ] [2318/3560] Forecasting NXG...
[2025-12-22T20:28:10.300453] [INFO ] [sig       ] Generating forecast for: NXG
[2025-12-22T20:28:10.300484] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXG' from 'https://tdm.silogroup.org/data/derivative_storage/NXG.csv'.
[2025-12-22T20:28:10.311903] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NXG'.
[2025-12-22T20:28:10.312282] [INFO ] [FORECASTER] Starting predict_future for NXG
[2025-12-22T20:28:10.313120] [DEBUG] [LOCAL     ] No optimal features file found for NXG: ./output/feature-sets/NXG.txt
[2025-12-22T20:28:10.313173] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:28:10.313208] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:28:10.313236] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:28:10.313294] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:28:10.376082] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:28:10.377056] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:28:10.377137] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:28:10.377170] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:28:10.496081] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:28:10.496237] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:28:10.496277] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:28:10.496324] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:28:10.499826] [DEBUG] [FORECASTER] NXG: Forecast T+1@11:T+2@11: UP (p=94.00%)
[2025-12-22T20:28:10.500100] [INFO ] [FORECASTER] Completed predict_future for NXG
[2025-12-22T20:28:10.500224] [INFO ] [sig       ] NXG: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:28:10.637968] [INFO ] [LOCAL     ] Saved forecast: NXG	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/NXG.txt
[2025-12-22T20:28:10.638100] [INFO ] [sig       ] [2318/3560] Completed NXG in 0.3s | 2.95 sym/s | Total: 13.1m | ETA: 7.0m
[2025-12-22T20:28:10.638138] [INFO ] [sig       ] [2319/3560] Forecasting NXGL...
[2025-12-22T20:28:10.638168] [INFO ] [sig       ] Generating forecast for: NXGL
[2025-12-22T20:28:10.638197] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXGL' from 'https://tdm.silogroup.org/data/derivative_storage/NXGL.csv'.
[2025-12-22T20:28:10.649363] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NXGL'.
[2025-12-22T20:28:10.649738] [INFO ] [FORECASTER] Starting predict_future for NXGL
[2025-12-22T20:28:10.650516] [DEBUG] [LOCAL     ] No optimal features file found for NXGL: ./output/feature-sets/NXGL.txt
[2025-12-22T20:28:10.650569] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:28:10.650625] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:28:10.650652] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:28:10.650708] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:28:10.707277] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:28:10.708197] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:28:10.708279] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:28:10.708311] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:28:10.821756] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:28:10.822117] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:28:10.822182] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:28:10.822211] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:28:10.826512] [DEBUG] [FORECASTER] NXGL: Forecast T+1@11:T+2@11: DOWN (p=12.61%)
[2025-12-22T20:28:10.826834] [INFO ] [FORECASTER] Completed predict_future for NXGL
[2025-12-22T20:28:10.826969] [INFO ] [sig       ] NXGL: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:28:10.963652] [INFO ] [LOCAL     ] Saved forecast: NXGL	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/NXGL.txt
[2025-12-22T20:28:10.963783] [INFO ] [sig       ] [2319/3560] Completed NXGL in 0.3s | 2.95 sym/s | Total: 13.1m | ETA: 7.0m
[2025-12-22T20:28:10.963822] [INFO ] [sig       ] [2320/3560] Forecasting NXP...
[2025-12-22T20:28:10.963852] [INFO ] [sig       ] Generating forecast for: NXP
[2025-12-22T20:28:10.963882] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXP' from 'https://tdm.silogroup.org/data/derivative_storage/NXP.csv'.
[2025-12-22T20:28:10.975958] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NXP'.
[2025-12-22T20:28:10.976265] [INFO ] [FORECASTER] Starting predict_future for NXP
[2025-12-22T20:28:10.977067] [DEBUG] [LOCAL     ] No optimal features file found for NXP: ./output/feature-sets/NXP.txt
[2025-12-22T20:28:10.977119] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:28:10.977152] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:28:10.977178] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:28:10.977234] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:28:11.033375] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:28:11.034129] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:28:11.034208] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:28:11.034240] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:28:11.154893] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:28:11.155058] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:28:11.155106] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:28:11.155135] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:28:11.158508] [DEBUG] [FORECASTER] NXP: Forecast T+1@11:T+2@11: UP (p=91.76%)
[2025-12-22T20:28:11.158792] [INFO ] [FORECASTER] Completed predict_future for NXP
[2025-12-22T20:28:11.158909] [INFO ] [sig       ] NXP: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:28:11.293043] [INFO ] [LOCAL     ] Saved forecast: NXP	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/NXP.txt
[2025-12-22T20:28:11.293152] [INFO ] [sig       ] [2320/3560] Completed NXP in 0.3s | 2.95 sym/s | Total: 13.1m | ETA: 7.0m
[2025-12-22T20:28:11.293189] [INFO ] [sig       ] [2321/3560] Forecasting NXPI...
[2025-12-22T20:28:11.293218] [INFO ] [sig       ] Generating forecast for: NXPI
[2025-12-22T20:28:11.293247] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXPI' from 'https://tdm.silogroup.org/data/derivative_storage/NXPI.csv'.
[2025-12-22T20:28:11.305182] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NXPI'.
[2025-12-22T20:28:11.305609] [INFO ] [FORECASTER] Starting predict_future for NXPI
[2025-12-22T20:28:11.306462] [DEBUG] [LOCAL     ] No optimal features file found for NXPI: ./output/feature-sets/NXPI.txt
[2025-12-22T20:28:11.306517] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:28:11.306549] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:28:11.306594] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:28:11.306654] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:28:11.364951] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:28:11.365909] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:28:11.366050] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:28:11.366084] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:28:11.489270] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:28:11.489444] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:28:11.489484] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:28:11.489513] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:28:11.493244] [DEBUG] [FORECASTER] NXPI: Forecast T+1@11:T+2@11: UP (p=88.94%)
[2025-12-22T20:28:11.493634] [INFO ] [FORECASTER] Completed predict_future for NXPI
[2025-12-22T20:28:11.493786] [INFO ] [sig       ] NXPI: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:28:11.635538] [INFO ] [LOCAL     ] Saved forecast: NXPI	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/NXPI.txt
[2025-12-22T20:28:11.635723] [INFO ] [sig       ] [2321/3560] Completed NXPI in 0.3s | 2.95 sym/s | Total: 13.1m | ETA: 7.0m
[2025-12-22T20:28:11.635764] [INFO ] [sig       ] [2322/3560] Forecasting NYXH...
[2025-12-22T20:28:11.635795] [INFO ] [sig       ] Generating forecast for: NYXH
[2025-12-22T20:28:11.635825] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NYXH' from 'https://tdm.silogroup.org/data/derivative_storage/NYXH.csv'.
[2025-12-22T20:28:11.647414] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NYXH'.
[2025-12-22T20:28:11.647840] [INFO ] [FORECASTER] Starting predict_future for NYXH
[2025-12-22T20:28:11.648684] [DEBUG] [LOCAL     ] No optimal features file found for NYXH: ./output/feature-sets/NYXH.txt
[2025-12-22T20:28:11.648738] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:28:11.648771] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:28:11.648798] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:28:11.648871] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:28:11.708777] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:28:11.709894] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:28:11.709985] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:28:11.710018] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:28:11.829871] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:28:11.830035] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:28:11.830076] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:28:11.830104] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:28:11.833509] [DEBUG] [FORECASTER] NYXH: Forecast T+1@11:T+2@11: UP (p=67.49%)
[2025-12-22T20:28:11.833821] [INFO ] [FORECASTER] Completed predict_future for NYXH
[2025-12-22T20:28:11.833953] [INFO ] [sig       ] NYXH: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:28:11.972067] [INFO ] [LOCAL     ] Saved forecast: NYXH	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/NYXH.txt
[2025-12-22T20:28:11.972224] [INFO ] [sig       ] [2322/3560] Completed NYXH in 0.3s | 2.95 sym/s | Total: 13.1m | ETA: 7.0m
[2025-12-22T20:28:11.972265] [INFO ] [sig       ] [2323/3560] Forecasting NZF...
[2025-12-22T20:28:11.972295] [INFO ] [sig       ] Generating forecast for: NZF
[2025-12-22T20:28:11.972325] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NZF' from 'https://tdm.silogroup.org/data/derivative_storage/NZF.csv'.
[2025-12-22T20:28:11.983979] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NZF'.
[2025-12-22T20:28:11.984390] [INFO ] [FORECASTER] Starting predict_future for NZF
[2025-12-22T20:28:11.985319] [DEBUG] [LOCAL     ] No optimal features file found for NZF: ./output/feature-sets/NZF.txt
[2025-12-22T20:28:11.985379] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:28:11.985413] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:28:11.985440] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:28:11.985498] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:28:12.043735] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:28:12.044599] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:28:12.044689] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:28:12.044723] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:28:12.163917] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:28:12.164074] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:28:12.164115] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:28:12.164143] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:28:12.167438] [DEBUG] [FORECASTER] NZF: Forecast T+1@11:T+2@11: DOWN (p=2.33%)
[2025-12-22T20:28:12.167721] [INFO ] [FORECASTER] Completed predict_future for NZF
[2025-12-22T20:28:12.167842] [INFO ] [sig       ] NZF: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:28:12.310856] [INFO ] [LOCAL     ] Saved forecast: NZF	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/NZF.txt
[2025-12-22T20:28:12.310993] [INFO ] [sig       ] [2323/3560] Completed NZF in 0.3s | 2.95 sym/s | Total: 13.1m | ETA: 7.0m
[2025-12-22T20:28:12.311039] [INFO ] [sig       ] [2324/3560] Forecasting OABI...
[2025-12-22T20:28:12.311068] [INFO ] [sig       ] Generating forecast for: OABI
[2025-12-22T20:28:12.311098] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OABI' from 'https://tdm.silogroup.org/data/derivative_storage/OABI.csv'.
[2025-12-22T20:28:12.323279] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OABI'.
[2025-12-22T20:28:12.323668] [INFO ] [FORECASTER] Starting predict_future for OABI
[2025-12-22T20:28:12.324500] [DEBUG] [LOCAL     ] No optimal features file found for OABI: ./output/feature-sets/OABI.txt
[2025-12-22T20:28:12.324605] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:28:12.324641] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:28:12.324668] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:28:12.324728] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:28:12.383445] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:28:12.384277] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:28:12.384355] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:28:12.384387] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:28:12.510767] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:28:12.510932] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:28:12.510972] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:28:12.511001] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:28:12.514498] [DEBUG] [FORECASTER] OABI: Forecast T+1@11:T+2@11: UP (p=63.12%)
[2025-12-22T20:28:12.514859] [INFO ] [FORECASTER] Completed predict_future for OABI
[2025-12-22T20:28:12.514997] [INFO ] [sig       ] OABI: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:28:12.659170] [INFO ] [LOCAL     ] Saved forecast: OABI	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/OABI.txt
[2025-12-22T20:28:12.659376] [INFO ] [sig       ] [2324/3560] Completed OABI in 0.3s | 2.95 sym/s | Total: 13.1m | ETA: 7.0m
[2025-12-22T20:28:12.659418] [INFO ] [sig       ] [2325/3560] Forecasting OBDC...
[2025-12-22T20:28:12.659450] [INFO ] [sig       ] Generating forecast for: OBDC
[2025-12-22T20:28:12.659482] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OBDC' from 'https://tdm.silogroup.org/data/derivative_storage/OBDC.csv'.
[2025-12-22T20:28:12.672109] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OBDC'.
[2025-12-22T20:28:12.672519] [INFO ] [FORECASTER] Starting predict_future for OBDC
[2025-12-22T20:28:12.673365] [DEBUG] [LOCAL     ] No optimal features file found for OBDC: ./output/feature-sets/OBDC.txt
[2025-12-22T20:28:12.673435] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:28:12.673470] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:28:12.673498] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:28:12.673554] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:28:12.737053] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:28:12.738149] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:28:12.738246] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:28:12.738289] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:28:12.860457] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:28:12.860629] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:28:12.860670] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:28:12.860698] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:28:12.864049] [DEBUG] [FORECASTER] OBDC: Forecast T+1@11:T+2@11: DOWN (p=11.34%)
[2025-12-22T20:28:12.864330] [INFO ] [FORECASTER] Completed predict_future for OBDC
[2025-12-22T20:28:12.864454] [INFO ] [sig       ] OBDC: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:28:13.003258] [INFO ] [LOCAL     ] Saved forecast: OBDC	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/OBDC.txt
[2025-12-22T20:28:13.003426] [INFO ] [sig       ] [2325/3560] Completed OBDC in 0.3s | 2.95 sym/s | Total: 13.1m | ETA: 7.0m
[2025-12-22T20:28:13.003468] [INFO ] [sig       ] [2326/3560] Forecasting OBIL...
[2025-12-22T20:28:13.003500] [INFO ] [sig       ] Generating forecast for: OBIL
[2025-12-22T20:28:13.003532] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OBIL' from 'https://tdm.silogroup.org/data/derivative_storage/OBIL.csv'.
[2025-12-22T20:28:13.016483] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OBIL'.
[2025-12-22T20:28:13.016897] [INFO ] [FORECASTER] Starting predict_future for OBIL
[2025-12-22T20:28:13.017698] [DEBUG] [LOCAL     ] No optimal features file found for OBIL: ./output/feature-sets/OBIL.txt
[2025-12-22T20:28:13.017751] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:28:13.017784] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:28:13.017813] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:28:13.017870] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:28:13.075241] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:28:13.076123] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:28:13.076206] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:28:13.076239] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:28:13.186915] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:28:13.187079] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:28:13.187121] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:28:13.187152] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:28:13.191045] [DEBUG] [FORECASTER] OBIL: Forecast T+1@11:T+2@11: UP (p=98.64%)
[2025-12-22T20:28:13.191429] [INFO ] [FORECASTER] Completed predict_future for OBIL
[2025-12-22T20:28:13.191591] [INFO ] [sig       ] OBIL: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:28:13.335658] [INFO ] [LOCAL     ] Saved forecast: OBIL	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/OBIL.txt
[2025-12-22T20:28:13.335815] [INFO ] [sig       ] [2326/3560] Completed OBIL in 0.3s | 2.95 sym/s | Total: 13.2m | ETA: 7.0m
[2025-12-22T20:28:13.335859] [INFO ] [sig       ] [2327/3560] Forecasting OBIO...
[2025-12-22T20:28:13.335891] [INFO ] [sig       ] Generating forecast for: OBIO
[2025-12-22T20:28:13.335921] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OBIO' from 'https://tdm.silogroup.org/data/derivative_storage/OBIO.csv'.
[2025-12-22T20:28:13.348476] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OBIO'.
[2025-12-22T20:28:13.348871] [INFO ] [FORECASTER] Starting predict_future for OBIO
[2025-12-22T20:28:13.349666] [DEBUG] [LOCAL     ] No optimal features file found for OBIO: ./output/feature-sets/OBIO.txt
[2025-12-22T20:28:13.349718] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:28:13.349751] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:28:13.349778] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:28:13.349834] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:28:13.406623] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:28:13.407374] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:28:13.407451] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:28:13.407483] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:28:13.521602] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:28:13.521743] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:28:13.521781] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:28:13.521810] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:28:13.525065] [DEBUG] [FORECASTER] OBIO: Forecast T+1@11:T+2@11: UP (p=86.21%)
[2025-12-22T20:28:13.525329] [INFO ] [FORECASTER] Completed predict_future for OBIO
[2025-12-22T20:28:13.525446] [INFO ] [sig       ] OBIO: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:28:13.661465] [INFO ] [LOCAL     ] Saved forecast: OBIO	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/OBIO.txt
[2025-12-22T20:28:13.661639] [INFO ] [sig       ] [2327/3560] Completed OBIO in 0.3s | 2.95 sym/s | Total: 13.2m | ETA: 7.0m
[2025-12-22T20:28:13.661682] [INFO ] [sig       ] [2328/3560] Forecasting OBK...
[2025-12-22T20:28:13.661711] [INFO ] [sig       ] Generating forecast for: OBK
[2025-12-22T20:28:13.661742] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OBK' from 'https://tdm.silogroup.org/data/derivative_storage/OBK.csv'.
[2025-12-22T20:28:13.674464] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OBK'.
[2025-12-22T20:28:13.674873] [INFO ] [FORECASTER] Starting predict_future for OBK
[2025-12-22T20:28:13.675658] [DEBUG] [LOCAL     ] No optimal features file found for OBK: ./output/feature-sets/OBK.txt
[2025-12-22T20:28:13.675709] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:28:13.675786] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:28:13.675820] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:28:13.675889] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:28:13.733024] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:28:13.734241] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:28:13.734319] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:28:13.734351] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:28:13.857252] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:28:13.857425] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:28:13.857474] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:28:13.857503] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:28:13.860965] [DEBUG] [FORECASTER] OBK: Forecast T+1@11:T+2@11: UP (p=70.34%)
[2025-12-22T20:28:13.861231] [INFO ] [FORECASTER] Completed predict_future for OBK
[2025-12-22T20:28:13.861357] [INFO ] [sig       ] OBK: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:28:13.999292] [INFO ] [LOCAL     ] Saved forecast: OBK	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/OBK.txt
[2025-12-22T20:28:13.999416] [INFO ] [sig       ] [2328/3560] Completed OBK in 0.3s | 2.95 sym/s | Total: 13.2m | ETA: 7.0m
[2025-12-22T20:28:13.999455] [INFO ] [sig       ] [2329/3560] Forecasting OC...
[2025-12-22T20:28:13.999483] [INFO ] [sig       ] Generating forecast for: OC
[2025-12-22T20:28:13.999512] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OC' from 'https://tdm.silogroup.org/data/derivative_storage/OC.csv'.
[2025-12-22T20:28:14.011323] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OC'.
[2025-12-22T20:28:14.011647] [INFO ] [FORECASTER] Starting predict_future for OC
[2025-12-22T20:28:14.012388] [DEBUG] [LOCAL     ] No optimal features file found for OC: ./output/feature-sets/OC.txt
[2025-12-22T20:28:14.012439] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:28:14.012471] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:28:14.012498] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:28:14.012553] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:28:14.070026] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:28:14.070629] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:28:14.070704] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:28:14.070736] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:28:14.192156] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:28:14.192313] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:28:14.192353] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:28:14.192381] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:28:14.195756] [DEBUG] [FORECASTER] OC: Forecast T+1@11:T+2@11: DOWN (p=24.45%)
[2025-12-22T20:28:14.196047] [INFO ] [FORECASTER] Completed predict_future for OC
[2025-12-22T20:28:14.196167] [INFO ] [sig       ] OC: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:28:14.334325] [INFO ] [LOCAL     ] Saved forecast: OC	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/OC.txt
[2025-12-22T20:28:14.334458] [INFO ] [sig       ] [2329/3560] Completed OC in 0.3s | 2.95 sym/s | Total: 13.2m | ETA: 7.0m
[2025-12-22T20:28:14.334497] [INFO ] [sig       ] [2330/3560] Forecasting OCCI...
[2025-12-22T20:28:14.334525] [INFO ] [sig       ] Generating forecast for: OCCI
[2025-12-22T20:28:14.334555] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OCCI' from 'https://tdm.silogroup.org/data/derivative_storage/OCCI.csv'.
[2025-12-22T20:28:14.345640] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OCCI'.
[2025-12-22T20:28:14.345945] [INFO ] [FORECASTER] Starting predict_future for OCCI
[2025-12-22T20:28:14.346708] [DEBUG] [LOCAL     ] No optimal features file found for OCCI: ./output/feature-sets/OCCI.txt
[2025-12-22T20:28:14.346760] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:28:14.346792] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:28:14.346820] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:28:14.346878] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:28:14.404957] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:28:14.405603] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:28:14.405679] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:28:14.405711] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:28:14.522265] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:28:14.522406] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:28:14.522444] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:28:14.522471] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:28:14.525757] [DEBUG] [FORECASTER] OCCI: Forecast T+1@11:T+2@11: DOWN (p=12.80%)
[2025-12-22T20:28:14.526020] [INFO ] [FORECASTER] Completed predict_future for OCCI
[2025-12-22T20:28:14.526137] [INFO ] [sig       ] OCCI: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:28:14.666179] [INFO ] [LOCAL     ] Saved forecast: OCCI	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/OCCI.txt
[2025-12-22T20:28:14.666317] [INFO ] [sig       ] [2330/3560] Completed OCCI in 0.3s | 2.95 sym/s | Total: 13.2m | ETA: 7.0m
[2025-12-22T20:28:14.666355] [INFO ] [sig       ] [2331/3560] Forecasting OCFC...
[2025-12-22T20:28:14.666384] [INFO ] [sig       ] Generating forecast for: OCFC
[2025-12-22T20:28:14.666414] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OCFC' from 'https://tdm.silogroup.org/data/derivative_storage/OCFC.csv'.
[2025-12-22T20:28:14.677888] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OCFC'.
[2025-12-22T20:28:14.678206] [INFO ] [FORECASTER] Starting predict_future for OCFC
[2025-12-22T20:28:14.678976] [DEBUG] [LOCAL     ] No optimal features file found for OCFC: ./output/feature-sets/OCFC.txt
[2025-12-22T20:28:14.679055] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:28:14.679091] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:28:14.679117] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:28:14.679173] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:28:14.736652] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:28:14.737315] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:28:14.737392] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:28:14.737423] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:28:14.861195] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:28:14.861374] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:28:14.861414] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:28:14.861478] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:28:14.865291] [DEBUG] [FORECASTER] OCFC: Forecast T+1@11:T+2@11: UP (p=55.43%)
[2025-12-22T20:28:14.865555] [INFO ] [FORECASTER] Completed predict_future for OCFC
[2025-12-22T20:28:14.865701] [INFO ] [sig       ] OCFC: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:28:15.002109] [INFO ] [LOCAL     ] Saved forecast: OCFC	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/OCFC.txt
[2025-12-22T20:28:15.002222] [INFO ] [sig       ] [2331/3560] Completed OCFC in 0.3s | 2.95 sym/s | Total: 13.2m | ETA: 7.0m
[2025-12-22T20:28:15.002260] [INFO ] [sig       ] [2332/3560] Forecasting OCGN...
[2025-12-22T20:28:15.002291] [INFO ] [sig       ] Generating forecast for: OCGN
[2025-12-22T20:28:15.002321] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OCGN' from 'https://tdm.silogroup.org/data/derivative_storage/OCGN.csv'.
[2025-12-22T20:28:15.013242] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OCGN'.
[2025-12-22T20:28:15.013564] [INFO ] [FORECASTER] Starting predict_future for OCGN
[2025-12-22T20:28:15.014329] [DEBUG] [LOCAL     ] No optimal features file found for OCGN: ./output/feature-sets/OCGN.txt
[2025-12-22T20:28:15.014381] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:28:15.014412] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:28:15.014439] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:28:15.014495] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:28:15.070558] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:28:15.071149] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:28:15.071224] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:28:15.071255] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:28:15.191306] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:28:15.191457] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:28:15.191495] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:28:15.191523] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:28:15.194815] [DEBUG] [FORECASTER] OCGN: Forecast T+1@11:T+2@11: UP (p=62.13%)
[2025-12-22T20:28:15.195091] [INFO ] [FORECASTER] Completed predict_future for OCGN
[2025-12-22T20:28:15.195208] [INFO ] [sig       ] OCGN: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:28:15.330089] [INFO ] [LOCAL     ] Saved forecast: OCGN	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/OCGN.txt
[2025-12-22T20:28:15.330207] [INFO ] [sig       ] [2332/3560] Completed OCGN in 0.3s | 2.95 sym/s | Total: 13.2m | ETA: 6.9m
[2025-12-22T20:28:15.330245] [INFO ] [sig       ] [2333/3560] Forecasting OCSL...
[2025-12-22T20:28:15.330274] [INFO ] [sig       ] Generating forecast for: OCSL
[2025-12-22T20:28:15.330303] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OCSL' from 'https://tdm.silogroup.org/data/derivative_storage/OCSL.csv'.
[2025-12-22T20:28:15.342490] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OCSL'.
[2025-12-22T20:28:15.342948] [INFO ] [FORECASTER] Starting predict_future for OCSL
[2025-12-22T20:28:15.343782] [DEBUG] [LOCAL     ] No optimal features file found for OCSL: ./output/feature-sets/OCSL.txt
[2025-12-22T20:28:15.343835] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:28:15.343869] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:28:15.343896] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:28:15.343953] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:28:15.402412] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:28:15.403321] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:28:15.403409] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:28:15.403442] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:28:15.523074] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:28:15.523225] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:28:15.523264] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:28:15.523293] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:28:15.526623] [DEBUG] [FORECASTER] OCSL: Forecast T+1@11:T+2@11: UP (p=65.80%)
[2025-12-22T20:28:15.526908] [INFO ] [FORECASTER] Completed predict_future for OCSL
[2025-12-22T20:28:15.527027] [INFO ] [sig       ] OCSL: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:28:15.660347] [INFO ] [LOCAL     ] Saved forecast: OCSL	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/OCSL.txt
[2025-12-22T20:28:15.660474] [INFO ] [sig       ] [2333/3560] Completed OCSL in 0.3s | 2.95 sym/s | Total: 13.2m | ETA: 6.9m
[2025-12-22T20:28:15.660512] [INFO ] [sig       ] [2334/3560] Forecasting OCUL...
[2025-12-22T20:28:15.660542] [INFO ] [sig       ] Generating forecast for: OCUL
[2025-12-22T20:28:15.660588] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OCUL' from 'https://tdm.silogroup.org/data/derivative_storage/OCUL.csv'.
[2025-12-22T20:28:15.672168] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OCUL'.
[2025-12-22T20:28:15.672520] [INFO ] [FORECASTER] Starting predict_future for OCUL
[2025-12-22T20:28:15.673384] [DEBUG] [LOCAL     ] No optimal features file found for OCUL: ./output/feature-sets/OCUL.txt
[2025-12-22T20:28:15.673439] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:28:15.673471] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:28:15.673498] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:28:15.673556] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:28:15.731132] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:28:15.731772] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:28:15.731852] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:28:15.731885] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:28:15.849838] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:28:15.849978] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:28:15.850017] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:28:15.850044] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:28:15.853347] [DEBUG] [FORECASTER] OCUL: Forecast T+1@11:T+2@11: UP (p=60.70%)
[2025-12-22T20:28:15.853631] [INFO ] [FORECASTER] Completed predict_future for OCUL
[2025-12-22T20:28:15.853749] [INFO ] [sig       ] OCUL: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:28:15.989075] [INFO ] [LOCAL     ] Saved forecast: OCUL	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/OCUL.txt
[2025-12-22T20:28:15.989206] [INFO ] [sig       ] [2334/3560] Completed OCUL in 0.3s | 2.95 sym/s | Total: 13.2m | ETA: 6.9m
[2025-12-22T20:28:15.989245] [INFO ] [sig       ] [2335/3560] Forecasting ODC...
[2025-12-22T20:28:15.989275] [INFO ] [sig       ] Generating forecast for: ODC
[2025-12-22T20:28:15.989305] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ODC' from 'https://tdm.silogroup.org/data/derivative_storage/ODC.csv'.
[2025-12-22T20:28:16.001262] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ODC'.
[2025-12-22T20:28:16.001595] [INFO ] [FORECASTER] Starting predict_future for ODC
[2025-12-22T20:28:16.002441] [DEBUG] [LOCAL     ] No optimal features file found for ODC: ./output/feature-sets/ODC.txt
[2025-12-22T20:28:16.002495] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:28:16.002543] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:28:16.002594] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:28:16.002663] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:28:16.061084] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:28:16.061719] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:28:16.061796] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:28:16.061828] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:28:16.173589] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:28:16.173722] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:28:16.173759] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:28:16.173788] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:28:16.177032] [DEBUG] [FORECASTER] ODC: Forecast T+1@11:T+2@11: UP (p=86.30%)
[2025-12-22T20:28:16.177298] [INFO ] [FORECASTER] Completed predict_future for ODC
[2025-12-22T20:28:16.177419] [INFO ] [sig       ] ODC: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:28:16.312366] [INFO ] [LOCAL     ] Saved forecast: ODC	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/ODC.txt
[2025-12-22T20:28:16.312483] [INFO ] [sig       ] [2335/3560] Completed ODC in 0.3s | 2.95 sym/s | Total: 13.2m | ETA: 6.9m
[2025-12-22T20:28:16.312520] [INFO ] [sig       ] [2336/3560] Forecasting ODD...
[2025-12-22T20:28:16.312550] [INFO ] [sig       ] Generating forecast for: ODD
[2025-12-22T20:28:16.312596] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ODD' from 'https://tdm.silogroup.org/data/derivative_storage/ODD.csv'.
[2025-12-22T20:28:16.323182] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ODD'.
[2025-12-22T20:28:16.323467] [INFO ] [FORECASTER] Starting predict_future for ODD
[2025-12-22T20:28:16.324281] [DEBUG] [LOCAL     ] No optimal features file found for ODD: ./output/feature-sets/ODD.txt
[2025-12-22T20:28:16.324333] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:28:16.324364] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:28:16.324390] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:28:16.324446] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:28:16.388677] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:28:16.389697] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:28:16.389797] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:28:16.389851] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:28:16.527604] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:28:16.527778] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:28:16.527841] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:28:16.527891] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:28:16.532906] [DEBUG] [FORECASTER] ODD: Forecast T+1@11:T+2@11: UP (p=69.69%)
[2025-12-22T20:28:16.533330] [INFO ] [FORECASTER] Completed predict_future for ODD
[2025-12-22T20:28:16.533513] [INFO ] [sig       ] ODD: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:28:16.767101] [INFO ] [LOCAL     ] Saved forecast: ODD	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/ODD.txt
[2025-12-22T20:28:16.767315] [INFO ] [sig       ] [2336/3560] Completed ODD in 0.5s | 2.95 sym/s | Total: 13.2m | ETA: 6.9m
[2025-12-22T20:28:16.767379] [INFO ] [sig       ] [2337/3560] Forecasting ODFL...
[2025-12-22T20:28:16.767426] [INFO ] [sig       ] Generating forecast for: ODFL
[2025-12-22T20:28:16.767468] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ODFL' from 'https://tdm.silogroup.org/data/derivative_storage/ODFL.csv'.
[2025-12-22T20:28:16.782705] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ODFL'.
[2025-12-22T20:28:16.783197] [INFO ] [FORECASTER] Starting predict_future for ODFL
[2025-12-22T20:28:16.784276] [DEBUG] [LOCAL     ] No optimal features file found for ODFL: ./output/feature-sets/ODFL.txt
[2025-12-22T20:28:16.784345] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:28:16.784391] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:28:16.784433] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:28:16.784524] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:28:16.875744] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:28:16.876852] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:28:16.876953] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:28:16.876996] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:28:17.051463] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:28:17.051658] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:28:17.051718] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:28:17.051760] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:28:17.056722] [DEBUG] [FORECASTER] ODFL: Forecast T+1@11:T+2@11: UP (p=64.36%)
[2025-12-22T20:28:17.057124] [INFO ] [FORECASTER] Completed predict_future for ODFL
[2025-12-22T20:28:17.057299] [INFO ] [sig       ] ODFL: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:28:17.233702] [INFO ] [LOCAL     ] Saved forecast: ODFL	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/ODFL.txt
[2025-12-22T20:28:17.233834] [INFO ] [sig       ] [2337/3560] Completed ODFL in 0.5s | 2.95 sym/s | Total: 13.2m | ETA: 6.9m
[2025-12-22T20:28:17.233877] [INFO ] [sig       ] [2338/3560] Forecasting OEC...
[2025-12-22T20:28:17.233906] [INFO ] [sig       ] Generating forecast for: OEC
[2025-12-22T20:28:17.233935] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OEC' from 'https://tdm.silogroup.org/data/derivative_storage/OEC.csv'.
[2025-12-22T20:28:17.244849] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OEC'.
[2025-12-22T20:28:17.245130] [INFO ] [FORECASTER] Starting predict_future for OEC
[2025-12-22T20:28:17.245904] [DEBUG] [LOCAL     ] No optimal features file found for OEC: ./output/feature-sets/OEC.txt
[2025-12-22T20:28:17.245955] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:28:17.245987] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:28:17.246015] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:28:17.246072] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:28:17.301649] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:28:17.302245] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:28:17.302359] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:28:17.302392] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:28:17.419550] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:28:17.419685] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:28:17.419724] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:28:17.419752] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:28:17.422944] [DEBUG] [FORECASTER] OEC: Forecast T+1@11:T+2@11: UP (p=87.52%)
[2025-12-22T20:28:17.423204] [INFO ] [FORECASTER] Completed predict_future for OEC
[2025-12-22T20:28:17.423322] [INFO ] [sig       ] OEC: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:28:17.557275] [INFO ] [LOCAL     ] Saved forecast: OEC	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/OEC.txt
[2025-12-22T20:28:17.557384] [INFO ] [sig       ] [2338/3560] Completed OEC in 0.3s | 2.95 sym/s | Total: 13.2m | ETA: 6.9m
[2025-12-22T20:28:17.557427] [INFO ] [sig       ] [2339/3560] Forecasting OESX...
[2025-12-22T20:28:17.557457] [INFO ] [sig       ] Generating forecast for: OESX
[2025-12-22T20:28:17.557488] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OESX' from 'https://tdm.silogroup.org/data/derivative_storage/OESX.csv'.
[2025-12-22T20:28:17.567989] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OESX'.
[2025-12-22T20:28:17.568282] [INFO ] [FORECASTER] Starting predict_future for OESX
[2025-12-22T20:28:17.569075] [DEBUG] [LOCAL     ] No optimal features file found for OESX: ./output/feature-sets/OESX.txt
[2025-12-22T20:28:17.569126] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:28:17.569159] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:28:17.569185] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:28:17.569241] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:28:17.624887] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:28:17.625479] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:28:17.625552] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:28:17.625601] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:28:17.738943] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:28:17.739086] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:28:17.739126] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:28:17.739155] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:28:17.742389] [DEBUG] [FORECASTER] OESX: Forecast T+1@11:T+2@11: DOWN (p=25.20%)
[2025-12-22T20:28:17.742666] [INFO ] [FORECASTER] Completed predict_future for OESX
[2025-12-22T20:28:17.742785] [INFO ] [sig       ] OESX: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:28:17.877510] [INFO ] [LOCAL     ] Saved forecast: OESX	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/OESX.txt
[2025-12-22T20:28:17.877633] [INFO ] [sig       ] [2339/3560] Completed OESX in 0.3s | 2.95 sym/s | Total: 13.2m | ETA: 6.9m
[2025-12-22T20:28:17.877673] [INFO ] [sig       ] [2340/3560] Forecasting OFG...
[2025-12-22T20:28:17.877701] [INFO ] [sig       ] Generating forecast for: OFG
[2025-12-22T20:28:17.877730] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OFG' from 'https://tdm.silogroup.org/data/derivative_storage/OFG.csv'.
[2025-12-22T20:28:17.888420] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OFG'.
[2025-12-22T20:28:17.888754] [INFO ] [FORECASTER] Starting predict_future for OFG
[2025-12-22T20:28:17.889548] [DEBUG] [LOCAL     ] No optimal features file found for OFG: ./output/feature-sets/OFG.txt
[2025-12-22T20:28:17.889619] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:28:17.889652] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:28:17.889678] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:28:17.889732] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:28:17.945570] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:28:17.946222] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:28:17.946296] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:28:17.946327] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:28:18.059745] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:28:18.059880] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:28:18.059918] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:28:18.059947] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:28:18.063221] [DEBUG] [FORECASTER] OFG: Forecast T+1@11:T+2@11: UP (p=88.23%)
[2025-12-22T20:28:18.063487] [INFO ] [FORECASTER] Completed predict_future for OFG
[2025-12-22T20:28:18.063643] [INFO ] [sig       ] OFG: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:28:18.198397] [INFO ] [LOCAL     ] Saved forecast: OFG	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/OFG.txt
[2025-12-22T20:28:18.198511] [INFO ] [sig       ] [2340/3560] Completed OFG in 0.3s | 2.95 sym/s | Total: 13.2m | ETA: 6.9m
[2025-12-22T20:28:18.198550] [INFO ] [sig       ] [2341/3560] Forecasting OFIX...
[2025-12-22T20:28:18.198596] [INFO ] [sig       ] Generating forecast for: OFIX
[2025-12-22T20:28:18.198629] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OFIX' from 'https://tdm.silogroup.org/data/derivative_storage/OFIX.csv'.
[2025-12-22T20:28:18.210043] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OFIX'.
[2025-12-22T20:28:18.210342] [INFO ] [FORECASTER] Starting predict_future for OFIX
[2025-12-22T20:28:18.211109] [DEBUG] [LOCAL     ] No optimal features file found for OFIX: ./output/feature-sets/OFIX.txt
[2025-12-22T20:28:18.211161] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:28:18.211193] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:28:18.211220] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:28:18.211277] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:28:18.268960] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:28:18.269563] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:28:18.269654] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:28:18.269686] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:28:18.389129] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:28:18.389269] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:28:18.389308] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:28:18.389336] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:28:18.392677] [DEBUG] [FORECASTER] OFIX: Forecast T+1@11:T+2@11: UP (p=75.63%)
[2025-12-22T20:28:18.392964] [INFO ] [FORECASTER] Completed predict_future for OFIX
[2025-12-22T20:28:18.393098] [INFO ] [sig       ] OFIX: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:28:18.528354] [INFO ] [LOCAL     ] Saved forecast: OFIX	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/OFIX.txt
[2025-12-22T20:28:18.528482] [INFO ] [sig       ] [2341/3560] Completed OFIX in 0.3s | 2.95 sym/s | Total: 13.2m | ETA: 6.9m
[2025-12-22T20:28:18.528520] [INFO ] [sig       ] [2342/3560] Forecasting OFLX...
[2025-12-22T20:28:18.528549] [INFO ] [sig       ] Generating forecast for: OFLX
[2025-12-22T20:28:18.528596] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OFLX' from 'https://tdm.silogroup.org/data/derivative_storage/OFLX.csv'.
[2025-12-22T20:28:18.538917] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OFLX'.
[2025-12-22T20:28:18.539242] [INFO ] [FORECASTER] Starting predict_future for OFLX
[2025-12-22T20:28:18.540018] [DEBUG] [LOCAL     ] No optimal features file found for OFLX: ./output/feature-sets/OFLX.txt
[2025-12-22T20:28:18.540070] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:28:18.540102] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:28:18.540129] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:28:18.540184] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:28:18.596929] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:28:18.597518] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:28:18.597608] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:28:18.597643] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:28:18.709886] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:28:18.710044] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:28:18.710083] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:28:18.710128] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:28:18.713449] [DEBUG] [FORECASTER] OFLX: Forecast T+1@11:T+2@11: DOWN (p=37.39%)
[2025-12-22T20:28:18.713739] [INFO ] [FORECASTER] Completed predict_future for OFLX
[2025-12-22T20:28:18.713860] [INFO ] [sig       ] OFLX: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:28:18.848733] [INFO ] [LOCAL     ] Saved forecast: OFLX	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/OFLX.txt
[2025-12-22T20:28:18.848873] [INFO ] [sig       ] [2342/3560] Completed OFLX in 0.3s | 2.95 sym/s | Total: 13.2m | ETA: 6.9m
[2025-12-22T20:28:18.848917] [INFO ] [sig       ] [2343/3560] Forecasting OFS...
[2025-12-22T20:28:18.848946] [INFO ] [sig       ] Generating forecast for: OFS
[2025-12-22T20:28:18.848976] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OFS' from 'https://tdm.silogroup.org/data/derivative_storage/OFS.csv'.
[2025-12-22T20:28:18.859774] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OFS'.
[2025-12-22T20:28:18.860087] [INFO ] [FORECASTER] Starting predict_future for OFS
[2025-12-22T20:28:18.860850] [DEBUG] [LOCAL     ] No optimal features file found for OFS: ./output/feature-sets/OFS.txt
[2025-12-22T20:28:18.860902] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:28:18.860933] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:28:18.860964] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:28:18.861020] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:28:18.916590] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:28:18.917170] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:28:18.917243] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:28:18.917275] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:28:19.037847] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:28:19.037997] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:28:19.038036] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:28:19.038064] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:28:19.041376] [DEBUG] [FORECASTER] OFS: Forecast T+1@11:T+2@11: DOWN (p=0.79%)
[2025-12-22T20:28:19.041661] [INFO ] [FORECASTER] Completed predict_future for OFS
[2025-12-22T20:28:19.041780] [INFO ] [sig       ] OFS: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:28:19.179696] [INFO ] [LOCAL     ] Saved forecast: OFS	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/OFS.txt
[2025-12-22T20:28:19.179833] [INFO ] [sig       ] [2343/3560] Completed OFS in 0.3s | 2.95 sym/s | Total: 13.3m | ETA: 6.9m
[2025-12-22T20:28:19.179871] [INFO ] [sig       ] [2344/3560] Forecasting OGE...
[2025-12-22T20:28:19.179901] [INFO ] [sig       ] Generating forecast for: OGE
[2025-12-22T20:28:19.179930] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OGE' from 'https://tdm.silogroup.org/data/derivative_storage/OGE.csv'.
[2025-12-22T20:28:19.191314] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OGE'.
[2025-12-22T20:28:19.191638] [INFO ] [FORECASTER] Starting predict_future for OGE
[2025-12-22T20:28:19.192390] [DEBUG] [LOCAL     ] No optimal features file found for OGE: ./output/feature-sets/OGE.txt
[2025-12-22T20:28:19.192440] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:28:19.192473] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:28:19.192499] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:28:19.192554] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:28:19.249113] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:28:19.249732] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:28:19.249821] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:28:19.249852] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:28:19.366036] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:28:19.366176] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:28:19.366215] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:28:19.366243] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:28:19.369546] [DEBUG] [FORECASTER] OGE: Forecast T+1@11:T+2@11: UP (p=89.42%)
[2025-12-22T20:28:19.369836] [INFO ] [FORECASTER] Completed predict_future for OGE
[2025-12-22T20:28:19.369955] [INFO ] [sig       ] OGE: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:28:19.504596] [INFO ] [LOCAL     ] Saved forecast: OGE	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/OGE.txt
[2025-12-22T20:28:19.504722] [INFO ] [sig       ] [2344/3560] Completed OGE in 0.3s | 2.95 sym/s | Total: 13.3m | ETA: 6.9m
[2025-12-22T20:28:19.504761] [INFO ] [sig       ] [2345/3560] Forecasting OGI...
[2025-12-22T20:28:19.504790] [INFO ] [sig       ] Generating forecast for: OGI
[2025-12-22T20:28:19.504820] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OGI' from 'https://tdm.silogroup.org/data/derivative_storage/OGI.csv'.
[2025-12-22T20:28:19.515506] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OGI'.
[2025-12-22T20:28:19.515838] [INFO ] [FORECASTER] Starting predict_future for OGI
[2025-12-22T20:28:19.516608] [DEBUG] [LOCAL     ] No optimal features file found for OGI: ./output/feature-sets/OGI.txt
[2025-12-22T20:28:19.516659] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:28:19.516717] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:28:19.516745] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:28:19.516801] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:28:19.573250] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:28:19.574140] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:28:19.574226] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:28:19.574266] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:28:19.696726] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:28:19.696881] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:28:19.696920] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:28:19.696948] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:28:19.700259] [DEBUG] [FORECASTER] OGI: Forecast T+1@11:T+2@11: DOWN (p=6.72%)
[2025-12-22T20:28:19.700522] [INFO ] [FORECASTER] Completed predict_future for OGI
[2025-12-22T20:28:19.700658] [INFO ] [sig       ] OGI: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:28:19.835693] [INFO ] [LOCAL     ] Saved forecast: OGI	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/OGI.txt
[2025-12-22T20:28:19.835844] [INFO ] [sig       ] [2345/3560] Completed OGI in 0.3s | 2.95 sym/s | Total: 13.3m | ETA: 6.9m
[2025-12-22T20:28:19.835881] [INFO ] [sig       ] [2346/3560] Forecasting OGN...
[2025-12-22T20:28:19.835912] [INFO ] [sig       ] Generating forecast for: OGN
[2025-12-22T20:28:19.835941] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OGN' from 'https://tdm.silogroup.org/data/derivative_storage/OGN.csv'.
[2025-12-22T20:28:19.846679] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OGN'.
[2025-12-22T20:28:19.846992] [INFO ] [FORECASTER] Starting predict_future for OGN
[2025-12-22T20:28:19.847764] [DEBUG] [LOCAL     ] No optimal features file found for OGN: ./output/feature-sets/OGN.txt
[2025-12-22T20:28:19.847814] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:28:19.847845] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:28:19.847888] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:28:19.847945] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:28:19.903641] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:28:19.904483] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:28:19.904563] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:28:19.904617] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:28:20.024649] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:28:20.024800] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:28:20.024839] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:28:20.024867] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:28:20.028189] [DEBUG] [FORECASTER] OGN: Forecast T+1@11:T+2@11: UP (p=84.85%)
[2025-12-22T20:28:20.028455] [INFO ] [FORECASTER] Completed predict_future for OGN
[2025-12-22T20:28:20.028589] [INFO ] [sig       ] OGN: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:28:20.164109] [INFO ] [LOCAL     ] Saved forecast: OGN	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/OGN.txt
[2025-12-22T20:28:20.164238] [INFO ] [sig       ] [2346/3560] Completed OGN in 0.3s | 2.95 sym/s | Total: 13.3m | ETA: 6.9m
[2025-12-22T20:28:20.164276] [INFO ] [sig       ] [2347/3560] Forecasting OHI...
[2025-12-22T20:28:20.164304] [INFO ] [sig       ] Generating forecast for: OHI
[2025-12-22T20:28:20.164333] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OHI' from 'https://tdm.silogroup.org/data/derivative_storage/OHI.csv'.
[2025-12-22T20:28:20.175189] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OHI'.
[2025-12-22T20:28:20.175517] [INFO ] [FORECASTER] Starting predict_future for OHI
[2025-12-22T20:28:20.176280] [DEBUG] [LOCAL     ] No optimal features file found for OHI: ./output/feature-sets/OHI.txt
[2025-12-22T20:28:20.176332] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:28:20.176364] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:28:20.176391] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:28:20.176445] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:28:20.234287] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:28:20.235040] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:28:20.235120] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:28:20.235154] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:28:20.353906] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:28:20.354061] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:28:20.354100] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:28:20.354129] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:28:20.357482] [DEBUG] [FORECASTER] OHI: Forecast T+1@11:T+2@11: DOWN (p=35.01%)
[2025-12-22T20:28:20.357770] [INFO ] [FORECASTER] Completed predict_future for OHI
[2025-12-22T20:28:20.357897] [INFO ] [sig       ] OHI: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:28:20.497769] [INFO ] [LOCAL     ] Saved forecast: OHI	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/OHI.txt
[2025-12-22T20:28:20.497897] [INFO ] [sig       ] [2347/3560] Completed OHI in 0.3s | 2.95 sym/s | Total: 13.3m | ETA: 6.9m
[2025-12-22T20:28:20.497938] [INFO ] [sig       ] [2348/3560] Forecasting OI...
[2025-12-22T20:28:20.497975] [INFO ] [sig       ] Generating forecast for: OI
[2025-12-22T20:28:20.498009] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OI' from 'https://tdm.silogroup.org/data/derivative_storage/OI.csv'.
[2025-12-22T20:28:20.509426] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OI'.
[2025-12-22T20:28:20.509751] [INFO ] [FORECASTER] Starting predict_future for OI
[2025-12-22T20:28:20.510516] [DEBUG] [LOCAL     ] No optimal features file found for OI: ./output/feature-sets/OI.txt
[2025-12-22T20:28:20.510584] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:28:20.510619] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:28:20.510645] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:28:20.510701] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:28:20.569864] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:28:20.571105] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:28:20.571203] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:28:20.571236] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:28:20.691842] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:28:20.692000] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:28:20.692046] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:28:20.692075] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:28:20.695600] [DEBUG] [FORECASTER] OI: Forecast T+1@11:T+2@11: UP (p=70.31%)
[2025-12-22T20:28:20.695879] [INFO ] [FORECASTER] Completed predict_future for OI
[2025-12-22T20:28:20.696017] [INFO ] [sig       ] OI: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:28:20.837542] [INFO ] [LOCAL     ] Saved forecast: OI	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/OI.txt
[2025-12-22T20:28:20.837705] [INFO ] [sig       ] [2348/3560] Completed OI in 0.3s | 2.95 sym/s | Total: 13.3m | ETA: 6.9m
[2025-12-22T20:28:20.837746] [INFO ] [sig       ] [2349/3560] Forecasting OIA...
[2025-12-22T20:28:20.837777] [INFO ] [sig       ] Generating forecast for: OIA
[2025-12-22T20:28:20.837814] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OIA' from 'https://tdm.silogroup.org/data/derivative_storage/OIA.csv'.
[2025-12-22T20:28:20.849540] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OIA'.
[2025-12-22T20:28:20.849905] [INFO ] [FORECASTER] Starting predict_future for OIA
[2025-12-22T20:28:20.850721] [DEBUG] [LOCAL     ] No optimal features file found for OIA: ./output/feature-sets/OIA.txt
[2025-12-22T20:28:20.850774] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:28:20.850822] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:28:20.850851] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:28:20.850935] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:28:20.906953] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:28:20.907565] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:28:20.907685] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:28:20.907720] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:28:21.023746] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:28:21.023892] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:28:21.023931] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:28:21.023959] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:28:21.027283] [DEBUG] [FORECASTER] OIA: Forecast T+1@11:T+2@11: UP (p=87.07%)
[2025-12-22T20:28:21.027545] [INFO ] [FORECASTER] Completed predict_future for OIA
[2025-12-22T20:28:21.027681] [INFO ] [sig       ] OIA: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:28:21.162419] [INFO ] [LOCAL     ] Saved forecast: OIA	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/OIA.txt
[2025-12-22T20:28:21.162543] [INFO ] [sig       ] [2349/3560] Completed OIA in 0.3s | 2.95 sym/s | Total: 13.3m | ETA: 6.8m
[2025-12-22T20:28:21.162597] [INFO ] [sig       ] [2350/3560] Forecasting OII...
[2025-12-22T20:28:21.162629] [INFO ] [sig       ] Generating forecast for: OII
[2025-12-22T20:28:21.162659] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OII' from 'https://tdm.silogroup.org/data/derivative_storage/OII.csv'.
[2025-12-22T20:28:21.173532] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OII'.
[2025-12-22T20:28:21.173845] [INFO ] [FORECASTER] Starting predict_future for OII
[2025-12-22T20:28:21.174622] [DEBUG] [LOCAL     ] No optimal features file found for OII: ./output/feature-sets/OII.txt
[2025-12-22T20:28:21.174673] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:28:21.174704] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:28:21.174730] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:28:21.174786] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:28:21.231803] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:28:21.232434] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:28:21.232513] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:28:21.232547] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:28:21.348822] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:28:21.348969] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:28:21.349007] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:28:21.349053] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:28:21.352359] [DEBUG] [FORECASTER] OII: Forecast T+1@11:T+2@11: UP (p=69.06%)
[2025-12-22T20:28:21.352637] [INFO ] [FORECASTER] Completed predict_future for OII
[2025-12-22T20:28:21.352755] [INFO ] [sig       ] OII: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:28:21.490287] [INFO ] [LOCAL     ] Saved forecast: OII	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/OII.txt
[2025-12-22T20:28:21.490413] [INFO ] [sig       ] [2350/3560] Completed OII in 0.3s | 2.95 sym/s | Total: 13.3m | ETA: 6.8m
[2025-12-22T20:28:21.490451] [INFO ] [sig       ] [2351/3560] Forecasting OIS...
[2025-12-22T20:28:21.490480] [INFO ] [sig       ] Generating forecast for: OIS
[2025-12-22T20:28:21.490510] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OIS' from 'https://tdm.silogroup.org/data/derivative_storage/OIS.csv'.
[2025-12-22T20:28:21.501765] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OIS'.
[2025-12-22T20:28:21.502137] [INFO ] [FORECASTER] Starting predict_future for OIS
[2025-12-22T20:28:21.502910] [DEBUG] [LOCAL     ] No optimal features file found for OIS: ./output/feature-sets/OIS.txt
[2025-12-22T20:28:21.502962] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:28:21.502994] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:28:21.503021] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:28:21.503076] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:28:21.559188] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:28:21.559898] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:28:21.559991] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:28:21.560024] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:28:21.676143] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:28:21.676294] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:28:21.676332] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:28:21.676360] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:28:21.679755] [DEBUG] [FORECASTER] OIS: Forecast T+1@11:T+2@11: UP (p=94.62%)
[2025-12-22T20:28:21.680034] [INFO ] [FORECASTER] Completed predict_future for OIS
[2025-12-22T20:28:21.680155] [INFO ] [sig       ] OIS: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:28:21.816563] [INFO ] [LOCAL     ] Saved forecast: OIS	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/OIS.txt
[2025-12-22T20:28:21.816727] [INFO ] [sig       ] [2351/3560] Completed OIS in 0.3s | 2.95 sym/s | Total: 13.3m | ETA: 6.8m
[2025-12-22T20:28:21.816766] [INFO ] [sig       ] [2352/3560] Forecasting OKE...
[2025-12-22T20:28:21.816794] [INFO ] [sig       ] Generating forecast for: OKE
[2025-12-22T20:28:21.816824] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OKE' from 'https://tdm.silogroup.org/data/derivative_storage/OKE.csv'.
[2025-12-22T20:28:21.828730] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OKE'.
[2025-12-22T20:28:21.829122] [INFO ] [FORECASTER] Starting predict_future for OKE
[2025-12-22T20:28:21.829899] [DEBUG] [LOCAL     ] No optimal features file found for OKE: ./output/feature-sets/OKE.txt
[2025-12-22T20:28:21.829951] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:28:21.829985] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:28:21.830014] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:28:21.830070] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:28:21.886426] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:28:21.887086] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:28:21.887159] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:28:21.887190] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:28:22.010291] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:28:22.010440] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:28:22.010479] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:28:22.010510] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:28:22.013791] [DEBUG] [FORECASTER] OKE: Forecast T+1@11:T+2@11: UP (p=67.05%)
[2025-12-22T20:28:22.014072] [INFO ] [FORECASTER] Completed predict_future for OKE
[2025-12-22T20:28:22.014191] [INFO ] [sig       ] OKE: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:28:22.149774] [INFO ] [LOCAL     ] Saved forecast: OKE	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/OKE.txt
[2025-12-22T20:28:22.149910] [INFO ] [sig       ] [2352/3560] Completed OKE in 0.3s | 2.95 sym/s | Total: 13.3m | ETA: 6.8m
[2025-12-22T20:28:22.149949] [INFO ] [sig       ] [2353/3560] Forecasting OKTA...
[2025-12-22T20:28:22.149978] [INFO ] [sig       ] Generating forecast for: OKTA
[2025-12-22T20:28:22.150007] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OKTA' from 'https://tdm.silogroup.org/data/derivative_storage/OKTA.csv'.
[2025-12-22T20:28:22.160816] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OKTA'.
[2025-12-22T20:28:22.161145] [INFO ] [FORECASTER] Starting predict_future for OKTA
[2025-12-22T20:28:22.161937] [DEBUG] [LOCAL     ] No optimal features file found for OKTA: ./output/feature-sets/OKTA.txt
[2025-12-22T20:28:22.161988] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:28:22.162019] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:28:22.162046] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:28:22.162101] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:28:22.219081] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:28:22.219733] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:28:22.219809] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:28:22.219841] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:28:22.339966] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:28:22.340130] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:28:22.340174] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:28:22.340202] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:28:22.343516] [DEBUG] [FORECASTER] OKTA: Forecast T+1@11:T+2@11: UP (p=95.76%)
[2025-12-22T20:28:22.343814] [INFO ] [FORECASTER] Completed predict_future for OKTA
[2025-12-22T20:28:22.343935] [INFO ] [sig       ] OKTA: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:28:22.483485] [INFO ] [LOCAL     ] Saved forecast: OKTA	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/OKTA.txt
[2025-12-22T20:28:22.483677] [INFO ] [sig       ] [2353/3560] Completed OKTA in 0.3s | 2.95 sym/s | Total: 13.3m | ETA: 6.8m
[2025-12-22T20:28:22.483727] [INFO ] [sig       ] [2354/3560] Forecasting OKYO...
[2025-12-22T20:28:22.483758] [INFO ] [sig       ] Generating forecast for: OKYO
[2025-12-22T20:28:22.483788] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OKYO' from 'https://tdm.silogroup.org/data/derivative_storage/OKYO.csv'.
[2025-12-22T20:28:22.494736] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OKYO'.
[2025-12-22T20:28:22.495071] [INFO ] [FORECASTER] Starting predict_future for OKYO
[2025-12-22T20:28:22.495859] [DEBUG] [LOCAL     ] No optimal features file found for OKYO: ./output/feature-sets/OKYO.txt
[2025-12-22T20:28:22.495910] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:28:22.495943] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:28:22.495975] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:28:22.496043] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:28:22.552683] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:28:22.553370] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:28:22.553446] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:28:22.553479] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:28:22.669666] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:28:22.669820] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:28:22.669859] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:28:22.669886] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:28:22.673217] [DEBUG] [FORECASTER] OKYO: Forecast T+1@11:T+2@11: UP (p=92.74%)
[2025-12-22T20:28:22.673493] [INFO ] [FORECASTER] Completed predict_future for OKYO
[2025-12-22T20:28:22.673633] [INFO ] [sig       ] OKYO: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:28:22.812281] [INFO ] [LOCAL     ] Saved forecast: OKYO	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/OKYO.txt
[2025-12-22T20:28:22.812423] [INFO ] [sig       ] [2354/3560] Completed OKYO in 0.3s | 2.95 sym/s | Total: 13.3m | ETA: 6.8m
[2025-12-22T20:28:22.812463] [INFO ] [sig       ] [2355/3560] Forecasting OLED...
[2025-12-22T20:28:22.812492] [INFO ] [sig       ] Generating forecast for: OLED
[2025-12-22T20:28:22.812522] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OLED' from 'https://tdm.silogroup.org/data/derivative_storage/OLED.csv'.
[2025-12-22T20:28:22.824133] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OLED'.
[2025-12-22T20:28:22.824486] [INFO ] [FORECASTER] Starting predict_future for OLED
[2025-12-22T20:28:22.825294] [DEBUG] [LOCAL     ] No optimal features file found for OLED: ./output/feature-sets/OLED.txt
[2025-12-22T20:28:22.825347] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:28:22.825380] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:28:22.825407] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:28:22.825471] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:28:22.885019] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:28:22.885892] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:28:22.885977] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:28:22.886021] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:28:23.011547] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:28:23.011730] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:28:23.011783] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:28:23.011818] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:28:23.015271] [DEBUG] [FORECASTER] OLED: Forecast T+1@11:T+2@11: UP (p=99.27%)
[2025-12-22T20:28:23.015560] [INFO ] [FORECASTER] Completed predict_future for OLED
[2025-12-22T20:28:23.015721] [INFO ] [sig       ] OLED: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:28:23.154448] [INFO ] [LOCAL     ] Saved forecast: OLED	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/OLED.txt
[2025-12-22T20:28:23.154615] [INFO ] [sig       ] [2355/3560] Completed OLED in 0.3s | 2.95 sym/s | Total: 13.3m | ETA: 6.8m
[2025-12-22T20:28:23.154665] [INFO ] [sig       ] [2356/3560] Forecasting OLLI...
[2025-12-22T20:28:23.154705] [INFO ] [sig       ] Generating forecast for: OLLI
[2025-12-22T20:28:23.154746] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OLLI' from 'https://tdm.silogroup.org/data/derivative_storage/OLLI.csv'.
[2025-12-22T20:28:23.167805] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OLLI'.
[2025-12-22T20:28:23.168425] [INFO ] [FORECASTER] Starting predict_future for OLLI
[2025-12-22T20:28:23.169294] [DEBUG] [LOCAL     ] No optimal features file found for OLLI: ./output/feature-sets/OLLI.txt
[2025-12-22T20:28:23.169348] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:28:23.169382] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:28:23.169408] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:28:23.169465] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:28:23.237056] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:28:23.238124] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:28:23.238225] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:28:23.238266] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:28:23.381752] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:28:23.381924] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:28:23.381991] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:28:23.382041] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:28:23.386153] [DEBUG] [FORECASTER] OLLI: Forecast T+1@11:T+2@11: UP (p=71.70%)
[2025-12-22T20:28:23.386650] [INFO ] [FORECASTER] Completed predict_future for OLLI
[2025-12-22T20:28:23.386856] [INFO ] [sig       ] OLLI: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:28:23.531158] [INFO ] [LOCAL     ] Saved forecast: OLLI	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/OLLI.txt
[2025-12-22T20:28:23.531328] [INFO ] [sig       ] [2356/3560] Completed OLLI in 0.4s | 2.95 sym/s | Total: 13.3m | ETA: 6.8m
[2025-12-22T20:28:23.531370] [INFO ] [sig       ] [2357/3560] Forecasting OLMA...
[2025-12-22T20:28:23.531400] [INFO ] [sig       ] Generating forecast for: OLMA
[2025-12-22T20:28:23.531430] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OLMA' from 'https://tdm.silogroup.org/data/derivative_storage/OLMA.csv'.
[2025-12-22T20:28:23.543177] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OLMA'.
[2025-12-22T20:28:23.543570] [INFO ] [FORECASTER] Starting predict_future for OLMA
[2025-12-22T20:28:23.544423] [DEBUG] [LOCAL     ] No optimal features file found for OLMA: ./output/feature-sets/OLMA.txt
[2025-12-22T20:28:23.544479] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:28:23.544512] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:28:23.544539] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:28:23.544614] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:28:23.632827] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:28:23.633769] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:28:23.633857] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:28:23.633892] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:28:23.809069] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:28:23.809259] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:28:23.809321] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:28:23.809370] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:28:23.814795] [DEBUG] [FORECASTER] OLMA: Forecast T+1@11:T+2@11: UP (p=52.56%)
[2025-12-22T20:28:23.815291] [INFO ] [FORECASTER] Completed predict_future for OLMA
[2025-12-22T20:28:23.815499] [INFO ] [sig       ] OLMA: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:28:24.141192] [INFO ] [LOCAL     ] Saved forecast: OLMA	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/OLMA.txt
[2025-12-22T20:28:24.141438] [INFO ] [sig       ] [2357/3560] Completed OLMA in 0.6s | 2.95 sym/s | Total: 13.3m | ETA: 6.8m
[2025-12-22T20:28:24.141507] [INFO ] [sig       ] [2358/3560] Forecasting OLN...
[2025-12-22T20:28:24.141559] [INFO ] [sig       ] Generating forecast for: OLN
[2025-12-22T20:28:24.141638] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OLN' from 'https://tdm.silogroup.org/data/derivative_storage/OLN.csv'.
[2025-12-22T20:28:24.163953] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OLN'.
[2025-12-22T20:28:24.164604] [INFO ] [FORECASTER] Starting predict_future for OLN
[2025-12-22T20:28:24.166050] [DEBUG] [LOCAL     ] No optimal features file found for OLN: ./output/feature-sets/OLN.txt
[2025-12-22T20:28:24.166124] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:28:24.166179] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:28:24.166230] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:28:24.166326] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:28:24.241382] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:28:24.242592] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:28:24.242714] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:28:24.242773] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:28:24.395098] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:28:24.395259] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:28:24.395302] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:28:24.395332] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:28:24.399041] [DEBUG] [FORECASTER] OLN: Forecast T+1@11:T+2@11: UP (p=90.57%)
[2025-12-22T20:28:24.399435] [INFO ] [FORECASTER] Completed predict_future for OLN
[2025-12-22T20:28:24.399608] [INFO ] [sig       ] OLN: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:28:24.570168] [INFO ] [LOCAL     ] Saved forecast: OLN	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/OLN.txt
[2025-12-22T20:28:24.570332] [INFO ] [sig       ] [2358/3560] Completed OLN in 0.4s | 2.95 sym/s | Total: 13.3m | ETA: 6.8m
[2025-12-22T20:28:24.570415] [INFO ] [sig       ] [2359/3560] Forecasting OLP...
[2025-12-22T20:28:24.570448] [INFO ] [sig       ] Generating forecast for: OLP
[2025-12-22T20:28:24.570479] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OLP' from 'https://tdm.silogroup.org/data/derivative_storage/OLP.csv'.
[2025-12-22T20:28:24.582731] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OLP'.
[2025-12-22T20:28:24.583182] [INFO ] [FORECASTER] Starting predict_future for OLP
[2025-12-22T20:28:24.584256] [DEBUG] [LOCAL     ] No optimal features file found for OLP: ./output/feature-sets/OLP.txt
[2025-12-22T20:28:24.584328] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:28:24.584392] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:28:24.584431] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:28:24.584509] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:28:24.646278] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:28:24.647196] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:28:24.647293] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:28:24.647327] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:28:24.771190] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:28:24.771366] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:28:24.771423] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:28:24.771461] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:28:24.775355] [DEBUG] [FORECASTER] OLP: Forecast T+1@11:T+2@11: DOWN (p=13.33%)
[2025-12-22T20:28:24.775716] [INFO ] [FORECASTER] Completed predict_future for OLP
[2025-12-22T20:28:24.775857] [INFO ] [sig       ] OLP: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:28:24.938770] [INFO ] [LOCAL     ] Saved forecast: OLP	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/OLP.txt
[2025-12-22T20:28:24.938971] [INFO ] [sig       ] [2359/3560] Completed OLP in 0.4s | 2.95 sym/s | Total: 13.3m | ETA: 6.8m
[2025-12-22T20:28:24.939059] [INFO ] [sig       ] [2360/3560] Forecasting OLPX...
[2025-12-22T20:28:24.939108] [INFO ] [sig       ] Generating forecast for: OLPX
[2025-12-22T20:28:24.939155] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OLPX' from 'https://tdm.silogroup.org/data/derivative_storage/OLPX.csv'.
[2025-12-22T20:28:24.952030] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OLPX'.
[2025-12-22T20:28:24.952471] [INFO ] [FORECASTER] Starting predict_future for OLPX
[2025-12-22T20:28:24.953637] [DEBUG] [LOCAL     ] No optimal features file found for OLPX: ./output/feature-sets/OLPX.txt
[2025-12-22T20:28:24.953701] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:28:24.953745] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:28:24.953780] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:28:24.953838] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:28:25.023179] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:28:25.024502] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:28:25.024615] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:28:25.024653] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:28:25.156839] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:28:25.156998] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:28:25.157038] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:28:25.157067] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:28:25.160723] [DEBUG] [FORECASTER] OLPX: Forecast T+1@11:T+2@11: DOWN (p=4.67%)
[2025-12-22T20:28:25.161101] [INFO ] [FORECASTER] Completed predict_future for OLPX
[2025-12-22T20:28:25.161269] [INFO ] [sig       ] OLPX: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:28:25.318138] [INFO ] [LOCAL     ] Saved forecast: OLPX	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/OLPX.txt
[2025-12-22T20:28:25.318297] [INFO ] [sig       ] [2360/3560] Completed OLPX in 0.4s | 2.95 sym/s | Total: 13.4m | ETA: 6.8m
[2025-12-22T20:28:25.318338] [INFO ] [sig       ] [2361/3560] Forecasting OM...
[2025-12-22T20:28:25.318368] [INFO ] [sig       ] Generating forecast for: OM
[2025-12-22T20:28:25.318399] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OM' from 'https://tdm.silogroup.org/data/derivative_storage/OM.csv'.
[2025-12-22T20:28:25.330537] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OM'.
[2025-12-22T20:28:25.330956] [INFO ] [FORECASTER] Starting predict_future for OM
[2025-12-22T20:28:25.331826] [DEBUG] [LOCAL     ] No optimal features file found for OM: ./output/feature-sets/OM.txt
[2025-12-22T20:28:25.331879] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:28:25.331912] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:28:25.331940] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:28:25.331997] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:28:25.394694] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:28:25.395548] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:28:25.395660] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:28:25.395703] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:28:25.523245] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:28:25.523413] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:28:25.523470] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:28:25.523506] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:28:25.527057] [DEBUG] [FORECASTER] OM: Forecast T+1@11:T+2@11: UP (p=69.52%)
[2025-12-22T20:28:25.527357] [INFO ] [FORECASTER] Completed predict_future for OM
[2025-12-22T20:28:25.527517] [INFO ] [sig       ] OM: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:28:25.678668] [INFO ] [LOCAL     ] Saved forecast: OM	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/OM.txt
[2025-12-22T20:28:25.678830] [INFO ] [sig       ] [2361/3560] Completed OM in 0.4s | 2.95 sym/s | Total: 13.4m | ETA: 6.8m
[2025-12-22T20:28:25.678870] [INFO ] [sig       ] [2362/3560] Forecasting OMAB...
[2025-12-22T20:28:25.678901] [INFO ] [sig       ] Generating forecast for: OMAB
[2025-12-22T20:28:25.678937] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OMAB' from 'https://tdm.silogroup.org/data/derivative_storage/OMAB.csv'.
[2025-12-22T20:28:25.690935] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OMAB'.
[2025-12-22T20:28:25.691550] [INFO ] [FORECASTER] Starting predict_future for OMAB
[2025-12-22T20:28:25.692498] [DEBUG] [LOCAL     ] No optimal features file found for OMAB: ./output/feature-sets/OMAB.txt
[2025-12-22T20:28:25.692557] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:28:25.692615] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:28:25.692682] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:28:25.692757] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:28:25.754712] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:28:25.755615] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:28:25.755697] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:28:25.755730] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:28:25.875698] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:28:25.875848] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:28:25.875888] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:28:25.875916] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:28:25.879249] [DEBUG] [FORECASTER] OMAB: Forecast T+1@11:T+2@11: DOWN (p=7.34%)
[2025-12-22T20:28:25.879519] [INFO ] [FORECASTER] Completed predict_future for OMAB
[2025-12-22T20:28:25.879660] [INFO ] [sig       ] OMAB: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:28:26.012891] [INFO ] [LOCAL     ] Saved forecast: OMAB	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/OMAB.txt
[2025-12-22T20:28:26.013017] [INFO ] [sig       ] [2362/3560] Completed OMAB in 0.3s | 2.95 sym/s | Total: 13.4m | ETA: 6.8m
[2025-12-22T20:28:26.013061] [INFO ] [sig       ] [2363/3560] Forecasting OMC...
[2025-12-22T20:28:26.013091] [INFO ] [sig       ] Generating forecast for: OMC
[2025-12-22T20:28:26.013122] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OMC' from 'https://tdm.silogroup.org/data/derivative_storage/OMC.csv'.
[2025-12-22T20:28:26.024308] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OMC'.
[2025-12-22T20:28:26.024644] [INFO ] [FORECASTER] Starting predict_future for OMC
[2025-12-22T20:28:26.025404] [DEBUG] [LOCAL     ] No optimal features file found for OMC: ./output/feature-sets/OMC.txt
[2025-12-22T20:28:26.025456] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:28:26.025488] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:28:26.025515] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:28:26.025594] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:28:26.082023] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:28:26.082636] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:28:26.082710] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:28:26.082743] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:28:26.200857] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:28:26.201005] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:28:26.201044] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:28:26.201073] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:28:26.204381] [DEBUG] [FORECASTER] OMC: Forecast T+1@11:T+2@11: UP (p=51.59%)
[2025-12-22T20:28:26.204667] [INFO ] [FORECASTER] Completed predict_future for OMC
[2025-12-22T20:28:26.204791] [INFO ] [sig       ] OMC: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:28:26.344311] [INFO ] [LOCAL     ] Saved forecast: OMC	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/OMC.txt
[2025-12-22T20:28:26.344458] [INFO ] [sig       ] [2363/3560] Completed OMC in 0.3s | 2.95 sym/s | Total: 13.4m | ETA: 6.8m
[2025-12-22T20:28:26.344499] [INFO ] [sig       ] [2364/3560] Forecasting OMCL...
[2025-12-22T20:28:26.344531] [INFO ] [sig       ] Generating forecast for: OMCL
[2025-12-22T20:28:26.344562] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OMCL' from 'https://tdm.silogroup.org/data/derivative_storage/OMCL.csv'.
[2025-12-22T20:28:26.355555] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OMCL'.
[2025-12-22T20:28:26.355948] [INFO ] [FORECASTER] Starting predict_future for OMCL
[2025-12-22T20:28:26.356795] [DEBUG] [LOCAL     ] No optimal features file found for OMCL: ./output/feature-sets/OMCL.txt
[2025-12-22T20:28:26.356848] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:28:26.356881] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:28:26.356909] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:28:26.356966] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:28:26.414753] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:28:26.415566] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:28:26.415671] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:28:26.415704] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:28:26.541344] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:28:26.541496] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:28:26.541537] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:28:26.541585] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:28:26.544967] [DEBUG] [FORECASTER] OMCL: Forecast T+1@11:T+2@11: DOWN (p=9.61%)
[2025-12-22T20:28:26.545243] [INFO ] [FORECASTER] Completed predict_future for OMCL
[2025-12-22T20:28:26.545367] [INFO ] [sig       ] OMCL: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:28:26.690139] [INFO ] [LOCAL     ] Saved forecast: OMCL	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/OMCL.txt
[2025-12-22T20:28:26.690291] [INFO ] [sig       ] [2364/3560] Completed OMCL in 0.3s | 2.95 sym/s | Total: 13.4m | ETA: 6.8m
[2025-12-22T20:28:26.690329] [INFO ] [sig       ] [2365/3560] Forecasting OMEX...
[2025-12-22T20:28:26.690359] [INFO ] [sig       ] Generating forecast for: OMEX
[2025-12-22T20:28:26.690390] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OMEX' from 'https://tdm.silogroup.org/data/derivative_storage/OMEX.csv'.
[2025-12-22T20:28:26.701744] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OMEX'.
[2025-12-22T20:28:26.702055] [INFO ] [FORECASTER] Starting predict_future for OMEX
[2025-12-22T20:28:26.702841] [DEBUG] [LOCAL     ] No optimal features file found for OMEX: ./output/feature-sets/OMEX.txt
[2025-12-22T20:28:26.702894] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:28:26.702928] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:28:26.702956] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:28:26.703014] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:28:26.761194] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:28:26.762122] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:28:26.762209] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:28:26.762243] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:28:26.884091] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:28:26.884246] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:28:26.884286] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:28:26.884315] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:28:26.887845] [DEBUG] [FORECASTER] OMEX: Forecast T+1@11:T+2@11: UP (p=89.58%)
[2025-12-22T20:28:26.888177] [INFO ] [FORECASTER] Completed predict_future for OMEX
[2025-12-22T20:28:26.888316] [INFO ] [sig       ] OMEX: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:28:27.034911] [INFO ] [LOCAL     ] Saved forecast: OMEX	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/OMEX.txt
[2025-12-22T20:28:27.035071] [INFO ] [sig       ] [2365/3560] Completed OMEX in 0.3s | 2.95 sym/s | Total: 13.4m | ETA: 6.8m
[2025-12-22T20:28:27.035112] [INFO ] [sig       ] [2366/3560] Forecasting OMF...
[2025-12-22T20:28:27.035142] [INFO ] [sig       ] Generating forecast for: OMF
[2025-12-22T20:28:27.035173] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OMF' from 'https://tdm.silogroup.org/data/derivative_storage/OMF.csv'.
[2025-12-22T20:28:27.047488] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OMF'.
[2025-12-22T20:28:27.047941] [INFO ] [FORECASTER] Starting predict_future for OMF
[2025-12-22T20:28:27.048829] [DEBUG] [LOCAL     ] No optimal features file found for OMF: ./output/feature-sets/OMF.txt
[2025-12-22T20:28:27.048882] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:28:27.048916] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:28:27.048943] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:28:27.048999] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:28:27.117530] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:28:27.118426] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:28:27.118515] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:28:27.118548] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:28:27.245856] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:28:27.246000] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:28:27.246039] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:28:27.246083] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:28:27.249472] [DEBUG] [FORECASTER] OMF: Forecast T+1@11:T+2@11: DOWN (p=1.25%)
[2025-12-22T20:28:27.249764] [INFO ] [FORECASTER] Completed predict_future for OMF
[2025-12-22T20:28:27.249886] [INFO ] [sig       ] OMF: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:28:27.386986] [INFO ] [LOCAL     ] Saved forecast: OMF	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/OMF.txt
[2025-12-22T20:28:27.387115] [INFO ] [sig       ] [2366/3560] Completed OMF in 0.4s | 2.95 sym/s | Total: 13.4m | ETA: 6.8m
[2025-12-22T20:28:27.387156] [INFO ] [sig       ] [2367/3560] Forecasting OMI...
[2025-12-22T20:28:27.387200] [INFO ] [sig       ] Generating forecast for: OMI
[2025-12-22T20:28:27.387235] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OMI' from 'https://tdm.silogroup.org/data/derivative_storage/OMI.csv'.
[2025-12-22T20:28:27.398241] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OMI'.
[2025-12-22T20:28:27.398559] [INFO ] [FORECASTER] Starting predict_future for OMI
[2025-12-22T20:28:27.399393] [DEBUG] [LOCAL     ] No optimal features file found for OMI: ./output/feature-sets/OMI.txt
[2025-12-22T20:28:27.399447] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:28:27.399480] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:28:27.399507] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:28:27.399563] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:28:27.457810] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:28:27.458503] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:28:27.458598] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:28:27.458635] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:28:27.578704] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:28:27.578856] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:28:27.578908] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:28:27.578943] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:28:27.582441] [DEBUG] [FORECASTER] OMI: Forecast T+1@11:T+2@11: DOWN (p=0.43%)
[2025-12-22T20:28:27.582736] [INFO ] [FORECASTER] Completed predict_future for OMI
[2025-12-22T20:28:27.582861] [INFO ] [sig       ] OMI: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:28:27.720944] [INFO ] [LOCAL     ] Saved forecast: OMI	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/OMI.txt
[2025-12-22T20:28:27.721110] [INFO ] [sig       ] [2367/3560] Completed OMI in 0.3s | 2.95 sym/s | Total: 13.4m | ETA: 6.8m
[2025-12-22T20:28:27.721152] [INFO ] [sig       ] [2368/3560] Forecasting ON...
[2025-12-22T20:28:27.721181] [INFO ] [sig       ] Generating forecast for: ON
[2025-12-22T20:28:27.721211] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ON' from 'https://tdm.silogroup.org/data/derivative_storage/ON.csv'.
[2025-12-22T20:28:27.732431] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ON'.
[2025-12-22T20:28:27.732793] [INFO ] [FORECASTER] Starting predict_future for ON
[2025-12-22T20:28:27.733611] [DEBUG] [LOCAL     ] No optimal features file found for ON: ./output/feature-sets/ON.txt
[2025-12-22T20:28:27.733664] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:28:27.733696] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:28:27.733723] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:28:27.733779] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:28:27.791721] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:28:27.792423] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:28:27.792500] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:28:27.792550] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:28:27.917930] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:28:27.918080] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:28:27.918126] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:28:27.918161] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:28:27.921471] [DEBUG] [FORECASTER] ON: Forecast T+1@11:T+2@11: DOWN (p=25.21%)
[2025-12-22T20:28:27.921761] [INFO ] [FORECASTER] Completed predict_future for ON
[2025-12-22T20:28:27.921888] [INFO ] [sig       ] ON: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:28:28.057365] [INFO ] [LOCAL     ] Saved forecast: ON	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/ON.txt
[2025-12-22T20:28:28.057502] [INFO ] [sig       ] [2368/3560] Completed ON in 0.3s | 2.95 sym/s | Total: 13.4m | ETA: 6.7m
[2025-12-22T20:28:28.057541] [INFO ] [sig       ] [2369/3560] Forecasting ONB...
[2025-12-22T20:28:28.057588] [INFO ] [sig       ] Generating forecast for: ONB
[2025-12-22T20:28:28.057621] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONB' from 'https://tdm.silogroup.org/data/derivative_storage/ONB.csv'.
[2025-12-22T20:28:28.068439] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONB'.
[2025-12-22T20:28:28.068819] [INFO ] [FORECASTER] Starting predict_future for ONB
[2025-12-22T20:28:28.069617] [DEBUG] [LOCAL     ] No optimal features file found for ONB: ./output/feature-sets/ONB.txt
[2025-12-22T20:28:28.069668] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:28:28.069700] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:28:28.069726] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:28:28.069781] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:28:28.125768] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:28:28.126479] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:28:28.126556] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:28:28.126607] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:28:28.248117] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:28:28.248271] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:28:28.248311] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:28:28.248340] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:28:28.252068] [DEBUG] [FORECASTER] ONB: Forecast T+1@11:T+2@11: DOWN (p=44.29%)
[2025-12-22T20:28:28.252348] [INFO ] [FORECASTER] Completed predict_future for ONB
[2025-12-22T20:28:28.252487] [INFO ] [sig       ] ONB: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:28:28.389940] [INFO ] [LOCAL     ] Saved forecast: ONB	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/ONB.txt
[2025-12-22T20:28:28.390080] [INFO ] [sig       ] [2369/3560] Completed ONB in 0.3s | 2.95 sym/s | Total: 13.4m | ETA: 6.7m
[2025-12-22T20:28:28.390128] [INFO ] [sig       ] [2370/3560] Forecasting ONCO...
[2025-12-22T20:28:28.390165] [INFO ] [sig       ] Generating forecast for: ONCO
[2025-12-22T20:28:28.390201] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONCO' from 'https://tdm.silogroup.org/data/derivative_storage/ONCO.csv'.
[2025-12-22T20:28:28.401236] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONCO'.
[2025-12-22T20:28:28.401605] [INFO ] [FORECASTER] Starting predict_future for ONCO
[2025-12-22T20:28:28.402430] [DEBUG] [LOCAL     ] No optimal features file found for ONCO: ./output/feature-sets/ONCO.txt
[2025-12-22T20:28:28.402482] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:28:28.402516] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:28:28.402557] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:28:28.402638] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:28:28.460728] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:28:28.461558] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:28:28.461660] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:28:28.461694] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:28:28.583355] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:28:28.583514] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:28:28.583554] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:28:28.583607] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:28:28.587297] [DEBUG] [FORECASTER] ONCO: Forecast T+1@11:T+2@11: UP (p=69.66%)
[2025-12-22T20:28:28.587587] [INFO ] [FORECASTER] Completed predict_future for ONCO
[2025-12-22T20:28:28.587715] [INFO ] [sig       ] ONCO: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:28:28.726803] [INFO ] [LOCAL     ] Saved forecast: ONCO	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/ONCO.txt
[2025-12-22T20:28:28.726949] [INFO ] [sig       ] [2370/3560] Completed ONCO in 0.3s | 2.95 sym/s | Total: 13.4m | ETA: 6.7m
[2025-12-22T20:28:28.726987] [INFO ] [sig       ] [2371/3560] Forecasting ONDS...
[2025-12-22T20:28:28.727015] [INFO ] [sig       ] Generating forecast for: ONDS
[2025-12-22T20:28:28.727045] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONDS' from 'https://tdm.silogroup.org/data/derivative_storage/ONDS.csv'.
[2025-12-22T20:28:28.738649] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONDS'.
[2025-12-22T20:28:28.739045] [INFO ] [FORECASTER] Starting predict_future for ONDS
[2025-12-22T20:28:28.739863] [DEBUG] [LOCAL     ] No optimal features file found for ONDS: ./output/feature-sets/ONDS.txt
[2025-12-22T20:28:28.739915] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:28:28.739948] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:28:28.739975] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:28:28.740031] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:28:28.797605] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:28:28.798345] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:28:28.798426] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:28:28.798458] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:28:28.922214] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:28:28.922372] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:28:28.922423] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:28:28.922454] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:28:28.925957] [DEBUG] [FORECASTER] ONDS: Forecast T+1@11:T+2@11: UP (p=78.71%)
[2025-12-22T20:28:28.926230] [INFO ] [FORECASTER] Completed predict_future for ONDS
[2025-12-22T20:28:28.926356] [INFO ] [sig       ] ONDS: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:28:29.064781] [INFO ] [LOCAL     ] Saved forecast: ONDS	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/ONDS.txt
[2025-12-22T20:28:29.064925] [INFO ] [sig       ] [2371/3560] Completed ONDS in 0.3s | 2.95 sym/s | Total: 13.4m | ETA: 6.7m
[2025-12-22T20:28:29.064964] [INFO ] [sig       ] [2372/3560] Forecasting ONEQ...
[2025-12-22T20:28:29.064993] [INFO ] [sig       ] Generating forecast for: ONEQ
[2025-12-22T20:28:29.065023] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONEQ' from 'https://tdm.silogroup.org/data/derivative_storage/ONEQ.csv'.
[2025-12-22T20:28:29.076413] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONEQ'.
[2025-12-22T20:28:29.076836] [INFO ] [FORECASTER] Starting predict_future for ONEQ
[2025-12-22T20:28:29.077657] [DEBUG] [LOCAL     ] No optimal features file found for ONEQ: ./output/feature-sets/ONEQ.txt
[2025-12-22T20:28:29.077709] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:28:29.077741] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:28:29.077766] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:28:29.077823] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:28:29.133156] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:28:29.134084] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:28:29.134167] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:28:29.134199] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:28:29.252344] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:28:29.252496] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:28:29.252536] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:28:29.252565] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:28:29.255915] [DEBUG] [FORECASTER] ONEQ: Forecast T+1@11:T+2@11: UP (p=97.44%)
[2025-12-22T20:28:29.256207] [INFO ] [FORECASTER] Completed predict_future for ONEQ
[2025-12-22T20:28:29.256327] [INFO ] [sig       ] ONEQ: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:28:29.389555] [INFO ] [LOCAL     ] Saved forecast: ONEQ	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/ONEQ.txt
[2025-12-22T20:28:29.389713] [INFO ] [sig       ] [2372/3560] Completed ONEQ in 0.3s | 2.95 sym/s | Total: 13.4m | ETA: 6.7m
[2025-12-22T20:28:29.389751] [INFO ] [sig       ] [2373/3560] Forecasting ONL...
[2025-12-22T20:28:29.389781] [INFO ] [sig       ] Generating forecast for: ONL
[2025-12-22T20:28:29.389811] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONL' from 'https://tdm.silogroup.org/data/derivative_storage/ONL.csv'.
[2025-12-22T20:28:29.400349] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONL'.
[2025-12-22T20:28:29.400708] [INFO ] [FORECASTER] Starting predict_future for ONL
[2025-12-22T20:28:29.401465] [DEBUG] [LOCAL     ] No optimal features file found for ONL: ./output/feature-sets/ONL.txt
[2025-12-22T20:28:29.401516] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:28:29.401547] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:28:29.401598] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:28:29.401658] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:28:29.457053] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:28:29.457763] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:28:29.457841] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:28:29.457874] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:28:29.580303] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:28:29.580446] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:28:29.580485] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:28:29.580513] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:28:29.583818] [DEBUG] [FORECASTER] ONL: Forecast T+1@11:T+2@11: DOWN (p=38.79%)
[2025-12-22T20:28:29.584086] [INFO ] [FORECASTER] Completed predict_future for ONL
[2025-12-22T20:28:29.584206] [INFO ] [sig       ] ONL: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:28:29.720434] [INFO ] [LOCAL     ] Saved forecast: ONL	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/ONL.txt
[2025-12-22T20:28:29.720626] [INFO ] [sig       ] [2373/3560] Completed ONL in 0.3s | 2.95 sym/s | Total: 13.4m | ETA: 6.7m
[2025-12-22T20:28:29.720683] [INFO ] [sig       ] [2374/3560] Forecasting ONON...
[2025-12-22T20:28:29.720720] [INFO ] [sig       ] Generating forecast for: ONON
[2025-12-22T20:28:29.720760] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONON' from 'https://tdm.silogroup.org/data/derivative_storage/ONON.csv'.
[2025-12-22T20:28:29.732729] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONON'.
[2025-12-22T20:28:29.733140] [INFO ] [FORECASTER] Starting predict_future for ONON
[2025-12-22T20:28:29.734029] [DEBUG] [LOCAL     ] No optimal features file found for ONON: ./output/feature-sets/ONON.txt
[2025-12-22T20:28:29.734093] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:28:29.734139] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:28:29.734182] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:28:29.734248] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:28:29.798597] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:28:29.799532] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:28:29.799634] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:28:29.799671] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:28:29.928385] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:28:29.928546] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:28:29.928607] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:28:29.928638] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:28:29.932214] [DEBUG] [FORECASTER] ONON: Forecast T+1@11:T+2@11: DOWN (p=25.45%)
[2025-12-22T20:28:29.932516] [INFO ] [FORECASTER] Completed predict_future for ONON
[2025-12-22T20:28:29.932668] [INFO ] [sig       ] ONON: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:28:30.079493] [INFO ] [LOCAL     ] Saved forecast: ONON	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/ONON.txt
[2025-12-22T20:28:30.079680] [INFO ] [sig       ] [2374/3560] Completed ONON in 0.4s | 2.95 sym/s | Total: 13.4m | ETA: 6.7m
[2025-12-22T20:28:30.079723] [INFO ] [sig       ] [2375/3560] Forecasting ONTF...
[2025-12-22T20:28:30.079755] [INFO ] [sig       ] Generating forecast for: ONTF
[2025-12-22T20:28:30.079785] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONTF' from 'https://tdm.silogroup.org/data/derivative_storage/ONTF.csv'.
[2025-12-22T20:28:30.092358] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONTF'.
[2025-12-22T20:28:30.092795] [INFO ] [FORECASTER] Starting predict_future for ONTF
[2025-12-22T20:28:30.093556] [DEBUG] [LOCAL     ] No optimal features file found for ONTF: ./output/feature-sets/ONTF.txt
[2025-12-22T20:28:30.093625] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:28:30.093658] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:28:30.093684] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:28:30.093741] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:28:30.150475] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:28:30.151395] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:28:30.151477] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:28:30.151509] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:28:30.269275] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:28:30.269430] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:28:30.269469] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:28:30.269497] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:28:30.272839] [DEBUG] [FORECASTER] ONTF: Forecast T+1@11:T+2@11: UP (p=76.43%)
[2025-12-22T20:28:30.273101] [INFO ] [FORECASTER] Completed predict_future for ONTF
[2025-12-22T20:28:30.273218] [INFO ] [sig       ] ONTF: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:28:30.406279] [INFO ] [LOCAL     ] Saved forecast: ONTF	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/ONTF.txt
[2025-12-22T20:28:30.406415] [INFO ] [sig       ] [2375/3560] Completed ONTF in 0.3s | 2.95 sym/s | Total: 13.4m | ETA: 6.7m
[2025-12-22T20:28:30.406493] [INFO ] [sig       ] [2376/3560] Forecasting ONTO...
[2025-12-22T20:28:30.406524] [INFO ] [sig       ] Generating forecast for: ONTO
[2025-12-22T20:28:30.406555] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONTO' from 'https://tdm.silogroup.org/data/derivative_storage/ONTO.csv'.
[2025-12-22T20:28:30.418017] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONTO'.
[2025-12-22T20:28:30.418346] [INFO ] [FORECASTER] Starting predict_future for ONTO
[2025-12-22T20:28:30.419144] [DEBUG] [LOCAL     ] No optimal features file found for ONTO: ./output/feature-sets/ONTO.txt
[2025-12-22T20:28:30.419195] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:28:30.419227] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:28:30.419254] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:28:30.419310] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:28:30.474904] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:28:30.475625] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:28:30.475705] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:28:30.475737] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:28:30.595079] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:28:30.595247] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:28:30.595293] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:28:30.595323] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:28:30.598664] [DEBUG] [FORECASTER] ONTO: Forecast T+1@11:T+2@11: UP (p=61.83%)
[2025-12-22T20:28:30.598930] [INFO ] [FORECASTER] Completed predict_future for ONTO
[2025-12-22T20:28:30.599065] [INFO ] [sig       ] ONTO: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:28:30.733386] [INFO ] [LOCAL     ] Saved forecast: ONTO	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/ONTO.txt
[2025-12-22T20:28:30.733523] [INFO ] [sig       ] [2376/3560] Completed ONTO in 0.3s | 2.95 sym/s | Total: 13.4m | ETA: 6.7m
[2025-12-22T20:28:30.733561] [INFO ] [sig       ] [2377/3560] Forecasting OOMA...
[2025-12-22T20:28:30.733611] [INFO ] [sig       ] Generating forecast for: OOMA
[2025-12-22T20:28:30.733642] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OOMA' from 'https://tdm.silogroup.org/data/derivative_storage/OOMA.csv'.
[2025-12-22T20:28:30.745797] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OOMA'.
[2025-12-22T20:28:30.746165] [INFO ] [FORECASTER] Starting predict_future for OOMA
[2025-12-22T20:28:30.746949] [DEBUG] [LOCAL     ] No optimal features file found for OOMA: ./output/feature-sets/OOMA.txt
[2025-12-22T20:28:30.747000] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:28:30.747030] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:28:30.747056] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:28:30.747112] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:28:30.805719] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:28:30.806495] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:28:30.806595] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:28:30.806631] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:28:30.930651] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:28:30.930802] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:28:30.930841] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:28:30.930870] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:28:30.934209] [DEBUG] [FORECASTER] OOMA: Forecast T+1@11:T+2@11: UP (p=73.57%)
[2025-12-22T20:28:30.934476] [INFO ] [FORECASTER] Completed predict_future for OOMA
[2025-12-22T20:28:30.934616] [INFO ] [sig       ] OOMA: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:28:31.068290] [INFO ] [LOCAL     ] Saved forecast: OOMA	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/OOMA.txt
[2025-12-22T20:28:31.068425] [INFO ] [sig       ] [2377/3560] Completed OOMA in 0.3s | 2.95 sym/s | Total: 13.5m | ETA: 6.7m
[2025-12-22T20:28:31.068464] [INFO ] [sig       ] [2378/3560] Forecasting OPAD...
[2025-12-22T20:28:31.068492] [INFO ] [sig       ] Generating forecast for: OPAD
[2025-12-22T20:28:31.068521] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPAD' from 'https://tdm.silogroup.org/data/derivative_storage/OPAD.csv'.
[2025-12-22T20:28:31.080009] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPAD'.
[2025-12-22T20:28:31.080358] [INFO ] [FORECASTER] Starting predict_future for OPAD
[2025-12-22T20:28:31.081142] [DEBUG] [LOCAL     ] No optimal features file found for OPAD: ./output/feature-sets/OPAD.txt
[2025-12-22T20:28:31.081194] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:28:31.081226] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:28:31.081254] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:28:31.081311] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:28:31.137042] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:28:31.137848] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:28:31.137931] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:28:31.137963] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:28:31.260456] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:28:31.260632] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:28:31.260676] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:28:31.260707] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:28:31.264194] [DEBUG] [FORECASTER] OPAD: Forecast T+1@11:T+2@11: UP (p=77.96%)
[2025-12-22T20:28:31.264501] [INFO ] [FORECASTER] Completed predict_future for OPAD
[2025-12-22T20:28:31.264657] [INFO ] [sig       ] OPAD: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:28:31.400551] [INFO ] [LOCAL     ] Saved forecast: OPAD	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/OPAD.txt
[2025-12-22T20:28:31.400737] [INFO ] [sig       ] [2378/3560] Completed OPAD in 0.3s | 2.95 sym/s | Total: 13.5m | ETA: 6.7m
[2025-12-22T20:28:31.400785] [INFO ] [sig       ] [2379/3560] Forecasting OPAL...
[2025-12-22T20:28:31.400816] [INFO ] [sig       ] Generating forecast for: OPAL
[2025-12-22T20:28:31.400847] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPAL' from 'https://tdm.silogroup.org/data/derivative_storage/OPAL.csv'.
[2025-12-22T20:28:31.417183] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPAL'.
[2025-12-22T20:28:31.417859] [INFO ] [FORECASTER] Starting predict_future for OPAL
[2025-12-22T20:28:31.419089] [DEBUG] [LOCAL     ] No optimal features file found for OPAL: ./output/feature-sets/OPAL.txt
[2025-12-22T20:28:31.419152] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:28:31.419193] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:28:31.419267] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:28:31.419344] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:28:31.486344] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:28:31.487511] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:28:31.487655] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:28:31.487694] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:28:31.618119] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:28:31.618556] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:28:31.618628] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:28:31.618663] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:28:31.623118] [DEBUG] [FORECASTER] OPAL: Forecast T+1@11:T+2@11: UP (p=72.29%)
[2025-12-22T20:28:31.623657] [INFO ] [FORECASTER] Completed predict_future for OPAL
[2025-12-22T20:28:31.623820] [INFO ] [sig       ] OPAL: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:28:31.774263] [INFO ] [LOCAL     ] Saved forecast: OPAL	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/OPAL.txt
[2025-12-22T20:28:31.774537] [INFO ] [sig       ] [2379/3560] Completed OPAL in 0.4s | 2.95 sym/s | Total: 13.5m | ETA: 6.7m
[2025-12-22T20:28:31.774607] [INFO ] [sig       ] [2380/3560] Forecasting OPBK...
[2025-12-22T20:28:31.774647] [INFO ] [sig       ] Generating forecast for: OPBK
[2025-12-22T20:28:31.774685] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPBK' from 'https://tdm.silogroup.org/data/derivative_storage/OPBK.csv'.
[2025-12-22T20:28:31.791696] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPBK'.
[2025-12-22T20:28:31.792276] [INFO ] [FORECASTER] Starting predict_future for OPBK
[2025-12-22T20:28:31.793241] [DEBUG] [LOCAL     ] No optimal features file found for OPBK: ./output/feature-sets/OPBK.txt
[2025-12-22T20:28:31.793296] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:28:31.793331] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:28:31.793358] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:28:31.793415] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:28:31.853286] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:28:31.854394] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:28:31.854490] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:28:31.854525] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:28:31.984507] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:28:31.984759] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:28:31.984807] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:28:31.984838] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:28:31.988662] [DEBUG] [FORECASTER] OPBK: Forecast T+1@11:T+2@11: UP (p=93.16%)
[2025-12-22T20:28:31.988963] [INFO ] [FORECASTER] Completed predict_future for OPBK
[2025-12-22T20:28:31.989123] [INFO ] [sig       ] OPBK: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:28:32.130479] [INFO ] [LOCAL     ] Saved forecast: OPBK	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/OPBK.txt
[2025-12-22T20:28:32.130710] [INFO ] [sig       ] [2380/3560] Completed OPBK in 0.4s | 2.95 sym/s | Total: 13.5m | ETA: 6.7m
[2025-12-22T20:28:32.130761] [INFO ] [sig       ] [2381/3560] Forecasting OPCH...
[2025-12-22T20:28:32.130792] [INFO ] [sig       ] Generating forecast for: OPCH
[2025-12-22T20:28:32.130823] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPCH' from 'https://tdm.silogroup.org/data/derivative_storage/OPCH.csv'.
[2025-12-22T20:28:32.144831] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPCH'.
[2025-12-22T20:28:32.145401] [INFO ] [FORECASTER] Starting predict_future for OPCH
[2025-12-22T20:28:32.146414] [DEBUG] [LOCAL     ] No optimal features file found for OPCH: ./output/feature-sets/OPCH.txt
[2025-12-22T20:28:32.146471] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:28:32.146505] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:28:32.146534] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:28:32.146661] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:28:32.206249] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:28:32.207416] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:28:32.207517] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:28:32.207554] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:28:32.336097] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:28:32.336310] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:28:32.336358] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:28:32.336388] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:28:32.340838] [DEBUG] [FORECASTER] OPCH: Forecast T+1@11:T+2@11: DOWN (p=7.34%)
[2025-12-22T20:28:32.341181] [INFO ] [FORECASTER] Completed predict_future for OPCH
[2025-12-22T20:28:32.341325] [INFO ] [sig       ] OPCH: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:28:32.481624] [INFO ] [LOCAL     ] Saved forecast: OPCH	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/OPCH.txt
[2025-12-22T20:28:32.481825] [INFO ] [sig       ] [2381/3560] Completed OPCH in 0.4s | 2.95 sym/s | Total: 13.5m | ETA: 6.7m
[2025-12-22T20:28:32.481875] [INFO ] [sig       ] [2382/3560] Forecasting OPEN...
[2025-12-22T20:28:32.481905] [INFO ] [sig       ] Generating forecast for: OPEN
[2025-12-22T20:28:32.481935] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPEN' from 'https://tdm.silogroup.org/data/derivative_storage/OPEN.csv'.
[2025-12-22T20:28:32.494627] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPEN'.
[2025-12-22T20:28:32.495158] [INFO ] [FORECASTER] Starting predict_future for OPEN
[2025-12-22T20:28:32.496118] [DEBUG] [LOCAL     ] No optimal features file found for OPEN: ./output/feature-sets/OPEN.txt
[2025-12-22T20:28:32.496173] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:28:32.496206] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:28:32.496235] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:28:32.496296] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:28:32.556710] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:28:32.557797] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:28:32.557890] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:28:32.557924] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:28:32.683974] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:28:32.684211] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:28:32.684261] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:28:32.684291] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:28:32.688611] [DEBUG] [FORECASTER] OPEN: Forecast T+1@11:T+2@11: DOWN (p=21.61%)
[2025-12-22T20:28:32.688936] [INFO ] [FORECASTER] Completed predict_future for OPEN
[2025-12-22T20:28:32.689118] [INFO ] [sig       ] OPEN: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:28:32.835098] [INFO ] [LOCAL     ] Saved forecast: OPEN	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/OPEN.txt
[2025-12-22T20:28:32.835312] [INFO ] [sig       ] [2382/3560] Completed OPEN in 0.4s | 2.95 sym/s | Total: 13.5m | ETA: 6.7m
[2025-12-22T20:28:32.835355] [INFO ] [sig       ] [2383/3560] Forecasting OPFI...
[2025-12-22T20:28:32.835387] [INFO ] [sig       ] Generating forecast for: OPFI
[2025-12-22T20:28:32.835419] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPFI' from 'https://tdm.silogroup.org/data/derivative_storage/OPFI.csv'.
[2025-12-22T20:28:32.848020] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPFI'.
[2025-12-22T20:28:32.848452] [INFO ] [FORECASTER] Starting predict_future for OPFI
[2025-12-22T20:28:32.849355] [DEBUG] [LOCAL     ] No optimal features file found for OPFI: ./output/feature-sets/OPFI.txt
[2025-12-22T20:28:32.849429] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:28:32.849463] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:28:32.849489] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:28:32.849557] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:28:32.911303] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:28:32.912743] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:28:32.912841] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:28:32.912927] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:28:33.045637] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:28:33.045905] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:28:33.045952] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:28:33.045983] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:28:33.049949] [DEBUG] [FORECASTER] OPFI: Forecast T+1@11:T+2@11: DOWN (p=13.97%)
[2025-12-22T20:28:33.050271] [INFO ] [FORECASTER] Completed predict_future for OPFI
[2025-12-22T20:28:33.050410] [INFO ] [sig       ] OPFI: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:28:33.194696] [INFO ] [LOCAL     ] Saved forecast: OPFI	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/OPFI.txt
[2025-12-22T20:28:33.194843] [INFO ] [sig       ] [2383/3560] Completed OPFI in 0.4s | 2.95 sym/s | Total: 13.5m | ETA: 6.7m
[2025-12-22T20:28:33.194883] [INFO ] [sig       ] [2384/3560] Forecasting OPK...
[2025-12-22T20:28:33.194913] [INFO ] [sig       ] Generating forecast for: OPK
[2025-12-22T20:28:33.194944] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPK' from 'https://tdm.silogroup.org/data/derivative_storage/OPK.csv'.
[2025-12-22T20:28:33.206938] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPK'.
[2025-12-22T20:28:33.207278] [INFO ] [FORECASTER] Starting predict_future for OPK
[2025-12-22T20:28:33.208111] [DEBUG] [LOCAL     ] No optimal features file found for OPK: ./output/feature-sets/OPK.txt
[2025-12-22T20:28:33.208163] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:28:33.208195] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:28:33.208221] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:28:33.208276] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:28:33.264604] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:28:33.265605] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:28:33.265694] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:28:33.265727] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:28:33.385160] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:28:33.385322] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:28:33.385361] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:28:33.385389] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:28:33.388732] [DEBUG] [FORECASTER] OPK: Forecast T+1@11:T+2@11: UP (p=94.67%)
[2025-12-22T20:28:33.388998] [INFO ] [FORECASTER] Completed predict_future for OPK
[2025-12-22T20:28:33.389143] [INFO ] [sig       ] OPK: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:28:33.527945] [INFO ] [LOCAL     ] Saved forecast: OPK	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/OPK.txt
[2025-12-22T20:28:33.528102] [INFO ] [sig       ] [2384/3560] Completed OPK in 0.3s | 2.95 sym/s | Total: 13.5m | ETA: 6.7m
[2025-12-22T20:28:33.528152] [INFO ] [sig       ] [2385/3560] Forecasting OPP...
[2025-12-22T20:28:33.528185] [INFO ] [sig       ] Generating forecast for: OPP
[2025-12-22T20:28:33.528218] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPP' from 'https://tdm.silogroup.org/data/derivative_storage/OPP.csv'.
[2025-12-22T20:28:33.540203] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPP'.
[2025-12-22T20:28:33.540551] [INFO ] [FORECASTER] Starting predict_future for OPP
[2025-12-22T20:28:33.541353] [DEBUG] [LOCAL     ] No optimal features file found for OPP: ./output/feature-sets/OPP.txt
[2025-12-22T20:28:33.541406] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:28:33.541444] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:28:33.541470] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:28:33.541524] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:28:33.601094] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:28:33.601955] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:28:33.602037] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:28:33.602071] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:28:33.722219] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:28:33.722378] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:28:33.722419] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:28:33.722447] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:28:33.725779] [DEBUG] [FORECASTER] OPP: Forecast T+1@11:T+2@11: UP (p=50.50%)
[2025-12-22T20:28:33.726054] [INFO ] [FORECASTER] Completed predict_future for OPP
[2025-12-22T20:28:33.726172] [INFO ] [sig       ] OPP: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:28:33.869436] [INFO ] [LOCAL     ] Saved forecast: OPP	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/OPP.txt
[2025-12-22T20:28:33.869589] [INFO ] [sig       ] [2385/3560] Completed OPP in 0.3s | 2.95 sym/s | Total: 13.5m | ETA: 6.6m
[2025-12-22T20:28:33.869642] [INFO ] [sig       ] [2386/3560] Forecasting OPRA...
[2025-12-22T20:28:33.869677] [INFO ] [sig       ] Generating forecast for: OPRA
[2025-12-22T20:28:33.869732] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPRA' from 'https://tdm.silogroup.org/data/derivative_storage/OPRA.csv'.
[2025-12-22T20:28:33.882078] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPRA'.
[2025-12-22T20:28:33.882429] [INFO ] [FORECASTER] Starting predict_future for OPRA
[2025-12-22T20:28:33.883260] [DEBUG] [LOCAL     ] No optimal features file found for OPRA: ./output/feature-sets/OPRA.txt
[2025-12-22T20:28:33.883314] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:28:33.883347] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:28:33.883374] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:28:33.883431] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:28:33.942990] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:28:33.943847] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:28:33.943936] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:28:33.943969] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:28:34.062090] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:28:34.062247] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:28:34.062286] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:28:34.062314] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:28:34.065637] [DEBUG] [FORECASTER] OPRA: Forecast T+1@11:T+2@11: DOWN (p=8.11%)
[2025-12-22T20:28:34.065904] [INFO ] [FORECASTER] Completed predict_future for OPRA
[2025-12-22T20:28:34.066028] [INFO ] [sig       ] OPRA: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:28:34.199871] [INFO ] [LOCAL     ] Saved forecast: OPRA	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/OPRA.txt
[2025-12-22T20:28:34.200011] [INFO ] [sig       ] [2386/3560] Completed OPRA in 0.3s | 2.95 sym/s | Total: 13.5m | ETA: 6.6m
[2025-12-22T20:28:34.200052] [INFO ] [sig       ] [2387/3560] Forecasting OPRX...
[2025-12-22T20:28:34.200082] [INFO ] [sig       ] Generating forecast for: OPRX
[2025-12-22T20:28:34.200112] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPRX' from 'https://tdm.silogroup.org/data/derivative_storage/OPRX.csv'.
[2025-12-22T20:28:34.211238] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPRX'.
[2025-12-22T20:28:34.211588] [INFO ] [FORECASTER] Starting predict_future for OPRX
[2025-12-22T20:28:34.212339] [DEBUG] [LOCAL     ] No optimal features file found for OPRX: ./output/feature-sets/OPRX.txt
[2025-12-22T20:28:34.212390] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:28:34.212422] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:28:34.212449] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:28:34.212505] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:28:34.267995] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:28:34.268632] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:28:34.268706] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:28:34.268737] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:28:34.387759] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:28:34.387906] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:28:34.387944] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:28:34.387971] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:28:34.391250] [DEBUG] [FORECASTER] OPRX: Forecast T+1@11:T+2@11: DOWN (p=40.19%)
[2025-12-22T20:28:34.391525] [INFO ] [FORECASTER] Completed predict_future for OPRX
[2025-12-22T20:28:34.391665] [INFO ] [sig       ] OPRX: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:28:34.529518] [INFO ] [LOCAL     ] Saved forecast: OPRX	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/OPRX.txt
[2025-12-22T20:28:34.529689] [INFO ] [sig       ] [2387/3560] Completed OPRX in 0.3s | 2.95 sym/s | Total: 13.5m | ETA: 6.6m
[2025-12-22T20:28:34.529731] [INFO ] [sig       ] [2388/3560] Forecasting OPTX...
[2025-12-22T20:28:34.529761] [INFO ] [sig       ] Generating forecast for: OPTX
[2025-12-22T20:28:34.529796] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPTX' from 'https://tdm.silogroup.org/data/derivative_storage/OPTX.csv'.
[2025-12-22T20:28:34.540742] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPTX'.
[2025-12-22T20:28:34.541058] [INFO ] [FORECASTER] Starting predict_future for OPTX
[2025-12-22T20:28:34.541834] [DEBUG] [LOCAL     ] No optimal features file found for OPTX: ./output/feature-sets/OPTX.txt
[2025-12-22T20:28:34.541885] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:28:34.541917] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:28:34.541944] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:28:34.542000] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:28:34.597593] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:28:34.598243] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:28:34.598337] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:28:34.598371] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:28:34.717553] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:28:34.717717] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:28:34.717756] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:28:34.717785] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:28:34.721094] [DEBUG] [FORECASTER] OPTX: Forecast T+1@11:T+2@11: DOWN (p=19.41%)
[2025-12-22T20:28:34.721395] [INFO ] [FORECASTER] Completed predict_future for OPTX
[2025-12-22T20:28:34.721516] [INFO ] [sig       ] OPTX: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:28:34.858266] [INFO ] [LOCAL     ] Saved forecast: OPTX	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/OPTX.txt
[2025-12-22T20:28:34.858400] [INFO ] [sig       ] [2388/3560] Completed OPTX in 0.3s | 2.95 sym/s | Total: 13.5m | ETA: 6.6m
[2025-12-22T20:28:34.858439] [INFO ] [sig       ] [2389/3560] Forecasting OPXS...
[2025-12-22T20:28:34.858469] [INFO ] [sig       ] Generating forecast for: OPXS
[2025-12-22T20:28:34.858500] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPXS' from 'https://tdm.silogroup.org/data/derivative_storage/OPXS.csv'.
[2025-12-22T20:28:34.869828] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPXS'.
[2025-12-22T20:28:34.870182] [INFO ] [FORECASTER] Starting predict_future for OPXS
[2025-12-22T20:28:34.871006] [DEBUG] [LOCAL     ] No optimal features file found for OPXS: ./output/feature-sets/OPXS.txt
[2025-12-22T20:28:34.871059] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:28:34.871091] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:28:34.871120] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:28:34.871177] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:28:34.930233] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:28:34.931018] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:28:34.931130] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:28:34.931163] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:28:35.049496] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:28:35.049644] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:28:35.049687] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:28:35.049716] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:28:35.053183] [DEBUG] [FORECASTER] OPXS: Forecast T+1@11:T+2@11: UP (p=64.66%)
[2025-12-22T20:28:35.053475] [INFO ] [FORECASTER] Completed predict_future for OPXS
[2025-12-22T20:28:35.053624] [INFO ] [sig       ] OPXS: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:28:35.191379] [INFO ] [LOCAL     ] Saved forecast: OPXS	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/OPXS.txt
[2025-12-22T20:28:35.191502] [INFO ] [sig       ] [2389/3560] Completed OPXS in 0.3s | 2.95 sym/s | Total: 13.5m | ETA: 6.6m
[2025-12-22T20:28:35.191540] [INFO ] [sig       ] [2390/3560] Forecasting ORA...
[2025-12-22T20:28:35.191586] [INFO ] [sig       ] Generating forecast for: ORA
[2025-12-22T20:28:35.191620] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORA' from 'https://tdm.silogroup.org/data/derivative_storage/ORA.csv'.
[2025-12-22T20:28:35.205679] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORA'.
[2025-12-22T20:28:35.206031] [INFO ] [FORECASTER] Starting predict_future for ORA
[2025-12-22T20:28:35.206841] [DEBUG] [LOCAL     ] No optimal features file found for ORA: ./output/feature-sets/ORA.txt
[2025-12-22T20:28:35.206892] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:28:35.206924] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:28:35.206951] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:28:35.207006] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:28:35.263620] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:28:35.264258] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:28:35.264341] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:28:35.264376] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:28:35.387912] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:28:35.388052] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:28:35.388105] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:28:35.388134] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:28:35.391570] [DEBUG] [FORECASTER] ORA: Forecast T+1@11:T+2@11: DOWN (p=12.42%)
[2025-12-22T20:28:35.391876] [INFO ] [FORECASTER] Completed predict_future for ORA
[2025-12-22T20:28:35.392017] [INFO ] [sig       ] ORA: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:28:35.531488] [INFO ] [LOCAL     ] Saved forecast: ORA	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/ORA.txt
[2025-12-22T20:28:35.531630] [INFO ] [sig       ] [2390/3560] Completed ORA in 0.3s | 2.95 sym/s | Total: 13.5m | ETA: 6.6m
[2025-12-22T20:28:35.531670] [INFO ] [sig       ] [2391/3560] Forecasting ORC...
[2025-12-22T20:28:35.531698] [INFO ] [sig       ] Generating forecast for: ORC
[2025-12-22T20:28:35.531729] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORC' from 'https://tdm.silogroup.org/data/derivative_storage/ORC.csv'.
[2025-12-22T20:28:35.543445] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORC'.
[2025-12-22T20:28:35.543892] [INFO ] [FORECASTER] Starting predict_future for ORC
[2025-12-22T20:28:35.544706] [DEBUG] [LOCAL     ] No optimal features file found for ORC: ./output/feature-sets/ORC.txt
[2025-12-22T20:28:35.544757] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:28:35.544789] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:28:35.544816] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:28:35.544872] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:28:35.601445] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:28:35.602352] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:28:35.602436] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:28:35.602468] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:28:35.721999] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:28:35.722151] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:28:35.722189] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:28:35.722217] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:28:35.725534] [DEBUG] [FORECASTER] ORC: Forecast T+1@11:T+2@11: DOWN (p=1.09%)
[2025-12-22T20:28:35.725819] [INFO ] [FORECASTER] Completed predict_future for ORC
[2025-12-22T20:28:35.725941] [INFO ] [sig       ] ORC: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:28:35.860782] [INFO ] [LOCAL     ] Saved forecast: ORC	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/ORC.txt
[2025-12-22T20:28:35.860917] [INFO ] [sig       ] [2391/3560] Completed ORC in 0.3s | 2.95 sym/s | Total: 13.5m | ETA: 6.6m
[2025-12-22T20:28:35.860955] [INFO ] [sig       ] [2392/3560] Forecasting ORGO...
[2025-12-22T20:28:35.860984] [INFO ] [sig       ] Generating forecast for: ORGO
[2025-12-22T20:28:35.861015] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORGO' from 'https://tdm.silogroup.org/data/derivative_storage/ORGO.csv'.
[2025-12-22T20:28:35.872833] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORGO'.
[2025-12-22T20:28:35.873275] [INFO ] [FORECASTER] Starting predict_future for ORGO
[2025-12-22T20:28:35.874145] [DEBUG] [LOCAL     ] No optimal features file found for ORGO: ./output/feature-sets/ORGO.txt
[2025-12-22T20:28:35.874198] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:28:35.874233] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:28:35.874259] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:28:35.874320] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:28:35.929768] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:28:35.930685] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:28:35.930770] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:28:35.930803] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:28:36.046852] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:28:36.047015] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:28:36.047055] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:28:36.047083] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:28:36.050504] [DEBUG] [FORECASTER] ORGO: Forecast T+1@11:T+2@11: DOWN (p=11.58%)
[2025-12-22T20:28:36.050791] [INFO ] [FORECASTER] Completed predict_future for ORGO
[2025-12-22T20:28:36.050912] [INFO ] [sig       ] ORGO: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:28:36.186216] [INFO ] [LOCAL     ] Saved forecast: ORGO	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/ORGO.txt
[2025-12-22T20:28:36.186398] [INFO ] [sig       ] [2392/3560] Completed ORGO in 0.3s | 2.95 sym/s | Total: 13.5m | ETA: 6.6m
[2025-12-22T20:28:36.186451] [INFO ] [sig       ] [2393/3560] Forecasting ORIC...
[2025-12-22T20:28:36.186492] [INFO ] [sig       ] Generating forecast for: ORIC
[2025-12-22T20:28:36.186534] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORIC' from 'https://tdm.silogroup.org/data/derivative_storage/ORIC.csv'.
[2025-12-22T20:28:36.197711] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORIC'.
[2025-12-22T20:28:36.198040] [INFO ] [FORECASTER] Starting predict_future for ORIC
[2025-12-22T20:28:36.198813] [DEBUG] [LOCAL     ] No optimal features file found for ORIC: ./output/feature-sets/ORIC.txt
[2025-12-22T20:28:36.198865] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:28:36.198897] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:28:36.198924] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:28:36.198980] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:28:36.254893] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:28:36.255498] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:28:36.255590] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:28:36.255624] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:28:36.381829] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:28:36.382009] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:28:36.382053] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:28:36.382082] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:28:36.385959] [DEBUG] [FORECASTER] ORIC: Forecast T+1@11:T+2@11: UP (p=73.32%)
[2025-12-22T20:28:36.386299] [INFO ] [FORECASTER] Completed predict_future for ORIC
[2025-12-22T20:28:36.386458] [INFO ] [sig       ] ORIC: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:28:36.528684] [INFO ] [LOCAL     ] Saved forecast: ORIC	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/ORIC.txt
[2025-12-22T20:28:36.528826] [INFO ] [sig       ] [2393/3560] Completed ORIC in 0.3s | 2.95 sym/s | Total: 13.5m | ETA: 6.6m
[2025-12-22T20:28:36.528865] [INFO ] [sig       ] [2394/3560] Forecasting ORKA...
[2025-12-22T20:28:36.528894] [INFO ] [sig       ] Generating forecast for: ORKA
[2025-12-22T20:28:36.528924] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORKA' from 'https://tdm.silogroup.org/data/derivative_storage/ORKA.csv'.
[2025-12-22T20:28:36.539774] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORKA'.
[2025-12-22T20:28:36.540120] [INFO ] [FORECASTER] Starting predict_future for ORKA
[2025-12-22T20:28:36.540923] [DEBUG] [LOCAL     ] No optimal features file found for ORKA: ./output/feature-sets/ORKA.txt
[2025-12-22T20:28:36.540974] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:28:36.541022] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:28:36.541052] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:28:36.541110] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:28:36.598300] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:28:36.598928] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:28:36.599005] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:28:36.599061] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:28:36.721314] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:28:36.721464] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:28:36.721502] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:28:36.721530] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:28:36.724839] [DEBUG] [FORECASTER] ORKA: Forecast T+1@11:T+2@11: UP (p=61.85%)
[2025-12-22T20:28:36.725104] [INFO ] [FORECASTER] Completed predict_future for ORKA
[2025-12-22T20:28:36.725223] [INFO ] [sig       ] ORKA: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:28:36.861069] [INFO ] [LOCAL     ] Saved forecast: ORKA	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/ORKA.txt
[2025-12-22T20:28:36.861240] [INFO ] [sig       ] [2394/3560] Completed ORKA in 0.3s | 2.95 sym/s | Total: 13.5m | ETA: 6.6m
[2025-12-22T20:28:36.861281] [INFO ] [sig       ] [2395/3560] Forecasting ORLY...
[2025-12-22T20:28:36.861313] [INFO ] [sig       ] Generating forecast for: ORLY
[2025-12-22T20:28:36.861350] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORLY' from 'https://tdm.silogroup.org/data/derivative_storage/ORLY.csv'.
[2025-12-22T20:28:36.873037] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORLY'.
[2025-12-22T20:28:36.873447] [INFO ] [FORECASTER] Starting predict_future for ORLY
[2025-12-22T20:28:36.874262] [DEBUG] [LOCAL     ] No optimal features file found for ORLY: ./output/feature-sets/ORLY.txt
[2025-12-22T20:28:36.874315] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:28:36.874351] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:28:36.874379] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:28:36.874436] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:28:36.931703] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:28:36.932500] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:28:36.932603] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:28:36.932638] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:28:37.065324] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:28:37.065496] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:28:37.065536] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:28:37.065565] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:28:37.068997] [DEBUG] [FORECASTER] ORLY: Forecast T+1@11:T+2@11: UP (p=75.12%)
[2025-12-22T20:28:37.069929] [INFO ] [FORECASTER] Completed predict_future for ORLY
[2025-12-22T20:28:37.070302] [INFO ] [sig       ] ORLY: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:28:37.203073] [INFO ] [LOCAL     ] Saved forecast: ORLY	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/ORLY.txt
[2025-12-22T20:28:37.203203] [INFO ] [sig       ] [2395/3560] Completed ORLY in 0.3s | 2.95 sym/s | Total: 13.6m | ETA: 6.6m
[2025-12-22T20:28:37.203242] [INFO ] [sig       ] [2396/3560] Forecasting ORMP...
[2025-12-22T20:28:37.203271] [INFO ] [sig       ] Generating forecast for: ORMP
[2025-12-22T20:28:37.203300] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORMP' from 'https://tdm.silogroup.org/data/derivative_storage/ORMP.csv'.
[2025-12-22T20:28:37.213958] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORMP'.
[2025-12-22T20:28:37.214294] [INFO ] [FORECASTER] Starting predict_future for ORMP
[2025-12-22T20:28:37.215084] [DEBUG] [LOCAL     ] No optimal features file found for ORMP: ./output/feature-sets/ORMP.txt
[2025-12-22T20:28:37.215136] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:28:37.215213] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:28:37.215241] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:28:37.215298] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:28:37.272119] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:28:37.272827] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:28:37.272903] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:28:37.272935] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:28:37.389317] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:28:37.389469] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:28:37.389507] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:28:37.389535] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:28:37.393303] [DEBUG] [FORECASTER] ORMP: Forecast T+1@11:T+2@11: UP (p=95.62%)
[2025-12-22T20:28:37.393610] [INFO ] [FORECASTER] Completed predict_future for ORMP
[2025-12-22T20:28:37.393739] [INFO ] [sig       ] ORMP: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:28:37.536183] [INFO ] [LOCAL     ] Saved forecast: ORMP	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/ORMP.txt
[2025-12-22T20:28:37.536334] [INFO ] [sig       ] [2396/3560] Completed ORMP in 0.3s | 2.95 sym/s | Total: 13.6m | ETA: 6.6m
[2025-12-22T20:28:37.536373] [INFO ] [sig       ] [2397/3560] Forecasting ORN...
[2025-12-22T20:28:37.536404] [INFO ] [sig       ] Generating forecast for: ORN
[2025-12-22T20:28:37.536434] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORN' from 'https://tdm.silogroup.org/data/derivative_storage/ORN.csv'.
[2025-12-22T20:28:37.546967] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORN'.
[2025-12-22T20:28:37.547304] [INFO ] [FORECASTER] Starting predict_future for ORN
[2025-12-22T20:28:37.548084] [DEBUG] [LOCAL     ] No optimal features file found for ORN: ./output/feature-sets/ORN.txt
[2025-12-22T20:28:37.548135] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:28:37.548167] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:28:37.548194] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:28:37.548249] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:28:37.604141] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:28:37.604959] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:28:37.605036] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:28:37.605069] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:28:37.726398] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:28:37.726585] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:28:37.726628] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:28:37.726656] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:28:37.730259] [DEBUG] [FORECASTER] ORN: Forecast T+1@11:T+2@11: DOWN (p=38.69%)
[2025-12-22T20:28:37.730721] [INFO ] [FORECASTER] Completed predict_future for ORN
[2025-12-22T20:28:37.730873] [INFO ] [sig       ] ORN: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:28:37.869991] [INFO ] [LOCAL     ] Saved forecast: ORN	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/ORN.txt
[2025-12-22T20:28:37.870124] [INFO ] [sig       ] [2397/3560] Completed ORN in 0.3s | 2.95 sym/s | Total: 13.6m | ETA: 6.6m
[2025-12-22T20:28:37.870170] [INFO ] [sig       ] [2398/3560] Forecasting ORRF...
[2025-12-22T20:28:37.870201] [INFO ] [sig       ] Generating forecast for: ORRF
[2025-12-22T20:28:37.870233] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORRF' from 'https://tdm.silogroup.org/data/derivative_storage/ORRF.csv'.
[2025-12-22T20:28:37.881812] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORRF'.
[2025-12-22T20:28:37.882141] [INFO ] [FORECASTER] Starting predict_future for ORRF
[2025-12-22T20:28:37.882930] [DEBUG] [LOCAL     ] No optimal features file found for ORRF: ./output/feature-sets/ORRF.txt
[2025-12-22T20:28:37.882982] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:28:37.883014] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:28:37.883041] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:28:37.883097] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:28:37.940604] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:28:37.941228] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:28:37.941305] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:28:37.941337] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:28:38.065512] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:28:38.065677] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:28:38.065718] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:28:38.065745] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:28:38.069140] [DEBUG] [FORECASTER] ORRF: Forecast T+1@11:T+2@11: UP (p=63.07%)
[2025-12-22T20:28:38.069414] [INFO ] [FORECASTER] Completed predict_future for ORRF
[2025-12-22T20:28:38.069533] [INFO ] [sig       ] ORRF: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:28:38.208234] [INFO ] [LOCAL     ] Saved forecast: ORRF	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/ORRF.txt
[2025-12-22T20:28:38.208377] [INFO ] [sig       ] [2398/3560] Completed ORRF in 0.3s | 2.95 sym/s | Total: 13.6m | ETA: 6.6m
[2025-12-22T20:28:38.208417] [INFO ] [sig       ] [2399/3560] Forecasting OS...
[2025-12-22T20:28:38.208447] [INFO ] [sig       ] Generating forecast for: OS
[2025-12-22T20:28:38.208478] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OS' from 'https://tdm.silogroup.org/data/derivative_storage/OS.csv'.
[2025-12-22T20:28:38.219843] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OS'.
[2025-12-22T20:28:38.220153] [INFO ] [FORECASTER] Starting predict_future for OS
[2025-12-22T20:28:38.220960] [DEBUG] [LOCAL     ] No optimal features file found for OS: ./output/feature-sets/OS.txt
[2025-12-22T20:28:38.221010] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:28:38.221041] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:28:38.221067] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:28:38.221122] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:28:38.278038] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:28:38.278817] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:28:38.278897] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:28:38.278930] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:28:38.401379] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:28:38.401517] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:28:38.401557] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:28:38.401634] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:28:38.405331] [DEBUG] [FORECASTER] OS: Forecast T+1@11:T+2@11: DOWN (p=1.77%)
[2025-12-22T20:28:38.405628] [INFO ] [FORECASTER] Completed predict_future for OS
[2025-12-22T20:28:38.405769] [INFO ] [sig       ] OS: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:28:38.544018] [INFO ] [LOCAL     ] Saved forecast: OS	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/OS.txt
[2025-12-22T20:28:38.544151] [INFO ] [sig       ] [2399/3560] Completed OS in 0.3s | 2.95 sym/s | Total: 13.6m | ETA: 6.6m
[2025-12-22T20:28:38.544189] [INFO ] [sig       ] [2400/3560] Forecasting OSBC...
[2025-12-22T20:28:38.544219] [INFO ] [sig       ] Generating forecast for: OSBC
[2025-12-22T20:28:38.544250] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OSBC' from 'https://tdm.silogroup.org/data/derivative_storage/OSBC.csv'.
[2025-12-22T20:28:38.555155] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OSBC'.
[2025-12-22T20:28:38.555484] [INFO ] [FORECASTER] Starting predict_future for OSBC
[2025-12-22T20:28:38.556254] [DEBUG] [LOCAL     ] No optimal features file found for OSBC: ./output/feature-sets/OSBC.txt
[2025-12-22T20:28:38.556306] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:28:38.556338] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:28:38.556364] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:28:38.556420] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:28:38.615211] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:28:38.616088] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:28:38.616186] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:28:38.616218] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:28:38.733146] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:28:38.733312] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:28:38.733354] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:28:38.733383] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:28:38.736836] [DEBUG] [FORECASTER] OSBC: Forecast T+1@11:T+2@11: UP (p=97.48%)
[2025-12-22T20:28:38.737135] [INFO ] [FORECASTER] Completed predict_future for OSBC
[2025-12-22T20:28:38.737267] [INFO ] [sig       ] OSBC: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:28:38.879236] [INFO ] [LOCAL     ] Saved forecast: OSBC	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/OSBC.txt
[2025-12-22T20:28:38.879445] [INFO ] [sig       ] [2400/3560] Completed OSBC in 0.3s | 2.95 sym/s | Total: 13.6m | ETA: 6.6m
[2025-12-22T20:28:38.879521] [INFO ] [sig       ] [2401/3560] Forecasting OSIS...
[2025-12-22T20:28:38.879567] [INFO ] [sig       ] Generating forecast for: OSIS
[2025-12-22T20:28:38.879627] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OSIS' from 'https://tdm.silogroup.org/data/derivative_storage/OSIS.csv'.
[2025-12-22T20:28:38.891358] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OSIS'.
[2025-12-22T20:28:38.891706] [INFO ] [FORECASTER] Starting predict_future for OSIS
[2025-12-22T20:28:38.892551] [DEBUG] [LOCAL     ] No optimal features file found for OSIS: ./output/feature-sets/OSIS.txt
[2025-12-22T20:28:38.892633] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:28:38.892667] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:28:38.892695] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:28:38.892753] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:28:38.949033] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:28:38.949707] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:28:38.949793] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:28:38.949826] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:28:39.076371] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:28:39.076531] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:28:39.076589] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:28:39.076639] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:28:39.080266] [DEBUG] [FORECASTER] OSIS: Forecast T+1@11:T+2@11: DOWN (p=10.65%)
[2025-12-22T20:28:39.080535] [INFO ] [FORECASTER] Completed predict_future for OSIS
[2025-12-22T20:28:39.080677] [INFO ] [sig       ] OSIS: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:28:39.217325] [INFO ] [LOCAL     ] Saved forecast: OSIS	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/OSIS.txt
[2025-12-22T20:28:39.217464] [INFO ] [sig       ] [2401/3560] Completed OSIS in 0.3s | 2.95 sym/s | Total: 13.6m | ETA: 6.6m
[2025-12-22T20:28:39.217509] [INFO ] [sig       ] [2402/3560] Forecasting OSPN...
[2025-12-22T20:28:39.217544] [INFO ] [sig       ] Generating forecast for: OSPN
[2025-12-22T20:28:39.217593] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OSPN' from 'https://tdm.silogroup.org/data/derivative_storage/OSPN.csv'.
[2025-12-22T20:28:39.228405] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OSPN'.
[2025-12-22T20:28:39.228726] [INFO ] [FORECASTER] Starting predict_future for OSPN
[2025-12-22T20:28:39.229504] [DEBUG] [LOCAL     ] No optimal features file found for OSPN: ./output/feature-sets/OSPN.txt
[2025-12-22T20:28:39.229555] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:28:39.229604] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:28:39.229633] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:28:39.229690] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:28:39.285849] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:28:39.286666] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:28:39.286746] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:28:39.286779] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:28:39.411007] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:28:39.411165] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:28:39.411205] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:28:39.411234] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:28:39.414736] [DEBUG] [FORECASTER] OSPN: Forecast T+1@11:T+2@11: UP (p=76.35%)
[2025-12-22T20:28:39.415021] [INFO ] [FORECASTER] Completed predict_future for OSPN
[2025-12-22T20:28:39.415170] [INFO ] [sig       ] OSPN: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:28:39.556433] [INFO ] [LOCAL     ] Saved forecast: OSPN	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/OSPN.txt
[2025-12-22T20:28:39.556599] [INFO ] [sig       ] [2402/3560] Completed OSPN in 0.3s | 2.95 sym/s | Total: 13.6m | ETA: 6.6m
[2025-12-22T20:28:39.556640] [INFO ] [sig       ] [2403/3560] Forecasting OSS...
[2025-12-22T20:28:39.556670] [INFO ] [sig       ] Generating forecast for: OSS
[2025-12-22T20:28:39.556700] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OSS' from 'https://tdm.silogroup.org/data/derivative_storage/OSS.csv'.
[2025-12-22T20:28:39.570697] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OSS'.
[2025-12-22T20:28:39.571202] [INFO ] [FORECASTER] Starting predict_future for OSS
[2025-12-22T20:28:39.572437] [DEBUG] [LOCAL     ] No optimal features file found for OSS: ./output/feature-sets/OSS.txt
[2025-12-22T20:28:39.572492] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:28:39.572524] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:28:39.572745] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:28:39.572801] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:28:39.634616] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:28:39.635501] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:28:39.635648] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:28:39.635691] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:28:39.753482] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:28:39.753651] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:28:39.753692] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:28:39.753721] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:28:39.757162] [DEBUG] [FORECASTER] OSS: Forecast T+1@11:T+2@11: DOWN (p=0.44%)
[2025-12-22T20:28:39.757453] [INFO ] [FORECASTER] Completed predict_future for OSS
[2025-12-22T20:28:39.757613] [INFO ] [sig       ] OSS: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:28:39.901712] [INFO ] [LOCAL     ] Saved forecast: OSS	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/OSS.txt
[2025-12-22T20:28:39.901898] [INFO ] [sig       ] [2403/3560] Completed OSS in 0.3s | 2.95 sym/s | Total: 13.6m | ETA: 6.5m
[2025-12-22T20:28:39.901952] [INFO ] [sig       ] [2404/3560] Forecasting OTEX...
[2025-12-22T20:28:39.901994] [INFO ] [sig       ] Generating forecast for: OTEX
[2025-12-22T20:28:39.902036] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OTEX' from 'https://tdm.silogroup.org/data/derivative_storage/OTEX.csv'.
[2025-12-22T20:28:39.914168] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OTEX'.
[2025-12-22T20:28:39.914529] [INFO ] [FORECASTER] Starting predict_future for OTEX
[2025-12-22T20:28:39.915345] [DEBUG] [LOCAL     ] No optimal features file found for OTEX: ./output/feature-sets/OTEX.txt
[2025-12-22T20:28:39.915405] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:28:39.915441] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:28:39.915468] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:28:39.915526] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:28:39.975232] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:28:39.976076] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:28:39.976158] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:28:39.976192] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:28:40.110689] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:28:40.110841] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:28:40.110881] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:28:40.110911] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:28:40.114552] [DEBUG] [FORECASTER] OTEX: Forecast T+1@11:T+2@11: UP (p=90.94%)
[2025-12-22T20:28:40.114845] [INFO ] [FORECASTER] Completed predict_future for OTEX
[2025-12-22T20:28:40.114974] [INFO ] [sig       ] OTEX: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:28:40.258552] [INFO ] [LOCAL     ] Saved forecast: OTEX	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/OTEX.txt
[2025-12-22T20:28:40.258709] [INFO ] [sig       ] [2404/3560] Completed OTEX in 0.4s | 2.95 sym/s | Total: 13.6m | ETA: 6.5m
[2025-12-22T20:28:40.258750] [INFO ] [sig       ] [2405/3560] Forecasting OTIS...
[2025-12-22T20:28:40.258780] [INFO ] [sig       ] Generating forecast for: OTIS
[2025-12-22T20:28:40.258811] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OTIS' from 'https://tdm.silogroup.org/data/derivative_storage/OTIS.csv'.
[2025-12-22T20:28:40.467173] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OTIS'.
[2025-12-22T20:28:40.467551] [INFO ] [FORECASTER] Starting predict_future for OTIS
[2025-12-22T20:28:40.468410] [DEBUG] [LOCAL     ] No optimal features file found for OTIS: ./output/feature-sets/OTIS.txt
[2025-12-22T20:28:40.468462] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:28:40.468494] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:28:40.468535] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:28:40.468611] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:28:40.528759] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:28:40.529472] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:28:40.529548] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:28:40.529598] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:28:40.651028] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:28:40.651179] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:28:40.651219] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:28:40.651248] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:28:40.654672] [DEBUG] [FORECASTER] OTIS: Forecast T+1@11:T+2@11: DOWN (p=24.09%)
[2025-12-22T20:28:40.654943] [INFO ] [FORECASTER] Completed predict_future for OTIS
[2025-12-22T20:28:40.655067] [INFO ] [sig       ] OTIS: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:28:40.790724] [INFO ] [LOCAL     ] Saved forecast: OTIS	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/OTIS.txt
[2025-12-22T20:28:40.790844] [INFO ] [sig       ] [2405/3560] Completed OTIS in 0.5s | 2.94 sym/s | Total: 13.6m | ETA: 6.5m
[2025-12-22T20:28:40.790882] [INFO ] [sig       ] [2406/3560] Forecasting OTLY...
[2025-12-22T20:28:40.790910] [INFO ] [sig       ] Generating forecast for: OTLY
[2025-12-22T20:28:40.790938] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OTLY' from 'https://tdm.silogroup.org/data/derivative_storage/OTLY.csv'.
[2025-12-22T20:28:40.802170] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OTLY'.
[2025-12-22T20:28:40.802529] [INFO ] [FORECASTER] Starting predict_future for OTLY
[2025-12-22T20:28:40.803317] [DEBUG] [LOCAL     ] No optimal features file found for OTLY: ./output/feature-sets/OTLY.txt
[2025-12-22T20:28:40.803369] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:28:40.803401] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:28:40.803430] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:28:40.803486] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:28:40.861214] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:28:40.862064] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:28:40.862178] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:28:40.862211] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:28:40.980613] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:28:40.980767] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:28:40.980808] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:28:40.980839] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:28:40.984312] [DEBUG] [FORECASTER] OTLY: Forecast T+1@11:T+2@11: DOWN (p=43.92%)
[2025-12-22T20:28:40.984609] [INFO ] [FORECASTER] Completed predict_future for OTLY
[2025-12-22T20:28:40.984734] [INFO ] [sig       ] OTLY: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:28:41.127857] [INFO ] [LOCAL     ] Saved forecast: OTLY	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/OTLY.txt
[2025-12-22T20:28:41.127998] [INFO ] [sig       ] [2406/3560] Completed OTLY in 0.3s | 2.94 sym/s | Total: 13.6m | ETA: 6.5m
[2025-12-22T20:28:41.128037] [INFO ] [sig       ] [2407/3560] Forecasting OVID...
[2025-12-22T20:28:41.128067] [INFO ] [sig       ] Generating forecast for: OVID
[2025-12-22T20:28:41.128098] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OVID' from 'https://tdm.silogroup.org/data/derivative_storage/OVID.csv'.
[2025-12-22T20:28:41.139003] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OVID'.
[2025-12-22T20:28:41.139384] [INFO ] [FORECASTER] Starting predict_future for OVID
[2025-12-22T20:28:41.140257] [DEBUG] [LOCAL     ] No optimal features file found for OVID: ./output/feature-sets/OVID.txt
[2025-12-22T20:28:41.140310] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:28:41.140344] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:28:41.140372] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:28:41.140428] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:28:41.196646] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:28:41.197408] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:28:41.197486] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:28:41.197519] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:28:41.319523] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:28:41.319733] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:28:41.319784] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:28:41.319815] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:28:41.323345] [DEBUG] [FORECASTER] OVID: Forecast T+1@11:T+2@11: DOWN (p=15.55%)
[2025-12-22T20:28:41.323669] [INFO ] [FORECASTER] Completed predict_future for OVID
[2025-12-22T20:28:41.323797] [INFO ] [sig       ] OVID: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:28:41.461779] [INFO ] [LOCAL     ] Saved forecast: OVID	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/OVID.txt
[2025-12-22T20:28:41.461925] [INFO ] [sig       ] [2407/3560] Completed OVID in 0.3s | 2.94 sym/s | Total: 13.6m | ETA: 6.5m
[2025-12-22T20:28:41.461964] [INFO ] [sig       ] [2408/3560] Forecasting OVLY...
[2025-12-22T20:28:41.461993] [INFO ] [sig       ] Generating forecast for: OVLY
[2025-12-22T20:28:41.462021] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OVLY' from 'https://tdm.silogroup.org/data/derivative_storage/OVLY.csv'.
[2025-12-22T20:28:41.472345] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OVLY'.
[2025-12-22T20:28:41.472674] [INFO ] [FORECASTER] Starting predict_future for OVLY
[2025-12-22T20:28:41.473443] [DEBUG] [LOCAL     ] No optimal features file found for OVLY: ./output/feature-sets/OVLY.txt
[2025-12-22T20:28:41.473494] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:28:41.473526] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:28:41.473551] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:28:41.473630] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:28:41.530422] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:28:41.531304] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:28:41.531386] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:28:41.531419] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:28:41.634012] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:28:41.634180] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:28:41.634224] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:28:41.634252] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:28:41.637713] [DEBUG] [FORECASTER] OVLY: Forecast T+1@11:T+2@11: UP (p=99.13%)
[2025-12-22T20:28:41.637983] [INFO ] [FORECASTER] Completed predict_future for OVLY
[2025-12-22T20:28:41.638111] [INFO ] [sig       ] OVLY: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:28:41.777627] [INFO ] [LOCAL     ] Saved forecast: OVLY	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/OVLY.txt
[2025-12-22T20:28:41.777771] [INFO ] [sig       ] [2408/3560] Completed OVLY in 0.3s | 2.94 sym/s | Total: 13.6m | ETA: 6.5m
[2025-12-22T20:28:41.777810] [INFO ] [sig       ] [2409/3560] Forecasting OWL...
[2025-12-22T20:28:41.777845] [INFO ] [sig       ] Generating forecast for: OWL
[2025-12-22T20:28:41.777877] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OWL' from 'https://tdm.silogroup.org/data/derivative_storage/OWL.csv'.
[2025-12-22T20:28:41.788554] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OWL'.
[2025-12-22T20:28:41.788901] [INFO ] [FORECASTER] Starting predict_future for OWL
[2025-12-22T20:28:41.789732] [DEBUG] [LOCAL     ] No optimal features file found for OWL: ./output/feature-sets/OWL.txt
[2025-12-22T20:28:41.789783] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:28:41.789817] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:28:41.789856] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:28:41.789929] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:28:41.849686] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:28:41.850469] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:28:41.850555] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:28:41.850611] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:28:41.977416] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:28:41.977594] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:28:41.977637] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:28:41.977668] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:28:41.981194] [DEBUG] [FORECASTER] OWL: Forecast T+1@11:T+2@11: DOWN (p=13.18%)
[2025-12-22T20:28:41.981466] [INFO ] [FORECASTER] Completed predict_future for OWL
[2025-12-22T20:28:41.981604] [INFO ] [sig       ] OWL: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:28:42.126028] [INFO ] [LOCAL     ] Saved forecast: OWL	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/OWL.txt
[2025-12-22T20:28:42.126189] [INFO ] [sig       ] [2409/3560] Completed OWL in 0.3s | 2.94 sym/s | Total: 13.6m | ETA: 6.5m
[2025-12-22T20:28:42.126227] [INFO ] [sig       ] [2410/3560] Forecasting OXLC...
[2025-12-22T20:28:42.126257] [INFO ] [sig       ] Generating forecast for: OXLC
[2025-12-22T20:28:42.126288] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OXLC' from 'https://tdm.silogroup.org/data/derivative_storage/OXLC.csv'.
[2025-12-22T20:28:42.137065] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OXLC'.
[2025-12-22T20:28:42.137398] [INFO ] [FORECASTER] Starting predict_future for OXLC
[2025-12-22T20:28:42.138174] [DEBUG] [LOCAL     ] No optimal features file found for OXLC: ./output/feature-sets/OXLC.txt
[2025-12-22T20:28:42.138226] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:28:42.138257] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:28:42.138285] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:28:42.138341] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:28:42.196469] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:28:42.197232] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:28:42.197308] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:28:42.197340] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:28:42.317150] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:28:42.317300] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:28:42.317339] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:28:42.317367] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:28:42.320699] [DEBUG] [FORECASTER] OXLC: Forecast T+1@11:T+2@11: UP (p=97.18%)
[2025-12-22T20:28:42.320964] [INFO ] [FORECASTER] Completed predict_future for OXLC
[2025-12-22T20:28:42.321081] [INFO ] [sig       ] OXLC: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:28:42.454093] [INFO ] [LOCAL     ] Saved forecast: OXLC	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/OXLC.txt
[2025-12-22T20:28:42.454226] [INFO ] [sig       ] [2410/3560] Completed OXLC in 0.3s | 2.94 sym/s | Total: 13.6m | ETA: 6.5m
[2025-12-22T20:28:42.454265] [INFO ] [sig       ] [2411/3560] Forecasting OXM...
[2025-12-22T20:28:42.454294] [INFO ] [sig       ] Generating forecast for: OXM
[2025-12-22T20:28:42.454325] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OXM' from 'https://tdm.silogroup.org/data/derivative_storage/OXM.csv'.
[2025-12-22T20:28:42.464850] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OXM'.
[2025-12-22T20:28:42.465193] [INFO ] [FORECASTER] Starting predict_future for OXM
[2025-12-22T20:28:42.465986] [DEBUG] [LOCAL     ] No optimal features file found for OXM: ./output/feature-sets/OXM.txt
[2025-12-22T20:28:42.466038] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:28:42.466069] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:28:42.466096] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:28:42.466151] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:28:42.521746] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:28:42.522364] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:28:42.522438] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:28:42.522470] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:28:42.639566] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:28:42.639729] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:28:42.639767] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:28:42.639794] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:28:42.643080] [DEBUG] [FORECASTER] OXM: Forecast T+1@11:T+2@11: DOWN (p=11.26%)
[2025-12-22T20:28:42.643344] [INFO ] [FORECASTER] Completed predict_future for OXM
[2025-12-22T20:28:42.643468] [INFO ] [sig       ] OXM: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:28:42.780699] [INFO ] [LOCAL     ] Saved forecast: OXM	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/OXM.txt
[2025-12-22T20:28:42.780835] [INFO ] [sig       ] [2411/3560] Completed OXM in 0.3s | 2.94 sym/s | Total: 13.6m | ETA: 6.5m
[2025-12-22T20:28:42.780874] [INFO ] [sig       ] [2412/3560] Forecasting OXSQ...
[2025-12-22T20:28:42.780904] [INFO ] [sig       ] Generating forecast for: OXSQ
[2025-12-22T20:28:42.780933] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OXSQ' from 'https://tdm.silogroup.org/data/derivative_storage/OXSQ.csv'.
[2025-12-22T20:28:42.791674] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OXSQ'.
[2025-12-22T20:28:42.792022] [INFO ] [FORECASTER] Starting predict_future for OXSQ
[2025-12-22T20:28:42.792810] [DEBUG] [LOCAL     ] No optimal features file found for OXSQ: ./output/feature-sets/OXSQ.txt
[2025-12-22T20:28:42.792861] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:28:42.792894] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:28:42.792920] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:28:42.792976] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:28:42.848258] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:28:42.848893] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:28:42.848969] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:28:42.849000] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:28:42.968872] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:28:42.969048] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:28:42.969087] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:28:42.969133] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:28:42.972863] [DEBUG] [FORECASTER] OXSQ: Forecast T+1@11:T+2@11: UP (p=62.10%)
[2025-12-22T20:28:42.973127] [INFO ] [FORECASTER] Completed predict_future for OXSQ
[2025-12-22T20:28:42.973247] [INFO ] [sig       ] OXSQ: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:28:43.108120] [INFO ] [LOCAL     ] Saved forecast: OXSQ	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/OXSQ.txt
[2025-12-22T20:28:43.108243] [INFO ] [sig       ] [2412/3560] Completed OXSQ in 0.3s | 2.94 sym/s | Total: 13.7m | ETA: 6.5m
[2025-12-22T20:28:43.108281] [INFO ] [sig       ] [2413/3560] Forecasting OZEM...
[2025-12-22T20:28:43.108310] [INFO ] [sig       ] Generating forecast for: OZEM
[2025-12-22T20:28:43.108339] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OZEM' from 'https://tdm.silogroup.org/data/derivative_storage/OZEM.csv'.
[2025-12-22T20:28:43.118478] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OZEM'.
[2025-12-22T20:28:43.118825] [INFO ] [FORECASTER] Starting predict_future for OZEM
[2025-12-22T20:28:43.120321] [DEBUG] [LOCAL     ] No optimal features file found for OZEM: ./output/feature-sets/OZEM.txt
[2025-12-22T20:28:43.120459] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:28:43.120533] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:28:43.120563] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:28:43.120649] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:28:43.176136] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:28:43.176827] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:28:43.176907] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:28:43.176939] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:28:43.283739] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:28:43.283902] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:28:43.283945] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:28:43.283978] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:28:43.287356] [DEBUG] [FORECASTER] OZEM: Forecast T+1@11:T+2@11: UP (p=89.14%)
[2025-12-22T20:28:43.287652] [INFO ] [FORECASTER] Completed predict_future for OZEM
[2025-12-22T20:28:43.287773] [INFO ] [sig       ] OZEM: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:28:43.425129] [INFO ] [LOCAL     ] Saved forecast: OZEM	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/OZEM.txt
[2025-12-22T20:28:43.425306] [INFO ] [sig       ] [2413/3560] Completed OZEM in 0.3s | 2.94 sym/s | Total: 13.7m | ETA: 6.5m
[2025-12-22T20:28:43.425347] [INFO ] [sig       ] [2414/3560] Forecasting OZK...
[2025-12-22T20:28:43.425376] [INFO ] [sig       ] Generating forecast for: OZK
[2025-12-22T20:28:43.425407] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OZK' from 'https://tdm.silogroup.org/data/derivative_storage/OZK.csv'.
[2025-12-22T20:28:43.436380] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OZK'.
[2025-12-22T20:28:43.436769] [INFO ] [FORECASTER] Starting predict_future for OZK
[2025-12-22T20:28:43.437779] [DEBUG] [LOCAL     ] No optimal features file found for OZK: ./output/feature-sets/OZK.txt
[2025-12-22T20:28:43.437841] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:28:43.437881] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:28:43.437913] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:28:43.437990] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:28:43.494082] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:28:43.494940] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:28:43.495021] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:28:43.495053] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:28:43.614092] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:28:43.614251] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:28:43.614291] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:28:43.614319] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:28:43.617657] [DEBUG] [FORECASTER] OZK: Forecast T+1@11:T+2@11: DOWN (p=35.97%)
[2025-12-22T20:28:43.617933] [INFO ] [FORECASTER] Completed predict_future for OZK
[2025-12-22T20:28:43.618058] [INFO ] [sig       ] OZK: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:28:43.758830] [INFO ] [LOCAL     ] Saved forecast: OZK	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/OZK.txt
[2025-12-22T20:28:43.758987] [INFO ] [sig       ] [2414/3560] Completed OZK in 0.3s | 2.94 sym/s | Total: 13.7m | ETA: 6.5m
[2025-12-22T20:28:43.759038] [INFO ] [sig       ] [2415/3560] Forecasting OZKAP...
[2025-12-22T20:28:43.759069] [INFO ] [sig       ] Generating forecast for: OZKAP
[2025-12-22T20:28:43.759099] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OZKAP' from 'https://tdm.silogroup.org/data/derivative_storage/OZKAP.csv'.
[2025-12-22T20:28:43.769819] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OZKAP'.
[2025-12-22T20:28:43.770254] [INFO ] [FORECASTER] Starting predict_future for OZKAP
[2025-12-22T20:28:43.771107] [DEBUG] [LOCAL     ] No optimal features file found for OZKAP: ./output/feature-sets/OZKAP.txt
[2025-12-22T20:28:43.771158] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:28:43.771191] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:28:43.771217] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:28:43.771273] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:28:43.828250] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:28:43.829139] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:28:43.829225] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:28:43.829258] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:28:43.946954] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:28:43.947106] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:28:43.947146] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:28:43.947174] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:28:43.950605] [DEBUG] [FORECASTER] OZKAP: Forecast T+1@11:T+2@11: DOWN (p=43.66%)
[2025-12-22T20:28:43.950879] [INFO ] [FORECASTER] Completed predict_future for OZKAP
[2025-12-22T20:28:43.951001] [INFO ] [sig       ] OZKAP: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:28:44.088942] [INFO ] [LOCAL     ] Saved forecast: OZKAP	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/OZKAP.txt
[2025-12-22T20:28:44.089123] [INFO ] [sig       ] [2415/3560] Completed OZKAP in 0.3s | 2.94 sym/s | Total: 13.7m | ETA: 6.5m
[2025-12-22T20:28:44.089163] [INFO ] [sig       ] [2416/3560] Forecasting PAA...
[2025-12-22T20:28:44.089193] [INFO ] [sig       ] Generating forecast for: PAA
[2025-12-22T20:28:44.089223] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAA' from 'https://tdm.silogroup.org/data/derivative_storage/PAA.csv'.
[2025-12-22T20:28:44.100382] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAA'.
[2025-12-22T20:28:44.100782] [INFO ] [FORECASTER] Starting predict_future for PAA
[2025-12-22T20:28:44.101557] [DEBUG] [LOCAL     ] No optimal features file found for PAA: ./output/feature-sets/PAA.txt
[2025-12-22T20:28:44.101627] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:28:44.101661] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:28:44.101687] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:28:44.101758] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:28:44.161894] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:28:44.162914] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:28:44.162994] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:28:44.163027] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:28:44.286953] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:28:44.287102] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:28:44.287141] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:28:44.287199] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:28:44.290521] [DEBUG] [FORECASTER] PAA: Forecast T+1@11:T+2@11: UP (p=97.06%)
[2025-12-22T20:28:44.290807] [INFO ] [FORECASTER] Completed predict_future for PAA
[2025-12-22T20:28:44.290930] [INFO ] [sig       ] PAA: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:28:44.427566] [INFO ] [LOCAL     ] Saved forecast: PAA	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/PAA.txt
[2025-12-22T20:28:44.427751] [INFO ] [sig       ] [2416/3560] Completed PAA in 0.3s | 2.94 sym/s | Total: 13.7m | ETA: 6.5m
[2025-12-22T20:28:44.427789] [INFO ] [sig       ] [2417/3560] Forecasting PAAS...
[2025-12-22T20:28:44.427818] [INFO ] [sig       ] Generating forecast for: PAAS
[2025-12-22T20:28:44.427848] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAAS' from 'https://tdm.silogroup.org/data/derivative_storage/PAAS.csv'.
[2025-12-22T20:28:44.439184] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAAS'.
[2025-12-22T20:28:44.439540] [INFO ] [FORECASTER] Starting predict_future for PAAS
[2025-12-22T20:28:44.440351] [DEBUG] [LOCAL     ] No optimal features file found for PAAS: ./output/feature-sets/PAAS.txt
[2025-12-22T20:28:44.440415] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:28:44.440447] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:28:44.440473] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:28:44.440528] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:28:44.496211] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:28:44.496854] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:28:44.496931] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:28:44.496962] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:28:44.618114] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:28:44.618273] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:28:44.618313] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:28:44.618341] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:28:44.621719] [DEBUG] [FORECASTER] PAAS: Forecast T+1@11:T+2@11: DOWN (p=48.28%)
[2025-12-22T20:28:44.621984] [INFO ] [FORECASTER] Completed predict_future for PAAS
[2025-12-22T20:28:44.622105] [INFO ] [sig       ] PAAS: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:28:44.755138] [INFO ] [LOCAL     ] Saved forecast: PAAS	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/PAAS.txt
[2025-12-22T20:28:44.755271] [INFO ] [sig       ] [2417/3560] Completed PAAS in 0.3s | 2.94 sym/s | Total: 13.7m | ETA: 6.5m
[2025-12-22T20:28:44.755309] [INFO ] [sig       ] [2418/3560] Forecasting PAC...
[2025-12-22T20:28:44.755339] [INFO ] [sig       ] Generating forecast for: PAC
[2025-12-22T20:28:44.755370] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAC' from 'https://tdm.silogroup.org/data/derivative_storage/PAC.csv'.
[2025-12-22T20:28:44.766409] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAC'.
[2025-12-22T20:28:44.766779] [INFO ] [FORECASTER] Starting predict_future for PAC
[2025-12-22T20:28:44.767530] [DEBUG] [LOCAL     ] No optimal features file found for PAC: ./output/feature-sets/PAC.txt
[2025-12-22T20:28:44.767643] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:28:44.767679] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:28:44.767705] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:28:44.767762] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:28:44.823069] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:28:44.823792] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:28:44.823870] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:28:44.823902] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:28:44.947734] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:28:44.948008] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:28:44.948048] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:28:44.948076] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:28:44.951456] [DEBUG] [FORECASTER] PAC: Forecast T+1@11:T+2@11: DOWN (p=10.10%)
[2025-12-22T20:28:44.951748] [INFO ] [FORECASTER] Completed predict_future for PAC
[2025-12-22T20:28:44.951872] [INFO ] [sig       ] PAC: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:28:45.086155] [INFO ] [LOCAL     ] Saved forecast: PAC	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/PAC.txt
[2025-12-22T20:28:45.086289] [INFO ] [sig       ] [2418/3560] Completed PAC in 0.3s | 2.94 sym/s | Total: 13.7m | ETA: 6.5m
[2025-12-22T20:28:45.086327] [INFO ] [sig       ] [2419/3560] Forecasting PACB...
[2025-12-22T20:28:45.086356] [INFO ] [sig       ] Generating forecast for: PACB
[2025-12-22T20:28:45.086387] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PACB' from 'https://tdm.silogroup.org/data/derivative_storage/PACB.csv'.
[2025-12-22T20:28:45.097692] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PACB'.
[2025-12-22T20:28:45.098074] [INFO ] [FORECASTER] Starting predict_future for PACB
[2025-12-22T20:28:45.098863] [DEBUG] [LOCAL     ] No optimal features file found for PACB: ./output/feature-sets/PACB.txt
[2025-12-22T20:28:45.098914] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:28:45.098946] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:28:45.098972] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:28:45.099042] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:28:45.154379] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:28:45.155112] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:28:45.155190] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:28:45.155222] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:28:45.271620] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:28:45.271984] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:28:45.272025] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:28:45.272052] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:28:45.275342] [DEBUG] [FORECASTER] PACB: Forecast T+1@11:T+2@11: DOWN (p=4.55%)
[2025-12-22T20:28:45.275625] [INFO ] [FORECASTER] Completed predict_future for PACB
[2025-12-22T20:28:45.275747] [INFO ] [sig       ] PACB: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:28:45.413763] [INFO ] [LOCAL     ] Saved forecast: PACB	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/PACB.txt
[2025-12-22T20:28:45.413906] [INFO ] [sig       ] [2419/3560] Completed PACB in 0.3s | 2.95 sym/s | Total: 13.7m | ETA: 6.5m
[2025-12-22T20:28:45.413945] [INFO ] [sig       ] [2420/3560] Forecasting PACK...
[2025-12-22T20:28:45.413974] [INFO ] [sig       ] Generating forecast for: PACK
[2025-12-22T20:28:45.414005] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PACK' from 'https://tdm.silogroup.org/data/derivative_storage/PACK.csv'.
[2025-12-22T20:28:45.426629] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PACK'.
[2025-12-22T20:28:45.426959] [INFO ] [FORECASTER] Starting predict_future for PACK
[2025-12-22T20:28:45.427766] [DEBUG] [LOCAL     ] No optimal features file found for PACK: ./output/feature-sets/PACK.txt
[2025-12-22T20:28:45.427818] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:28:45.427850] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:28:45.427877] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:28:45.427934] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:28:45.484942] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:28:45.485715] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:28:45.485797] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:28:45.485830] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:28:45.606604] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:28:45.606754] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:28:45.606793] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:28:45.606821] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:28:45.610168] [DEBUG] [FORECASTER] PACK: Forecast T+1@11:T+2@11: UP (p=89.25%)
[2025-12-22T20:28:45.610436] [INFO ] [FORECASTER] Completed predict_future for PACK
[2025-12-22T20:28:45.610561] [INFO ] [sig       ] PACK: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:28:45.745702] [INFO ] [LOCAL     ] Saved forecast: PACK	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/PACK.txt
[2025-12-22T20:28:45.745862] [INFO ] [sig       ] [2420/3560] Completed PACK in 0.3s | 2.95 sym/s | Total: 13.7m | ETA: 6.5m
[2025-12-22T20:28:45.745903] [INFO ] [sig       ] [2421/3560] Forecasting PAGP...
[2025-12-22T20:28:45.745934] [INFO ] [sig       ] Generating forecast for: PAGP
[2025-12-22T20:28:45.745964] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAGP' from 'https://tdm.silogroup.org/data/derivative_storage/PAGP.csv'.
[2025-12-22T20:28:45.757331] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAGP'.
[2025-12-22T20:28:45.757681] [INFO ] [FORECASTER] Starting predict_future for PAGP
[2025-12-22T20:28:45.758475] [DEBUG] [LOCAL     ] No optimal features file found for PAGP: ./output/feature-sets/PAGP.txt
[2025-12-22T20:28:45.758529] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:28:45.758563] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:28:45.758620] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:28:45.758679] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:28:45.817055] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:28:45.817832] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:28:45.817918] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:28:45.817953] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:28:45.940075] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:28:45.940262] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:28:45.940303] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:28:45.940331] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:28:45.943716] [DEBUG] [FORECASTER] PAGP: Forecast T+1@11:T+2@11: DOWN (p=36.15%)
[2025-12-22T20:28:45.943990] [INFO ] [FORECASTER] Completed predict_future for PAGP
[2025-12-22T20:28:45.944111] [INFO ] [sig       ] PAGP: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:28:46.078796] [INFO ] [LOCAL     ] Saved forecast: PAGP	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/PAGP.txt
[2025-12-22T20:28:46.078944] [INFO ] [sig       ] [2421/3560] Completed PAGP in 0.3s | 2.95 sym/s | Total: 13.7m | ETA: 6.4m
[2025-12-22T20:28:46.078984] [INFO ] [sig       ] [2422/3560] Forecasting PAGS...
[2025-12-22T20:28:46.079026] [INFO ] [sig       ] Generating forecast for: PAGS
[2025-12-22T20:28:46.079060] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAGS' from 'https://tdm.silogroup.org/data/derivative_storage/PAGS.csv'.
[2025-12-22T20:28:46.090188] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAGS'.
[2025-12-22T20:28:46.090534] [INFO ] [FORECASTER] Starting predict_future for PAGS
[2025-12-22T20:28:46.091317] [DEBUG] [LOCAL     ] No optimal features file found for PAGS: ./output/feature-sets/PAGS.txt
[2025-12-22T20:28:46.091368] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:28:46.091401] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:28:46.091427] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:28:46.091482] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:28:46.147655] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:28:46.148459] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:28:46.148540] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:28:46.148589] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:28:46.268613] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:28:46.268777] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:28:46.268818] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:28:46.268846] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:28:46.272239] [DEBUG] [FORECASTER] PAGS: Forecast T+1@11:T+2@11: UP (p=73.55%)
[2025-12-22T20:28:46.272515] [INFO ] [FORECASTER] Completed predict_future for PAGS
[2025-12-22T20:28:46.272658] [INFO ] [sig       ] PAGS: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:28:46.407035] [INFO ] [LOCAL     ] Saved forecast: PAGS	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/PAGS.txt
[2025-12-22T20:28:46.407198] [INFO ] [sig       ] [2422/3560] Completed PAGS in 0.3s | 2.95 sym/s | Total: 13.7m | ETA: 6.4m
[2025-12-22T20:28:46.407237] [INFO ] [sig       ] [2423/3560] Forecasting PAHC...
[2025-12-22T20:28:46.407268] [INFO ] [sig       ] Generating forecast for: PAHC
[2025-12-22T20:28:46.407299] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAHC' from 'https://tdm.silogroup.org/data/derivative_storage/PAHC.csv'.
[2025-12-22T20:28:46.418209] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAHC'.
[2025-12-22T20:28:46.418616] [INFO ] [FORECASTER] Starting predict_future for PAHC
[2025-12-22T20:28:46.419419] [DEBUG] [LOCAL     ] No optimal features file found for PAHC: ./output/feature-sets/PAHC.txt
[2025-12-22T20:28:46.419472] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:28:46.419504] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:28:46.419531] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:28:46.419613] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:28:46.475428] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:28:46.476367] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:28:46.476495] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:28:46.476529] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:28:46.593355] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:28:46.593512] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:28:46.593555] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:28:46.593605] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:28:46.596933] [DEBUG] [FORECASTER] PAHC: Forecast T+1@11:T+2@11: UP (p=77.72%)
[2025-12-22T20:28:46.597197] [INFO ] [FORECASTER] Completed predict_future for PAHC
[2025-12-22T20:28:46.597318] [INFO ] [sig       ] PAHC: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:28:46.733483] [INFO ] [LOCAL     ] Saved forecast: PAHC	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/PAHC.txt
[2025-12-22T20:28:46.733640] [INFO ] [sig       ] [2423/3560] Completed PAHC in 0.3s | 2.95 sym/s | Total: 13.7m | ETA: 6.4m
[2025-12-22T20:28:46.733687] [INFO ] [sig       ] [2424/3560] Forecasting PAL...
[2025-12-22T20:28:46.733719] [INFO ] [sig       ] Generating forecast for: PAL
[2025-12-22T20:28:46.733749] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAL' from 'https://tdm.silogroup.org/data/derivative_storage/PAL.csv'.
[2025-12-22T20:28:46.744605] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAL'.
[2025-12-22T20:28:46.744929] [INFO ] [FORECASTER] Starting predict_future for PAL
[2025-12-22T20:28:46.745704] [DEBUG] [LOCAL     ] No optimal features file found for PAL: ./output/feature-sets/PAL.txt
[2025-12-22T20:28:46.745755] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:28:46.745787] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:28:46.745814] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:28:46.745870] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:28:46.801410] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:28:46.802244] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:28:46.802328] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:28:46.802360] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:28:46.918042] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:28:46.918196] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:28:46.918236] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:28:46.918264] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:28:46.921592] [DEBUG] [FORECASTER] PAL: Forecast T+1@11:T+2@11: UP (p=66.72%)
[2025-12-22T20:28:46.921857] [INFO ] [FORECASTER] Completed predict_future for PAL
[2025-12-22T20:28:46.921975] [INFO ] [sig       ] PAL: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:28:47.057511] [INFO ] [LOCAL     ] Saved forecast: PAL	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/PAL.txt
[2025-12-22T20:28:47.057687] [INFO ] [sig       ] [2424/3560] Completed PAL in 0.3s | 2.95 sym/s | Total: 13.7m | ETA: 6.4m
[2025-12-22T20:28:47.057730] [INFO ] [sig       ] [2425/3560] Forecasting PAM...
[2025-12-22T20:28:47.057762] [INFO ] [sig       ] Generating forecast for: PAM
[2025-12-22T20:28:47.057802] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAM' from 'https://tdm.silogroup.org/data/derivative_storage/PAM.csv'.
[2025-12-22T20:28:47.069676] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAM'.
[2025-12-22T20:28:47.070038] [INFO ] [FORECASTER] Starting predict_future for PAM
[2025-12-22T20:28:47.070853] [DEBUG] [LOCAL     ] No optimal features file found for PAM: ./output/feature-sets/PAM.txt
[2025-12-22T20:28:47.070905] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:28:47.070938] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:28:47.070965] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:28:47.071023] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:28:47.134339] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:28:47.135333] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:28:47.135438] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:28:47.135475] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:28:47.274618] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:28:47.274824] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:28:47.274867] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:28:47.274895] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:28:47.278863] [DEBUG] [FORECASTER] PAM: Forecast T+1@11:T+2@11: DOWN (p=2.88%)
[2025-12-22T20:28:47.279244] [INFO ] [FORECASTER] Completed predict_future for PAM
[2025-12-22T20:28:47.279395] [INFO ] [sig       ] PAM: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:28:47.419159] [INFO ] [LOCAL     ] Saved forecast: PAM	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/PAM.txt
[2025-12-22T20:28:47.419318] [INFO ] [sig       ] [2425/3560] Completed PAM in 0.4s | 2.95 sym/s | Total: 13.7m | ETA: 6.4m
[2025-12-22T20:28:47.419359] [INFO ] [sig       ] [2426/3560] Forecasting PANL...
[2025-12-22T20:28:47.419388] [INFO ] [sig       ] Generating forecast for: PANL
[2025-12-22T20:28:47.419418] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PANL' from 'https://tdm.silogroup.org/data/derivative_storage/PANL.csv'.
[2025-12-22T20:28:47.430605] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PANL'.
[2025-12-22T20:28:47.430954] [INFO ] [FORECASTER] Starting predict_future for PANL
[2025-12-22T20:28:47.431744] [DEBUG] [LOCAL     ] No optimal features file found for PANL: ./output/feature-sets/PANL.txt
[2025-12-22T20:28:47.431795] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:28:47.431828] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:28:47.431855] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:28:47.431911] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:28:47.487591] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:28:47.488309] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:28:47.488385] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:28:47.488417] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:28:47.604725] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:28:47.604880] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:28:47.604921] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:28:47.604950] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:28:47.608305] [DEBUG] [FORECASTER] PANL: Forecast T+1@11:T+2@11: UP (p=90.32%)
[2025-12-22T20:28:47.608596] [INFO ] [FORECASTER] Completed predict_future for PANL
[2025-12-22T20:28:47.608723] [INFO ] [sig       ] PANL: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:28:47.742084] [INFO ] [LOCAL     ] Saved forecast: PANL	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/PANL.txt
[2025-12-22T20:28:47.742261] [INFO ] [sig       ] [2426/3560] Completed PANL in 0.3s | 2.95 sym/s | Total: 13.7m | ETA: 6.4m
[2025-12-22T20:28:47.742300] [INFO ] [sig       ] [2427/3560] Forecasting PASG...
[2025-12-22T20:28:47.742331] [INFO ] [sig       ] Generating forecast for: PASG
[2025-12-22T20:28:47.742361] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PASG' from 'https://tdm.silogroup.org/data/derivative_storage/PASG.csv'.
[2025-12-22T20:28:47.754452] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PASG'.
[2025-12-22T20:28:47.754913] [INFO ] [FORECASTER] Starting predict_future for PASG
[2025-12-22T20:28:47.755738] [DEBUG] [LOCAL     ] No optimal features file found for PASG: ./output/feature-sets/PASG.txt
[2025-12-22T20:28:47.755790] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:28:47.755823] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:28:47.755850] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:28:47.755906] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:28:47.812264] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:28:47.813188] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:28:47.813271] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:28:47.813305] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:28:47.930814] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:28:47.930974] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:28:47.931015] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:28:47.931043] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:28:47.934446] [DEBUG] [FORECASTER] PASG: Forecast T+1@11:T+2@11: DOWN (p=13.51%)
[2025-12-22T20:28:47.934741] [INFO ] [FORECASTER] Completed predict_future for PASG
[2025-12-22T20:28:47.934869] [INFO ] [sig       ] PASG: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:28:48.069930] [INFO ] [LOCAL     ] Saved forecast: PASG	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/PASG.txt
[2025-12-22T20:28:48.070096] [INFO ] [sig       ] [2427/3560] Completed PASG in 0.3s | 2.95 sym/s | Total: 13.7m | ETA: 6.4m
[2025-12-22T20:28:48.070136] [INFO ] [sig       ] [2428/3560] Forecasting PATH...
[2025-12-22T20:28:48.070166] [INFO ] [sig       ] Generating forecast for: PATH
[2025-12-22T20:28:48.070196] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PATH' from 'https://tdm.silogroup.org/data/derivative_storage/PATH.csv'.
[2025-12-22T20:28:48.082444] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PATH'.
[2025-12-22T20:28:48.082860] [INFO ] [FORECASTER] Starting predict_future for PATH
[2025-12-22T20:28:48.083679] [DEBUG] [LOCAL     ] No optimal features file found for PATH: ./output/feature-sets/PATH.txt
[2025-12-22T20:28:48.083732] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:28:48.083763] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:28:48.083790] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:28:48.083845] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:28:48.142215] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:28:48.143135] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:28:48.143218] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:28:48.143252] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:28:48.270239] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:28:48.270433] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:28:48.270483] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:28:48.270512] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:28:48.273988] [DEBUG] [FORECASTER] PATH: Forecast T+1@11:T+2@11: UP (p=55.17%)
[2025-12-22T20:28:48.274281] [INFO ] [FORECASTER] Completed predict_future for PATH
[2025-12-22T20:28:48.274409] [INFO ] [sig       ] PATH: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:28:48.414779] [INFO ] [LOCAL     ] Saved forecast: PATH	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/PATH.txt
[2025-12-22T20:28:48.414913] [INFO ] [sig       ] [2428/3560] Completed PATH in 0.3s | 2.95 sym/s | Total: 13.7m | ETA: 6.4m
[2025-12-22T20:28:48.414951] [INFO ] [sig       ] [2429/3560] Forecasting PATK...
[2025-12-22T20:28:48.414981] [INFO ] [sig       ] Generating forecast for: PATK
[2025-12-22T20:28:48.415011] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PATK' from 'https://tdm.silogroup.org/data/derivative_storage/PATK.csv'.
[2025-12-22T20:28:48.427644] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PATK'.
[2025-12-22T20:28:48.428072] [INFO ] [FORECASTER] Starting predict_future for PATK
[2025-12-22T20:28:48.428918] [DEBUG] [LOCAL     ] No optimal features file found for PATK: ./output/feature-sets/PATK.txt
[2025-12-22T20:28:48.428995] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:28:48.429067] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:28:48.429097] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:28:48.429155] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:28:48.493197] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:28:48.494122] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:28:48.494219] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:28:48.494255] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:28:48.621894] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:28:48.622054] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:28:48.622094] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:28:48.622135] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:28:48.625905] [DEBUG] [FORECASTER] PATK: Forecast T+1@11:T+2@11: DOWN (p=0.45%)
[2025-12-22T20:28:48.626210] [INFO ] [FORECASTER] Completed predict_future for PATK
[2025-12-22T20:28:48.626352] [INFO ] [sig       ] PATK: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:28:48.779120] [INFO ] [LOCAL     ] Saved forecast: PATK	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/PATK.txt
[2025-12-22T20:28:48.779295] [INFO ] [sig       ] [2429/3560] Completed PATK in 0.4s | 2.95 sym/s | Total: 13.7m | ETA: 6.4m
[2025-12-22T20:28:48.779337] [INFO ] [sig       ] [2430/3560] Forecasting PAX...
[2025-12-22T20:28:48.779368] [INFO ] [sig       ] Generating forecast for: PAX
[2025-12-22T20:28:48.779408] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAX' from 'https://tdm.silogroup.org/data/derivative_storage/PAX.csv'.
[2025-12-22T20:28:48.796238] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAX'.
[2025-12-22T20:28:48.797169] [INFO ] [FORECASTER] Starting predict_future for PAX
[2025-12-22T20:28:48.798289] [DEBUG] [LOCAL     ] No optimal features file found for PAX: ./output/feature-sets/PAX.txt
[2025-12-22T20:28:48.798345] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:28:48.798686] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:28:48.798759] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:28:48.798859] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:28:48.858518] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:28:48.859652] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:28:48.859741] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:28:48.859774] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:28:48.978992] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:28:48.979182] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:28:48.979225] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:28:48.979252] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:28:48.982670] [DEBUG] [FORECASTER] PAX: Forecast T+1@11:T+2@11: UP (p=89.39%)
[2025-12-22T20:28:48.982941] [INFO ] [FORECASTER] Completed predict_future for PAX
[2025-12-22T20:28:48.983063] [INFO ] [sig       ] PAX: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:28:49.116658] [INFO ] [LOCAL     ] Saved forecast: PAX	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/PAX.txt
[2025-12-22T20:28:49.116873] [INFO ] [sig       ] [2430/3560] Completed PAX in 0.3s | 2.95 sym/s | Total: 13.8m | ETA: 6.4m
[2025-12-22T20:28:49.116934] [INFO ] [sig       ] [2431/3560] Forecasting PAXS...
[2025-12-22T20:28:49.116967] [INFO ] [sig       ] Generating forecast for: PAXS
[2025-12-22T20:28:49.116999] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAXS' from 'https://tdm.silogroup.org/data/derivative_storage/PAXS.csv'.
[2025-12-22T20:28:49.129811] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAXS'.
[2025-12-22T20:28:49.130213] [INFO ] [FORECASTER] Starting predict_future for PAXS
[2025-12-22T20:28:49.131016] [DEBUG] [LOCAL     ] No optimal features file found for PAXS: ./output/feature-sets/PAXS.txt
[2025-12-22T20:28:49.131068] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:28:49.131100] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:28:49.131125] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:28:49.131180] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:28:49.186964] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:28:49.187803] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:28:49.187884] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:28:49.187915] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:28:49.309504] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:28:49.309697] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:28:49.309756] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:28:49.309796] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:28:49.313374] [DEBUG] [FORECASTER] PAXS: Forecast T+1@11:T+2@11: DOWN (p=10.10%)
[2025-12-22T20:28:49.313678] [INFO ] [FORECASTER] Completed predict_future for PAXS
[2025-12-22T20:28:49.313804] [INFO ] [sig       ] PAXS: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:28:49.448054] [INFO ] [LOCAL     ] Saved forecast: PAXS	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/PAXS.txt
[2025-12-22T20:28:49.448193] [INFO ] [sig       ] [2431/3560] Completed PAXS in 0.3s | 2.95 sym/s | Total: 13.8m | ETA: 6.4m
[2025-12-22T20:28:49.448232] [INFO ] [sig       ] [2432/3560] Forecasting PAY...
[2025-12-22T20:28:49.448262] [INFO ] [sig       ] Generating forecast for: PAY
[2025-12-22T20:28:49.448291] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAY' from 'https://tdm.silogroup.org/data/derivative_storage/PAY.csv'.
[2025-12-22T20:28:49.459383] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAY'.
[2025-12-22T20:28:49.459730] [INFO ] [FORECASTER] Starting predict_future for PAY
[2025-12-22T20:28:49.460500] [DEBUG] [LOCAL     ] No optimal features file found for PAY: ./output/feature-sets/PAY.txt
[2025-12-22T20:28:49.460551] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:28:49.460603] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:28:49.460631] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:28:49.460687] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:28:49.516330] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:28:49.516956] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:28:49.517031] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:28:49.517063] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:28:49.634237] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:28:49.634389] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:28:49.634426] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:28:49.634454] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:28:49.637799] [DEBUG] [FORECASTER] PAY: Forecast T+1@11:T+2@11: UP (p=78.29%)
[2025-12-22T20:28:49.638065] [INFO ] [FORECASTER] Completed predict_future for PAY
[2025-12-22T20:28:49.638184] [INFO ] [sig       ] PAY: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:28:49.773038] [INFO ] [LOCAL     ] Saved forecast: PAY	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/PAY.txt
[2025-12-22T20:28:49.773164] [INFO ] [sig       ] [2432/3560] Completed PAY in 0.3s | 2.95 sym/s | Total: 13.8m | ETA: 6.4m
[2025-12-22T20:28:49.773209] [INFO ] [sig       ] [2433/3560] Forecasting PAYC...
[2025-12-22T20:28:49.773239] [INFO ] [sig       ] Generating forecast for: PAYC
[2025-12-22T20:28:49.773269] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAYC' from 'https://tdm.silogroup.org/data/derivative_storage/PAYC.csv'.
[2025-12-22T20:28:49.785622] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAYC'.
[2025-12-22T20:28:49.786045] [INFO ] [FORECASTER] Starting predict_future for PAYC
[2025-12-22T20:28:49.786868] [DEBUG] [LOCAL     ] No optimal features file found for PAYC: ./output/feature-sets/PAYC.txt
[2025-12-22T20:28:49.786920] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:28:49.786952] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:28:49.786978] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:28:49.787033] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:28:49.846779] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:28:49.847764] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:28:49.847884] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:28:49.847922] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:28:49.970998] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:28:49.971177] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:28:49.971217] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:28:49.971279] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:28:49.975180] [DEBUG] [FORECASTER] PAYC: Forecast T+1@11:T+2@11: UP (p=54.96%)
[2025-12-22T20:28:49.975547] [INFO ] [FORECASTER] Completed predict_future for PAYC
[2025-12-22T20:28:49.975755] [INFO ] [sig       ] PAYC: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:28:50.115492] [INFO ] [LOCAL     ] Saved forecast: PAYC	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/PAYC.txt
[2025-12-22T20:28:50.115665] [INFO ] [sig       ] [2433/3560] Completed PAYC in 0.3s | 2.95 sym/s | Total: 13.8m | ETA: 6.4m
[2025-12-22T20:28:50.115707] [INFO ] [sig       ] [2434/3560] Forecasting PAYO...
[2025-12-22T20:28:50.115923] [INFO ] [sig       ] Generating forecast for: PAYO
[2025-12-22T20:28:50.115953] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAYO' from 'https://tdm.silogroup.org/data/derivative_storage/PAYO.csv'.
[2025-12-22T20:28:50.127906] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAYO'.
[2025-12-22T20:28:50.128267] [INFO ] [FORECASTER] Starting predict_future for PAYO
[2025-12-22T20:28:50.129080] [DEBUG] [LOCAL     ] No optimal features file found for PAYO: ./output/feature-sets/PAYO.txt
[2025-12-22T20:28:50.129131] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:28:50.129163] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:28:50.129190] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:28:50.129246] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:28:50.184772] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:28:50.185479] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:28:50.185560] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:28:50.185612] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:28:50.307716] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:28:50.307879] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:28:50.307919] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:28:50.307948] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:28:50.311259] [DEBUG] [FORECASTER] PAYO: Forecast T+1@11:T+2@11: DOWN (p=6.17%)
[2025-12-22T20:28:50.311528] [INFO ] [FORECASTER] Completed predict_future for PAYO
[2025-12-22T20:28:50.311688] [INFO ] [sig       ] PAYO: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:28:50.444479] [INFO ] [LOCAL     ] Saved forecast: PAYO	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/PAYO.txt
[2025-12-22T20:28:50.444635] [INFO ] [sig       ] [2434/3560] Completed PAYO in 0.3s | 2.95 sym/s | Total: 13.8m | ETA: 6.4m
[2025-12-22T20:28:50.444677] [INFO ] [sig       ] [2435/3560] Forecasting PAYS...
[2025-12-22T20:28:50.444705] [INFO ] [sig       ] Generating forecast for: PAYS
[2025-12-22T20:28:50.444735] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAYS' from 'https://tdm.silogroup.org/data/derivative_storage/PAYS.csv'.
[2025-12-22T20:28:50.455894] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAYS'.
[2025-12-22T20:28:50.456257] [INFO ] [FORECASTER] Starting predict_future for PAYS
[2025-12-22T20:28:50.457038] [DEBUG] [LOCAL     ] No optimal features file found for PAYS: ./output/feature-sets/PAYS.txt
[2025-12-22T20:28:50.457089] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:28:50.457121] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:28:50.457148] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:28:50.457204] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:28:50.515447] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:28:50.516498] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:28:50.516595] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:28:50.516630] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:28:50.634013] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:28:50.634178] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:28:50.634218] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:28:50.634248] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:28:50.637562] [DEBUG] [FORECASTER] PAYS: Forecast T+1@11:T+2@11: UP (p=99.17%)
[2025-12-22T20:28:50.637847] [INFO ] [FORECASTER] Completed predict_future for PAYS
[2025-12-22T20:28:50.637968] [INFO ] [sig       ] PAYS: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:28:50.771848] [INFO ] [LOCAL     ] Saved forecast: PAYS	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/PAYS.txt
[2025-12-22T20:28:50.771995] [INFO ] [sig       ] [2435/3560] Completed PAYS in 0.3s | 2.95 sym/s | Total: 13.8m | ETA: 6.4m
[2025-12-22T20:28:50.772036] [INFO ] [sig       ] [2436/3560] Forecasting PAYX...
[2025-12-22T20:28:50.772066] [INFO ] [sig       ] Generating forecast for: PAYX
[2025-12-22T20:28:50.772097] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAYX' from 'https://tdm.silogroup.org/data/derivative_storage/PAYX.csv'.
[2025-12-22T20:28:50.783706] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAYX'.
[2025-12-22T20:28:50.784081] [INFO ] [FORECASTER] Starting predict_future for PAYX
[2025-12-22T20:28:50.784858] [DEBUG] [LOCAL     ] No optimal features file found for PAYX: ./output/feature-sets/PAYX.txt
[2025-12-22T20:28:50.784909] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:28:50.784941] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:28:50.784968] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:28:50.785025] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:28:50.839921] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:28:50.840600] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:28:50.840676] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:28:50.840708] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:28:50.958324] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:28:50.958483] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:28:50.958561] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:28:50.958611] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:28:50.961963] [DEBUG] [FORECASTER] PAYX: Forecast T+1@11:T+2@11: UP (p=91.28%)
[2025-12-22T20:28:50.962238] [INFO ] [FORECASTER] Completed predict_future for PAYX
[2025-12-22T20:28:50.962362] [INFO ] [sig       ] PAYX: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:28:51.096181] [INFO ] [LOCAL     ] Saved forecast: PAYX	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/PAYX.txt
[2025-12-22T20:28:51.096321] [INFO ] [sig       ] [2436/3560] Completed PAYX in 0.3s | 2.95 sym/s | Total: 13.8m | ETA: 6.4m
[2025-12-22T20:28:51.096360] [INFO ] [sig       ] [2437/3560] Forecasting PB...
[2025-12-22T20:28:51.096388] [INFO ] [sig       ] Generating forecast for: PB
[2025-12-22T20:28:51.096417] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PB' from 'https://tdm.silogroup.org/data/derivative_storage/PB.csv'.
[2025-12-22T20:28:51.107236] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PB'.
[2025-12-22T20:28:51.107631] [INFO ] [FORECASTER] Starting predict_future for PB
[2025-12-22T20:28:51.108401] [DEBUG] [LOCAL     ] No optimal features file found for PB: ./output/feature-sets/PB.txt
[2025-12-22T20:28:51.108452] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:28:51.108484] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:28:51.108511] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:28:51.108566] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:28:51.163657] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:28:51.164346] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:28:51.164422] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:28:51.164454] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:28:51.286298] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:28:51.286489] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:28:51.286540] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:28:51.286585] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:28:51.290065] [DEBUG] [FORECASTER] PB: Forecast T+1@11:T+2@11: UP (p=93.39%)
[2025-12-22T20:28:51.290334] [INFO ] [FORECASTER] Completed predict_future for PB
[2025-12-22T20:28:51.290456] [INFO ] [sig       ] PB: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:28:51.423846] [INFO ] [LOCAL     ] Saved forecast: PB	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/PB.txt
[2025-12-22T20:28:51.423994] [INFO ] [sig       ] [2437/3560] Completed PB in 0.3s | 2.95 sym/s | Total: 13.8m | ETA: 6.4m
[2025-12-22T20:28:51.424033] [INFO ] [sig       ] [2438/3560] Forecasting PBA...
[2025-12-22T20:28:51.424063] [INFO ] [sig       ] Generating forecast for: PBA
[2025-12-22T20:28:51.424093] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBA' from 'https://tdm.silogroup.org/data/derivative_storage/PBA.csv'.
[2025-12-22T20:28:51.435961] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PBA'.
[2025-12-22T20:28:51.436315] [INFO ] [FORECASTER] Starting predict_future for PBA
[2025-12-22T20:28:51.437128] [DEBUG] [LOCAL     ] No optimal features file found for PBA: ./output/feature-sets/PBA.txt
[2025-12-22T20:28:51.437181] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:28:51.437213] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:28:51.437240] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:28:51.437295] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:28:51.492141] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:28:51.492901] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:28:51.492996] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:28:51.493030] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:28:51.613279] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:28:51.613445] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:28:51.613485] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:28:51.613514] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:28:51.616839] [DEBUG] [FORECASTER] PBA: Forecast T+1@11:T+2@11: DOWN (p=5.10%)
[2025-12-22T20:28:51.617106] [INFO ] [FORECASTER] Completed predict_future for PBA
[2025-12-22T20:28:51.617228] [INFO ] [sig       ] PBA: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:28:51.751186] [INFO ] [LOCAL     ] Saved forecast: PBA	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/PBA.txt
[2025-12-22T20:28:51.751327] [INFO ] [sig       ] [2438/3560] Completed PBA in 0.3s | 2.95 sym/s | Total: 13.8m | ETA: 6.3m
[2025-12-22T20:28:51.751368] [INFO ] [sig       ] [2439/3560] Forecasting PBF...
[2025-12-22T20:28:51.751397] [INFO ] [sig       ] Generating forecast for: PBF
[2025-12-22T20:28:51.751427] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBF' from 'https://tdm.silogroup.org/data/derivative_storage/PBF.csv'.
[2025-12-22T20:28:51.762332] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PBF'.
[2025-12-22T20:28:51.762689] [INFO ] [FORECASTER] Starting predict_future for PBF
[2025-12-22T20:28:51.763435] [DEBUG] [LOCAL     ] No optimal features file found for PBF: ./output/feature-sets/PBF.txt
[2025-12-22T20:28:51.763485] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:28:51.763518] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:28:51.763545] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:28:51.763627] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:28:51.819358] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:28:51.820141] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:28:51.820220] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:28:51.820251] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:28:51.943251] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:28:51.943451] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:28:51.943491] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:28:51.943519] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:28:51.946911] [DEBUG] [FORECASTER] PBF: Forecast T+1@11:T+2@11: UP (p=97.85%)
[2025-12-22T20:28:51.947189] [INFO ] [FORECASTER] Completed predict_future for PBF
[2025-12-22T20:28:51.947312] [INFO ] [sig       ] PBF: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:28:52.081452] [INFO ] [LOCAL     ] Saved forecast: PBF	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/PBF.txt
[2025-12-22T20:28:52.081613] [INFO ] [sig       ] [2439/3560] Completed PBF in 0.3s | 2.95 sym/s | Total: 13.8m | ETA: 6.3m
[2025-12-22T20:28:52.081656] [INFO ] [sig       ] [2440/3560] Forecasting PBFS...
[2025-12-22T20:28:52.081684] [INFO ] [sig       ] Generating forecast for: PBFS
[2025-12-22T20:28:52.081713] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBFS' from 'https://tdm.silogroup.org/data/derivative_storage/PBFS.csv'.
[2025-12-22T20:28:52.092694] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PBFS'.
[2025-12-22T20:28:52.093043] [INFO ] [FORECASTER] Starting predict_future for PBFS
[2025-12-22T20:28:52.093816] [DEBUG] [LOCAL     ] No optimal features file found for PBFS: ./output/feature-sets/PBFS.txt
[2025-12-22T20:28:52.093867] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:28:52.093935] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:28:52.093966] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:28:52.094022] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:28:52.149309] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:28:52.150104] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:28:52.150188] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:28:52.150258] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:28:52.250442] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:28:52.250620] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:28:52.250662] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:28:52.250690] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:28:52.254033] [DEBUG] [FORECASTER] PBFS: Forecast T+1@11:T+2@11: DOWN (p=6.80%)
[2025-12-22T20:28:52.254307] [INFO ] [FORECASTER] Completed predict_future for PBFS
[2025-12-22T20:28:52.254429] [INFO ] [sig       ] PBFS: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:28:52.388742] [INFO ] [LOCAL     ] Saved forecast: PBFS	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/PBFS.txt
[2025-12-22T20:28:52.388890] [INFO ] [sig       ] [2440/3560] Completed PBFS in 0.3s | 2.95 sym/s | Total: 13.8m | ETA: 6.3m
[2025-12-22T20:28:52.388929] [INFO ] [sig       ] [2441/3560] Forecasting PBH...
[2025-12-22T20:28:52.388958] [INFO ] [sig       ] Generating forecast for: PBH
[2025-12-22T20:28:52.388989] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBH' from 'https://tdm.silogroup.org/data/derivative_storage/PBH.csv'.
[2025-12-22T20:28:52.400353] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PBH'.
[2025-12-22T20:28:52.400721] [INFO ] [FORECASTER] Starting predict_future for PBH
[2025-12-22T20:28:52.401477] [DEBUG] [LOCAL     ] No optimal features file found for PBH: ./output/feature-sets/PBH.txt
[2025-12-22T20:28:52.401530] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:28:52.401562] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:28:52.401615] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:28:52.401673] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:28:52.457818] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:28:52.458709] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:28:52.458803] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:28:52.458838] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:28:52.574682] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:28:52.574839] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:28:52.574879] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:28:52.574907] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:28:52.578310] [DEBUG] [FORECASTER] PBH: Forecast T+1@11:T+2@11: DOWN (p=6.01%)
[2025-12-22T20:28:52.578609] [INFO ] [FORECASTER] Completed predict_future for PBH
[2025-12-22T20:28:52.578749] [INFO ] [sig       ] PBH: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:28:52.716439] [INFO ] [LOCAL     ] Saved forecast: PBH	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/PBH.txt
[2025-12-22T20:28:52.716616] [INFO ] [sig       ] [2441/3560] Completed PBH in 0.3s | 2.95 sym/s | Total: 13.8m | ETA: 6.3m
[2025-12-22T20:28:52.716659] [INFO ] [sig       ] [2442/3560] Forecasting PBI...
[2025-12-22T20:28:52.716687] [INFO ] [sig       ] Generating forecast for: PBI
[2025-12-22T20:28:52.716720] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBI' from 'https://tdm.silogroup.org/data/derivative_storage/PBI.csv'.
[2025-12-22T20:28:52.728093] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PBI'.
[2025-12-22T20:28:52.728489] [INFO ] [FORECASTER] Starting predict_future for PBI
[2025-12-22T20:28:52.729293] [DEBUG] [LOCAL     ] No optimal features file found for PBI: ./output/feature-sets/PBI.txt
[2025-12-22T20:28:52.729347] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:28:52.729378] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:28:52.729404] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:28:52.729460] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:28:52.786309] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:28:52.787164] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:28:52.787242] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:28:52.787275] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:28:52.905626] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:28:52.905787] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:28:52.905827] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:28:52.905854] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:28:52.909242] [DEBUG] [FORECASTER] PBI: Forecast T+1@11:T+2@11: DOWN (p=37.88%)
[2025-12-22T20:28:52.909532] [INFO ] [FORECASTER] Completed predict_future for PBI
[2025-12-22T20:28:52.909675] [INFO ] [sig       ] PBI: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:28:53.047144] [INFO ] [LOCAL     ] Saved forecast: PBI	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/PBI.txt
[2025-12-22T20:28:53.047298] [INFO ] [sig       ] [2442/3560] Completed PBI in 0.3s | 2.95 sym/s | Total: 13.8m | ETA: 6.3m
[2025-12-22T20:28:53.047339] [INFO ] [sig       ] [2443/3560] Forecasting PBM...
[2025-12-22T20:28:53.047371] [INFO ] [sig       ] Generating forecast for: PBM
[2025-12-22T20:28:53.047401] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBM' from 'https://tdm.silogroup.org/data/derivative_storage/PBM.csv'.
[2025-12-22T20:28:53.059172] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PBM'.
[2025-12-22T20:28:53.059598] [INFO ] [FORECASTER] Starting predict_future for PBM
[2025-12-22T20:28:53.060438] [DEBUG] [LOCAL     ] No optimal features file found for PBM: ./output/feature-sets/PBM.txt
[2025-12-22T20:28:53.060495] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:28:53.060528] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:28:53.060557] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:28:53.060642] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:28:53.119506] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:28:53.120402] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:28:53.120483] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:28:53.120517] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:28:53.241592] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:28:53.241746] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:28:53.241788] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:28:53.241818] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:28:53.245831] [DEBUG] [FORECASTER] PBM: Forecast T+1@11:T+2@11: DOWN (p=16.15%)
[2025-12-22T20:28:53.246183] [INFO ] [FORECASTER] Completed predict_future for PBM
[2025-12-22T20:28:53.246344] [INFO ] [sig       ] PBM: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:28:53.394872] [INFO ] [LOCAL     ] Saved forecast: PBM	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/PBM.txt
[2025-12-22T20:28:53.395076] [INFO ] [sig       ] [2443/3560] Completed PBM in 0.3s | 2.95 sym/s | Total: 13.8m | ETA: 6.3m
[2025-12-22T20:28:53.395120] [INFO ] [sig       ] [2444/3560] Forecasting PBYI...
[2025-12-22T20:28:53.395149] [INFO ] [sig       ] Generating forecast for: PBYI
[2025-12-22T20:28:53.395188] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBYI' from 'https://tdm.silogroup.org/data/derivative_storage/PBYI.csv'.
[2025-12-22T20:28:53.406822] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PBYI'.
[2025-12-22T20:28:53.407162] [INFO ] [FORECASTER] Starting predict_future for PBYI
[2025-12-22T20:28:53.408024] [DEBUG] [LOCAL     ] No optimal features file found for PBYI: ./output/feature-sets/PBYI.txt
[2025-12-22T20:28:53.408079] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:28:53.408114] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:28:53.408142] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:28:53.408199] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:28:53.470370] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:28:53.471024] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:28:53.471113] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:28:53.471148] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:28:53.600502] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:28:53.600662] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:28:53.600705] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:28:53.600737] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:28:53.604605] [DEBUG] [FORECASTER] PBYI: Forecast T+1@11:T+2@11: UP (p=75.04%)
[2025-12-22T20:28:53.604942] [INFO ] [FORECASTER] Completed predict_future for PBYI
[2025-12-22T20:28:53.605071] [INFO ] [sig       ] PBYI: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:28:53.754054] [INFO ] [LOCAL     ] Saved forecast: PBYI	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/PBYI.txt
[2025-12-22T20:28:53.754199] [INFO ] [sig       ] [2444/3560] Completed PBYI in 0.4s | 2.95 sym/s | Total: 13.8m | ETA: 6.3m
[2025-12-22T20:28:53.754244] [INFO ] [sig       ] [2445/3560] Forecasting PCB...
[2025-12-22T20:28:53.754276] [INFO ] [sig       ] Generating forecast for: PCB
[2025-12-22T20:28:53.754319] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCB' from 'https://tdm.silogroup.org/data/derivative_storage/PCB.csv'.
[2025-12-22T20:28:53.765983] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCB'.
[2025-12-22T20:28:53.766327] [INFO ] [FORECASTER] Starting predict_future for PCB
[2025-12-22T20:28:53.767127] [DEBUG] [LOCAL     ] No optimal features file found for PCB: ./output/feature-sets/PCB.txt
[2025-12-22T20:28:53.767180] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:28:53.767212] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:28:53.767241] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:28:53.767303] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:28:53.829948] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:28:53.831031] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:28:53.831132] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:28:53.831180] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:28:53.960499] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:28:53.960664] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:28:53.960706] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:28:53.960738] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:28:53.964281] [DEBUG] [FORECASTER] PCB: Forecast T+1@11:T+2@11: DOWN (p=42.94%)
[2025-12-22T20:28:53.964620] [INFO ] [FORECASTER] Completed predict_future for PCB
[2025-12-22T20:28:53.964761] [INFO ] [sig       ] PCB: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:28:54.101755] [INFO ] [LOCAL     ] Saved forecast: PCB	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/PCB.txt
[2025-12-22T20:28:54.101898] [INFO ] [sig       ] [2445/3560] Completed PCB in 0.3s | 2.95 sym/s | Total: 13.8m | ETA: 6.3m
[2025-12-22T20:28:54.101937] [INFO ] [sig       ] [2446/3560] Forecasting PCF...
[2025-12-22T20:28:54.101967] [INFO ] [sig       ] Generating forecast for: PCF
[2025-12-22T20:28:54.101996] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCF' from 'https://tdm.silogroup.org/data/derivative_storage/PCF.csv'.
[2025-12-22T20:28:54.112479] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCF'.
[2025-12-22T20:28:54.112843] [INFO ] [FORECASTER] Starting predict_future for PCF
[2025-12-22T20:28:54.113632] [DEBUG] [LOCAL     ] No optimal features file found for PCF: ./output/feature-sets/PCF.txt
[2025-12-22T20:28:54.113684] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:28:54.113717] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:28:54.113746] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:28:54.113803] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:28:54.171324] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:28:54.172017] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:28:54.172093] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:28:54.172124] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:28:54.289414] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:28:54.289591] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:28:54.289633] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:28:54.289662] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:28:54.292986] [DEBUG] [FORECASTER] PCF: Forecast T+1@11:T+2@11: UP (p=95.43%)
[2025-12-22T20:28:54.293259] [INFO ] [FORECASTER] Completed predict_future for PCF
[2025-12-22T20:28:54.293379] [INFO ] [sig       ] PCF: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:28:54.427927] [INFO ] [LOCAL     ] Saved forecast: PCF	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/PCF.txt
[2025-12-22T20:28:54.428064] [INFO ] [sig       ] [2446/3560] Completed PCF in 0.3s | 2.95 sym/s | Total: 13.8m | ETA: 6.3m
[2025-12-22T20:28:54.428106] [INFO ] [sig       ] [2447/3560] Forecasting PCG...
[2025-12-22T20:28:54.428135] [INFO ] [sig       ] Generating forecast for: PCG
[2025-12-22T20:28:54.428166] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCG' from 'https://tdm.silogroup.org/data/derivative_storage/PCG.csv'.
[2025-12-22T20:28:54.441115] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCG'.
[2025-12-22T20:28:54.441538] [INFO ] [FORECASTER] Starting predict_future for PCG
[2025-12-22T20:28:54.442492] [DEBUG] [LOCAL     ] No optimal features file found for PCG: ./output/feature-sets/PCG.txt
[2025-12-22T20:28:54.442559] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:28:54.442667] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:28:54.442701] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:28:54.442780] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:28:54.508167] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:28:54.508998] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:28:54.509105] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:28:54.509140] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:28:54.644767] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:28:54.644953] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:28:54.645011] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:28:54.645055] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:28:54.648993] [DEBUG] [FORECASTER] PCG: Forecast T+1@11:T+2@11: UP (p=74.53%)
[2025-12-22T20:28:54.649317] [INFO ] [FORECASTER] Completed predict_future for PCG
[2025-12-22T20:28:54.649446] [INFO ] [sig       ] PCG: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:28:54.796265] [INFO ] [LOCAL     ] Saved forecast: PCG	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/PCG.txt
[2025-12-22T20:28:54.796431] [INFO ] [sig       ] [2447/3560] Completed PCG in 0.4s | 2.95 sym/s | Total: 13.8m | ETA: 6.3m
[2025-12-22T20:28:54.796479] [INFO ] [sig       ] [2448/3560] Forecasting PCH...
[2025-12-22T20:28:54.796510] [INFO ] [sig       ] Generating forecast for: PCH
[2025-12-22T20:28:54.796540] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCH' from 'https://tdm.silogroup.org/data/derivative_storage/PCH.csv'.
[2025-12-22T20:28:54.808792] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCH'.
[2025-12-22T20:28:54.809209] [INFO ] [FORECASTER] Starting predict_future for PCH
[2025-12-22T20:28:54.810120] [DEBUG] [LOCAL     ] No optimal features file found for PCH: ./output/feature-sets/PCH.txt
[2025-12-22T20:28:54.810178] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:28:54.810213] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:28:54.810240] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:28:54.810298] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:28:54.873944] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:28:54.874754] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:28:54.874852] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:28:54.874893] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:28:55.000054] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:28:55.000209] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:28:55.000251] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:28:55.000288] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:28:55.004821] [DEBUG] [FORECASTER] PCH: Forecast T+1@11:T+2@11: UP (p=67.74%)
[2025-12-22T20:28:55.005350] [INFO ] [FORECASTER] Completed predict_future for PCH
[2025-12-22T20:28:55.005491] [INFO ] [sig       ] PCH: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:28:55.155973] [INFO ] [LOCAL     ] Saved forecast: PCH	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/PCH.txt
[2025-12-22T20:28:55.156153] [INFO ] [sig       ] [2448/3560] Completed PCH in 0.4s | 2.95 sym/s | Total: 13.9m | ETA: 6.3m
[2025-12-22T20:28:55.156198] [INFO ] [sig       ] [2449/3560] Forecasting PCM...
[2025-12-22T20:28:55.156230] [INFO ] [sig       ] Generating forecast for: PCM
[2025-12-22T20:28:55.156261] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCM' from 'https://tdm.silogroup.org/data/derivative_storage/PCM.csv'.
[2025-12-22T20:28:55.167874] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCM'.
[2025-12-22T20:28:55.168272] [INFO ] [FORECASTER] Starting predict_future for PCM
[2025-12-22T20:28:55.169203] [DEBUG] [LOCAL     ] No optimal features file found for PCM: ./output/feature-sets/PCM.txt
[2025-12-22T20:28:55.169256] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:28:55.169289] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:28:55.169317] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:28:55.169387] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:28:55.233138] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:28:55.234057] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:28:55.234142] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:28:55.234176] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:28:55.369606] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:28:55.369763] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:28:55.369804] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:28:55.369837] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:28:55.373743] [DEBUG] [FORECASTER] PCM: Forecast T+1@11:T+2@11: DOWN (p=10.37%)
[2025-12-22T20:28:55.374067] [INFO ] [FORECASTER] Completed predict_future for PCM
[2025-12-22T20:28:55.374205] [INFO ] [sig       ] PCM: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:28:55.515048] [INFO ] [LOCAL     ] Saved forecast: PCM	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/PCM.txt
[2025-12-22T20:28:55.515204] [INFO ] [sig       ] [2449/3560] Completed PCM in 0.4s | 2.95 sym/s | Total: 13.9m | ETA: 6.3m
[2025-12-22T20:28:55.515245] [INFO ] [sig       ] [2450/3560] Forecasting PCN...
[2025-12-22T20:28:55.515274] [INFO ] [sig       ] Generating forecast for: PCN
[2025-12-22T20:28:55.515306] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCN' from 'https://tdm.silogroup.org/data/derivative_storage/PCN.csv'.
[2025-12-22T20:28:55.526504] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCN'.
[2025-12-22T20:28:55.526845] [INFO ] [FORECASTER] Starting predict_future for PCN
[2025-12-22T20:28:55.527636] [DEBUG] [LOCAL     ] No optimal features file found for PCN: ./output/feature-sets/PCN.txt
[2025-12-22T20:28:55.527688] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:28:55.527721] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:28:55.527749] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:28:55.527805] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:28:55.585012] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:28:55.585740] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:28:55.585818] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:28:55.585851] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:28:55.709397] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:28:55.709553] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:28:55.709612] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:28:55.709641] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:28:55.713103] [DEBUG] [FORECASTER] PCN: Forecast T+1@11:T+2@11: UP (p=78.64%)
[2025-12-22T20:28:55.713387] [INFO ] [FORECASTER] Completed predict_future for PCN
[2025-12-22T20:28:55.713513] [INFO ] [sig       ] PCN: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:28:55.855329] [INFO ] [LOCAL     ] Saved forecast: PCN	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/PCN.txt
[2025-12-22T20:28:55.855467] [INFO ] [sig       ] [2450/3560] Completed PCN in 0.3s | 2.95 sym/s | Total: 13.9m | ETA: 6.3m
[2025-12-22T20:28:55.855508] [INFO ] [sig       ] [2451/3560] Forecasting PCQ...
[2025-12-22T20:28:55.855537] [INFO ] [sig       ] Generating forecast for: PCQ
[2025-12-22T20:28:55.855612] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCQ' from 'https://tdm.silogroup.org/data/derivative_storage/PCQ.csv'.
[2025-12-22T20:28:55.866399] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCQ'.
[2025-12-22T20:28:55.866799] [INFO ] [FORECASTER] Starting predict_future for PCQ
[2025-12-22T20:28:55.867554] [DEBUG] [LOCAL     ] No optimal features file found for PCQ: ./output/feature-sets/PCQ.txt
[2025-12-22T20:28:55.867634] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:28:55.867667] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:28:55.867694] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:28:55.867760] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:28:55.926231] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:28:55.927077] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:28:55.927160] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:28:55.927192] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:28:56.046025] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:28:56.046179] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:28:56.046220] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:28:56.046249] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:28:56.049838] [DEBUG] [FORECASTER] PCQ: Forecast T+1@11:T+2@11: DOWN (p=24.97%)
[2025-12-22T20:28:56.050148] [INFO ] [FORECASTER] Completed predict_future for PCQ
[2025-12-22T20:28:56.050301] [INFO ] [sig       ] PCQ: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:28:56.189451] [INFO ] [LOCAL     ] Saved forecast: PCQ	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/PCQ.txt
[2025-12-22T20:28:56.189600] [INFO ] [sig       ] [2451/3560] Completed PCQ in 0.3s | 2.95 sym/s | Total: 13.9m | ETA: 6.3m
[2025-12-22T20:28:56.189640] [INFO ] [sig       ] [2452/3560] Forecasting PCRX...
[2025-12-22T20:28:56.189670] [INFO ] [sig       ] Generating forecast for: PCRX
[2025-12-22T20:28:56.189699] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCRX' from 'https://tdm.silogroup.org/data/derivative_storage/PCRX.csv'.
[2025-12-22T20:28:56.201405] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCRX'.
[2025-12-22T20:28:56.201737] [INFO ] [FORECASTER] Starting predict_future for PCRX
[2025-12-22T20:28:56.202486] [DEBUG] [LOCAL     ] No optimal features file found for PCRX: ./output/feature-sets/PCRX.txt
[2025-12-22T20:28:56.202537] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:28:56.202586] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:28:56.202616] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:28:56.202672] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:28:56.259327] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:28:56.260014] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:28:56.260092] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:28:56.260125] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:28:56.382021] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:28:56.382172] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:28:56.382210] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:28:56.382237] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:28:56.385532] [DEBUG] [FORECASTER] PCRX: Forecast T+1@11:T+2@11: UP (p=91.63%)
[2025-12-22T20:28:56.385820] [INFO ] [FORECASTER] Completed predict_future for PCRX
[2025-12-22T20:28:56.385948] [INFO ] [sig       ] PCRX: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:28:56.546028] [INFO ] [LOCAL     ] Saved forecast: PCRX	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/PCRX.txt
[2025-12-22T20:28:56.546166] [INFO ] [sig       ] [2452/3560] Completed PCRX in 0.4s | 2.95 sym/s | Total: 13.9m | ETA: 6.3m
[2025-12-22T20:28:56.546206] [INFO ] [sig       ] [2453/3560] Forecasting PCTY...
[2025-12-22T20:28:56.546235] [INFO ] [sig       ] Generating forecast for: PCTY
[2025-12-22T20:28:56.546264] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCTY' from 'https://tdm.silogroup.org/data/derivative_storage/PCTY.csv'.
[2025-12-22T20:28:56.557786] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCTY'.
[2025-12-22T20:28:56.558114] [INFO ] [FORECASTER] Starting predict_future for PCTY
[2025-12-22T20:28:56.558888] [DEBUG] [LOCAL     ] No optimal features file found for PCTY: ./output/feature-sets/PCTY.txt
[2025-12-22T20:28:56.558954] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:28:56.558986] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:28:56.559062] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:28:56.559125] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:28:56.616682] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:28:56.617436] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:28:56.617514] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:28:56.617548] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:28:56.737479] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:28:56.737646] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:28:56.737687] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:28:56.737716] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:28:56.741281] [DEBUG] [FORECASTER] PCTY: Forecast T+1@11:T+2@11: DOWN (p=20.43%)
[2025-12-22T20:28:56.741558] [INFO ] [FORECASTER] Completed predict_future for PCTY
[2025-12-22T20:28:56.741702] [INFO ] [sig       ] PCTY: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:28:56.882015] [INFO ] [LOCAL     ] Saved forecast: PCTY	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/PCTY.txt
[2025-12-22T20:28:56.882147] [INFO ] [sig       ] [2453/3560] Completed PCTY in 0.3s | 2.95 sym/s | Total: 13.9m | ETA: 6.3m
[2025-12-22T20:28:56.882191] [INFO ] [sig       ] [2454/3560] Forecasting PCVX...
[2025-12-22T20:28:56.882234] [INFO ] [sig       ] Generating forecast for: PCVX
[2025-12-22T20:28:56.882271] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCVX' from 'https://tdm.silogroup.org/data/derivative_storage/PCVX.csv'.
[2025-12-22T20:28:56.893410] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCVX'.
[2025-12-22T20:28:56.893742] [INFO ] [FORECASTER] Starting predict_future for PCVX
[2025-12-22T20:28:56.894503] [DEBUG] [LOCAL     ] No optimal features file found for PCVX: ./output/feature-sets/PCVX.txt
[2025-12-22T20:28:56.894554] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:28:56.894604] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:28:56.894632] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:28:56.894688] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:28:56.950868] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:28:56.951484] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:28:56.951558] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:28:56.951607] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:28:57.074022] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:28:57.074172] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:28:57.074210] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:28:57.074238] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:28:57.077520] [DEBUG] [FORECASTER] PCVX: Forecast T+1@11:T+2@11: UP (p=94.17%)
[2025-12-22T20:28:57.077803] [INFO ] [FORECASTER] Completed predict_future for PCVX
[2025-12-22T20:28:57.077928] [INFO ] [sig       ] PCVX: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:28:57.213551] [INFO ] [LOCAL     ] Saved forecast: PCVX	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/PCVX.txt
[2025-12-22T20:28:57.213699] [INFO ] [sig       ] [2454/3560] Completed PCVX in 0.3s | 2.95 sym/s | Total: 13.9m | ETA: 6.3m
[2025-12-22T20:28:57.213738] [INFO ] [sig       ] [2455/3560] Forecasting PCYO...
[2025-12-22T20:28:57.213768] [INFO ] [sig       ] Generating forecast for: PCYO
[2025-12-22T20:28:57.213797] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCYO' from 'https://tdm.silogroup.org/data/derivative_storage/PCYO.csv'.
[2025-12-22T20:28:57.226720] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCYO'.
[2025-12-22T20:28:57.227059] [INFO ] [FORECASTER] Starting predict_future for PCYO
[2025-12-22T20:28:57.227911] [DEBUG] [LOCAL     ] No optimal features file found for PCYO: ./output/feature-sets/PCYO.txt
[2025-12-22T20:28:57.227965] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:28:57.228188] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:28:57.228216] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:28:57.228272] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:28:57.293052] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:28:57.293923] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:28:57.294006] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:28:57.294039] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:28:57.414542] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:28:57.414707] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:28:57.414745] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:28:57.414773] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:28:57.418163] [DEBUG] [FORECASTER] PCYO: Forecast T+1@11:T+2@11: UP (p=85.46%)
[2025-12-22T20:28:57.418469] [INFO ] [FORECASTER] Completed predict_future for PCYO
[2025-12-22T20:28:57.418638] [INFO ] [sig       ] PCYO: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:28:57.553514] [INFO ] [LOCAL     ] Saved forecast: PCYO	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/PCYO.txt
[2025-12-22T20:28:57.553660] [INFO ] [sig       ] [2455/3560] Completed PCYO in 0.3s | 2.95 sym/s | Total: 13.9m | ETA: 6.3m
[2025-12-22T20:28:57.553701] [INFO ] [sig       ] [2456/3560] Forecasting PD...
[2025-12-22T20:28:57.553729] [INFO ] [sig       ] Generating forecast for: PD
[2025-12-22T20:28:57.553759] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PD' from 'https://tdm.silogroup.org/data/derivative_storage/PD.csv'.
[2025-12-22T20:28:57.564930] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PD'.
[2025-12-22T20:28:57.565245] [INFO ] [FORECASTER] Starting predict_future for PD
[2025-12-22T20:28:57.566033] [DEBUG] [LOCAL     ] No optimal features file found for PD: ./output/feature-sets/PD.txt
[2025-12-22T20:28:57.566086] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:28:57.566118] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:28:57.566145] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:28:57.566201] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:28:57.623092] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:28:57.623728] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:28:57.623806] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:28:57.623843] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:28:57.743245] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:28:57.743399] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:28:57.743439] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:28:57.743469] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:28:57.746875] [DEBUG] [FORECASTER] PD: Forecast T+1@11:T+2@11: UP (p=82.89%)
[2025-12-22T20:28:57.747143] [INFO ] [FORECASTER] Completed predict_future for PD
[2025-12-22T20:28:57.747264] [INFO ] [sig       ] PD: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:28:57.883791] [INFO ] [LOCAL     ] Saved forecast: PD	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/PD.txt
[2025-12-22T20:28:57.883918] [INFO ] [sig       ] [2456/3560] Completed PD in 0.3s | 2.95 sym/s | Total: 13.9m | ETA: 6.2m
[2025-12-22T20:28:57.883971] [INFO ] [sig       ] [2457/3560] Forecasting PDBC...
[2025-12-22T20:28:57.884004] [INFO ] [sig       ] Generating forecast for: PDBC
[2025-12-22T20:28:57.884033] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDBC' from 'https://tdm.silogroup.org/data/derivative_storage/PDBC.csv'.
[2025-12-22T20:28:57.895247] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDBC'.
[2025-12-22T20:28:57.895543] [INFO ] [FORECASTER] Starting predict_future for PDBC
[2025-12-22T20:28:57.896347] [DEBUG] [LOCAL     ] No optimal features file found for PDBC: ./output/feature-sets/PDBC.txt
[2025-12-22T20:28:57.896400] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:28:57.896433] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:28:57.896460] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:28:57.896515] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:28:57.954313] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:28:57.955010] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:28:57.955112] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:28:57.955146] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:28:58.071995] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:28:58.072144] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:28:58.072185] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:28:58.072213] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:28:58.075523] [DEBUG] [FORECASTER] PDBC: Forecast T+1@11:T+2@11: UP (p=99.03%)
[2025-12-22T20:28:58.075804] [INFO ] [FORECASTER] Completed predict_future for PDBC
[2025-12-22T20:28:58.075929] [INFO ] [sig       ] PDBC: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:28:58.212797] [INFO ] [LOCAL     ] Saved forecast: PDBC	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/PDBC.txt
[2025-12-22T20:28:58.212943] [INFO ] [sig       ] [2457/3560] Completed PDBC in 0.3s | 2.95 sym/s | Total: 13.9m | ETA: 6.2m
[2025-12-22T20:28:58.212981] [INFO ] [sig       ] [2458/3560] Forecasting PDD...
[2025-12-22T20:28:58.213011] [INFO ] [sig       ] Generating forecast for: PDD
[2025-12-22T20:28:58.213041] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDD' from 'https://tdm.silogroup.org/data/derivative_storage/PDD.csv'.
[2025-12-22T20:28:58.226416] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDD'.
[2025-12-22T20:28:58.226831] [INFO ] [FORECASTER] Starting predict_future for PDD
[2025-12-22T20:28:58.227920] [DEBUG] [LOCAL     ] No optimal features file found for PDD: ./output/feature-sets/PDD.txt
[2025-12-22T20:28:58.227975] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:28:58.228008] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:28:58.228042] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:28:58.228125] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:28:58.295921] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:28:58.296976] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:28:58.297124] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:28:58.297159] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:28:58.428804] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:28:58.428978] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:28:58.429042] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:28:58.429074] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:28:58.432779] [DEBUG] [FORECASTER] PDD: Forecast T+1@11:T+2@11: UP (p=69.19%)
[2025-12-22T20:28:58.433063] [INFO ] [FORECASTER] Completed predict_future for PDD
[2025-12-22T20:28:58.433241] [INFO ] [sig       ] PDD: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:28:58.580732] [INFO ] [LOCAL     ] Saved forecast: PDD	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/PDD.txt
[2025-12-22T20:28:58.580884] [INFO ] [sig       ] [2458/3560] Completed PDD in 0.4s | 2.95 sym/s | Total: 13.9m | ETA: 6.2m
[2025-12-22T20:28:58.580926] [INFO ] [sig       ] [2459/3560] Forecasting PDEX...
[2025-12-22T20:28:58.580957] [INFO ] [sig       ] Generating forecast for: PDEX
[2025-12-22T20:28:58.580995] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDEX' from 'https://tdm.silogroup.org/data/derivative_storage/PDEX.csv'.
[2025-12-22T20:28:58.593192] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDEX'.
[2025-12-22T20:28:58.593616] [INFO ] [FORECASTER] Starting predict_future for PDEX
[2025-12-22T20:28:58.594453] [DEBUG] [LOCAL     ] No optimal features file found for PDEX: ./output/feature-sets/PDEX.txt
[2025-12-22T20:28:58.594507] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:28:58.594540] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:28:58.594568] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:28:58.594671] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:28:58.661996] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:28:58.663002] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:28:58.663090] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:28:58.663139] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:28:58.798917] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:28:58.799099] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:28:58.799156] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:28:58.799192] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:28:58.802916] [DEBUG] [FORECASTER] PDEX: Forecast T+1@11:T+2@11: UP (p=50.83%)
[2025-12-22T20:28:58.803224] [INFO ] [FORECASTER] Completed predict_future for PDEX
[2025-12-22T20:28:58.803372] [INFO ] [sig       ] PDEX: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:28:58.948260] [INFO ] [LOCAL     ] Saved forecast: PDEX	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/PDEX.txt
[2025-12-22T20:28:58.948417] [INFO ] [sig       ] [2459/3560] Completed PDEX in 0.4s | 2.95 sym/s | Total: 13.9m | ETA: 6.2m
[2025-12-22T20:28:58.948459] [INFO ] [sig       ] [2460/3560] Forecasting PDFS...
[2025-12-22T20:28:58.948488] [INFO ] [sig       ] Generating forecast for: PDFS
[2025-12-22T20:28:58.948517] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDFS' from 'https://tdm.silogroup.org/data/derivative_storage/PDFS.csv'.
[2025-12-22T20:28:58.960543] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDFS'.
[2025-12-22T20:28:58.960957] [INFO ] [FORECASTER] Starting predict_future for PDFS
[2025-12-22T20:28:58.961880] [DEBUG] [LOCAL     ] No optimal features file found for PDFS: ./output/feature-sets/PDFS.txt
[2025-12-22T20:28:58.961934] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:28:58.961968] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:28:58.961994] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:28:58.962050] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:28:59.023973] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:28:59.024868] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:28:59.024955] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:28:59.024988] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:28:59.157417] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:28:59.157605] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:28:59.157693] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:28:59.157731] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:28:59.161148] [DEBUG] [FORECASTER] PDFS: Forecast T+1@11:T+2@11: DOWN (p=36.81%)
[2025-12-22T20:28:59.161421] [INFO ] [FORECASTER] Completed predict_future for PDFS
[2025-12-22T20:28:59.161546] [INFO ] [sig       ] PDFS: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:28:59.308043] [INFO ] [LOCAL     ] Saved forecast: PDFS	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/PDFS.txt
[2025-12-22T20:28:59.308267] [INFO ] [sig       ] [2460/3560] Completed PDFS in 0.4s | 2.95 sym/s | Total: 13.9m | ETA: 6.2m
[2025-12-22T20:28:59.308327] [INFO ] [sig       ] [2461/3560] Forecasting PDI...
[2025-12-22T20:28:59.308364] [INFO ] [sig       ] Generating forecast for: PDI
[2025-12-22T20:28:59.308396] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDI' from 'https://tdm.silogroup.org/data/derivative_storage/PDI.csv'.
[2025-12-22T20:28:59.320261] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDI'.
[2025-12-22T20:28:59.320634] [INFO ] [FORECASTER] Starting predict_future for PDI
[2025-12-22T20:28:59.321427] [DEBUG] [LOCAL     ] No optimal features file found for PDI: ./output/feature-sets/PDI.txt
[2025-12-22T20:28:59.321481] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:28:59.321514] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:28:59.321541] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:28:59.321624] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:28:59.384158] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:28:59.384981] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:28:59.385064] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:28:59.385098] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:28:59.510815] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:28:59.510977] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:28:59.511019] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:28:59.511047] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:28:59.514812] [DEBUG] [FORECASTER] PDI: Forecast T+1@11:T+2@11: UP (p=94.31%)
[2025-12-22T20:28:59.515129] [INFO ] [FORECASTER] Completed predict_future for PDI
[2025-12-22T20:28:59.515300] [INFO ] [sig       ] PDI: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:28:59.666374] [INFO ] [LOCAL     ] Saved forecast: PDI	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/PDI.txt
[2025-12-22T20:28:59.666556] [INFO ] [sig       ] [2461/3560] Completed PDI in 0.4s | 2.95 sym/s | Total: 13.9m | ETA: 6.2m
[2025-12-22T20:28:59.666622] [INFO ] [sig       ] [2462/3560] Forecasting PDLB...
[2025-12-22T20:28:59.666655] [INFO ] [sig       ] Generating forecast for: PDLB
[2025-12-22T20:28:59.666687] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDLB' from 'https://tdm.silogroup.org/data/derivative_storage/PDLB.csv'.
[2025-12-22T20:28:59.678413] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDLB'.
[2025-12-22T20:28:59.678799] [INFO ] [FORECASTER] Starting predict_future for PDLB
[2025-12-22T20:28:59.679642] [DEBUG] [LOCAL     ] No optimal features file found for PDLB: ./output/feature-sets/PDLB.txt
[2025-12-22T20:28:59.679693] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:28:59.679725] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:28:59.679751] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:28:59.679813] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:28:59.742934] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:28:59.743858] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:28:59.743978] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:28:59.744025] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:28:59.873602] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:28:59.873757] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:28:59.873800] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:28:59.873828] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:28:59.877291] [DEBUG] [FORECASTER] PDLB: Forecast T+1@11:T+2@11: UP (p=63.48%)
[2025-12-22T20:28:59.877563] [INFO ] [FORECASTER] Completed predict_future for PDLB
[2025-12-22T20:28:59.877707] [INFO ] [sig       ] PDLB: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:29:00.028063] [INFO ] [LOCAL     ] Saved forecast: PDLB	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/PDLB.txt
[2025-12-22T20:29:00.028234] [INFO ] [sig       ] [2462/3560] Completed PDLB in 0.4s | 2.94 sym/s | Total: 13.9m | ETA: 6.2m
[2025-12-22T20:29:00.028276] [INFO ] [sig       ] [2463/3560] Forecasting PDM...
[2025-12-22T20:29:00.028305] [INFO ] [sig       ] Generating forecast for: PDM
[2025-12-22T20:29:00.028335] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDM' from 'https://tdm.silogroup.org/data/derivative_storage/PDM.csv'.
[2025-12-22T20:29:00.039298] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDM'.
[2025-12-22T20:29:00.039724] [INFO ] [FORECASTER] Starting predict_future for PDM
[2025-12-22T20:29:00.040688] [DEBUG] [LOCAL     ] No optimal features file found for PDM: ./output/feature-sets/PDM.txt
[2025-12-22T20:29:00.040740] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:29:00.040772] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:29:00.040799] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:29:00.040855] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:29:00.097637] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:29:00.098543] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:29:00.098642] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:29:00.098675] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:29:00.217850] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:29:00.217998] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:29:00.218036] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:29:00.218065] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:29:00.221420] [DEBUG] [FORECASTER] PDM: Forecast T+1@11:T+2@11: DOWN (p=37.55%)
[2025-12-22T20:29:00.221709] [INFO ] [FORECASTER] Completed predict_future for PDM
[2025-12-22T20:29:00.221829] [INFO ] [sig       ] PDM: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:29:00.355491] [INFO ] [LOCAL     ] Saved forecast: PDM	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/PDM.txt
[2025-12-22T20:29:00.355639] [INFO ] [sig       ] [2463/3560] Completed PDM in 0.3s | 2.95 sym/s | Total: 13.9m | ETA: 6.2m
[2025-12-22T20:29:00.355680] [INFO ] [sig       ] [2464/3560] Forecasting PDO...
[2025-12-22T20:29:00.355708] [INFO ] [sig       ] Generating forecast for: PDO
[2025-12-22T20:29:00.355738] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDO' from 'https://tdm.silogroup.org/data/derivative_storage/PDO.csv'.
[2025-12-22T20:29:00.366315] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDO'.
[2025-12-22T20:29:00.366665] [INFO ] [FORECASTER] Starting predict_future for PDO
[2025-12-22T20:29:00.367413] [DEBUG] [LOCAL     ] No optimal features file found for PDO: ./output/feature-sets/PDO.txt
[2025-12-22T20:29:00.367464] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:29:00.367562] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:29:00.367614] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:29:00.367672] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:29:00.423570] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:29:00.424376] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:29:00.424454] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:29:00.424487] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:29:00.539214] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:29:00.539369] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:29:00.539409] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:29:00.539437] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:29:00.542757] [DEBUG] [FORECASTER] PDO: Forecast T+1@11:T+2@11: UP (p=98.50%)
[2025-12-22T20:29:00.543055] [INFO ] [FORECASTER] Completed predict_future for PDO
[2025-12-22T20:29:00.543173] [INFO ] [sig       ] PDO: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:29:00.677261] [INFO ] [LOCAL     ] Saved forecast: PDO	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/PDO.txt
[2025-12-22T20:29:00.677415] [INFO ] [sig       ] [2464/3560] Completed PDO in 0.3s | 2.95 sym/s | Total: 13.9m | ETA: 6.2m
[2025-12-22T20:29:00.677455] [INFO ] [sig       ] [2465/3560] Forecasting PDP...
[2025-12-22T20:29:00.677484] [INFO ] [sig       ] Generating forecast for: PDP
[2025-12-22T20:29:00.677514] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDP' from 'https://tdm.silogroup.org/data/derivative_storage/PDP.csv'.
[2025-12-22T20:29:00.688210] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDP'.
[2025-12-22T20:29:00.688552] [INFO ] [FORECASTER] Starting predict_future for PDP
[2025-12-22T20:29:00.689348] [DEBUG] [LOCAL     ] No optimal features file found for PDP: ./output/feature-sets/PDP.txt
[2025-12-22T20:29:00.689398] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:29:00.689429] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:29:00.689455] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:29:00.689510] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:29:00.744788] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:29:00.745471] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:29:00.745547] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:29:00.745596] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:29:00.859189] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:29:00.859314] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:29:00.859353] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:29:00.859388] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:29:00.862808] [DEBUG] [FORECASTER] PDP: Forecast T+1@11:T+2@11: DOWN (p=11.70%)
[2025-12-22T20:29:00.863108] [INFO ] [FORECASTER] Completed predict_future for PDP
[2025-12-22T20:29:00.863239] [INFO ] [sig       ] PDP: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:29:00.998910] [INFO ] [LOCAL     ] Saved forecast: PDP	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/PDP.txt
[2025-12-22T20:29:00.999088] [INFO ] [sig       ] [2465/3560] Completed PDP in 0.3s | 2.95 sym/s | Total: 13.9m | ETA: 6.2m
[2025-12-22T20:29:00.999128] [INFO ] [sig       ] [2466/3560] Forecasting PDS...
[2025-12-22T20:29:00.999156] [INFO ] [sig       ] Generating forecast for: PDS
[2025-12-22T20:29:00.999186] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDS' from 'https://tdm.silogroup.org/data/derivative_storage/PDS.csv'.
[2025-12-22T20:29:01.009886] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDS'.
[2025-12-22T20:29:01.010226] [INFO ] [FORECASTER] Starting predict_future for PDS
[2025-12-22T20:29:01.011015] [DEBUG] [LOCAL     ] No optimal features file found for PDS: ./output/feature-sets/PDS.txt
[2025-12-22T20:29:01.011065] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:29:01.011098] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:29:01.011125] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:29:01.011180] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:29:01.067216] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:29:01.068023] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:29:01.068106] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:29:01.068138] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:29:01.191154] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:29:01.191268] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:29:01.191305] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:29:01.191333] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:29:01.194788] [DEBUG] [FORECASTER] PDS: Forecast T+1@11:T+2@11: DOWN (p=3.63%)
[2025-12-22T20:29:01.195079] [INFO ] [FORECASTER] Completed predict_future for PDS
[2025-12-22T20:29:01.195206] [INFO ] [sig       ] PDS: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:29:01.335532] [INFO ] [LOCAL     ] Saved forecast: PDS	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/PDS.txt
[2025-12-22T20:29:01.335719] [INFO ] [sig       ] [2466/3560] Completed PDS in 0.3s | 2.95 sym/s | Total: 14.0m | ETA: 6.2m
[2025-12-22T20:29:01.335761] [INFO ] [sig       ] [2467/3560] Forecasting PDX...
[2025-12-22T20:29:01.335792] [INFO ] [sig       ] Generating forecast for: PDX
[2025-12-22T20:29:01.335823] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDX' from 'https://tdm.silogroup.org/data/derivative_storage/PDX.csv'.
[2025-12-22T20:29:01.347533] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDX'.
[2025-12-22T20:29:01.347937] [INFO ] [FORECASTER] Starting predict_future for PDX
[2025-12-22T20:29:01.348772] [DEBUG] [LOCAL     ] No optimal features file found for PDX: ./output/feature-sets/PDX.txt
[2025-12-22T20:29:01.348826] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:29:01.348860] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:29:01.348887] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:29:01.348948] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:29:01.412201] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:29:01.413057] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:29:01.413137] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:29:01.413170] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:29:01.543019] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:29:01.543181] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:29:01.543221] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:29:01.543249] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:29:01.546898] [DEBUG] [FORECASTER] PDX: Forecast T+1@11:T+2@11: UP (p=93.71%)
[2025-12-22T20:29:01.547214] [INFO ] [FORECASTER] Completed predict_future for PDX
[2025-12-22T20:29:01.547348] [INFO ] [sig       ] PDX: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:29:01.687797] [INFO ] [LOCAL     ] Saved forecast: PDX	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/PDX.txt
[2025-12-22T20:29:01.687973] [INFO ] [sig       ] [2467/3560] Completed PDX in 0.4s | 2.95 sym/s | Total: 14.0m | ETA: 6.2m
[2025-12-22T20:29:01.688021] [INFO ] [sig       ] [2468/3560] Forecasting PDYN...
[2025-12-22T20:29:01.688057] [INFO ] [sig       ] Generating forecast for: PDYN
[2025-12-22T20:29:01.688096] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDYN' from 'https://tdm.silogroup.org/data/derivative_storage/PDYN.csv'.
[2025-12-22T20:29:01.698806] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDYN'.
[2025-12-22T20:29:01.699183] [INFO ] [FORECASTER] Starting predict_future for PDYN
[2025-12-22T20:29:01.699984] [DEBUG] [LOCAL     ] No optimal features file found for PDYN: ./output/feature-sets/PDYN.txt
[2025-12-22T20:29:01.700036] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:29:01.700068] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:29:01.700095] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:29:01.700151] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:29:01.759150] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:29:01.760026] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:29:01.760110] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:29:01.760142] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:29:01.883092] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:29:01.883252] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:29:01.883294] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:29:01.883324] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:29:01.886826] [DEBUG] [FORECASTER] PDYN: Forecast T+1@11:T+2@11: DOWN (p=7.93%)
[2025-12-22T20:29:01.887127] [INFO ] [FORECASTER] Completed predict_future for PDYN
[2025-12-22T20:29:01.887267] [INFO ] [sig       ] PDYN: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:29:02.031395] [INFO ] [LOCAL     ] Saved forecast: PDYN	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/PDYN.txt
[2025-12-22T20:29:02.031555] [INFO ] [sig       ] [2468/3560] Completed PDYN in 0.3s | 2.95 sym/s | Total: 14.0m | ETA: 6.2m
[2025-12-22T20:29:02.031624] [INFO ] [sig       ] [2469/3560] Forecasting PEB...
[2025-12-22T20:29:02.031657] [INFO ] [sig       ] Generating forecast for: PEB
[2025-12-22T20:29:02.031689] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEB' from 'https://tdm.silogroup.org/data/derivative_storage/PEB.csv'.
[2025-12-22T20:29:02.043116] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEB'.
[2025-12-22T20:29:02.043493] [INFO ] [FORECASTER] Starting predict_future for PEB
[2025-12-22T20:29:02.044285] [DEBUG] [LOCAL     ] No optimal features file found for PEB: ./output/feature-sets/PEB.txt
[2025-12-22T20:29:02.044337] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:29:02.044368] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:29:02.044395] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:29:02.044450] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:29:02.101891] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:29:02.102760] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:29:02.102845] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:29:02.102876] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:29:02.227438] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:29:02.227616] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:29:02.227659] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:29:02.227688] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:29:02.231259] [DEBUG] [FORECASTER] PEB: Forecast T+1@11:T+2@11: UP (p=81.19%)
[2025-12-22T20:29:02.231543] [INFO ] [FORECASTER] Completed predict_future for PEB
[2025-12-22T20:29:02.231691] [INFO ] [sig       ] PEB: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:29:02.374151] [INFO ] [LOCAL     ] Saved forecast: PEB	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/PEB.txt
[2025-12-22T20:29:02.374312] [INFO ] [sig       ] [2469/3560] Completed PEB in 0.3s | 2.95 sym/s | Total: 14.0m | ETA: 6.2m
[2025-12-22T20:29:02.374351] [INFO ] [sig       ] [2470/3560] Forecasting PEBK...
[2025-12-22T20:29:02.374382] [INFO ] [sig       ] Generating forecast for: PEBK
[2025-12-22T20:29:02.374412] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEBK' from 'https://tdm.silogroup.org/data/derivative_storage/PEBK.csv'.
[2025-12-22T20:29:02.384635] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEBK'.
[2025-12-22T20:29:02.384979] [INFO ] [FORECASTER] Starting predict_future for PEBK
[2025-12-22T20:29:02.385770] [DEBUG] [LOCAL     ] No optimal features file found for PEBK: ./output/feature-sets/PEBK.txt
[2025-12-22T20:29:02.385822] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:29:02.385854] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:29:02.385882] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:29:02.385949] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:29:02.449403] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:29:02.450433] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:29:02.450529] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:29:02.450565] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:29:02.548869] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:29:02.549039] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:29:02.549084] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:29:02.549117] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:29:02.552560] [DEBUG] [FORECASTER] PEBK: Forecast T+1@11:T+2@11: UP (p=75.07%)
[2025-12-22T20:29:02.552872] [INFO ] [FORECASTER] Completed predict_future for PEBK
[2025-12-22T20:29:02.553007] [INFO ] [sig       ] PEBK: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:29:02.702615] [INFO ] [LOCAL     ] Saved forecast: PEBK	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/PEBK.txt
[2025-12-22T20:29:02.702820] [INFO ] [sig       ] [2470/3560] Completed PEBK in 0.3s | 2.95 sym/s | Total: 14.0m | ETA: 6.2m
[2025-12-22T20:29:02.702892] [INFO ] [sig       ] [2471/3560] Forecasting PEBO...
[2025-12-22T20:29:02.702928] [INFO ] [sig       ] Generating forecast for: PEBO
[2025-12-22T20:29:02.702967] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEBO' from 'https://tdm.silogroup.org/data/derivative_storage/PEBO.csv'.
[2025-12-22T20:29:02.713698] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEBO'.
[2025-12-22T20:29:02.714088] [INFO ] [FORECASTER] Starting predict_future for PEBO
[2025-12-22T20:29:02.714882] [DEBUG] [LOCAL     ] No optimal features file found for PEBO: ./output/feature-sets/PEBO.txt
[2025-12-22T20:29:02.714936] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:29:02.714969] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:29:02.714997] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:29:02.715054] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:29:02.771894] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:29:02.772774] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:29:02.772863] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:29:02.772895] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:29:02.895664] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:29:02.895820] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:29:02.895858] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:29:02.895910] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:29:02.899462] [DEBUG] [FORECASTER] PEBO: Forecast T+1@11:T+2@11: UP (p=86.76%)
[2025-12-22T20:29:02.899775] [INFO ] [FORECASTER] Completed predict_future for PEBO
[2025-12-22T20:29:02.899933] [INFO ] [sig       ] PEBO: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:29:03.035815] [INFO ] [LOCAL     ] Saved forecast: PEBO	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/PEBO.txt
[2025-12-22T20:29:03.035949] [INFO ] [sig       ] [2471/3560] Completed PEBO in 0.3s | 2.95 sym/s | Total: 14.0m | ETA: 6.2m
[2025-12-22T20:29:03.035987] [INFO ] [sig       ] [2472/3560] Forecasting PECO...
[2025-12-22T20:29:03.036016] [INFO ] [sig       ] Generating forecast for: PECO
[2025-12-22T20:29:03.036046] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PECO' from 'https://tdm.silogroup.org/data/derivative_storage/PECO.csv'.
[2025-12-22T20:29:03.046940] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PECO'.
[2025-12-22T20:29:03.047271] [INFO ] [FORECASTER] Starting predict_future for PECO
[2025-12-22T20:29:03.048041] [DEBUG] [LOCAL     ] No optimal features file found for PECO: ./output/feature-sets/PECO.txt
[2025-12-22T20:29:03.048092] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:29:03.048125] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:29:03.048152] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:29:03.048208] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:29:03.104306] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:29:03.104947] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:29:03.105022] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:29:03.105053] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:29:03.223977] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:29:03.224150] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:29:03.224209] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:29:03.224246] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:29:03.228621] [DEBUG] [FORECASTER] PECO: Forecast T+1@11:T+2@11: UP (p=64.04%)
[2025-12-22T20:29:03.228913] [INFO ] [FORECASTER] Completed predict_future for PECO
[2025-12-22T20:29:03.229058] [INFO ] [sig       ] PECO: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:29:03.364058] [INFO ] [LOCAL     ] Saved forecast: PECO	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/PECO.txt
[2025-12-22T20:29:03.364215] [INFO ] [sig       ] [2472/3560] Completed PECO in 0.3s | 2.95 sym/s | Total: 14.0m | ETA: 6.2m
[2025-12-22T20:29:03.364255] [INFO ] [sig       ] [2473/3560] Forecasting PEG...
[2025-12-22T20:29:03.364284] [INFO ] [sig       ] Generating forecast for: PEG
[2025-12-22T20:29:03.364315] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEG' from 'https://tdm.silogroup.org/data/derivative_storage/PEG.csv'.
[2025-12-22T20:29:03.375289] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEG'.
[2025-12-22T20:29:03.375652] [INFO ] [FORECASTER] Starting predict_future for PEG
[2025-12-22T20:29:03.376401] [DEBUG] [LOCAL     ] No optimal features file found for PEG: ./output/feature-sets/PEG.txt
[2025-12-22T20:29:03.376452] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:29:03.376483] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:29:03.376510] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:29:03.376565] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:29:03.432887] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:29:03.433734] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:29:03.433814] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:29:03.433846] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:29:03.553285] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:29:03.553440] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:29:03.553480] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:29:03.553508] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:29:03.556838] [DEBUG] [FORECASTER] PEG: Forecast T+1@11:T+2@11: DOWN (p=15.85%)
[2025-12-22T20:29:03.557115] [INFO ] [FORECASTER] Completed predict_future for PEG
[2025-12-22T20:29:03.557237] [INFO ] [sig       ] PEG: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:29:03.694006] [INFO ] [LOCAL     ] Saved forecast: PEG	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/PEG.txt
[2025-12-22T20:29:03.694164] [INFO ] [sig       ] [2473/3560] Completed PEG in 0.3s | 2.95 sym/s | Total: 14.0m | ETA: 6.2m
[2025-12-22T20:29:03.694202] [INFO ] [sig       ] [2474/3560] Forecasting PEGA...
[2025-12-22T20:29:03.694232] [INFO ] [sig       ] Generating forecast for: PEGA
[2025-12-22T20:29:03.694264] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEGA' from 'https://tdm.silogroup.org/data/derivative_storage/PEGA.csv'.
[2025-12-22T20:29:03.705791] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEGA'.
[2025-12-22T20:29:03.706186] [INFO ] [FORECASTER] Starting predict_future for PEGA
[2025-12-22T20:29:03.707018] [DEBUG] [LOCAL     ] No optimal features file found for PEGA: ./output/feature-sets/PEGA.txt
[2025-12-22T20:29:03.707071] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:29:03.707105] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:29:03.707134] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:29:03.707192] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:29:03.765948] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:29:03.766817] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:29:03.766942] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:29:03.766978] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:29:03.890186] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:29:03.890343] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:29:03.890385] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:29:03.890414] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:29:03.893926] [DEBUG] [FORECASTER] PEGA: Forecast T+1@11:T+2@11: DOWN (p=26.73%)
[2025-12-22T20:29:03.894444] [INFO ] [FORECASTER] Completed predict_future for PEGA
[2025-12-22T20:29:03.894601] [INFO ] [sig       ] PEGA: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:29:04.042488] [INFO ] [LOCAL     ] Saved forecast: PEGA	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/PEGA.txt
[2025-12-22T20:29:04.042662] [INFO ] [sig       ] [2474/3560] Completed PEGA in 0.3s | 2.95 sym/s | Total: 14.0m | ETA: 6.1m
[2025-12-22T20:29:04.042705] [INFO ] [sig       ] [2475/3560] Forecasting PEN...
[2025-12-22T20:29:04.042737] [INFO ] [sig       ] Generating forecast for: PEN
[2025-12-22T20:29:04.042769] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEN' from 'https://tdm.silogroup.org/data/derivative_storage/PEN.csv'.
[2025-12-22T20:29:04.056140] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEN'.
[2025-12-22T20:29:04.056602] [INFO ] [FORECASTER] Starting predict_future for PEN
[2025-12-22T20:29:04.057502] [DEBUG] [LOCAL     ] No optimal features file found for PEN: ./output/feature-sets/PEN.txt
[2025-12-22T20:29:04.057565] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:29:04.057643] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:29:04.057673] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:29:04.057747] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:29:04.120858] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:29:04.121761] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:29:04.121849] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:29:04.121882] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:29:04.239536] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:29:04.239747] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:29:04.239788] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:29:04.239817] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:29:04.243171] [DEBUG] [FORECASTER] PEN: Forecast T+1@11:T+2@11: DOWN (p=46.41%)
[2025-12-22T20:29:04.243503] [INFO ] [FORECASTER] Completed predict_future for PEN
[2025-12-22T20:29:04.243663] [INFO ] [sig       ] PEN: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:29:04.393534] [INFO ] [LOCAL     ] Saved forecast: PEN	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/PEN.txt
[2025-12-22T20:29:04.393737] [INFO ] [sig       ] [2475/3560] Completed PEN in 0.4s | 2.95 sym/s | Total: 14.0m | ETA: 6.1m
[2025-12-22T20:29:04.393780] [INFO ] [sig       ] [2476/3560] Forecasting PENN...
[2025-12-22T20:29:04.393811] [INFO ] [sig       ] Generating forecast for: PENN
[2025-12-22T20:29:04.393844] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PENN' from 'https://tdm.silogroup.org/data/derivative_storage/PENN.csv'.
[2025-12-22T20:29:04.405465] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PENN'.
[2025-12-22T20:29:04.405910] [INFO ] [FORECASTER] Starting predict_future for PENN
[2025-12-22T20:29:04.406843] [DEBUG] [LOCAL     ] No optimal features file found for PENN: ./output/feature-sets/PENN.txt
[2025-12-22T20:29:04.406904] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:29:04.406939] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:29:04.406966] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:29:04.407023] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:29:04.470295] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:29:04.471200] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:29:04.471282] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:29:04.471317] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:29:04.595153] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:29:04.595314] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:29:04.595355] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:29:04.595384] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:29:04.598868] [DEBUG] [FORECASTER] PENN: Forecast T+1@11:T+2@11: DOWN (p=26.88%)
[2025-12-22T20:29:04.599191] [INFO ] [FORECASTER] Completed predict_future for PENN
[2025-12-22T20:29:04.599322] [INFO ] [sig       ] PENN: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:29:04.736220] [INFO ] [LOCAL     ] Saved forecast: PENN	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/PENN.txt
[2025-12-22T20:29:04.736375] [INFO ] [sig       ] [2476/3560] Completed PENN in 0.3s | 2.95 sym/s | Total: 14.0m | ETA: 6.1m
[2025-12-22T20:29:04.736414] [INFO ] [sig       ] [2477/3560] Forecasting PEO...
[2025-12-22T20:29:04.736442] [INFO ] [sig       ] Generating forecast for: PEO
[2025-12-22T20:29:04.736474] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEO' from 'https://tdm.silogroup.org/data/derivative_storage/PEO.csv'.
[2025-12-22T20:29:04.748108] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEO'.
[2025-12-22T20:29:04.748503] [INFO ] [FORECASTER] Starting predict_future for PEO
[2025-12-22T20:29:04.749384] [DEBUG] [LOCAL     ] No optimal features file found for PEO: ./output/feature-sets/PEO.txt
[2025-12-22T20:29:04.749455] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:29:04.749489] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:29:04.749516] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:29:04.749595] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:29:04.808195] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:29:04.809107] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:29:04.809201] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:29:04.809236] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:29:04.930253] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:29:04.930409] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:29:04.930447] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:29:04.930475] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:29:04.933869] [DEBUG] [FORECASTER] PEO: Forecast T+1@11:T+2@11: UP (p=83.36%)
[2025-12-22T20:29:04.934151] [INFO ] [FORECASTER] Completed predict_future for PEO
[2025-12-22T20:29:04.934275] [INFO ] [sig       ] PEO: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:29:05.072344] [INFO ] [LOCAL     ] Saved forecast: PEO	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/PEO.txt
[2025-12-22T20:29:05.072524] [INFO ] [sig       ] [2477/3560] Completed PEO in 0.3s | 2.95 sym/s | Total: 14.0m | ETA: 6.1m
[2025-12-22T20:29:05.072566] [INFO ] [sig       ] [2478/3560] Forecasting PEP...
[2025-12-22T20:29:05.072616] [INFO ] [sig       ] Generating forecast for: PEP
[2025-12-22T20:29:05.072647] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEP' from 'https://tdm.silogroup.org/data/derivative_storage/PEP.csv'.
[2025-12-22T20:29:05.083688] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEP'.
[2025-12-22T20:29:05.084062] [INFO ] [FORECASTER] Starting predict_future for PEP
[2025-12-22T20:29:05.084856] [DEBUG] [LOCAL     ] No optimal features file found for PEP: ./output/feature-sets/PEP.txt
[2025-12-22T20:29:05.084907] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:29:05.084939] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:29:05.084966] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:29:05.085027] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:29:05.141321] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:29:05.142212] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:29:05.142322] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:29:05.142356] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:29:05.260649] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:29:05.260803] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:29:05.260843] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:29:05.260871] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:29:05.264266] [DEBUG] [FORECASTER] PEP: Forecast T+1@11:T+2@11: DOWN (p=27.03%)
[2025-12-22T20:29:05.264531] [INFO ] [FORECASTER] Completed predict_future for PEP
[2025-12-22T20:29:05.264671] [INFO ] [sig       ] PEP: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:29:05.399824] [INFO ] [LOCAL     ] Saved forecast: PEP	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/PEP.txt
[2025-12-22T20:29:05.399979] [INFO ] [sig       ] [2478/3560] Completed PEP in 0.3s | 2.95 sym/s | Total: 14.0m | ETA: 6.1m
[2025-12-22T20:29:05.400018] [INFO ] [sig       ] [2479/3560] Forecasting PEPG...
[2025-12-22T20:29:05.400048] [INFO ] [sig       ] Generating forecast for: PEPG
[2025-12-22T20:29:05.400079] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEPG' from 'https://tdm.silogroup.org/data/derivative_storage/PEPG.csv'.
[2025-12-22T20:29:05.411241] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEPG'.
[2025-12-22T20:29:05.411618] [INFO ] [FORECASTER] Starting predict_future for PEPG
[2025-12-22T20:29:05.412368] [DEBUG] [LOCAL     ] No optimal features file found for PEPG: ./output/feature-sets/PEPG.txt
[2025-12-22T20:29:05.412419] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:29:05.412450] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:29:05.412477] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:29:05.412532] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:29:05.468327] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:29:05.469067] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:29:05.469147] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:29:05.469179] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:29:05.586839] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:29:05.586989] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:29:05.587028] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:29:05.587056] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:29:05.590750] [DEBUG] [FORECASTER] PEPG: Forecast T+1@11:T+2@11: DOWN (p=31.08%)
[2025-12-22T20:29:05.591019] [INFO ] [FORECASTER] Completed predict_future for PEPG
[2025-12-22T20:29:05.591139] [INFO ] [sig       ] PEPG: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:29:05.725531] [INFO ] [LOCAL     ] Saved forecast: PEPG	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/PEPG.txt
[2025-12-22T20:29:05.725672] [INFO ] [sig       ] [2479/3560] Completed PEPG in 0.3s | 2.95 sym/s | Total: 14.0m | ETA: 6.1m
[2025-12-22T20:29:05.725711] [INFO ] [sig       ] [2480/3560] Forecasting PERF...
[2025-12-22T20:29:05.725741] [INFO ] [sig       ] Generating forecast for: PERF
[2025-12-22T20:29:05.725769] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PERF' from 'https://tdm.silogroup.org/data/derivative_storage/PERF.csv'.
[2025-12-22T20:29:05.736877] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PERF'.
[2025-12-22T20:29:05.737383] [INFO ] [FORECASTER] Starting predict_future for PERF
[2025-12-22T20:29:05.738174] [DEBUG] [LOCAL     ] No optimal features file found for PERF: ./output/feature-sets/PERF.txt
[2025-12-22T20:29:05.738236] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:29:05.738273] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:29:05.738299] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:29:05.738355] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:29:05.796751] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:29:05.797371] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:29:05.797446] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:29:05.797479] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:29:05.913262] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:29:05.913417] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:29:05.913456] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:29:05.913485] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:29:05.916810] [DEBUG] [FORECASTER] PERF: Forecast T+1@11:T+2@11: UP (p=94.33%)
[2025-12-22T20:29:05.917072] [INFO ] [FORECASTER] Completed predict_future for PERF
[2025-12-22T20:29:05.917195] [INFO ] [sig       ] PERF: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:29:06.053268] [INFO ] [LOCAL     ] Saved forecast: PERF	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/PERF.txt
[2025-12-22T20:29:06.053443] [INFO ] [sig       ] [2480/3560] Completed PERF in 0.3s | 2.95 sym/s | Total: 14.0m | ETA: 6.1m
[2025-12-22T20:29:06.053482] [INFO ] [sig       ] [2481/3560] Forecasting PERI...
[2025-12-22T20:29:06.053512] [INFO ] [sig       ] Generating forecast for: PERI
[2025-12-22T20:29:06.053542] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PERI' from 'https://tdm.silogroup.org/data/derivative_storage/PERI.csv'.
[2025-12-22T20:29:06.064491] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PERI'.
[2025-12-22T20:29:06.064837] [INFO ] [FORECASTER] Starting predict_future for PERI
[2025-12-22T20:29:06.065616] [DEBUG] [LOCAL     ] No optimal features file found for PERI: ./output/feature-sets/PERI.txt
[2025-12-22T20:29:06.065667] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:29:06.065723] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:29:06.065752] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:29:06.065808] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:29:06.122393] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:29:06.123238] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:29:06.123317] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:29:06.123349] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:29:06.240237] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:29:06.240384] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:29:06.240423] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:29:06.240451] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:29:06.243743] [DEBUG] [FORECASTER] PERI: Forecast T+1@11:T+2@11: DOWN (p=4.89%)
[2025-12-22T20:29:06.244009] [INFO ] [FORECASTER] Completed predict_future for PERI
[2025-12-22T20:29:06.244130] [INFO ] [sig       ] PERI: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:29:06.379253] [INFO ] [LOCAL     ] Saved forecast: PERI	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/PERI.txt
[2025-12-22T20:29:06.379408] [INFO ] [sig       ] [2481/3560] Completed PERI in 0.3s | 2.95 sym/s | Total: 14.0m | ETA: 6.1m
[2025-12-22T20:29:06.379448] [INFO ] [sig       ] [2482/3560] Forecasting PESI...
[2025-12-22T20:29:06.379477] [INFO ] [sig       ] Generating forecast for: PESI
[2025-12-22T20:29:06.379506] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PESI' from 'https://tdm.silogroup.org/data/derivative_storage/PESI.csv'.
[2025-12-22T20:29:06.391547] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PESI'.
[2025-12-22T20:29:06.391953] [INFO ] [FORECASTER] Starting predict_future for PESI
[2025-12-22T20:29:06.392976] [DEBUG] [LOCAL     ] No optimal features file found for PESI: ./output/feature-sets/PESI.txt
[2025-12-22T20:29:06.393030] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:29:06.393062] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:29:06.393090] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:29:06.393332] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:29:06.460364] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:29:06.461221] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:29:06.461304] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:29:06.461338] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:29:06.586954] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:29:06.587112] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:29:06.587164] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:29:06.587194] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:29:06.590621] [DEBUG] [FORECASTER] PESI: Forecast T+1@11:T+2@11: UP (p=50.85%)
[2025-12-22T20:29:06.590916] [INFO ] [FORECASTER] Completed predict_future for PESI
[2025-12-22T20:29:06.591042] [INFO ] [sig       ] PESI: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:29:06.726979] [INFO ] [LOCAL     ] Saved forecast: PESI	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/PESI.txt
[2025-12-22T20:29:06.727118] [INFO ] [sig       ] [2482/3560] Completed PESI in 0.3s | 2.95 sym/s | Total: 14.0m | ETA: 6.1m
[2025-12-22T20:29:06.727156] [INFO ] [sig       ] [2483/3560] Forecasting PETS...
[2025-12-22T20:29:06.727187] [INFO ] [sig       ] Generating forecast for: PETS
[2025-12-22T20:29:06.727217] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PETS' from 'https://tdm.silogroup.org/data/derivative_storage/PETS.csv'.
[2025-12-22T20:29:06.738494] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PETS'.
[2025-12-22T20:29:06.738914] [INFO ] [FORECASTER] Starting predict_future for PETS
[2025-12-22T20:29:06.739738] [DEBUG] [LOCAL     ] No optimal features file found for PETS: ./output/feature-sets/PETS.txt
[2025-12-22T20:29:06.739790] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:29:06.739822] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:29:06.739848] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:29:06.739903] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:29:06.799385] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:29:06.800263] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:29:06.800365] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:29:06.800400] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:29:06.923277] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:29:06.923433] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:29:06.923473] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:29:06.923503] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:29:06.927101] [DEBUG] [FORECASTER] PETS: Forecast T+1@11:T+2@11: UP (p=69.46%)
[2025-12-22T20:29:06.927430] [INFO ] [FORECASTER] Completed predict_future for PETS
[2025-12-22T20:29:06.927565] [INFO ] [sig       ] PETS: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:29:07.066455] [INFO ] [LOCAL     ] Saved forecast: PETS	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/PETS.txt
[2025-12-22T20:29:07.066629] [INFO ] [sig       ] [2483/3560] Completed PETS in 0.3s | 2.95 sym/s | Total: 14.1m | ETA: 6.1m
[2025-12-22T20:29:07.066671] [INFO ] [sig       ] [2484/3560] Forecasting PEY...
[2025-12-22T20:29:07.066701] [INFO ] [sig       ] Generating forecast for: PEY
[2025-12-22T20:29:07.066735] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEY' from 'https://tdm.silogroup.org/data/derivative_storage/PEY.csv'.
[2025-12-22T20:29:07.077971] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEY'.
[2025-12-22T20:29:07.078263] [INFO ] [FORECASTER] Starting predict_future for PEY
[2025-12-22T20:29:07.079063] [DEBUG] [LOCAL     ] No optimal features file found for PEY: ./output/feature-sets/PEY.txt
[2025-12-22T20:29:07.079115] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:29:07.079147] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:29:07.079176] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:29:07.079237] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:29:07.136050] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:29:07.136911] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:29:07.136995] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:29:07.137027] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:29:07.251445] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:29:07.251632] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:29:07.251676] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:29:07.251754] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:29:07.255180] [DEBUG] [FORECASTER] PEY: Forecast T+1@11:T+2@11: DOWN (p=13.73%)
[2025-12-22T20:29:07.255456] [INFO ] [FORECASTER] Completed predict_future for PEY
[2025-12-22T20:29:07.255598] [INFO ] [sig       ] PEY: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:29:07.391231] [INFO ] [LOCAL     ] Saved forecast: PEY	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/PEY.txt
[2025-12-22T20:29:07.391354] [INFO ] [sig       ] [2484/3560] Completed PEY in 0.3s | 2.95 sym/s | Total: 14.1m | ETA: 6.1m
[2025-12-22T20:29:07.391392] [INFO ] [sig       ] [2485/3560] Forecasting PFBC...
[2025-12-22T20:29:07.391423] [INFO ] [sig       ] Generating forecast for: PFBC
[2025-12-22T20:29:07.391453] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFBC' from 'https://tdm.silogroup.org/data/derivative_storage/PFBC.csv'.
[2025-12-22T20:29:07.402853] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFBC'.
[2025-12-22T20:29:07.403154] [INFO ] [FORECASTER] Starting predict_future for PFBC
[2025-12-22T20:29:07.403924] [DEBUG] [LOCAL     ] No optimal features file found for PFBC: ./output/feature-sets/PFBC.txt
[2025-12-22T20:29:07.403978] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:29:07.404016] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:29:07.404049] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:29:07.404117] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:29:07.461140] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:29:07.461831] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:29:07.461909] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:29:07.461942] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:29:07.576598] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:29:07.576748] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:29:07.576786] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:29:07.576814] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:29:07.580353] [DEBUG] [FORECASTER] PFBC: Forecast T+1@11:T+2@11: DOWN (p=38.54%)
[2025-12-22T20:29:07.580638] [INFO ] [FORECASTER] Completed predict_future for PFBC
[2025-12-22T20:29:07.580758] [INFO ] [sig       ] PFBC: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:29:07.716474] [INFO ] [LOCAL     ] Saved forecast: PFBC	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/PFBC.txt
[2025-12-22T20:29:07.716616] [INFO ] [sig       ] [2485/3560] Completed PFBC in 0.3s | 2.95 sym/s | Total: 14.1m | ETA: 6.1m
[2025-12-22T20:29:07.716657] [INFO ] [sig       ] [2486/3560] Forecasting PFD...
[2025-12-22T20:29:07.716687] [INFO ] [sig       ] Generating forecast for: PFD
[2025-12-22T20:29:07.716716] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFD' from 'https://tdm.silogroup.org/data/derivative_storage/PFD.csv'.
[2025-12-22T20:29:07.727705] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFD'.
[2025-12-22T20:29:07.728007] [INFO ] [FORECASTER] Starting predict_future for PFD
[2025-12-22T20:29:07.728778] [DEBUG] [LOCAL     ] No optimal features file found for PFD: ./output/feature-sets/PFD.txt
[2025-12-22T20:29:07.728829] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:29:07.728862] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:29:07.728888] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:29:07.728944] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:29:07.785559] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:29:07.786260] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:29:07.786337] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:29:07.786369] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:29:07.894346] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:29:07.894503] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:29:07.894542] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:29:07.894588] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:29:07.897957] [DEBUG] [FORECASTER] PFD: Forecast T+1@11:T+2@11: UP (p=96.30%)
[2025-12-22T20:29:07.898226] [INFO ] [FORECASTER] Completed predict_future for PFD
[2025-12-22T20:29:07.898348] [INFO ] [sig       ] PFD: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:29:08.039808] [INFO ] [LOCAL     ] Saved forecast: PFD	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/PFD.txt
[2025-12-22T20:29:08.039953] [INFO ] [sig       ] [2486/3560] Completed PFD in 0.3s | 2.95 sym/s | Total: 14.1m | ETA: 6.1m
[2025-12-22T20:29:08.039994] [INFO ] [sig       ] [2487/3560] Forecasting PFF...
[2025-12-22T20:29:08.040024] [INFO ] [sig       ] Generating forecast for: PFF
[2025-12-22T20:29:08.040055] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFF' from 'https://tdm.silogroup.org/data/derivative_storage/PFF.csv'.
[2025-12-22T20:29:08.052000] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFF'.
[2025-12-22T20:29:08.052533] [INFO ] [FORECASTER] Starting predict_future for PFF
[2025-12-22T20:29:08.053376] [DEBUG] [LOCAL     ] No optimal features file found for PFF: ./output/feature-sets/PFF.txt
[2025-12-22T20:29:08.053428] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:29:08.053465] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:29:08.053494] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:29:08.053554] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:29:08.110084] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:29:08.110730] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:29:08.110803] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:29:08.110836] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:29:08.232635] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:29:08.232790] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:29:08.232828] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:29:08.232856] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:29:08.236251] [DEBUG] [FORECASTER] PFF: Forecast T+1@11:T+2@11: DOWN (p=46.59%)
[2025-12-22T20:29:08.236603] [INFO ] [FORECASTER] Completed predict_future for PFF
[2025-12-22T20:29:08.236740] [INFO ] [sig       ] PFF: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:29:08.373765] [INFO ] [LOCAL     ] Saved forecast: PFF	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/PFF.txt
[2025-12-22T20:29:08.373898] [INFO ] [sig       ] [2487/3560] Completed PFF in 0.3s | 2.95 sym/s | Total: 14.1m | ETA: 6.1m
[2025-12-22T20:29:08.373936] [INFO ] [sig       ] [2488/3560] Forecasting PFG...
[2025-12-22T20:29:08.373965] [INFO ] [sig       ] Generating forecast for: PFG
[2025-12-22T20:29:08.373995] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFG' from 'https://tdm.silogroup.org/data/derivative_storage/PFG.csv'.
[2025-12-22T20:29:08.384542] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFG'.
[2025-12-22T20:29:08.384855] [INFO ] [FORECASTER] Starting predict_future for PFG
[2025-12-22T20:29:08.385620] [DEBUG] [LOCAL     ] No optimal features file found for PFG: ./output/feature-sets/PFG.txt
[2025-12-22T20:29:08.385671] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:29:08.385718] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:29:08.385746] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:29:08.385803] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:29:08.442051] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:29:08.442805] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:29:08.442883] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:29:08.442915] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:29:08.563382] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:29:08.563531] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:29:08.563584] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:29:08.563616] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:29:08.566889] [DEBUG] [FORECASTER] PFG: Forecast T+1@11:T+2@11: DOWN (p=3.19%)
[2025-12-22T20:29:08.567180] [INFO ] [FORECASTER] Completed predict_future for PFG
[2025-12-22T20:29:08.567310] [INFO ] [sig       ] PFG: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:29:08.759120] [INFO ] [LOCAL     ] Saved forecast: PFG	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/PFG.txt
[2025-12-22T20:29:08.759267] [INFO ] [sig       ] [2488/3560] Completed PFG in 0.4s | 2.95 sym/s | Total: 14.1m | ETA: 6.1m
[2025-12-22T20:29:08.759306] [INFO ] [sig       ] [2489/3560] Forecasting PFGC...
[2025-12-22T20:29:08.759336] [INFO ] [sig       ] Generating forecast for: PFGC
[2025-12-22T20:29:08.759366] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFGC' from 'https://tdm.silogroup.org/data/derivative_storage/PFGC.csv'.
[2025-12-22T20:29:08.770317] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFGC'.
[2025-12-22T20:29:08.770675] [INFO ] [FORECASTER] Starting predict_future for PFGC
[2025-12-22T20:29:08.771468] [DEBUG] [LOCAL     ] No optimal features file found for PFGC: ./output/feature-sets/PFGC.txt
[2025-12-22T20:29:08.771520] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:29:08.771552] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:29:08.771602] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:29:08.771661] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:29:08.828557] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:29:08.829276] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:29:08.829352] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:29:08.829384] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:29:08.950610] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:29:08.950767] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:29:08.950807] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:29:08.950835] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:29:08.954195] [DEBUG] [FORECASTER] PFGC: Forecast T+1@11:T+2@11: UP (p=76.05%)
[2025-12-22T20:29:08.954472] [INFO ] [FORECASTER] Completed predict_future for PFGC
[2025-12-22T20:29:08.954611] [INFO ] [sig       ] PFGC: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:29:09.090475] [INFO ] [LOCAL     ] Saved forecast: PFGC	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/PFGC.txt
[2025-12-22T20:29:09.090627] [INFO ] [sig       ] [2489/3560] Completed PFGC in 0.3s | 2.95 sym/s | Total: 14.1m | ETA: 6.1m
[2025-12-22T20:29:09.090667] [INFO ] [sig       ] [2490/3560] Forecasting PFH...
[2025-12-22T20:29:09.090697] [INFO ] [sig       ] Generating forecast for: PFH
[2025-12-22T20:29:09.090727] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFH' from 'https://tdm.silogroup.org/data/derivative_storage/PFH.csv'.
[2025-12-22T20:29:09.102512] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFH'.
[2025-12-22T20:29:09.102903] [INFO ] [FORECASTER] Starting predict_future for PFH
[2025-12-22T20:29:09.103690] [DEBUG] [LOCAL     ] No optimal features file found for PFH: ./output/feature-sets/PFH.txt
[2025-12-22T20:29:09.103759] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:29:09.103789] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:29:09.103815] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:29:09.103869] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:29:09.160933] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:29:09.161914] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:29:09.161992] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:29:09.162024] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:29:09.280712] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:29:09.280870] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:29:09.280909] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:29:09.280938] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:29:09.284306] [DEBUG] [FORECASTER] PFH: Forecast T+1@11:T+2@11: DOWN (p=4.91%)
[2025-12-22T20:29:09.284610] [INFO ] [FORECASTER] Completed predict_future for PFH
[2025-12-22T20:29:09.284737] [INFO ] [sig       ] PFH: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:29:09.431046] [INFO ] [LOCAL     ] Saved forecast: PFH	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/PFH.txt
[2025-12-22T20:29:09.431221] [INFO ] [sig       ] [2490/3560] Completed PFH in 0.3s | 2.95 sym/s | Total: 14.1m | ETA: 6.1m
[2025-12-22T20:29:09.431263] [INFO ] [sig       ] [2491/3560] Forecasting PFIS...
[2025-12-22T20:29:09.431293] [INFO ] [sig       ] Generating forecast for: PFIS
[2025-12-22T20:29:09.431324] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFIS' from 'https://tdm.silogroup.org/data/derivative_storage/PFIS.csv'.
[2025-12-22T20:29:09.443666] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFIS'.
[2025-12-22T20:29:09.444067] [INFO ] [FORECASTER] Starting predict_future for PFIS
[2025-12-22T20:29:09.444859] [DEBUG] [LOCAL     ] No optimal features file found for PFIS: ./output/feature-sets/PFIS.txt
[2025-12-22T20:29:09.444911] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:29:09.444943] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:29:09.444971] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:29:09.445027] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:29:09.507495] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:29:09.508373] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:29:09.508489] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:29:09.508523] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:29:09.626816] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:29:09.626976] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:29:09.627016] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:29:09.627044] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:29:09.630414] [DEBUG] [FORECASTER] PFIS: Forecast T+1@11:T+2@11: UP (p=62.43%)
[2025-12-22T20:29:09.630700] [INFO ] [FORECASTER] Completed predict_future for PFIS
[2025-12-22T20:29:09.630818] [INFO ] [sig       ] PFIS: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:29:09.769684] [INFO ] [LOCAL     ] Saved forecast: PFIS	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/PFIS.txt
[2025-12-22T20:29:09.769860] [INFO ] [sig       ] [2491/3560] Completed PFIS in 0.3s | 2.95 sym/s | Total: 14.1m | ETA: 6.0m
[2025-12-22T20:29:09.769914] [INFO ] [sig       ] [2492/3560] Forecasting PFL...
[2025-12-22T20:29:09.769946] [INFO ] [sig       ] Generating forecast for: PFL
[2025-12-22T20:29:09.769976] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFL' from 'https://tdm.silogroup.org/data/derivative_storage/PFL.csv'.
[2025-12-22T20:29:09.780875] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFL'.
[2025-12-22T20:29:09.781283] [INFO ] [FORECASTER] Starting predict_future for PFL
[2025-12-22T20:29:09.782065] [DEBUG] [LOCAL     ] No optimal features file found for PFL: ./output/feature-sets/PFL.txt
[2025-12-22T20:29:09.782116] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:29:09.782147] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:29:09.782174] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:29:09.782231] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:29:09.839877] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:29:09.840790] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:29:09.840869] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:29:09.840902] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:29:09.956517] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:29:09.956675] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:29:09.956714] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:29:09.956743] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:29:09.960023] [DEBUG] [FORECASTER] PFL: Forecast T+1@11:T+2@11: UP (p=96.68%)
[2025-12-22T20:29:09.960319] [INFO ] [FORECASTER] Completed predict_future for PFL
[2025-12-22T20:29:09.960438] [INFO ] [sig       ] PFL: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:29:10.095178] [INFO ] [LOCAL     ] Saved forecast: PFL	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/PFL.txt
[2025-12-22T20:29:10.095297] [INFO ] [sig       ] [2492/3560] Completed PFL in 0.3s | 2.95 sym/s | Total: 14.1m | ETA: 6.0m
[2025-12-22T20:29:10.095335] [INFO ] [sig       ] [2493/3560] Forecasting PFM...
[2025-12-22T20:29:10.095364] [INFO ] [sig       ] Generating forecast for: PFM
[2025-12-22T20:29:10.095393] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFM' from 'https://tdm.silogroup.org/data/derivative_storage/PFM.csv'.
[2025-12-22T20:29:10.106218] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFM'.
[2025-12-22T20:29:10.106517] [INFO ] [FORECASTER] Starting predict_future for PFM
[2025-12-22T20:29:10.107279] [DEBUG] [LOCAL     ] No optimal features file found for PFM: ./output/feature-sets/PFM.txt
[2025-12-22T20:29:10.107331] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:29:10.107363] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:29:10.107389] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:29:10.107444] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:29:10.163769] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:29:10.164375] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:29:10.164448] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:29:10.164480] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:29:10.286076] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:29:10.286231] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:29:10.286270] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:29:10.286298] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:29:10.289679] [DEBUG] [FORECASTER] PFM: Forecast T+1@11:T+2@11: DOWN (p=3.53%)
[2025-12-22T20:29:10.289950] [INFO ] [FORECASTER] Completed predict_future for PFM
[2025-12-22T20:29:10.290069] [INFO ] [sig       ] PFM: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:29:10.427708] [INFO ] [LOCAL     ] Saved forecast: PFM	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/PFM.txt
[2025-12-22T20:29:10.427854] [INFO ] [sig       ] [2493/3560] Completed PFM in 0.3s | 2.95 sym/s | Total: 14.1m | ETA: 6.0m
[2025-12-22T20:29:10.427893] [INFO ] [sig       ] [2494/3560] Forecasting PFN...
[2025-12-22T20:29:10.427923] [INFO ] [sig       ] Generating forecast for: PFN
[2025-12-22T20:29:10.427954] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFN' from 'https://tdm.silogroup.org/data/derivative_storage/PFN.csv'.
[2025-12-22T20:29:10.439297] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFN'.
[2025-12-22T20:29:10.439711] [INFO ] [FORECASTER] Starting predict_future for PFN
[2025-12-22T20:29:10.440508] [DEBUG] [LOCAL     ] No optimal features file found for PFN: ./output/feature-sets/PFN.txt
[2025-12-22T20:29:10.440562] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:29:10.440620] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:29:10.440648] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:29:10.440704] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:29:10.500383] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:29:10.501373] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:29:10.501460] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:29:10.501496] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:29:10.639928] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:29:10.640104] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:29:10.640161] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:29:10.640201] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:29:10.645356] [DEBUG] [FORECASTER] PFN: Forecast T+1@11:T+2@11: DOWN (p=47.50%)
[2025-12-22T20:29:10.645794] [INFO ] [FORECASTER] Completed predict_future for PFN
[2025-12-22T20:29:10.645965] [INFO ] [sig       ] PFN: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:29:10.802760] [INFO ] [LOCAL     ] Saved forecast: PFN	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/PFN.txt
[2025-12-22T20:29:10.802997] [INFO ] [sig       ] [2494/3560] Completed PFN in 0.4s | 2.95 sym/s | Total: 14.1m | ETA: 6.0m
[2025-12-22T20:29:10.803049] [INFO ] [sig       ] [2495/3560] Forecasting PFO...
[2025-12-22T20:29:10.803086] [INFO ] [sig       ] Generating forecast for: PFO
[2025-12-22T20:29:10.803123] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFO' from 'https://tdm.silogroup.org/data/derivative_storage/PFO.csv'.
[2025-12-22T20:29:10.818213] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFO'.
[2025-12-22T20:29:10.818675] [INFO ] [FORECASTER] Starting predict_future for PFO
[2025-12-22T20:29:10.819689] [DEBUG] [LOCAL     ] No optimal features file found for PFO: ./output/feature-sets/PFO.txt
[2025-12-22T20:29:10.819746] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:29:10.819780] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:29:10.819809] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:29:10.819878] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:29:10.895177] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:29:10.896420] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:29:10.896521] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:29:10.896556] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:29:11.031345] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:29:11.031515] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:29:11.031557] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:29:11.031656] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:29:11.035816] [DEBUG] [FORECASTER] PFO: Forecast T+1@11:T+2@11: UP (p=77.83%)
[2025-12-22T20:29:11.036166] [INFO ] [FORECASTER] Completed predict_future for PFO
[2025-12-22T20:29:11.036317] [INFO ] [sig       ] PFO: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:29:11.255289] [INFO ] [LOCAL     ] Saved forecast: PFO	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/PFO.txt
[2025-12-22T20:29:11.255531] [INFO ] [sig       ] [2495/3560] Completed PFO in 0.5s | 2.94 sym/s | Total: 14.1m | ETA: 6.0m
[2025-12-22T20:29:11.255619] [INFO ] [sig       ] [2496/3560] Forecasting PFS...
[2025-12-22T20:29:11.255673] [INFO ] [sig       ] Generating forecast for: PFS
[2025-12-22T20:29:11.255743] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFS' from 'https://tdm.silogroup.org/data/derivative_storage/PFS.csv'.
[2025-12-22T20:29:11.274002] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFS'.
[2025-12-22T20:29:11.274553] [INFO ] [FORECASTER] Starting predict_future for PFS
[2025-12-22T20:29:11.275819] [DEBUG] [LOCAL     ] No optimal features file found for PFS: ./output/feature-sets/PFS.txt
[2025-12-22T20:29:11.275891] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:29:11.275944] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:29:11.275991] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:29:11.276084] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:29:11.346963] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:29:11.347903] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:29:11.348001] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:29:11.348036] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:29:11.514880] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:29:11.515076] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:29:11.515137] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:29:11.515181] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:29:11.520014] [DEBUG] [FORECASTER] PFS: Forecast T+1@11:T+2@11: DOWN (p=6.58%)
[2025-12-22T20:29:11.520497] [INFO ] [FORECASTER] Completed predict_future for PFS
[2025-12-22T20:29:11.520718] [INFO ] [sig       ] PFS: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:29:11.730591] [INFO ] [LOCAL     ] Saved forecast: PFS	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/PFS.txt
[2025-12-22T20:29:11.730849] [INFO ] [sig       ] [2496/3560] Completed PFS in 0.5s | 2.94 sym/s | Total: 14.1m | ETA: 6.0m
[2025-12-22T20:29:11.730916] [INFO ] [sig       ] [2497/3560] Forecasting PFSI...
[2025-12-22T20:29:11.730965] [INFO ] [sig       ] Generating forecast for: PFSI
[2025-12-22T20:29:11.731024] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFSI' from 'https://tdm.silogroup.org/data/derivative_storage/PFSI.csv'.
[2025-12-22T20:29:11.744866] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFSI'.
[2025-12-22T20:29:11.745349] [INFO ] [FORECASTER] Starting predict_future for PFSI
[2025-12-22T20:29:11.746299] [DEBUG] [LOCAL     ] No optimal features file found for PFSI: ./output/feature-sets/PFSI.txt
[2025-12-22T20:29:11.746358] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:29:11.746396] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:29:11.746427] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:29:11.746498] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:29:11.833093] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:29:11.834284] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:29:11.834424] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:29:11.834506] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:29:11.979991] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:29:11.980150] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:29:11.980196] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:29:11.980225] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:29:11.983872] [DEBUG] [FORECASTER] PFSI: Forecast T+1@11:T+2@11: UP (p=81.04%)
[2025-12-22T20:29:11.984210] [INFO ] [FORECASTER] Completed predict_future for PFSI
[2025-12-22T20:29:11.984355] [INFO ] [sig       ] PFSI: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:29:12.122563] [INFO ] [LOCAL     ] Saved forecast: PFSI	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/PFSI.txt
[2025-12-22T20:29:12.122740] [INFO ] [sig       ] [2497/3560] Completed PFSI in 0.4s | 2.94 sym/s | Total: 14.1m | ETA: 6.0m
[2025-12-22T20:29:12.122780] [INFO ] [sig       ] [2498/3560] Forecasting PGC...
[2025-12-22T20:29:12.122811] [INFO ] [sig       ] Generating forecast for: PGC
[2025-12-22T20:29:12.122841] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGC' from 'https://tdm.silogroup.org/data/derivative_storage/PGC.csv'.
[2025-12-22T20:29:12.134138] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGC'.
[2025-12-22T20:29:12.134635] [INFO ] [FORECASTER] Starting predict_future for PGC
[2025-12-22T20:29:12.135718] [DEBUG] [LOCAL     ] No optimal features file found for PGC: ./output/feature-sets/PGC.txt
[2025-12-22T20:29:12.135789] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:29:12.135884] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:29:12.135924] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:29:12.136001] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:29:12.198278] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:29:12.199196] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:29:12.199275] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:29:12.199309] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:29:12.321395] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:29:12.321552] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:29:12.321612] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:29:12.321643] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:29:12.325156] [DEBUG] [FORECASTER] PGC: Forecast T+1@11:T+2@11: DOWN (p=45.85%)
[2025-12-22T20:29:12.325487] [INFO ] [FORECASTER] Completed predict_future for PGC
[2025-12-22T20:29:12.325642] [INFO ] [sig       ] PGC: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:29:12.463708] [INFO ] [LOCAL     ] Saved forecast: PGC	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/PGC.txt
[2025-12-22T20:29:12.463865] [INFO ] [sig       ] [2498/3560] Completed PGC in 0.3s | 2.94 sym/s | Total: 14.1m | ETA: 6.0m
[2025-12-22T20:29:12.463905] [INFO ] [sig       ] [2499/3560] Forecasting PGEN...
[2025-12-22T20:29:12.463935] [INFO ] [sig       ] Generating forecast for: PGEN
[2025-12-22T20:29:12.463965] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGEN' from 'https://tdm.silogroup.org/data/derivative_storage/PGEN.csv'.
[2025-12-22T20:29:12.474839] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGEN'.
[2025-12-22T20:29:12.475177] [INFO ] [FORECASTER] Starting predict_future for PGEN
[2025-12-22T20:29:12.475963] [DEBUG] [LOCAL     ] No optimal features file found for PGEN: ./output/feature-sets/PGEN.txt
[2025-12-22T20:29:12.476015] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:29:12.476046] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:29:12.476087] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:29:12.476143] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:29:12.534868] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:29:12.535766] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:29:12.535847] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:29:12.535880] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:29:12.656714] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:29:12.656868] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:29:12.656908] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:29:12.656935] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:29:12.660245] [DEBUG] [FORECASTER] PGEN: Forecast T+1@11:T+2@11: UP (p=80.29%)
[2025-12-22T20:29:12.660519] [INFO ] [FORECASTER] Completed predict_future for PGEN
[2025-12-22T20:29:12.660661] [INFO ] [sig       ] PGEN: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:29:12.798100] [INFO ] [LOCAL     ] Saved forecast: PGEN	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/PGEN.txt
[2025-12-22T20:29:12.798256] [INFO ] [sig       ] [2499/3560] Completed PGEN in 0.3s | 2.94 sym/s | Total: 14.1m | ETA: 6.0m
[2025-12-22T20:29:12.798295] [INFO ] [sig       ] [2500/3560] Forecasting PGJ...
[2025-12-22T20:29:12.798325] [INFO ] [sig       ] Generating forecast for: PGJ
[2025-12-22T20:29:12.798357] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGJ' from 'https://tdm.silogroup.org/data/derivative_storage/PGJ.csv'.
[2025-12-22T20:29:12.809250] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGJ'.
[2025-12-22T20:29:12.809639] [INFO ] [FORECASTER] Starting predict_future for PGJ
[2025-12-22T20:29:12.810456] [DEBUG] [LOCAL     ] No optimal features file found for PGJ: ./output/feature-sets/PGJ.txt
[2025-12-22T20:29:12.810510] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:29:12.810543] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:29:12.810587] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:29:12.810648] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:29:12.867331] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:29:12.868194] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:29:12.868272] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:29:12.868304] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:29:12.991699] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:29:12.991852] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:29:12.991892] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:29:12.991921] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:29:12.995347] [DEBUG] [FORECASTER] PGJ: Forecast T+1@11:T+2@11: DOWN (p=26.74%)
[2025-12-22T20:29:12.995642] [INFO ] [FORECASTER] Completed predict_future for PGJ
[2025-12-22T20:29:12.995767] [INFO ] [sig       ] PGJ: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:29:13.134964] [INFO ] [LOCAL     ] Saved forecast: PGJ	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/PGJ.txt
[2025-12-22T20:29:13.135118] [INFO ] [sig       ] [2500/3560] Completed PGJ in 0.3s | 2.94 sym/s | Total: 14.2m | ETA: 6.0m
[2025-12-22T20:29:13.135157] [INFO ] [sig       ] [2501/3560] Forecasting PGNY...
[2025-12-22T20:29:13.135187] [INFO ] [sig       ] Generating forecast for: PGNY
[2025-12-22T20:29:13.135217] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGNY' from 'https://tdm.silogroup.org/data/derivative_storage/PGNY.csv'.
[2025-12-22T20:29:13.145722] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGNY'.
[2025-12-22T20:29:13.146077] [INFO ] [FORECASTER] Starting predict_future for PGNY
[2025-12-22T20:29:13.146865] [DEBUG] [LOCAL     ] No optimal features file found for PGNY: ./output/feature-sets/PGNY.txt
[2025-12-22T20:29:13.146916] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:29:13.146949] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:29:13.146975] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:29:13.147031] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:29:13.205559] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:29:13.206607] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:29:13.206706] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:29:13.206740] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:29:13.323193] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:29:13.323346] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:29:13.323386] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:29:13.323460] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:29:13.326825] [DEBUG] [FORECASTER] PGNY: Forecast T+1@11:T+2@11: DOWN (p=13.27%)
[2025-12-22T20:29:13.327104] [INFO ] [FORECASTER] Completed predict_future for PGNY
[2025-12-22T20:29:13.327233] [INFO ] [sig       ] PGNY: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:29:13.463060] [INFO ] [LOCAL     ] Saved forecast: PGNY	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/PGNY.txt
[2025-12-22T20:29:13.463228] [INFO ] [sig       ] [2501/3560] Completed PGNY in 0.3s | 2.94 sym/s | Total: 14.2m | ETA: 6.0m
[2025-12-22T20:29:13.463269] [INFO ] [sig       ] [2502/3560] Forecasting PGP...
[2025-12-22T20:29:13.463299] [INFO ] [sig       ] Generating forecast for: PGP
[2025-12-22T20:29:13.463335] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGP' from 'https://tdm.silogroup.org/data/derivative_storage/PGP.csv'.
[2025-12-22T20:29:13.474649] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGP'.
[2025-12-22T20:29:13.475107] [INFO ] [FORECASTER] Starting predict_future for PGP
[2025-12-22T20:29:13.476037] [DEBUG] [LOCAL     ] No optimal features file found for PGP: ./output/feature-sets/PGP.txt
[2025-12-22T20:29:13.476095] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:29:13.476128] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:29:13.476155] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:29:13.476212] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:29:13.535097] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:29:13.535950] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:29:13.536029] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:29:13.536062] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:29:13.657006] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:29:13.657185] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:29:13.657233] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:29:13.657264] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:29:13.661013] [DEBUG] [FORECASTER] PGP: Forecast T+1@11:T+2@11: UP (p=86.17%)
[2025-12-22T20:29:13.661361] [INFO ] [FORECASTER] Completed predict_future for PGP
[2025-12-22T20:29:13.661500] [INFO ] [sig       ] PGP: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:29:13.803127] [INFO ] [LOCAL     ] Saved forecast: PGP	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/PGP.txt
[2025-12-22T20:29:13.803281] [INFO ] [sig       ] [2502/3560] Completed PGP in 0.3s | 2.94 sym/s | Total: 14.2m | ETA: 6.0m
[2025-12-22T20:29:13.803321] [INFO ] [sig       ] [2503/3560] Forecasting PGY...
[2025-12-22T20:29:13.803350] [INFO ] [sig       ] Generating forecast for: PGY
[2025-12-22T20:29:13.803397] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGY' from 'https://tdm.silogroup.org/data/derivative_storage/PGY.csv'.
[2025-12-22T20:29:13.815373] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGY'.
[2025-12-22T20:29:13.815779] [INFO ] [FORECASTER] Starting predict_future for PGY
[2025-12-22T20:29:13.816550] [DEBUG] [LOCAL     ] No optimal features file found for PGY: ./output/feature-sets/PGY.txt
[2025-12-22T20:29:13.816631] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:29:13.816664] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:29:13.816691] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:29:13.816747] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:29:13.874953] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:29:13.875869] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:29:13.875950] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:29:13.875984] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:29:13.996292] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:29:13.996444] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:29:13.996484] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:29:13.996516] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:29:13.999909] [DEBUG] [FORECASTER] PGY: Forecast T+1@11:T+2@11: UP (p=99.59%)
[2025-12-22T20:29:14.000184] [INFO ] [FORECASTER] Completed predict_future for PGY
[2025-12-22T20:29:14.000310] [INFO ] [sig       ] PGY: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:29:14.137263] [INFO ] [LOCAL     ] Saved forecast: PGY	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/PGY.txt
[2025-12-22T20:29:14.137421] [INFO ] [sig       ] [2503/3560] Completed PGY in 0.3s | 2.94 sym/s | Total: 14.2m | ETA: 6.0m
[2025-12-22T20:29:14.137462] [INFO ] [sig       ] [2504/3560] Forecasting PGZ...
[2025-12-22T20:29:14.137492] [INFO ] [sig       ] Generating forecast for: PGZ
[2025-12-22T20:29:14.137523] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGZ' from 'https://tdm.silogroup.org/data/derivative_storage/PGZ.csv'.
[2025-12-22T20:29:14.149060] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGZ'.
[2025-12-22T20:29:14.149458] [INFO ] [FORECASTER] Starting predict_future for PGZ
[2025-12-22T20:29:14.150314] [DEBUG] [LOCAL     ] No optimal features file found for PGZ: ./output/feature-sets/PGZ.txt
[2025-12-22T20:29:14.150370] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:29:14.150402] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:29:14.150429] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:29:14.150486] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:29:14.213335] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:29:14.214292] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:29:14.214381] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:29:14.214414] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:29:14.331446] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:29:14.331613] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:29:14.331655] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:29:14.331684] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:29:14.335079] [DEBUG] [FORECASTER] PGZ: Forecast T+1@11:T+2@11: DOWN (p=45.74%)
[2025-12-22T20:29:14.335353] [INFO ] [FORECASTER] Completed predict_future for PGZ
[2025-12-22T20:29:14.335477] [INFO ] [sig       ] PGZ: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:29:14.472837] [INFO ] [LOCAL     ] Saved forecast: PGZ	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/PGZ.txt
[2025-12-22T20:29:14.473013] [INFO ] [sig       ] [2504/3560] Completed PGZ in 0.3s | 2.94 sym/s | Total: 14.2m | ETA: 6.0m
[2025-12-22T20:29:14.473054] [INFO ] [sig       ] [2505/3560] Forecasting PH...
[2025-12-22T20:29:14.473084] [INFO ] [sig       ] Generating forecast for: PH
[2025-12-22T20:29:14.473114] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PH' from 'https://tdm.silogroup.org/data/derivative_storage/PH.csv'.
[2025-12-22T20:29:14.483883] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PH'.
[2025-12-22T20:29:14.484251] [INFO ] [FORECASTER] Starting predict_future for PH
[2025-12-22T20:29:14.485034] [DEBUG] [LOCAL     ] No optimal features file found for PH: ./output/feature-sets/PH.txt
[2025-12-22T20:29:14.485085] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:29:14.485117] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:29:14.485144] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:29:14.485200] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:29:14.542044] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:29:14.542945] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:29:14.543027] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:29:14.543062] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:29:14.665733] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:29:14.665887] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:29:14.665927] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:29:14.665955] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:29:14.669376] [DEBUG] [FORECASTER] PH: Forecast T+1@11:T+2@11: DOWN (p=27.45%)
[2025-12-22T20:29:14.669667] [INFO ] [FORECASTER] Completed predict_future for PH
[2025-12-22T20:29:14.669790] [INFO ] [sig       ] PH: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:29:14.814133] [INFO ] [LOCAL     ] Saved forecast: PH	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/PH.txt
[2025-12-22T20:29:14.814306] [INFO ] [sig       ] [2505/3560] Completed PH in 0.3s | 2.94 sym/s | Total: 14.2m | ETA: 6.0m
[2025-12-22T20:29:14.814349] [INFO ] [sig       ] [2506/3560] Forecasting PHG...
[2025-12-22T20:29:14.814379] [INFO ] [sig       ] Generating forecast for: PHG
[2025-12-22T20:29:14.814410] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHG' from 'https://tdm.silogroup.org/data/derivative_storage/PHG.csv'.
[2025-12-22T20:29:14.825463] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHG'.
[2025-12-22T20:29:14.825876] [INFO ] [FORECASTER] Starting predict_future for PHG
[2025-12-22T20:29:14.826712] [DEBUG] [LOCAL     ] No optimal features file found for PHG: ./output/feature-sets/PHG.txt
[2025-12-22T20:29:14.826763] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:29:14.826795] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:29:14.826821] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:29:14.826876] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:29:14.891469] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:29:14.892535] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:29:14.892654] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:29:14.892696] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:29:15.024779] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:29:15.024952] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:29:15.024999] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:29:15.025028] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:29:15.028517] [DEBUG] [FORECASTER] PHG: Forecast T+1@11:T+2@11: UP (p=98.12%)
[2025-12-22T20:29:15.028850] [INFO ] [FORECASTER] Completed predict_future for PHG
[2025-12-22T20:29:15.028977] [INFO ] [sig       ] PHG: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:29:15.165679] [INFO ] [LOCAL     ] Saved forecast: PHG	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/PHG.txt
[2025-12-22T20:29:15.165854] [INFO ] [sig       ] [2506/3560] Completed PHG in 0.4s | 2.94 sym/s | Total: 14.2m | ETA: 6.0m
[2025-12-22T20:29:15.165908] [INFO ] [sig       ] [2507/3560] Forecasting PHI...
[2025-12-22T20:29:15.165941] [INFO ] [sig       ] Generating forecast for: PHI
[2025-12-22T20:29:15.165972] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHI' from 'https://tdm.silogroup.org/data/derivative_storage/PHI.csv'.
[2025-12-22T20:29:15.177277] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHI'.
[2025-12-22T20:29:15.177766] [INFO ] [FORECASTER] Starting predict_future for PHI
[2025-12-22T20:29:15.178813] [DEBUG] [LOCAL     ] No optimal features file found for PHI: ./output/feature-sets/PHI.txt
[2025-12-22T20:29:15.178876] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:29:15.178918] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:29:15.178953] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:29:15.179060] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:29:15.235680] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:29:15.236622] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:29:15.236707] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:29:15.236740] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:29:15.349950] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:29:15.350105] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:29:15.350145] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:29:15.350174] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:29:15.353478] [DEBUG] [FORECASTER] PHI: Forecast T+1@11:T+2@11: UP (p=94.94%)
[2025-12-22T20:29:15.353972] [INFO ] [FORECASTER] Completed predict_future for PHI
[2025-12-22T20:29:15.354102] [INFO ] [sig       ] PHI: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:29:15.491021] [INFO ] [LOCAL     ] Saved forecast: PHI	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/PHI.txt
[2025-12-22T20:29:15.491181] [INFO ] [sig       ] [2507/3560] Completed PHI in 0.3s | 2.94 sym/s | Total: 14.2m | ETA: 6.0m
[2025-12-22T20:29:15.491233] [INFO ] [sig       ] [2508/3560] Forecasting PHIN...
[2025-12-22T20:29:15.491297] [INFO ] [sig       ] Generating forecast for: PHIN
[2025-12-22T20:29:15.491334] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHIN' from 'https://tdm.silogroup.org/data/derivative_storage/PHIN.csv'.
[2025-12-22T20:29:15.502779] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHIN'.
[2025-12-22T20:29:15.503161] [INFO ] [FORECASTER] Starting predict_future for PHIN
[2025-12-22T20:29:15.503999] [DEBUG] [LOCAL     ] No optimal features file found for PHIN: ./output/feature-sets/PHIN.txt
[2025-12-22T20:29:15.504060] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:29:15.504100] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:29:15.504129] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:29:15.504187] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:29:15.567833] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:29:15.568713] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:29:15.568794] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:29:15.568867] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:29:15.699207] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:29:15.699391] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:29:15.699433] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:29:15.699463] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:29:15.703206] [DEBUG] [FORECASTER] PHIN: Forecast T+1@11:T+2@11: DOWN (p=8.96%)
[2025-12-22T20:29:15.703593] [INFO ] [FORECASTER] Completed predict_future for PHIN
[2025-12-22T20:29:15.703747] [INFO ] [sig       ] PHIN: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:29:15.845091] [INFO ] [LOCAL     ] Saved forecast: PHIN	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/PHIN.txt
[2025-12-22T20:29:15.845251] [INFO ] [sig       ] [2508/3560] Completed PHIN in 0.4s | 2.94 sym/s | Total: 14.2m | ETA: 6.0m
[2025-12-22T20:29:15.845291] [INFO ] [sig       ] [2509/3560] Forecasting PHIO...
[2025-12-22T20:29:15.845322] [INFO ] [sig       ] Generating forecast for: PHIO
[2025-12-22T20:29:15.845353] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHIO' from 'https://tdm.silogroup.org/data/derivative_storage/PHIO.csv'.
[2025-12-22T20:29:15.856705] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHIO'.
[2025-12-22T20:29:15.857094] [INFO ] [FORECASTER] Starting predict_future for PHIO
[2025-12-22T20:29:15.857899] [DEBUG] [LOCAL     ] No optimal features file found for PHIO: ./output/feature-sets/PHIO.txt
[2025-12-22T20:29:15.857952] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:29:15.857985] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:29:15.858012] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:29:15.858067] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:29:15.914978] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:29:15.915864] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:29:15.915950] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:29:15.915984] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:29:16.036396] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:29:16.036554] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:29:16.036614] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:29:16.036645] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:29:16.039991] [DEBUG] [FORECASTER] PHIO: Forecast T+1@11:T+2@11: DOWN (p=24.89%)
[2025-12-22T20:29:16.040262] [INFO ] [FORECASTER] Completed predict_future for PHIO
[2025-12-22T20:29:16.040385] [INFO ] [sig       ] PHIO: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:29:16.180393] [INFO ] [LOCAL     ] Saved forecast: PHIO	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/PHIO.txt
[2025-12-22T20:29:16.180560] [INFO ] [sig       ] [2509/3560] Completed PHIO in 0.3s | 2.94 sym/s | Total: 14.2m | ETA: 5.9m
[2025-12-22T20:29:16.180620] [INFO ] [sig       ] [2510/3560] Forecasting PHK...
[2025-12-22T20:29:16.180651] [INFO ] [sig       ] Generating forecast for: PHK
[2025-12-22T20:29:16.180682] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHK' from 'https://tdm.silogroup.org/data/derivative_storage/PHK.csv'.
[2025-12-22T20:29:16.191330] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHK'.
[2025-12-22T20:29:16.191685] [INFO ] [FORECASTER] Starting predict_future for PHK
[2025-12-22T20:29:16.192474] [DEBUG] [LOCAL     ] No optimal features file found for PHK: ./output/feature-sets/PHK.txt
[2025-12-22T20:29:16.192526] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:29:16.192559] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:29:16.192613] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:29:16.192671] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:29:16.248442] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:29:16.249188] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:29:16.249267] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:29:16.249300] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:29:16.365087] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:29:16.365238] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:29:16.365278] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:29:16.365306] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:29:16.368674] [DEBUG] [FORECASTER] PHK: Forecast T+1@11:T+2@11: UP (p=89.17%)
[2025-12-22T20:29:16.368942] [INFO ] [FORECASTER] Completed predict_future for PHK
[2025-12-22T20:29:16.369082] [INFO ] [sig       ] PHK: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:29:16.503991] [INFO ] [LOCAL     ] Saved forecast: PHK	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/PHK.txt
[2025-12-22T20:29:16.504128] [INFO ] [sig       ] [2510/3560] Completed PHK in 0.3s | 2.94 sym/s | Total: 14.2m | ETA: 5.9m
[2025-12-22T20:29:16.504168] [INFO ] [sig       ] [2511/3560] Forecasting PHM...
[2025-12-22T20:29:16.504196] [INFO ] [sig       ] Generating forecast for: PHM
[2025-12-22T20:29:16.504227] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHM' from 'https://tdm.silogroup.org/data/derivative_storage/PHM.csv'.
[2025-12-22T20:29:16.515874] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHM'.
[2025-12-22T20:29:16.516303] [INFO ] [FORECASTER] Starting predict_future for PHM
[2025-12-22T20:29:16.517193] [DEBUG] [LOCAL     ] No optimal features file found for PHM: ./output/feature-sets/PHM.txt
[2025-12-22T20:29:16.517248] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:29:16.517281] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:29:16.517307] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:29:16.517364] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:29:16.574568] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:29:16.575445] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:29:16.575529] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:29:16.575562] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:29:16.694755] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:29:16.694921] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:29:16.694963] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:29:16.694990] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:29:16.698354] [DEBUG] [FORECASTER] PHM: Forecast T+1@11:T+2@11: DOWN (p=4.24%)
[2025-12-22T20:29:16.698680] [INFO ] [FORECASTER] Completed predict_future for PHM
[2025-12-22T20:29:16.698816] [INFO ] [sig       ] PHM: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:29:16.835945] [INFO ] [LOCAL     ] Saved forecast: PHM	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/PHM.txt
[2025-12-22T20:29:16.836104] [INFO ] [sig       ] [2511/3560] Completed PHM in 0.3s | 2.94 sym/s | Total: 14.2m | ETA: 5.9m
[2025-12-22T20:29:16.836144] [INFO ] [sig       ] [2512/3560] Forecasting PHO...
[2025-12-22T20:29:16.836176] [INFO ] [sig       ] Generating forecast for: PHO
[2025-12-22T20:29:16.836216] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHO' from 'https://tdm.silogroup.org/data/derivative_storage/PHO.csv'.
[2025-12-22T20:29:16.847214] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHO'.
[2025-12-22T20:29:16.847524] [INFO ] [FORECASTER] Starting predict_future for PHO
[2025-12-22T20:29:16.848329] [DEBUG] [LOCAL     ] No optimal features file found for PHO: ./output/feature-sets/PHO.txt
[2025-12-22T20:29:16.848392] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:29:16.848447] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:29:16.848477] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:29:16.848533] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:29:16.905004] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:29:16.905681] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:29:16.905757] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:29:16.905788] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:29:17.025277] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:29:17.025436] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:29:17.025476] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:29:17.025505] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:29:17.028826] [DEBUG] [FORECASTER] PHO: Forecast T+1@11:T+2@11: UP (p=89.73%)
[2025-12-22T20:29:17.029132] [INFO ] [FORECASTER] Completed predict_future for PHO
[2025-12-22T20:29:17.029263] [INFO ] [sig       ] PHO: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:29:17.163997] [INFO ] [LOCAL     ] Saved forecast: PHO	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/PHO.txt
[2025-12-22T20:29:17.164128] [INFO ] [sig       ] [2512/3560] Completed PHO in 0.3s | 2.94 sym/s | Total: 14.2m | ETA: 5.9m
[2025-12-22T20:29:17.164166] [INFO ] [sig       ] [2513/3560] Forecasting PHUN...
[2025-12-22T20:29:17.164195] [INFO ] [sig       ] Generating forecast for: PHUN
[2025-12-22T20:29:17.164225] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHUN' from 'https://tdm.silogroup.org/data/derivative_storage/PHUN.csv'.
[2025-12-22T20:29:17.175200] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHUN'.
[2025-12-22T20:29:17.175529] [INFO ] [FORECASTER] Starting predict_future for PHUN
[2025-12-22T20:29:17.176326] [DEBUG] [LOCAL     ] No optimal features file found for PHUN: ./output/feature-sets/PHUN.txt
[2025-12-22T20:29:17.176380] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:29:17.176412] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:29:17.176439] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:29:17.176496] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:29:17.237809] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:29:17.238641] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:29:17.238720] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:29:17.238753] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:29:17.357537] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:29:17.357706] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:29:17.357746] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:29:17.357774] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:29:17.361129] [DEBUG] [FORECASTER] PHUN: Forecast T+1@11:T+2@11: UP (p=68.66%)
[2025-12-22T20:29:17.361392] [INFO ] [FORECASTER] Completed predict_future for PHUN
[2025-12-22T20:29:17.361511] [INFO ] [sig       ] PHUN: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:29:17.497008] [INFO ] [LOCAL     ] Saved forecast: PHUN	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/PHUN.txt
[2025-12-22T20:29:17.497138] [INFO ] [sig       ] [2513/3560] Completed PHUN in 0.3s | 2.94 sym/s | Total: 14.2m | ETA: 5.9m
[2025-12-22T20:29:17.497177] [INFO ] [sig       ] [2514/3560] Forecasting PHVS...
[2025-12-22T20:29:17.497206] [INFO ] [sig       ] Generating forecast for: PHVS
[2025-12-22T20:29:17.497235] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHVS' from 'https://tdm.silogroup.org/data/derivative_storage/PHVS.csv'.
[2025-12-22T20:29:17.509753] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHVS'.
[2025-12-22T20:29:17.510255] [INFO ] [FORECASTER] Starting predict_future for PHVS
[2025-12-22T20:29:17.511118] [DEBUG] [LOCAL     ] No optimal features file found for PHVS: ./output/feature-sets/PHVS.txt
[2025-12-22T20:29:17.511171] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:29:17.511204] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:29:17.511229] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:29:17.511284] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:29:17.567524] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:29:17.568493] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:29:17.568602] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:29:17.568638] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:29:17.693356] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:29:17.693521] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:29:17.693563] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:29:17.693617] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:29:17.697030] [DEBUG] [FORECASTER] PHVS: Forecast T+1@11:T+2@11: UP (p=60.10%)
[2025-12-22T20:29:17.697306] [INFO ] [FORECASTER] Completed predict_future for PHVS
[2025-12-22T20:29:17.697430] [INFO ] [sig       ] PHVS: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:29:17.845479] [INFO ] [LOCAL     ] Saved forecast: PHVS	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/PHVS.txt
[2025-12-22T20:29:17.845625] [INFO ] [sig       ] [2514/3560] Completed PHVS in 0.3s | 2.94 sym/s | Total: 14.2m | ETA: 5.9m
[2025-12-22T20:29:17.845666] [INFO ] [sig       ] [2515/3560] Forecasting PI...
[2025-12-22T20:29:17.845695] [INFO ] [sig       ] Generating forecast for: PI
[2025-12-22T20:29:17.845725] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PI' from 'https://tdm.silogroup.org/data/derivative_storage/PI.csv'.
[2025-12-22T20:29:17.857548] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PI'.
[2025-12-22T20:29:17.857880] [INFO ] [FORECASTER] Starting predict_future for PI
[2025-12-22T20:29:17.858677] [DEBUG] [LOCAL     ] No optimal features file found for PI: ./output/feature-sets/PI.txt
[2025-12-22T20:29:17.858730] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:29:17.858790] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:29:17.858818] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:29:17.858877] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:29:17.915652] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:29:17.916310] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:29:17.916387] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:29:17.916419] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:29:18.039316] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:29:18.039679] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:29:18.039719] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:29:18.039747] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:29:18.043295] [DEBUG] [FORECASTER] PI: Forecast T+1@11:T+2@11: DOWN (p=47.22%)
[2025-12-22T20:29:18.043783] [INFO ] [FORECASTER] Completed predict_future for PI
[2025-12-22T20:29:18.043905] [INFO ] [sig       ] PI: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:29:18.180065] [INFO ] [LOCAL     ] Saved forecast: PI	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/PI.txt
[2025-12-22T20:29:18.180181] [INFO ] [sig       ] [2515/3560] Completed PI in 0.3s | 2.94 sym/s | Total: 14.2m | ETA: 5.9m
[2025-12-22T20:29:18.180220] [INFO ] [sig       ] [2516/3560] Forecasting PID...
[2025-12-22T20:29:18.180256] [INFO ] [sig       ] Generating forecast for: PID
[2025-12-22T20:29:18.180287] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PID' from 'https://tdm.silogroup.org/data/derivative_storage/PID.csv'.
[2025-12-22T20:29:18.192340] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PID'.
[2025-12-22T20:29:18.192650] [INFO ] [FORECASTER] Starting predict_future for PID
[2025-12-22T20:29:18.193413] [DEBUG] [LOCAL     ] No optimal features file found for PID: ./output/feature-sets/PID.txt
[2025-12-22T20:29:18.193464] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:29:18.193495] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:29:18.193521] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:29:18.193788] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:29:18.252385] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:29:18.253036] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:29:18.253112] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:29:18.253143] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:29:18.373294] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:29:18.373447] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:29:18.373486] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:29:18.373513] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:29:18.376828] [DEBUG] [FORECASTER] PID: Forecast T+1@11:T+2@11: DOWN (p=49.50%)
[2025-12-22T20:29:18.377093] [INFO ] [FORECASTER] Completed predict_future for PID
[2025-12-22T20:29:18.377212] [INFO ] [sig       ] PID: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:29:18.515507] [INFO ] [LOCAL     ] Saved forecast: PID	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/PID.txt
[2025-12-22T20:29:18.515691] [INFO ] [sig       ] [2516/3560] Completed PID in 0.3s | 2.94 sym/s | Total: 14.2m | ETA: 5.9m
[2025-12-22T20:29:18.515732] [INFO ] [sig       ] [2517/3560] Forecasting PIE...
[2025-12-22T20:29:18.515760] [INFO ] [sig       ] Generating forecast for: PIE
[2025-12-22T20:29:18.515790] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PIE' from 'https://tdm.silogroup.org/data/derivative_storage/PIE.csv'.
[2025-12-22T20:29:18.527518] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PIE'.
[2025-12-22T20:29:18.527992] [INFO ] [FORECASTER] Starting predict_future for PIE
[2025-12-22T20:29:18.529004] [DEBUG] [LOCAL     ] No optimal features file found for PIE: ./output/feature-sets/PIE.txt
[2025-12-22T20:29:18.529084] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:29:18.529116] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:29:18.529142] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:29:18.529197] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:29:18.587168] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:29:18.588132] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:29:18.588218] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:29:18.588251] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:29:18.705999] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:29:18.706161] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:29:18.706199] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:29:18.706227] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:29:18.709571] [DEBUG] [FORECASTER] PIE: Forecast T+1@11:T+2@11: DOWN (p=1.55%)
[2025-12-22T20:29:18.709864] [INFO ] [FORECASTER] Completed predict_future for PIE
[2025-12-22T20:29:18.709986] [INFO ] [sig       ] PIE: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:29:18.861332] [INFO ] [LOCAL     ] Saved forecast: PIE	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/PIE.txt
[2025-12-22T20:29:18.861697] [INFO ] [sig       ] [2517/3560] Completed PIE in 0.3s | 2.94 sym/s | Total: 14.2m | ETA: 5.9m
[2025-12-22T20:29:18.861740] [INFO ] [sig       ] [2518/3560] Forecasting PII...
[2025-12-22T20:29:18.861768] [INFO ] [sig       ] Generating forecast for: PII
[2025-12-22T20:29:18.861799] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PII' from 'https://tdm.silogroup.org/data/derivative_storage/PII.csv'.
[2025-12-22T20:29:18.874320] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PII'.
[2025-12-22T20:29:18.874705] [INFO ] [FORECASTER] Starting predict_future for PII
[2025-12-22T20:29:18.875461] [DEBUG] [LOCAL     ] No optimal features file found for PII: ./output/feature-sets/PII.txt
[2025-12-22T20:29:18.875512] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:29:18.875544] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:29:18.875589] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:29:18.875648] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:29:18.932504] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:29:18.933385] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:29:18.933478] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:29:18.933511] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:29:19.056394] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:29:19.056597] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:29:19.056650] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:29:19.056685] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:29:19.061247] [DEBUG] [FORECASTER] PII: Forecast T+1@11:T+2@11: DOWN (p=2.58%)
[2025-12-22T20:29:19.061693] [INFO ] [FORECASTER] Completed predict_future for PII
[2025-12-22T20:29:19.061871] [INFO ] [sig       ] PII: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:29:19.227446] [INFO ] [LOCAL     ] Saved forecast: PII	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/PII.txt
[2025-12-22T20:29:19.227823] [INFO ] [sig       ] [2518/3560] Completed PII in 0.4s | 2.94 sym/s | Total: 14.3m | ETA: 5.9m
[2025-12-22T20:29:19.227864] [INFO ] [sig       ] [2519/3560] Forecasting PIM...
[2025-12-22T20:29:19.227894] [INFO ] [sig       ] Generating forecast for: PIM
[2025-12-22T20:29:19.227923] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PIM' from 'https://tdm.silogroup.org/data/derivative_storage/PIM.csv'.
[2025-12-22T20:29:19.239740] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PIM'.
[2025-12-22T20:29:19.240142] [INFO ] [FORECASTER] Starting predict_future for PIM
[2025-12-22T20:29:19.240963] [DEBUG] [LOCAL     ] No optimal features file found for PIM: ./output/feature-sets/PIM.txt
[2025-12-22T20:29:19.241015] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:29:19.241047] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:29:19.241074] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:29:19.241130] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:29:19.299397] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:29:19.300309] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:29:19.300408] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:29:19.300448] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:29:19.420175] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:29:19.420345] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:29:19.420385] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:29:19.420433] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:29:19.423846] [DEBUG] [FORECASTER] PIM: Forecast T+1@11:T+2@11: UP (p=87.72%)
[2025-12-22T20:29:19.424223] [INFO ] [FORECASTER] Completed predict_future for PIM
[2025-12-22T20:29:19.424388] [INFO ] [sig       ] PIM: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:29:19.569489] [INFO ] [LOCAL     ] Saved forecast: PIM	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/PIM.txt
[2025-12-22T20:29:19.569670] [INFO ] [sig       ] [2519/3560] Completed PIM in 0.3s | 2.94 sym/s | Total: 14.3m | ETA: 5.9m
[2025-12-22T20:29:19.569714] [INFO ] [sig       ] [2520/3560] Forecasting PINE...
[2025-12-22T20:29:19.569742] [INFO ] [sig       ] Generating forecast for: PINE
[2025-12-22T20:29:19.569772] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PINE' from 'https://tdm.silogroup.org/data/derivative_storage/PINE.csv'.
[2025-12-22T20:29:19.581104] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PINE'.
[2025-12-22T20:29:19.581514] [INFO ] [FORECASTER] Starting predict_future for PINE
[2025-12-22T20:29:19.582340] [DEBUG] [LOCAL     ] No optimal features file found for PINE: ./output/feature-sets/PINE.txt
[2025-12-22T20:29:19.582394] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:29:19.582426] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:29:19.582453] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:29:19.582509] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:29:19.639681] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:29:19.640662] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:29:19.640753] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:29:19.640786] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:29:19.765558] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:29:19.765730] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:29:19.765768] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:29:19.765796] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:29:19.769166] [DEBUG] [FORECASTER] PINE: Forecast T+1@11:T+2@11: UP (p=69.44%)
[2025-12-22T20:29:19.769445] [INFO ] [FORECASTER] Completed predict_future for PINE
[2025-12-22T20:29:19.769775] [INFO ] [sig       ] PINE: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:29:19.915379] [INFO ] [LOCAL     ] Saved forecast: PINE	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/PINE.txt
[2025-12-22T20:29:19.915541] [INFO ] [sig       ] [2520/3560] Completed PINE in 0.3s | 2.94 sym/s | Total: 14.3m | ETA: 5.9m
[2025-12-22T20:29:19.915600] [INFO ] [sig       ] [2521/3560] Forecasting PINS...
[2025-12-22T20:29:19.915632] [INFO ] [sig       ] Generating forecast for: PINS
[2025-12-22T20:29:19.915661] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PINS' from 'https://tdm.silogroup.org/data/derivative_storage/PINS.csv'.
[2025-12-22T20:29:19.927292] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PINS'.
[2025-12-22T20:29:19.927731] [INFO ] [FORECASTER] Starting predict_future for PINS
[2025-12-22T20:29:19.928511] [DEBUG] [LOCAL     ] No optimal features file found for PINS: ./output/feature-sets/PINS.txt
[2025-12-22T20:29:19.928564] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:29:19.928624] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:29:19.928652] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:29:19.928709] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:29:19.986698] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:29:19.987601] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:29:19.987687] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:29:19.987739] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:29:20.112267] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:29:20.112439] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:29:20.112477] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:29:20.112506] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:29:20.116189] [DEBUG] [FORECASTER] PINS: Forecast T+1@11:T+2@11: UP (p=78.32%)
[2025-12-22T20:29:20.116464] [INFO ] [FORECASTER] Completed predict_future for PINS
[2025-12-22T20:29:20.116600] [INFO ] [sig       ] PINS: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:29:20.252078] [INFO ] [LOCAL     ] Saved forecast: PINS	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/PINS.txt
[2025-12-22T20:29:20.252190] [INFO ] [sig       ] [2521/3560] Completed PINS in 0.3s | 2.94 sym/s | Total: 14.3m | ETA: 5.9m
[2025-12-22T20:29:20.252228] [INFO ] [sig       ] [2522/3560] Forecasting PK...
[2025-12-22T20:29:20.252257] [INFO ] [sig       ] Generating forecast for: PK
[2025-12-22T20:29:20.252286] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PK' from 'https://tdm.silogroup.org/data/derivative_storage/PK.csv'.
[2025-12-22T20:29:20.264028] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PK'.
[2025-12-22T20:29:20.264330] [INFO ] [FORECASTER] Starting predict_future for PK
[2025-12-22T20:29:20.265103] [DEBUG] [LOCAL     ] No optimal features file found for PK: ./output/feature-sets/PK.txt
[2025-12-22T20:29:20.265157] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:29:20.265188] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:29:20.265215] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:29:20.265271] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:29:20.321140] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:29:20.321813] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:29:20.321886] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:29:20.321918] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:29:20.443454] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:29:20.443603] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:29:20.443641] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:29:20.443669] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:29:20.446847] [DEBUG] [FORECASTER] PK: Forecast T+1@11:T+2@11: UP (p=95.05%)
[2025-12-22T20:29:20.447110] [INFO ] [FORECASTER] Completed predict_future for PK
[2025-12-22T20:29:20.447228] [INFO ] [sig       ] PK: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:29:20.597883] [INFO ] [LOCAL     ] Saved forecast: PK	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/PK.txt
[2025-12-22T20:29:20.598013] [INFO ] [sig       ] [2522/3560] Completed PK in 0.3s | 2.94 sym/s | Total: 14.3m | ETA: 5.9m
[2025-12-22T20:29:20.598052] [INFO ] [sig       ] [2523/3560] Forecasting PKBK...
[2025-12-22T20:29:20.598081] [INFO ] [sig       ] Generating forecast for: PKBK
[2025-12-22T20:29:20.598110] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PKBK' from 'https://tdm.silogroup.org/data/derivative_storage/PKBK.csv'.
[2025-12-22T20:29:20.611790] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PKBK'.
[2025-12-22T20:29:20.612199] [INFO ] [FORECASTER] Starting predict_future for PKBK
[2025-12-22T20:29:20.613251] [DEBUG] [LOCAL     ] No optimal features file found for PKBK: ./output/feature-sets/PKBK.txt
[2025-12-22T20:29:20.613317] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:29:20.613363] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:29:20.613403] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:29:20.613504] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:29:20.681750] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:29:20.682421] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:29:20.682496] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:29:20.682528] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:29:20.797863] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:29:20.798016] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:29:20.798055] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:29:20.798084] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:29:20.801392] [DEBUG] [FORECASTER] PKBK: Forecast T+1@11:T+2@11: DOWN (p=13.48%)
[2025-12-22T20:29:20.801675] [INFO ] [FORECASTER] Completed predict_future for PKBK
[2025-12-22T20:29:20.801795] [INFO ] [sig       ] PKBK: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:29:20.940124] [INFO ] [LOCAL     ] Saved forecast: PKBK	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/PKBK.txt
[2025-12-22T20:29:20.940256] [INFO ] [sig       ] [2523/3560] Completed PKBK in 0.3s | 2.94 sym/s | Total: 14.3m | ETA: 5.9m
[2025-12-22T20:29:20.940294] [INFO ] [sig       ] [2524/3560] Forecasting PKE...
[2025-12-22T20:29:20.940324] [INFO ] [sig       ] Generating forecast for: PKE
[2025-12-22T20:29:20.940354] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PKE' from 'https://tdm.silogroup.org/data/derivative_storage/PKE.csv'.
[2025-12-22T20:29:20.951427] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PKE'.
[2025-12-22T20:29:20.951782] [INFO ] [FORECASTER] Starting predict_future for PKE
[2025-12-22T20:29:20.952542] [DEBUG] [LOCAL     ] No optimal features file found for PKE: ./output/feature-sets/PKE.txt
[2025-12-22T20:29:20.952617] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:29:20.952651] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:29:20.952678] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:29:20.952738] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:29:21.008907] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:29:21.009805] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:29:21.009885] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:29:21.009918] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:29:21.126752] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:29:21.126903] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:29:21.126943] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:29:21.126970] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:29:21.130300] [DEBUG] [FORECASTER] PKE: Forecast T+1@11:T+2@11: DOWN (p=23.20%)
[2025-12-22T20:29:21.130567] [INFO ] [FORECASTER] Completed predict_future for PKE
[2025-12-22T20:29:21.130703] [INFO ] [sig       ] PKE: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:29:21.266237] [INFO ] [LOCAL     ] Saved forecast: PKE	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/PKE.txt
[2025-12-22T20:29:21.266365] [INFO ] [sig       ] [2524/3560] Completed PKE in 0.3s | 2.94 sym/s | Total: 14.3m | ETA: 5.9m
[2025-12-22T20:29:21.266409] [INFO ] [sig       ] [2525/3560] Forecasting PKG...
[2025-12-22T20:29:21.266437] [INFO ] [sig       ] Generating forecast for: PKG
[2025-12-22T20:29:21.266467] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PKG' from 'https://tdm.silogroup.org/data/derivative_storage/PKG.csv'.
[2025-12-22T20:29:21.277220] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PKG'.
[2025-12-22T20:29:21.277531] [INFO ] [FORECASTER] Starting predict_future for PKG
[2025-12-22T20:29:21.278300] [DEBUG] [LOCAL     ] No optimal features file found for PKG: ./output/feature-sets/PKG.txt
[2025-12-22T20:29:21.278365] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:29:21.278397] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:29:21.278425] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:29:21.278482] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:29:21.334716] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:29:21.335488] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:29:21.335621] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:29:21.335657] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:29:21.453699] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:29:21.453851] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:29:21.453891] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:29:21.453920] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:29:21.457254] [DEBUG] [FORECASTER] PKG: Forecast T+1@11:T+2@11: UP (p=52.36%)
[2025-12-22T20:29:21.457529] [INFO ] [FORECASTER] Completed predict_future for PKG
[2025-12-22T20:29:21.457670] [INFO ] [sig       ] PKG: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:29:21.592814] [INFO ] [LOCAL     ] Saved forecast: PKG	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/PKG.txt
[2025-12-22T20:29:21.592948] [INFO ] [sig       ] [2525/3560] Completed PKG in 0.3s | 2.94 sym/s | Total: 14.3m | ETA: 5.9m
[2025-12-22T20:29:21.592987] [INFO ] [sig       ] [2526/3560] Forecasting PKOH...
[2025-12-22T20:29:21.593017] [INFO ] [sig       ] Generating forecast for: PKOH
[2025-12-22T20:29:21.593047] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PKOH' from 'https://tdm.silogroup.org/data/derivative_storage/PKOH.csv'.
[2025-12-22T20:29:21.604008] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PKOH'.
[2025-12-22T20:29:21.604356] [INFO ] [FORECASTER] Starting predict_future for PKOH
[2025-12-22T20:29:21.605155] [DEBUG] [LOCAL     ] No optimal features file found for PKOH: ./output/feature-sets/PKOH.txt
[2025-12-22T20:29:21.605206] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:29:21.605238] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:29:21.605264] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:29:21.605320] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:29:21.661147] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:29:21.661837] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:29:21.661911] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:29:21.661943] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:29:21.778679] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:29:21.778836] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:29:21.778876] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:29:21.778904] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:29:21.782291] [DEBUG] [FORECASTER] PKOH: Forecast T+1@11:T+2@11: DOWN (p=48.76%)
[2025-12-22T20:29:21.782569] [INFO ] [FORECASTER] Completed predict_future for PKOH
[2025-12-22T20:29:21.782712] [INFO ] [sig       ] PKOH: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:29:21.922669] [INFO ] [LOCAL     ] Saved forecast: PKOH	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/PKOH.txt
[2025-12-22T20:29:21.922824] [INFO ] [sig       ] [2526/3560] Completed PKOH in 0.3s | 2.94 sym/s | Total: 14.3m | ETA: 5.9m
[2025-12-22T20:29:21.922863] [INFO ] [sig       ] [2527/3560] Forecasting PKX...
[2025-12-22T20:29:21.922894] [INFO ] [sig       ] Generating forecast for: PKX
[2025-12-22T20:29:21.922924] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PKX' from 'https://tdm.silogroup.org/data/derivative_storage/PKX.csv'.
[2025-12-22T20:29:21.933466] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PKX'.
[2025-12-22T20:29:21.933854] [INFO ] [FORECASTER] Starting predict_future for PKX
[2025-12-22T20:29:21.934654] [DEBUG] [LOCAL     ] No optimal features file found for PKX: ./output/feature-sets/PKX.txt
[2025-12-22T20:29:21.934707] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:29:21.934739] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:29:21.934766] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:29:21.934821] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:29:21.993919] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:29:21.994902] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:29:21.994987] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:29:21.995019] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:29:22.113443] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:29:22.113616] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:29:22.113658] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:29:22.113685] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:29:22.117040] [DEBUG] [FORECASTER] PKX: Forecast T+1@11:T+2@11: DOWN (p=7.76%)
[2025-12-22T20:29:22.117333] [INFO ] [FORECASTER] Completed predict_future for PKX
[2025-12-22T20:29:22.117460] [INFO ] [sig       ] PKX: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:29:22.253841] [INFO ] [LOCAL     ] Saved forecast: PKX	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/PKX.txt
[2025-12-22T20:29:22.253978] [INFO ] [sig       ] [2527/3560] Completed PKX in 0.3s | 2.94 sym/s | Total: 14.3m | ETA: 5.8m
[2025-12-22T20:29:22.254017] [INFO ] [sig       ] [2528/3560] Forecasting PL...
[2025-12-22T20:29:22.254046] [INFO ] [sig       ] Generating forecast for: PL
[2025-12-22T20:29:22.254077] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PL' from 'https://tdm.silogroup.org/data/derivative_storage/PL.csv'.
[2025-12-22T20:29:22.264829] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PL'.
[2025-12-22T20:29:22.265126] [INFO ] [FORECASTER] Starting predict_future for PL
[2025-12-22T20:29:22.265905] [DEBUG] [LOCAL     ] No optimal features file found for PL: ./output/feature-sets/PL.txt
[2025-12-22T20:29:22.265956] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:29:22.265987] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:29:22.266014] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:29:22.266070] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:29:22.324958] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:29:22.325825] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:29:22.325905] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:29:22.325940] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:29:22.444895] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:29:22.445048] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:29:22.445088] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:29:22.445116] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:29:22.448428] [DEBUG] [FORECASTER] PL: Forecast T+1@11:T+2@11: UP (p=63.91%)
[2025-12-22T20:29:22.448735] [INFO ] [FORECASTER] Completed predict_future for PL
[2025-12-22T20:29:22.448860] [INFO ] [sig       ] PL: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:29:22.585942] [INFO ] [LOCAL     ] Saved forecast: PL	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/PL.txt
[2025-12-22T20:29:22.586129] [INFO ] [sig       ] [2528/3560] Completed PL in 0.3s | 2.94 sym/s | Total: 14.3m | ETA: 5.8m
[2025-12-22T20:29:22.586171] [INFO ] [sig       ] [2529/3560] Forecasting PLAB...
[2025-12-22T20:29:22.586201] [INFO ] [sig       ] Generating forecast for: PLAB
[2025-12-22T20:29:22.586231] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLAB' from 'https://tdm.silogroup.org/data/derivative_storage/PLAB.csv'.
[2025-12-22T20:29:22.596789] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLAB'.
[2025-12-22T20:29:22.597073] [INFO ] [FORECASTER] Starting predict_future for PLAB
[2025-12-22T20:29:22.597832] [DEBUG] [LOCAL     ] No optimal features file found for PLAB: ./output/feature-sets/PLAB.txt
[2025-12-22T20:29:22.597883] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:29:22.597914] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:29:22.597941] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:29:22.597996] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:29:22.656722] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:29:22.657601] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:29:22.657684] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:29:22.657717] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:29:22.782403] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:29:22.782554] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:29:22.782611] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:29:22.782641] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:29:22.785937] [DEBUG] [FORECASTER] PLAB: Forecast T+1@11:T+2@11: UP (p=90.30%)
[2025-12-22T20:29:22.786202] [INFO ] [FORECASTER] Completed predict_future for PLAB
[2025-12-22T20:29:22.786319] [INFO ] [sig       ] PLAB: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:29:22.922997] [INFO ] [LOCAL     ] Saved forecast: PLAB	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/PLAB.txt
[2025-12-22T20:29:22.923151] [INFO ] [sig       ] [2529/3560] Completed PLAB in 0.3s | 2.94 sym/s | Total: 14.3m | ETA: 5.8m
[2025-12-22T20:29:22.923189] [INFO ] [sig       ] [2530/3560] Forecasting PLAY...
[2025-12-22T20:29:22.923219] [INFO ] [sig       ] Generating forecast for: PLAY
[2025-12-22T20:29:22.923250] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLAY' from 'https://tdm.silogroup.org/data/derivative_storage/PLAY.csv'.
[2025-12-22T20:29:22.934162] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLAY'.
[2025-12-22T20:29:22.934531] [INFO ] [FORECASTER] Starting predict_future for PLAY
[2025-12-22T20:29:22.935408] [DEBUG] [LOCAL     ] No optimal features file found for PLAY: ./output/feature-sets/PLAY.txt
[2025-12-22T20:29:22.935468] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:29:22.935501] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:29:22.935530] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:29:22.935607] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:29:22.995627] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:29:22.996442] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:29:22.996520] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:29:22.996552] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:29:23.117097] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:29:23.117248] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:29:23.117288] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:29:23.117315] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:29:23.120664] [DEBUG] [FORECASTER] PLAY: Forecast T+1@11:T+2@11: UP (p=88.20%)
[2025-12-22T20:29:23.120966] [INFO ] [FORECASTER] Completed predict_future for PLAY
[2025-12-22T20:29:23.121092] [INFO ] [sig       ] PLAY: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:29:23.263496] [INFO ] [LOCAL     ] Saved forecast: PLAY	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/PLAY.txt
[2025-12-22T20:29:23.263672] [INFO ] [sig       ] [2530/3560] Completed PLAY in 0.3s | 2.94 sym/s | Total: 14.3m | ETA: 5.8m
[2025-12-22T20:29:23.263713] [INFO ] [sig       ] [2531/3560] Forecasting PLBC...
[2025-12-22T20:29:23.263743] [INFO ] [sig       ] Generating forecast for: PLBC
[2025-12-22T20:29:23.263780] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLBC' from 'https://tdm.silogroup.org/data/derivative_storage/PLBC.csv'.
[2025-12-22T20:29:23.274378] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLBC'.
[2025-12-22T20:29:23.274709] [INFO ] [FORECASTER] Starting predict_future for PLBC
[2025-12-22T20:29:23.275480] [DEBUG] [LOCAL     ] No optimal features file found for PLBC: ./output/feature-sets/PLBC.txt
[2025-12-22T20:29:23.275531] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:29:23.275594] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:29:23.275626] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:29:23.275685] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:29:23.332272] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:29:23.333208] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:29:23.333321] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:29:23.333357] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:29:23.437040] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:29:23.437193] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:29:23.437234] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:29:23.437264] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:29:23.440789] [DEBUG] [FORECASTER] PLBC: Forecast T+1@11:T+2@11: DOWN (p=33.33%)
[2025-12-22T20:29:23.441050] [INFO ] [FORECASTER] Completed predict_future for PLBC
[2025-12-22T20:29:23.441169] [INFO ] [sig       ] PLBC: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:29:23.577366] [INFO ] [LOCAL     ] Saved forecast: PLBC	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/PLBC.txt
[2025-12-22T20:29:23.577523] [INFO ] [sig       ] [2531/3560] Completed PLBC in 0.3s | 2.94 sym/s | Total: 14.3m | ETA: 5.8m
[2025-12-22T20:29:23.577561] [INFO ] [sig       ] [2532/3560] Forecasting PLBY...
[2025-12-22T20:29:23.577612] [INFO ] [sig       ] Generating forecast for: PLBY
[2025-12-22T20:29:23.577643] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLBY' from 'https://tdm.silogroup.org/data/derivative_storage/PLBY.csv'.
[2025-12-22T20:29:23.589141] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLBY'.
[2025-12-22T20:29:23.589529] [INFO ] [FORECASTER] Starting predict_future for PLBY
[2025-12-22T20:29:23.590351] [DEBUG] [LOCAL     ] No optimal features file found for PLBY: ./output/feature-sets/PLBY.txt
[2025-12-22T20:29:23.590406] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:29:23.590473] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:29:23.590502] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:29:23.590559] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:29:23.647788] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:29:23.648643] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:29:23.648724] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:29:23.648756] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:29:23.781721] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:29:23.781890] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:29:23.781932] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:29:23.781960] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:29:23.785339] [DEBUG] [FORECASTER] PLBY: Forecast T+1@11:T+2@11: DOWN (p=0.55%)
[2025-12-22T20:29:23.785635] [INFO ] [FORECASTER] Completed predict_future for PLBY
[2025-12-22T20:29:23.785759] [INFO ] [sig       ] PLBY: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:29:23.921642] [INFO ] [LOCAL     ] Saved forecast: PLBY	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/PLBY.txt
[2025-12-22T20:29:23.921777] [INFO ] [sig       ] [2532/3560] Completed PLBY in 0.3s | 2.94 sym/s | Total: 14.3m | ETA: 5.8m
[2025-12-22T20:29:23.921815] [INFO ] [sig       ] [2533/3560] Forecasting PLCE...
[2025-12-22T20:29:23.921845] [INFO ] [sig       ] Generating forecast for: PLCE
[2025-12-22T20:29:23.921875] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLCE' from 'https://tdm.silogroup.org/data/derivative_storage/PLCE.csv'.
[2025-12-22T20:29:23.932862] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLCE'.
[2025-12-22T20:29:23.933157] [INFO ] [FORECASTER] Starting predict_future for PLCE
[2025-12-22T20:29:23.933930] [DEBUG] [LOCAL     ] No optimal features file found for PLCE: ./output/feature-sets/PLCE.txt
[2025-12-22T20:29:23.933982] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:29:23.934015] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:29:23.934042] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:29:23.934097] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:29:23.993213] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:29:23.993955] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:29:23.994034] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:29:23.994066] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:29:24.115796] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:29:24.115948] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:29:24.115987] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:29:24.116015] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:29:24.119373] [DEBUG] [FORECASTER] PLCE: Forecast T+1@11:T+2@11: DOWN (p=34.84%)
[2025-12-22T20:29:24.119699] [INFO ] [FORECASTER] Completed predict_future for PLCE
[2025-12-22T20:29:24.119821] [INFO ] [sig       ] PLCE: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:29:24.265089] [INFO ] [LOCAL     ] Saved forecast: PLCE	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/PLCE.txt
[2025-12-22T20:29:24.265262] [INFO ] [sig       ] [2533/3560] Completed PLCE in 0.3s | 2.94 sym/s | Total: 14.3m | ETA: 5.8m
[2025-12-22T20:29:24.265315] [INFO ] [sig       ] [2534/3560] Forecasting PLD...
[2025-12-22T20:29:24.265346] [INFO ] [sig       ] Generating forecast for: PLD
[2025-12-22T20:29:24.265377] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLD' from 'https://tdm.silogroup.org/data/derivative_storage/PLD.csv'.
[2025-12-22T20:29:24.276448] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLD'.
[2025-12-22T20:29:24.276774] [INFO ] [FORECASTER] Starting predict_future for PLD
[2025-12-22T20:29:24.277519] [DEBUG] [LOCAL     ] No optimal features file found for PLD: ./output/feature-sets/PLD.txt
[2025-12-22T20:29:24.277586] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:29:24.277642] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:29:24.277670] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:29:24.277725] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:29:24.334185] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:29:24.334826] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:29:24.334902] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:29:24.334933] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:29:24.457949] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:29:24.458106] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:29:24.458147] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:29:24.458174] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:29:24.461896] [DEBUG] [FORECASTER] PLD: Forecast T+1@11:T+2@11: UP (p=90.43%)
[2025-12-22T20:29:24.462294] [INFO ] [FORECASTER] Completed predict_future for PLD
[2025-12-22T20:29:24.462460] [INFO ] [sig       ] PLD: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:29:24.640341] [INFO ] [LOCAL     ] Saved forecast: PLD	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/PLD.txt
[2025-12-22T20:29:24.640551] [INFO ] [sig       ] [2534/3560] Completed PLD in 0.4s | 2.94 sym/s | Total: 14.3m | ETA: 5.8m
[2025-12-22T20:29:24.640627] [INFO ] [sig       ] [2535/3560] Forecasting PLPC...
[2025-12-22T20:29:24.640672] [INFO ] [sig       ] Generating forecast for: PLPC
[2025-12-22T20:29:24.640711] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLPC' from 'https://tdm.silogroup.org/data/derivative_storage/PLPC.csv'.
[2025-12-22T20:29:24.653606] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLPC'.
[2025-12-22T20:29:24.653989] [INFO ] [FORECASTER] Starting predict_future for PLPC
[2025-12-22T20:29:24.654813] [DEBUG] [LOCAL     ] No optimal features file found for PLPC: ./output/feature-sets/PLPC.txt
[2025-12-22T20:29:24.654864] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:29:24.654895] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:29:24.654921] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:29:24.654977] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:29:24.724656] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:29:24.725713] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:29:24.725813] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:29:24.725854] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:29:24.852367] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:29:24.852520] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:29:24.852560] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:29:24.852639] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:29:24.855990] [DEBUG] [FORECASTER] PLPC: Forecast T+1@11:T+2@11: UP (p=80.26%)
[2025-12-22T20:29:24.856258] [INFO ] [FORECASTER] Completed predict_future for PLPC
[2025-12-22T20:29:24.856380] [INFO ] [sig       ] PLPC: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:29:24.993642] [INFO ] [LOCAL     ] Saved forecast: PLPC	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/PLPC.txt
[2025-12-22T20:29:24.993795] [INFO ] [sig       ] [2535/3560] Completed PLPC in 0.4s | 2.94 sym/s | Total: 14.3m | ETA: 5.8m
[2025-12-22T20:29:24.993841] [INFO ] [sig       ] [2536/3560] Forecasting PLRX...
[2025-12-22T20:29:24.993870] [INFO ] [sig       ] Generating forecast for: PLRX
[2025-12-22T20:29:24.993899] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLRX' from 'https://tdm.silogroup.org/data/derivative_storage/PLRX.csv'.
[2025-12-22T20:29:25.005173] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLRX'.
[2025-12-22T20:29:25.005516] [INFO ] [FORECASTER] Starting predict_future for PLRX
[2025-12-22T20:29:25.006361] [DEBUG] [LOCAL     ] No optimal features file found for PLRX: ./output/feature-sets/PLRX.txt
[2025-12-22T20:29:25.006415] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:29:25.006468] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:29:25.006498] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:29:25.006555] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:29:25.064194] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:29:25.065055] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:29:25.065137] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:29:25.065172] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:29:25.188310] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:29:25.188463] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:29:25.188507] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:29:25.188538] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:29:25.191848] [DEBUG] [FORECASTER] PLRX: Forecast T+1@11:T+2@11: UP (p=75.79%)
[2025-12-22T20:29:25.192113] [INFO ] [FORECASTER] Completed predict_future for PLRX
[2025-12-22T20:29:25.192232] [INFO ] [sig       ] PLRX: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:29:25.331875] [INFO ] [LOCAL     ] Saved forecast: PLRX	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/PLRX.txt
[2025-12-22T20:29:25.332057] [INFO ] [sig       ] [2536/3560] Completed PLRX in 0.3s | 2.94 sym/s | Total: 14.4m | ETA: 5.8m
[2025-12-22T20:29:25.332100] [INFO ] [sig       ] [2537/3560] Forecasting PLSE...
[2025-12-22T20:29:25.332130] [INFO ] [sig       ] Generating forecast for: PLSE
[2025-12-22T20:29:25.332162] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLSE' from 'https://tdm.silogroup.org/data/derivative_storage/PLSE.csv'.
[2025-12-22T20:29:25.343681] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLSE'.
[2025-12-22T20:29:25.344047] [INFO ] [FORECASTER] Starting predict_future for PLSE
[2025-12-22T20:29:25.344840] [DEBUG] [LOCAL     ] No optimal features file found for PLSE: ./output/feature-sets/PLSE.txt
[2025-12-22T20:29:25.344893] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:29:25.344926] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:29:25.344954] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:29:25.345011] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:29:25.401872] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:29:25.402723] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:29:25.402810] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:29:25.402843] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:29:25.521621] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:29:25.521772] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:29:25.521812] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:29:25.521843] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:29:25.525157] [DEBUG] [FORECASTER] PLSE: Forecast T+1@11:T+2@11: UP (p=91.61%)
[2025-12-22T20:29:25.525443] [INFO ] [FORECASTER] Completed predict_future for PLSE
[2025-12-22T20:29:25.525587] [INFO ] [sig       ] PLSE: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:29:25.674025] [INFO ] [LOCAL     ] Saved forecast: PLSE	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/PLSE.txt
[2025-12-22T20:29:25.674178] [INFO ] [sig       ] [2537/3560] Completed PLSE in 0.3s | 2.94 sym/s | Total: 14.4m | ETA: 5.8m
[2025-12-22T20:29:25.674217] [INFO ] [sig       ] [2538/3560] Forecasting PLTK...
[2025-12-22T20:29:25.674249] [INFO ] [sig       ] Generating forecast for: PLTK
[2025-12-22T20:29:25.674282] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLTK' from 'https://tdm.silogroup.org/data/derivative_storage/PLTK.csv'.
[2025-12-22T20:29:25.685597] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLTK'.
[2025-12-22T20:29:25.685990] [INFO ] [FORECASTER] Starting predict_future for PLTK
[2025-12-22T20:29:25.686773] [DEBUG] [LOCAL     ] No optimal features file found for PLTK: ./output/feature-sets/PLTK.txt
[2025-12-22T20:29:25.686824] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:29:25.686856] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:29:25.686882] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:29:25.686938] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:29:25.743545] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:29:25.744470] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:29:25.744554] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:29:25.744606] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:29:25.859353] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:29:25.859507] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:29:25.859546] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:29:25.859593] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:29:25.862999] [DEBUG] [FORECASTER] PLTK: Forecast T+1@11:T+2@11: UP (p=67.90%)
[2025-12-22T20:29:25.863287] [INFO ] [FORECASTER] Completed predict_future for PLTK
[2025-12-22T20:29:25.863417] [INFO ] [sig       ] PLTK: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:29:26.010708] [INFO ] [LOCAL     ] Saved forecast: PLTK	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/PLTK.txt
[2025-12-22T20:29:26.010888] [INFO ] [sig       ] [2538/3560] Completed PLTK in 0.3s | 2.94 sym/s | Total: 14.4m | ETA: 5.8m
[2025-12-22T20:29:26.010930] [INFO ] [sig       ] [2539/3560] Forecasting PLUG...
[2025-12-22T20:29:26.010961] [INFO ] [sig       ] Generating forecast for: PLUG
[2025-12-22T20:29:26.010990] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLUG' from 'https://tdm.silogroup.org/data/derivative_storage/PLUG.csv'.
[2025-12-22T20:29:26.022709] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLUG'.
[2025-12-22T20:29:26.023096] [INFO ] [FORECASTER] Starting predict_future for PLUG
[2025-12-22T20:29:26.023902] [DEBUG] [LOCAL     ] No optimal features file found for PLUG: ./output/feature-sets/PLUG.txt
[2025-12-22T20:29:26.023955] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:29:26.023987] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:29:26.024013] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:29:26.024068] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:29:26.083760] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:29:26.084612] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:29:26.084693] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:29:26.084726] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:29:26.208890] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:29:26.209063] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:29:26.209104] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:29:26.209133] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:29:26.212599] [DEBUG] [FORECASTER] PLUG: Forecast T+1@11:T+2@11: UP (p=79.67%)
[2025-12-22T20:29:26.212874] [INFO ] [FORECASTER] Completed predict_future for PLUG
[2025-12-22T20:29:26.213006] [INFO ] [sig       ] PLUG: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:29:26.347328] [INFO ] [LOCAL     ] Saved forecast: PLUG	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/PLUG.txt
[2025-12-22T20:29:26.347462] [INFO ] [sig       ] [2539/3560] Completed PLUG in 0.3s | 2.94 sym/s | Total: 14.4m | ETA: 5.8m
[2025-12-22T20:29:26.347506] [INFO ] [sig       ] [2540/3560] Forecasting PLUS...
[2025-12-22T20:29:26.347537] [INFO ] [sig       ] Generating forecast for: PLUS
[2025-12-22T20:29:26.347567] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLUS' from 'https://tdm.silogroup.org/data/derivative_storage/PLUS.csv'.
[2025-12-22T20:29:26.358247] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLUS'.
[2025-12-22T20:29:26.358592] [INFO ] [FORECASTER] Starting predict_future for PLUS
[2025-12-22T20:29:26.359391] [DEBUG] [LOCAL     ] No optimal features file found for PLUS: ./output/feature-sets/PLUS.txt
[2025-12-22T20:29:26.359443] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:29:26.359474] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:29:26.359499] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:29:26.359558] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:29:26.414998] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:29:26.415636] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:29:26.415712] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:29:26.415743] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:29:26.537178] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:29:26.537345] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:29:26.537387] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:29:26.537415] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:29:26.540893] [DEBUG] [FORECASTER] PLUS: Forecast T+1@11:T+2@11: DOWN (p=2.36%)
[2025-12-22T20:29:26.541166] [INFO ] [FORECASTER] Completed predict_future for PLUS
[2025-12-22T20:29:26.541288] [INFO ] [sig       ] PLUS: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:29:26.680922] [INFO ] [LOCAL     ] Saved forecast: PLUS	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/PLUS.txt
[2025-12-22T20:29:26.681095] [INFO ] [sig       ] [2540/3560] Completed PLUS in 0.3s | 2.94 sym/s | Total: 14.4m | ETA: 5.8m
[2025-12-22T20:29:26.681142] [INFO ] [sig       ] [2541/3560] Forecasting PLXS...
[2025-12-22T20:29:26.681172] [INFO ] [sig       ] Generating forecast for: PLXS
[2025-12-22T20:29:26.681202] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLXS' from 'https://tdm.silogroup.org/data/derivative_storage/PLXS.csv'.
[2025-12-22T20:29:26.693270] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLXS'.
[2025-12-22T20:29:26.693676] [INFO ] [FORECASTER] Starting predict_future for PLXS
[2025-12-22T20:29:26.694459] [DEBUG] [LOCAL     ] No optimal features file found for PLXS: ./output/feature-sets/PLXS.txt
[2025-12-22T20:29:26.694515] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:29:26.694547] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:29:26.694607] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:29:26.694668] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:29:26.751923] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:29:26.752853] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:29:26.752938] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:29:26.752972] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:29:26.872831] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:29:26.872982] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:29:26.873021] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:29:26.873050] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:29:26.876359] [DEBUG] [FORECASTER] PLXS: Forecast T+1@11:T+2@11: DOWN (p=5.01%)
[2025-12-22T20:29:26.876655] [INFO ] [FORECASTER] Completed predict_future for PLXS
[2025-12-22T20:29:26.876796] [INFO ] [sig       ] PLXS: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:29:27.012040] [INFO ] [LOCAL     ] Saved forecast: PLXS	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/PLXS.txt
[2025-12-22T20:29:27.012183] [INFO ] [sig       ] [2541/3560] Completed PLXS in 0.3s | 2.94 sym/s | Total: 14.4m | ETA: 5.8m
[2025-12-22T20:29:27.012222] [INFO ] [sig       ] [2542/3560] Forecasting PLYM...
[2025-12-22T20:29:27.012251] [INFO ] [sig       ] Generating forecast for: PLYM
[2025-12-22T20:29:27.012281] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLYM' from 'https://tdm.silogroup.org/data/derivative_storage/PLYM.csv'.
[2025-12-22T20:29:27.023338] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLYM'.
[2025-12-22T20:29:27.023705] [INFO ] [FORECASTER] Starting predict_future for PLYM
[2025-12-22T20:29:27.024450] [DEBUG] [LOCAL     ] No optimal features file found for PLYM: ./output/feature-sets/PLYM.txt
[2025-12-22T20:29:27.024504] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:29:27.024538] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:29:27.024565] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:29:27.024644] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:29:27.080369] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:29:27.081280] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:29:27.081394] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:29:27.081428] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:29:27.202587] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:29:27.202739] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:29:27.202778] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:29:27.202807] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:29:27.206094] [DEBUG] [FORECASTER] PLYM: Forecast T+1@11:T+2@11: UP (p=95.44%)
[2025-12-22T20:29:27.206363] [INFO ] [FORECASTER] Completed predict_future for PLYM
[2025-12-22T20:29:27.206485] [INFO ] [sig       ] PLYM: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:29:27.339771] [INFO ] [LOCAL     ] Saved forecast: PLYM	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/PLYM.txt
[2025-12-22T20:29:27.339914] [INFO ] [sig       ] [2542/3560] Completed PLYM in 0.3s | 2.94 sym/s | Total: 14.4m | ETA: 5.8m
[2025-12-22T20:29:27.339951] [INFO ] [sig       ] [2543/3560] Forecasting PM...
[2025-12-22T20:29:27.339982] [INFO ] [sig       ] Generating forecast for: PM
[2025-12-22T20:29:27.340012] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PM' from 'https://tdm.silogroup.org/data/derivative_storage/PM.csv'.
[2025-12-22T20:29:27.351233] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PM'.
[2025-12-22T20:29:27.351598] [INFO ] [FORECASTER] Starting predict_future for PM
[2025-12-22T20:29:27.352441] [DEBUG] [LOCAL     ] No optimal features file found for PM: ./output/feature-sets/PM.txt
[2025-12-22T20:29:27.352498] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:29:27.352532] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:29:27.352602] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:29:27.352664] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:29:27.412336] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:29:27.413132] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:29:27.413213] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:29:27.413247] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:29:27.543432] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:29:27.543605] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:29:27.543665] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:29:27.543696] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:29:27.547278] [DEBUG] [FORECASTER] PM: Forecast T+1@11:T+2@11: DOWN (p=42.54%)
[2025-12-22T20:29:27.547565] [INFO ] [FORECASTER] Completed predict_future for PM
[2025-12-22T20:29:27.547711] [INFO ] [sig       ] PM: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:29:27.697062] [INFO ] [LOCAL     ] Saved forecast: PM	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/PM.txt
[2025-12-22T20:29:27.697223] [INFO ] [sig       ] [2543/3560] Completed PM in 0.4s | 2.94 sym/s | Total: 14.4m | ETA: 5.8m
[2025-12-22T20:29:27.697279] [INFO ] [sig       ] [2544/3560] Forecasting PMAX...
[2025-12-22T20:29:27.697319] [INFO ] [sig       ] Generating forecast for: PMAX
[2025-12-22T20:29:27.697350] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PMAX' from 'https://tdm.silogroup.org/data/derivative_storage/PMAX.csv'.
[2025-12-22T20:29:27.708100] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PMAX'.
[2025-12-22T20:29:27.708464] [INFO ] [FORECASTER] Starting predict_future for PMAX
[2025-12-22T20:29:27.709402] [DEBUG] [LOCAL     ] No optimal features file found for PMAX: ./output/feature-sets/PMAX.txt
[2025-12-22T20:29:27.709454] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:29:27.709485] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:29:27.709511] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:29:27.709566] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:29:27.764997] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:29:27.765708] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:29:27.765787] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:29:27.765819] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:29:27.880217] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:29:27.880368] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-22T20:29:27.880408] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:29:27.880437] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:29:27.883790] [DEBUG] [FORECASTER] PMAX: Forecast T+1@11:T+2@11: UP (p=59.89%)
[2025-12-22T20:29:27.884061] [INFO ] [FORECASTER] Completed predict_future for PMAX
[2025-12-22T20:29:27.884185] [INFO ] [sig       ] PMAX: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:29:28.020669] [INFO ] [LOCAL     ] Saved forecast: PMAX	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/PMAX.txt
[2025-12-22T20:29:28.020829] [INFO ] [sig       ] [2544/3560] Completed PMAX in 0.3s | 2.94 sym/s | Total: 14.4m | ETA: 5.8m
[2025-12-22T20:29:28.020868] [INFO ] [sig       ] [2545/3560] Forecasting PML...
[2025-12-22T20:29:28.020899] [INFO ] [sig       ] Generating forecast for: PML
[2025-12-22T20:29:28.020929] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PML' from 'https://tdm.silogroup.org/data/derivative_storage/PML.csv'.
[2025-12-22T20:29:28.031814] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PML'.
[2025-12-22T20:29:28.032182] [INFO ] [FORECASTER] Starting predict_future for PML
[2025-12-22T20:29:28.032978] [DEBUG] [LOCAL     ] No optimal features file found for PML: ./output/feature-sets/PML.txt
[2025-12-22T20:29:28.033030] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:29:28.033062] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:29:28.033089] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:29:28.033144] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:29:28.089657] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:29:28.090525] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:29:28.090659] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:29:28.090696] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:29:28.218877] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:29:28.219056] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:29:28.219099] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:29:28.219128] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:29:28.222804] [DEBUG] [FORECASTER] PML: Forecast T+1@11:T+2@11: DOWN (p=34.79%)
[2025-12-22T20:29:28.223103] [INFO ] [FORECASTER] Completed predict_future for PML
[2025-12-22T20:29:28.223232] [INFO ] [sig       ] PML: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:29:28.359204] [INFO ] [LOCAL     ] Saved forecast: PML	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/PML.txt
[2025-12-22T20:29:28.359356] [INFO ] [sig       ] [2545/3560] Completed PML in 0.3s | 2.94 sym/s | Total: 14.4m | ETA: 5.7m
[2025-12-22T20:29:28.359396] [INFO ] [sig       ] [2546/3560] Forecasting PMM...
[2025-12-22T20:29:28.359425] [INFO ] [sig       ] Generating forecast for: PMM
[2025-12-22T20:29:28.359455] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PMM' from 'https://tdm.silogroup.org/data/derivative_storage/PMM.csv'.
[2025-12-22T20:29:28.369737] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PMM'.
[2025-12-22T20:29:28.370078] [INFO ] [FORECASTER] Starting predict_future for PMM
[2025-12-22T20:29:28.370854] [DEBUG] [LOCAL     ] No optimal features file found for PMM: ./output/feature-sets/PMM.txt
[2025-12-22T20:29:28.370905] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:29:28.370937] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:29:28.370963] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:29:28.371020] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:29:28.427967] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:29:28.428844] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:29:28.428926] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:29:28.428960] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:29:28.545514] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:29:28.545693] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:29:28.545733] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:29:28.545762] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:29:28.549183] [DEBUG] [FORECASTER] PMM: Forecast T+1@11:T+2@11: DOWN (p=24.26%)
[2025-12-22T20:29:28.549486] [INFO ] [FORECASTER] Completed predict_future for PMM
[2025-12-22T20:29:28.549659] [INFO ] [sig       ] PMM: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:29:28.690664] [INFO ] [LOCAL     ] Saved forecast: PMM	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/PMM.txt
[2025-12-22T20:29:28.690822] [INFO ] [sig       ] [2546/3560] Completed PMM in 0.3s | 2.94 sym/s | Total: 14.4m | ETA: 5.7m
[2025-12-22T20:29:28.690861] [INFO ] [sig       ] [2547/3560] Forecasting PMO...
[2025-12-22T20:29:28.690889] [INFO ] [sig       ] Generating forecast for: PMO
[2025-12-22T20:29:28.690920] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PMO' from 'https://tdm.silogroup.org/data/derivative_storage/PMO.csv'.
[2025-12-22T20:29:28.703243] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PMO'.
[2025-12-22T20:29:28.703604] [INFO ] [FORECASTER] Starting predict_future for PMO
[2025-12-22T20:29:28.704354] [DEBUG] [LOCAL     ] No optimal features file found for PMO: ./output/feature-sets/PMO.txt
[2025-12-22T20:29:28.704405] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:29:28.704451] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:29:28.704479] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:29:28.704534] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:29:28.760867] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:29:28.761484] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:29:28.761562] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:29:28.761612] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:29:28.878475] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:29:28.878632] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:29:28.878671] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:29:28.878699] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:29:28.882008] [DEBUG] [FORECASTER] PMO: Forecast T+1@11:T+2@11: UP (p=79.83%)
[2025-12-22T20:29:28.882267] [INFO ] [FORECASTER] Completed predict_future for PMO
[2025-12-22T20:29:28.882386] [INFO ] [sig       ] PMO: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:29:29.017170] [INFO ] [LOCAL     ] Saved forecast: PMO	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/PMO.txt
[2025-12-22T20:29:29.017323] [INFO ] [sig       ] [2547/3560] Completed PMO in 0.3s | 2.94 sym/s | Total: 14.4m | ETA: 5.7m
[2025-12-22T20:29:29.017361] [INFO ] [sig       ] [2548/3560] Forecasting PMTS...
[2025-12-22T20:29:29.017391] [INFO ] [sig       ] Generating forecast for: PMTS
[2025-12-22T20:29:29.017421] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PMTS' from 'https://tdm.silogroup.org/data/derivative_storage/PMTS.csv'.
[2025-12-22T20:29:29.028222] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PMTS'.
[2025-12-22T20:29:29.028525] [INFO ] [FORECASTER] Starting predict_future for PMTS
[2025-12-22T20:29:29.029319] [DEBUG] [LOCAL     ] No optimal features file found for PMTS: ./output/feature-sets/PMTS.txt
[2025-12-22T20:29:29.029372] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:29:29.029404] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:29:29.029431] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:29:29.029487] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:29:29.086098] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:29:29.086739] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:29:29.086814] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:29:29.086845] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:29:29.210804] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:29:29.210951] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:29:29.210990] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:29:29.211019] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:29:29.214280] [DEBUG] [FORECASTER] PMTS: Forecast T+1@11:T+2@11: UP (p=83.67%)
[2025-12-22T20:29:29.214540] [INFO ] [FORECASTER] Completed predict_future for PMTS
[2025-12-22T20:29:29.214680] [INFO ] [sig       ] PMTS: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:29:29.354121] [INFO ] [LOCAL     ] Saved forecast: PMTS	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/PMTS.txt
[2025-12-22T20:29:29.354281] [INFO ] [sig       ] [2548/3560] Completed PMTS in 0.3s | 2.94 sym/s | Total: 14.4m | ETA: 5.7m
[2025-12-22T20:29:29.354329] [INFO ] [sig       ] [2549/3560] Forecasting PMVP...
[2025-12-22T20:29:29.354358] [INFO ] [sig       ] Generating forecast for: PMVP
[2025-12-22T20:29:29.354388] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PMVP' from 'https://tdm.silogroup.org/data/derivative_storage/PMVP.csv'.
[2025-12-22T20:29:29.366176] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PMVP'.
[2025-12-22T20:29:29.366551] [INFO ] [FORECASTER] Starting predict_future for PMVP
[2025-12-22T20:29:29.367363] [DEBUG] [LOCAL     ] No optimal features file found for PMVP: ./output/feature-sets/PMVP.txt
[2025-12-22T20:29:29.367414] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:29:29.367472] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:29:29.367500] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:29:29.367556] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:29:29.424793] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:29:29.425650] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:29:29.425731] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:29:29.425763] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:29:29.546670] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:29:29.546804] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:29:29.546841] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:29:29.546869] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:29:29.550195] [DEBUG] [FORECASTER] PMVP: Forecast T+1@11:T+2@11: UP (p=78.88%)
[2025-12-22T20:29:29.550458] [INFO ] [FORECASTER] Completed predict_future for PMVP
[2025-12-22T20:29:29.550611] [INFO ] [sig       ] PMVP: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:29:29.684522] [INFO ] [LOCAL     ] Saved forecast: PMVP	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/PMVP.txt
[2025-12-22T20:29:29.684674] [INFO ] [sig       ] [2549/3560] Completed PMVP in 0.3s | 2.94 sym/s | Total: 14.4m | ETA: 5.7m
[2025-12-22T20:29:29.684713] [INFO ] [sig       ] [2550/3560] Forecasting PNC...
[2025-12-22T20:29:29.684743] [INFO ] [sig       ] Generating forecast for: PNC
[2025-12-22T20:29:29.684773] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PNC' from 'https://tdm.silogroup.org/data/derivative_storage/PNC.csv'.
[2025-12-22T20:29:29.699616] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PNC'.
[2025-12-22T20:29:29.700085] [INFO ] [FORECASTER] Starting predict_future for PNC
[2025-12-22T20:29:29.700930] [DEBUG] [LOCAL     ] No optimal features file found for PNC: ./output/feature-sets/PNC.txt
[2025-12-22T20:29:29.700986] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:29:29.701019] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:29:29.701047] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:29:29.701105] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:29:29.759993] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:29:29.760854] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:29:29.760937] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:29:29.760969] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:29:29.889891] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:29:29.890071] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:29:29.890124] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:29:29.890162] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:29:29.894943] [DEBUG] [FORECASTER] PNC: Forecast T+1@11:T+2@11: UP (p=72.34%)
[2025-12-22T20:29:29.895374] [INFO ] [FORECASTER] Completed predict_future for PNC
[2025-12-22T20:29:29.895553] [INFO ] [sig       ] PNC: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:29:30.038436] [INFO ] [LOCAL     ] Saved forecast: PNC	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/PNC.txt
[2025-12-22T20:29:30.038619] [INFO ] [sig       ] [2550/3560] Completed PNC in 0.4s | 2.94 sym/s | Total: 14.4m | ETA: 5.7m
[2025-12-22T20:29:30.038667] [INFO ] [sig       ] [2551/3560] Forecasting PNFP...
[2025-12-22T20:29:30.038703] [INFO ] [sig       ] Generating forecast for: PNFP
[2025-12-22T20:29:30.038734] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PNFP' from 'https://tdm.silogroup.org/data/derivative_storage/PNFP.csv'.
[2025-12-22T20:29:30.050066] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PNFP'.
[2025-12-22T20:29:30.050457] [INFO ] [FORECASTER] Starting predict_future for PNFP
[2025-12-22T20:29:30.051233] [DEBUG] [LOCAL     ] No optimal features file found for PNFP: ./output/feature-sets/PNFP.txt
[2025-12-22T20:29:30.051285] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:29:30.051317] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:29:30.051345] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:29:30.051401] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:29:30.106746] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:29:30.107416] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:29:30.107491] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:29:30.107523] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:29:30.225346] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:29:30.225500] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:29:30.225540] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:29:30.225586] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:29:30.228913] [DEBUG] [FORECASTER] PNFP: Forecast T+1@11:T+2@11: UP (p=69.65%)
[2025-12-22T20:29:30.229195] [INFO ] [FORECASTER] Completed predict_future for PNFP
[2025-12-22T20:29:30.229317] [INFO ] [sig       ] PNFP: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:29:30.362950] [INFO ] [LOCAL     ] Saved forecast: PNFP	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/PNFP.txt
[2025-12-22T20:29:30.363077] [INFO ] [sig       ] [2551/3560] Completed PNFP in 0.3s | 2.94 sym/s | Total: 14.4m | ETA: 5.7m
[2025-12-22T20:29:30.363115] [INFO ] [sig       ] [2552/3560] Forecasting PNI...
[2025-12-22T20:29:30.363145] [INFO ] [sig       ] Generating forecast for: PNI
[2025-12-22T20:29:30.363175] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PNI' from 'https://tdm.silogroup.org/data/derivative_storage/PNI.csv'.
[2025-12-22T20:29:30.374980] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PNI'.
[2025-12-22T20:29:30.375362] [INFO ] [FORECASTER] Starting predict_future for PNI
[2025-12-22T20:29:30.376190] [DEBUG] [LOCAL     ] No optimal features file found for PNI: ./output/feature-sets/PNI.txt
[2025-12-22T20:29:30.376244] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:29:30.376276] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:29:30.376303] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:29:30.376360] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:29:30.437493] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:29:30.438407] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:29:30.438492] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:29:30.438525] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:29:30.558128] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:29:30.558282] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:29:30.558327] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:29:30.558391] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:29:30.562031] [DEBUG] [FORECASTER] PNI: Forecast T+1@11:T+2@11: UP (p=86.44%)
[2025-12-22T20:29:30.562312] [INFO ] [FORECASTER] Completed predict_future for PNI
[2025-12-22T20:29:30.562437] [INFO ] [sig       ] PNI: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:29:30.707705] [INFO ] [LOCAL     ] Saved forecast: PNI	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/PNI.txt
[2025-12-22T20:29:30.707870] [INFO ] [sig       ] [2552/3560] Completed PNI in 0.3s | 2.94 sym/s | Total: 14.4m | ETA: 5.7m
[2025-12-22T20:29:30.707911] [INFO ] [sig       ] [2553/3560] Forecasting PNQI...
[2025-12-22T20:29:30.707942] [INFO ] [sig       ] Generating forecast for: PNQI
[2025-12-22T20:29:30.707975] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PNQI' from 'https://tdm.silogroup.org/data/derivative_storage/PNQI.csv'.
[2025-12-22T20:29:30.719435] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PNQI'.
[2025-12-22T20:29:30.719806] [INFO ] [FORECASTER] Starting predict_future for PNQI
[2025-12-22T20:29:30.720825] [DEBUG] [LOCAL     ] No optimal features file found for PNQI: ./output/feature-sets/PNQI.txt
[2025-12-22T20:29:30.721066] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:29:30.721106] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:29:30.721146] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:29:30.721213] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:29:30.783960] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:29:30.784768] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:29:30.785057] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:29:30.785105] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:29:30.915347] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:29:30.915516] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:29:30.915593] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:29:30.915635] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:29:30.919160] [DEBUG] [FORECASTER] PNQI: Forecast T+1@11:T+2@11: DOWN (p=3.17%)
[2025-12-22T20:29:30.919443] [INFO ] [FORECASTER] Completed predict_future for PNQI
[2025-12-22T20:29:30.919588] [INFO ] [sig       ] PNQI: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:29:31.066644] [INFO ] [LOCAL     ] Saved forecast: PNQI	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/PNQI.txt
[2025-12-22T20:29:31.066815] [INFO ] [sig       ] [2553/3560] Completed PNQI in 0.4s | 2.94 sym/s | Total: 14.5m | ETA: 5.7m
[2025-12-22T20:29:31.066866] [INFO ] [sig       ] [2554/3560] Forecasting PNRG...
[2025-12-22T20:29:31.066898] [INFO ] [sig       ] Generating forecast for: PNRG
[2025-12-22T20:29:31.066929] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PNRG' from 'https://tdm.silogroup.org/data/derivative_storage/PNRG.csv'.
[2025-12-22T20:29:31.078438] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PNRG'.
[2025-12-22T20:29:31.078839] [INFO ] [FORECASTER] Starting predict_future for PNRG
[2025-12-22T20:29:31.079688] [DEBUG] [LOCAL     ] No optimal features file found for PNRG: ./output/feature-sets/PNRG.txt
[2025-12-22T20:29:31.079741] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:29:31.079774] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:29:31.079800] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:29:31.079871] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:29:31.135354] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:29:31.136117] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:29:31.136212] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:29:31.136245] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:29:31.252812] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:29:31.252970] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:29:31.253010] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:29:31.253057] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:29:31.256413] [DEBUG] [FORECASTER] PNRG: Forecast T+1@11:T+2@11: DOWN (p=36.94%)
[2025-12-22T20:29:31.256712] [INFO ] [FORECASTER] Completed predict_future for PNRG
[2025-12-22T20:29:31.256837] [INFO ] [sig       ] PNRG: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:29:31.393230] [INFO ] [LOCAL     ] Saved forecast: PNRG	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/PNRG.txt
[2025-12-22T20:29:31.393379] [INFO ] [sig       ] [2554/3560] Completed PNRG in 0.3s | 2.94 sym/s | Total: 14.5m | ETA: 5.7m
[2025-12-22T20:29:31.393419] [INFO ] [sig       ] [2555/3560] Forecasting PNTG...
[2025-12-22T20:29:31.393448] [INFO ] [sig       ] Generating forecast for: PNTG
[2025-12-22T20:29:31.393479] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PNTG' from 'https://tdm.silogroup.org/data/derivative_storage/PNTG.csv'.
[2025-12-22T20:29:31.405041] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PNTG'.
[2025-12-22T20:29:31.405413] [INFO ] [FORECASTER] Starting predict_future for PNTG
[2025-12-22T20:29:31.406229] [DEBUG] [LOCAL     ] No optimal features file found for PNTG: ./output/feature-sets/PNTG.txt
[2025-12-22T20:29:31.406283] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:29:31.406316] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:29:31.406344] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:29:31.406401] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:29:31.462427] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:29:31.463040] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:29:31.463113] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:29:31.463145] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:29:31.578628] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:29:31.578774] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:29:31.578812] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:29:31.578840] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:29:31.582193] [DEBUG] [FORECASTER] PNTG: Forecast T+1@11:T+2@11: DOWN (p=7.95%)
[2025-12-22T20:29:31.582460] [INFO ] [FORECASTER] Completed predict_future for PNTG
[2025-12-22T20:29:31.582593] [INFO ] [sig       ] PNTG: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:29:31.720625] [INFO ] [LOCAL     ] Saved forecast: PNTG	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/PNTG.txt
[2025-12-22T20:29:31.720795] [INFO ] [sig       ] [2555/3560] Completed PNTG in 0.3s | 2.94 sym/s | Total: 14.5m | ETA: 5.7m
[2025-12-22T20:29:31.720838] [INFO ] [sig       ] [2556/3560] Forecasting PODD...
[2025-12-22T20:29:31.720866] [INFO ] [sig       ] Generating forecast for: PODD
[2025-12-22T20:29:31.720895] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PODD' from 'https://tdm.silogroup.org/data/derivative_storage/PODD.csv'.
[2025-12-22T20:29:31.731991] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PODD'.
[2025-12-22T20:29:31.732316] [INFO ] [FORECASTER] Starting predict_future for PODD
[2025-12-22T20:29:31.733133] [DEBUG] [LOCAL     ] No optimal features file found for PODD: ./output/feature-sets/PODD.txt
[2025-12-22T20:29:31.733186] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:29:31.733220] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:29:31.733248] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:29:31.733306] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:29:31.790750] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:29:31.791727] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:29:31.791821] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:29:31.791870] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:29:31.913448] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:29:31.913637] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:29:31.913681] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:29:31.913710] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:29:31.917719] [DEBUG] [FORECASTER] PODD: Forecast T+1@11:T+2@11: DOWN (p=48.08%)
[2025-12-22T20:29:31.918101] [INFO ] [FORECASTER] Completed predict_future for PODD
[2025-12-22T20:29:31.918256] [INFO ] [sig       ] PODD: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:29:32.070356] [INFO ] [LOCAL     ] Saved forecast: PODD	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/PODD.txt
[2025-12-22T20:29:32.070513] [INFO ] [sig       ] [2556/3560] Completed PODD in 0.3s | 2.94 sym/s | Total: 14.5m | ETA: 5.7m
[2025-12-22T20:29:32.070555] [INFO ] [sig       ] [2557/3560] Forecasting POOL...
[2025-12-22T20:29:32.070609] [INFO ] [sig       ] Generating forecast for: POOL
[2025-12-22T20:29:32.070641] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'POOL' from 'https://tdm.silogroup.org/data/derivative_storage/POOL.csv'.
[2025-12-22T20:29:32.082725] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'POOL'.
[2025-12-22T20:29:32.083102] [INFO ] [FORECASTER] Starting predict_future for POOL
[2025-12-22T20:29:32.083880] [DEBUG] [LOCAL     ] No optimal features file found for POOL: ./output/feature-sets/POOL.txt
[2025-12-22T20:29:32.083932] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:29:32.083963] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:29:32.083989] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:29:32.084045] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:29:32.139565] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:29:32.140361] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:29:32.140439] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:29:32.140471] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:29:32.260452] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:29:32.260619] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:29:32.260663] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:29:32.260693] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:29:32.264098] [DEBUG] [FORECASTER] POOL: Forecast T+1@11:T+2@11: UP (p=81.81%)
[2025-12-22T20:29:32.264380] [INFO ] [FORECASTER] Completed predict_future for POOL
[2025-12-22T20:29:32.264543] [INFO ] [sig       ] POOL: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:29:32.400301] [INFO ] [LOCAL     ] Saved forecast: POOL	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/POOL.txt
[2025-12-22T20:29:32.400459] [INFO ] [sig       ] [2557/3560] Completed POOL in 0.3s | 2.94 sym/s | Total: 14.5m | ETA: 5.7m
[2025-12-22T20:29:32.400502] [INFO ] [sig       ] [2558/3560] Forecasting POWI...
[2025-12-22T20:29:32.400531] [INFO ] [sig       ] Generating forecast for: POWI
[2025-12-22T20:29:32.400561] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'POWI' from 'https://tdm.silogroup.org/data/derivative_storage/POWI.csv'.
[2025-12-22T20:29:32.412780] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'POWI'.
[2025-12-22T20:29:32.413177] [INFO ] [FORECASTER] Starting predict_future for POWI
[2025-12-22T20:29:32.413957] [DEBUG] [LOCAL     ] No optimal features file found for POWI: ./output/feature-sets/POWI.txt
[2025-12-22T20:29:32.414008] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:29:32.414040] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:29:32.414066] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:29:32.414138] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:29:32.470454] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:29:32.471364] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:29:32.471446] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:29:32.471478] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:29:32.591217] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:29:32.591384] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:29:32.591427] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:29:32.591455] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:29:32.594890] [DEBUG] [FORECASTER] POWI: Forecast T+1@11:T+2@11: DOWN (p=34.44%)
[2025-12-22T20:29:32.595171] [INFO ] [FORECASTER] Completed predict_future for POWI
[2025-12-22T20:29:32.595295] [INFO ] [sig       ] POWI: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:29:32.733476] [INFO ] [LOCAL     ] Saved forecast: POWI	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/POWI.txt
[2025-12-22T20:29:32.733648] [INFO ] [sig       ] [2558/3560] Completed POWI in 0.3s | 2.94 sym/s | Total: 14.5m | ETA: 5.7m
[2025-12-22T20:29:32.733692] [INFO ] [sig       ] [2559/3560] Forecasting POWL...
[2025-12-22T20:29:32.733721] [INFO ] [sig       ] Generating forecast for: POWL
[2025-12-22T20:29:32.733751] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'POWL' from 'https://tdm.silogroup.org/data/derivative_storage/POWL.csv'.
[2025-12-22T20:29:32.745012] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'POWL'.
[2025-12-22T20:29:32.745398] [INFO ] [FORECASTER] Starting predict_future for POWL
[2025-12-22T20:29:32.746188] [DEBUG] [LOCAL     ] No optimal features file found for POWL: ./output/feature-sets/POWL.txt
[2025-12-22T20:29:32.746240] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:29:32.746271] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:29:32.746299] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:29:32.746356] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:29:32.808020] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:29:32.809047] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:29:32.809163] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:29:32.809196] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:29:32.930298] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:29:32.930455] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:29:32.930495] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:29:32.930524] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:29:32.934409] [DEBUG] [FORECASTER] POWL: Forecast T+1@11:T+2@11: UP (p=87.21%)
[2025-12-22T20:29:32.934731] [INFO ] [FORECASTER] Completed predict_future for POWL
[2025-12-22T20:29:32.934863] [INFO ] [sig       ] POWL: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:29:33.076346] [INFO ] [LOCAL     ] Saved forecast: POWL	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/POWL.txt
[2025-12-22T20:29:33.076502] [INFO ] [sig       ] [2559/3560] Completed POWL in 0.3s | 2.94 sym/s | Total: 14.5m | ETA: 5.7m
[2025-12-22T20:29:33.076543] [INFO ] [sig       ] [2560/3560] Forecasting PPC...
[2025-12-22T20:29:33.076591] [INFO ] [sig       ] Generating forecast for: PPC
[2025-12-22T20:29:33.076624] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPC' from 'https://tdm.silogroup.org/data/derivative_storage/PPC.csv'.
[2025-12-22T20:29:33.087754] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PPC'.
[2025-12-22T20:29:33.088131] [INFO ] [FORECASTER] Starting predict_future for PPC
[2025-12-22T20:29:33.088950] [DEBUG] [LOCAL     ] No optimal features file found for PPC: ./output/feature-sets/PPC.txt
[2025-12-22T20:29:33.089002] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:29:33.089320] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:29:33.089372] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:29:33.089464] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:29:33.146525] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:29:33.147434] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:29:33.147518] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:29:33.147550] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:29:33.273530] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:29:33.273715] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:29:33.273764] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:29:33.273795] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:29:33.277552] [DEBUG] [FORECASTER] PPC: Forecast T+1@11:T+2@11: UP (p=73.74%)
[2025-12-22T20:29:33.277867] [INFO ] [FORECASTER] Completed predict_future for PPC
[2025-12-22T20:29:33.277998] [INFO ] [sig       ] PPC: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:29:33.427327] [INFO ] [LOCAL     ] Saved forecast: PPC	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/PPC.txt
[2025-12-22T20:29:33.427555] [INFO ] [sig       ] [2560/3560] Completed PPC in 0.4s | 2.94 sym/s | Total: 14.5m | ETA: 5.7m
[2025-12-22T20:29:33.427629] [INFO ] [sig       ] [2561/3560] Forecasting PPG...
[2025-12-22T20:29:33.427661] [INFO ] [sig       ] Generating forecast for: PPG
[2025-12-22T20:29:33.427692] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPG' from 'https://tdm.silogroup.org/data/derivative_storage/PPG.csv'.
[2025-12-22T20:29:33.441525] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PPG'.
[2025-12-22T20:29:33.441942] [INFO ] [FORECASTER] Starting predict_future for PPG
[2025-12-22T20:29:33.442816] [DEBUG] [LOCAL     ] No optimal features file found for PPG: ./output/feature-sets/PPG.txt
[2025-12-22T20:29:33.442869] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:29:33.442902] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:29:33.442928] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:29:33.442984] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:29:33.506749] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:29:33.507742] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:29:33.507849] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:29:33.507884] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:29:33.639614] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:29:33.639779] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:29:33.639822] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:29:33.639863] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:29:33.643473] [DEBUG] [FORECASTER] PPG: Forecast T+1@11:T+2@11: DOWN (p=10.34%)
[2025-12-22T20:29:33.643774] [INFO ] [FORECASTER] Completed predict_future for PPG
[2025-12-22T20:29:33.643915] [INFO ] [sig       ] PPG: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:29:33.789977] [INFO ] [LOCAL     ] Saved forecast: PPG	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/PPG.txt
[2025-12-22T20:29:33.790144] [INFO ] [sig       ] [2561/3560] Completed PPG in 0.4s | 2.94 sym/s | Total: 14.5m | ETA: 5.7m
[2025-12-22T20:29:33.790195] [INFO ] [sig       ] [2562/3560] Forecasting PPH...
[2025-12-22T20:29:33.790237] [INFO ] [sig       ] Generating forecast for: PPH
[2025-12-22T20:29:33.790284] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPH' from 'https://tdm.silogroup.org/data/derivative_storage/PPH.csv'.
[2025-12-22T20:29:33.801616] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PPH'.
[2025-12-22T20:29:33.802012] [INFO ] [FORECASTER] Starting predict_future for PPH
[2025-12-22T20:29:33.802849] [DEBUG] [LOCAL     ] No optimal features file found for PPH: ./output/feature-sets/PPH.txt
[2025-12-22T20:29:33.802904] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:29:33.802942] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:29:33.802971] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:29:33.803027] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:29:33.865260] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:29:33.866118] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:29:33.866200] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:29:33.866233] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:29:33.993588] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:29:33.993755] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:29:33.993801] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:29:33.993831] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:29:33.997599] [DEBUG] [FORECASTER] PPH: Forecast T+1@11:T+2@11: DOWN (p=19.98%)
[2025-12-22T20:29:33.997890] [INFO ] [FORECASTER] Completed predict_future for PPH
[2025-12-22T20:29:33.998018] [INFO ] [sig       ] PPH: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:29:34.145255] [INFO ] [LOCAL     ] Saved forecast: PPH	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/PPH.txt
[2025-12-22T20:29:34.145446] [INFO ] [sig       ] [2562/3560] Completed PPH in 0.4s | 2.94 sym/s | Total: 14.5m | ETA: 5.6m
[2025-12-22T20:29:34.145508] [INFO ] [sig       ] [2563/3560] Forecasting PPIH...
[2025-12-22T20:29:34.145554] [INFO ] [sig       ] Generating forecast for: PPIH
[2025-12-22T20:29:34.145611] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPIH' from 'https://tdm.silogroup.org/data/derivative_storage/PPIH.csv'.
[2025-12-22T20:29:34.157106] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PPIH'.
[2025-12-22T20:29:34.157523] [INFO ] [FORECASTER] Starting predict_future for PPIH
[2025-12-22T20:29:34.158484] [DEBUG] [LOCAL     ] No optimal features file found for PPIH: ./output/feature-sets/PPIH.txt
[2025-12-22T20:29:34.158542] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:29:34.158592] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:29:34.158622] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:29:34.158684] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:29:34.220935] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:29:34.221806] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:29:34.221886] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:29:34.221920] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:29:34.351280] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:29:34.351446] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:29:34.351504] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:29:34.351536] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:29:34.355263] [DEBUG] [FORECASTER] PPIH: Forecast T+1@11:T+2@11: DOWN (p=49.74%)
[2025-12-22T20:29:34.355569] [INFO ] [FORECASTER] Completed predict_future for PPIH
[2025-12-22T20:29:34.355716] [INFO ] [sig       ] PPIH: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:29:34.495136] [INFO ] [LOCAL     ] Saved forecast: PPIH	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/PPIH.txt
[2025-12-22T20:29:34.495295] [INFO ] [sig       ] [2563/3560] Completed PPIH in 0.3s | 2.94 sym/s | Total: 14.5m | ETA: 5.6m
[2025-12-22T20:29:34.495336] [INFO ] [sig       ] [2564/3560] Forecasting PPL...
[2025-12-22T20:29:34.495366] [INFO ] [sig       ] Generating forecast for: PPL
[2025-12-22T20:29:34.495397] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPL' from 'https://tdm.silogroup.org/data/derivative_storage/PPL.csv'.
[2025-12-22T20:29:34.506214] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PPL'.
[2025-12-22T20:29:34.506512] [INFO ] [FORECASTER] Starting predict_future for PPL
[2025-12-22T20:29:34.507298] [DEBUG] [LOCAL     ] No optimal features file found for PPL: ./output/feature-sets/PPL.txt
[2025-12-22T20:29:34.507350] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:29:34.507382] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:29:34.507409] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:29:34.507463] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:29:34.564501] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:29:34.565150] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:29:34.565227] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:29:34.565259] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:29:34.682446] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:29:34.682612] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:29:34.682653] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:29:34.682684] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:29:34.685982] [DEBUG] [FORECASTER] PPL: Forecast T+1@11:T+2@11: DOWN (p=24.08%)
[2025-12-22T20:29:34.686259] [INFO ] [FORECASTER] Completed predict_future for PPL
[2025-12-22T20:29:34.686377] [INFO ] [sig       ] PPL: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:29:34.820790] [INFO ] [LOCAL     ] Saved forecast: PPL	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/PPL.txt
[2025-12-22T20:29:34.820907] [INFO ] [sig       ] [2564/3560] Completed PPL in 0.3s | 2.94 sym/s | Total: 14.5m | ETA: 5.6m
[2025-12-22T20:29:34.820945] [INFO ] [sig       ] [2565/3560] Forecasting PPSI...
[2025-12-22T20:29:34.820974] [INFO ] [sig       ] Generating forecast for: PPSI
[2025-12-22T20:29:34.821004] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPSI' from 'https://tdm.silogroup.org/data/derivative_storage/PPSI.csv'.
[2025-12-22T20:29:34.831603] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PPSI'.
[2025-12-22T20:29:34.831894] [INFO ] [FORECASTER] Starting predict_future for PPSI
[2025-12-22T20:29:34.832663] [DEBUG] [LOCAL     ] No optimal features file found for PPSI: ./output/feature-sets/PPSI.txt
[2025-12-22T20:29:34.832714] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:29:34.832746] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:29:34.832772] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:29:34.832828] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:29:34.889234] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:29:34.889877] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:29:34.889952] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:29:34.889983] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:29:35.005742] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:29:35.005887] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:29:35.005926] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:29:35.005954] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:29:35.009243] [DEBUG] [FORECASTER] PPSI: Forecast T+1@11:T+2@11: UP (p=93.04%)
[2025-12-22T20:29:35.009521] [INFO ] [FORECASTER] Completed predict_future for PPSI
[2025-12-22T20:29:35.009658] [INFO ] [sig       ] PPSI: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:29:35.144261] [INFO ] [LOCAL     ] Saved forecast: PPSI	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/PPSI.txt
[2025-12-22T20:29:35.144378] [INFO ] [sig       ] [2565/3560] Completed PPSI in 0.3s | 2.94 sym/s | Total: 14.5m | ETA: 5.6m
[2025-12-22T20:29:35.144416] [INFO ] [sig       ] [2566/3560] Forecasting PPTA...
[2025-12-22T20:29:35.144445] [INFO ] [sig       ] Generating forecast for: PPTA
[2025-12-22T20:29:35.144474] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPTA' from 'https://tdm.silogroup.org/data/derivative_storage/PPTA.csv'.
[2025-12-22T20:29:35.155253] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PPTA'.
[2025-12-22T20:29:35.155542] [INFO ] [FORECASTER] Starting predict_future for PPTA
[2025-12-22T20:29:35.156303] [DEBUG] [LOCAL     ] No optimal features file found for PPTA: ./output/feature-sets/PPTA.txt
[2025-12-22T20:29:35.156354] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:29:35.156412] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:29:35.156440] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:29:35.156496] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:29:35.212642] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:29:35.213275] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:29:35.213348] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:29:35.213380] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:29:35.328090] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:29:35.328227] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:29:35.328266] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:29:35.328295] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:29:35.331616] [DEBUG] [FORECASTER] PPTA: Forecast T+1@11:T+2@11: UP (p=83.61%)
[2025-12-22T20:29:35.331879] [INFO ] [FORECASTER] Completed predict_future for PPTA
[2025-12-22T20:29:35.331999] [INFO ] [sig       ] PPTA: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:29:35.466856] [INFO ] [LOCAL     ] Saved forecast: PPTA	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/PPTA.txt
[2025-12-22T20:29:35.466981] [INFO ] [sig       ] [2566/3560] Completed PPTA in 0.3s | 2.94 sym/s | Total: 14.5m | ETA: 5.6m
[2025-12-22T20:29:35.467019] [INFO ] [sig       ] [2567/3560] Forecasting PRA...
[2025-12-22T20:29:35.467047] [INFO ] [sig       ] Generating forecast for: PRA
[2025-12-22T20:29:35.467079] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRA' from 'https://tdm.silogroup.org/data/derivative_storage/PRA.csv'.
[2025-12-22T20:29:35.477590] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRA'.
[2025-12-22T20:29:35.477893] [INFO ] [FORECASTER] Starting predict_future for PRA
[2025-12-22T20:29:35.478666] [DEBUG] [LOCAL     ] No optimal features file found for PRA: ./output/feature-sets/PRA.txt
[2025-12-22T20:29:35.478717] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:29:35.478748] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:29:35.478775] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:29:35.478830] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:29:35.534710] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:29:35.535309] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:29:35.535383] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:29:35.535414] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:29:35.648776] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:29:35.648953] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:29:35.648997] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:29:35.649056] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:29:35.652447] [DEBUG] [FORECASTER] PRA: Forecast T+1@11:T+2@11: DOWN (p=42.54%)
[2025-12-22T20:29:35.652743] [INFO ] [FORECASTER] Completed predict_future for PRA
[2025-12-22T20:29:35.652865] [INFO ] [sig       ] PRA: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:29:35.797427] [INFO ] [LOCAL     ] Saved forecast: PRA	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/PRA.txt
[2025-12-22T20:29:35.797555] [INFO ] [sig       ] [2567/3560] Completed PRA in 0.3s | 2.94 sym/s | Total: 14.5m | ETA: 5.6m
[2025-12-22T20:29:35.797611] [INFO ] [sig       ] [2568/3560] Forecasting PRAA...
[2025-12-22T20:29:35.797641] [INFO ] [sig       ] Generating forecast for: PRAA
[2025-12-22T20:29:35.797671] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRAA' from 'https://tdm.silogroup.org/data/derivative_storage/PRAA.csv'.
[2025-12-22T20:29:35.808525] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRAA'.
[2025-12-22T20:29:35.808853] [INFO ] [FORECASTER] Starting predict_future for PRAA
[2025-12-22T20:29:35.810379] [DEBUG] [LOCAL     ] No optimal features file found for PRAA: ./output/feature-sets/PRAA.txt
[2025-12-22T20:29:35.810513] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:29:35.810549] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:29:35.810595] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:29:35.810655] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:29:35.867775] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:29:35.868556] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:29:35.868664] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:29:35.868709] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:29:35.985823] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:29:35.985988] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:29:35.986029] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:29:35.986058] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:29:35.989601] [DEBUG] [FORECASTER] PRAA: Forecast T+1@11:T+2@11: DOWN (p=20.61%)
[2025-12-22T20:29:35.989879] [INFO ] [FORECASTER] Completed predict_future for PRAA
[2025-12-22T20:29:35.990006] [INFO ] [sig       ] PRAA: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:29:36.124958] [INFO ] [LOCAL     ] Saved forecast: PRAA	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/PRAA.txt
[2025-12-22T20:29:36.125091] [INFO ] [sig       ] [2568/3560] Completed PRAA in 0.3s | 2.94 sym/s | Total: 14.5m | ETA: 5.6m
[2025-12-22T20:29:36.125129] [INFO ] [sig       ] [2569/3560] Forecasting PRAX...
[2025-12-22T20:29:36.125160] [INFO ] [sig       ] Generating forecast for: PRAX
[2025-12-22T20:29:36.125191] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRAX' from 'https://tdm.silogroup.org/data/derivative_storage/PRAX.csv'.
[2025-12-22T20:29:36.136206] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRAX'.
[2025-12-22T20:29:36.136508] [INFO ] [FORECASTER] Starting predict_future for PRAX
[2025-12-22T20:29:36.137290] [DEBUG] [LOCAL     ] No optimal features file found for PRAX: ./output/feature-sets/PRAX.txt
[2025-12-22T20:29:36.137349] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:29:36.137380] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:29:36.137407] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:29:36.137462] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:29:36.198586] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:29:36.199643] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:29:36.199734] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:29:36.199768] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:29:36.327888] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:29:36.328051] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:29:36.328102] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:29:36.328185] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:29:36.332168] [DEBUG] [FORECASTER] PRAX: Forecast T+1@11:T+2@11: DOWN (p=47.49%)
[2025-12-22T20:29:36.332453] [INFO ] [FORECASTER] Completed predict_future for PRAX
[2025-12-22T20:29:36.332597] [INFO ] [sig       ] PRAX: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:29:36.476687] [INFO ] [LOCAL     ] Saved forecast: PRAX	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/PRAX.txt
[2025-12-22T20:29:36.476847] [INFO ] [sig       ] [2569/3560] Completed PRAX in 0.4s | 2.94 sym/s | Total: 14.5m | ETA: 5.6m
[2025-12-22T20:29:36.476889] [INFO ] [sig       ] [2570/3560] Forecasting PRCH...
[2025-12-22T20:29:36.476927] [INFO ] [sig       ] Generating forecast for: PRCH
[2025-12-22T20:29:36.476966] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRCH' from 'https://tdm.silogroup.org/data/derivative_storage/PRCH.csv'.
[2025-12-22T20:29:36.488907] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRCH'.
[2025-12-22T20:29:36.489340] [INFO ] [FORECASTER] Starting predict_future for PRCH
[2025-12-22T20:29:36.490249] [DEBUG] [LOCAL     ] No optimal features file found for PRCH: ./output/feature-sets/PRCH.txt
[2025-12-22T20:29:36.490317] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:29:36.490355] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:29:36.490382] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:29:36.490452] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:29:36.552430] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:29:36.553316] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:29:36.553397] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:29:36.553432] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:29:36.686550] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:29:36.686736] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:29:36.686794] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:29:36.686837] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:29:36.690625] [DEBUG] [FORECASTER] PRCH: Forecast T+1@11:T+2@11: DOWN (p=28.55%)
[2025-12-22T20:29:36.690941] [INFO ] [FORECASTER] Completed predict_future for PRCH
[2025-12-22T20:29:36.691110] [INFO ] [sig       ] PRCH: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:29:36.834186] [INFO ] [LOCAL     ] Saved forecast: PRCH	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/PRCH.txt
[2025-12-22T20:29:36.834353] [INFO ] [sig       ] [2570/3560] Completed PRCH in 0.4s | 2.94 sym/s | Total: 14.5m | ETA: 5.6m
[2025-12-22T20:29:36.834398] [INFO ] [sig       ] [2571/3560] Forecasting PRDO...
[2025-12-22T20:29:36.834430] [INFO ] [sig       ] Generating forecast for: PRDO
[2025-12-22T20:29:36.834460] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRDO' from 'https://tdm.silogroup.org/data/derivative_storage/PRDO.csv'.
[2025-12-22T20:29:36.845985] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRDO'.
[2025-12-22T20:29:36.846351] [INFO ] [FORECASTER] Starting predict_future for PRDO
[2025-12-22T20:29:36.847153] [DEBUG] [LOCAL     ] No optimal features file found for PRDO: ./output/feature-sets/PRDO.txt
[2025-12-22T20:29:36.847222] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:29:36.847257] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:29:36.847284] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:29:36.847342] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:29:36.907087] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:29:36.907929] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:29:36.908012] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:29:36.908045] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:29:37.034178] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:29:37.034332] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:29:37.034374] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:29:37.034405] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:29:37.037791] [DEBUG] [FORECASTER] PRDO: Forecast T+1@11:T+2@11: DOWN (p=33.29%)
[2025-12-22T20:29:37.038069] [INFO ] [FORECASTER] Completed predict_future for PRDO
[2025-12-22T20:29:37.038193] [INFO ] [sig       ] PRDO: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:29:37.184549] [INFO ] [LOCAL     ] Saved forecast: PRDO	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/PRDO.txt
[2025-12-22T20:29:37.184734] [INFO ] [sig       ] [2571/3560] Completed PRDO in 0.4s | 2.94 sym/s | Total: 14.6m | ETA: 5.6m
[2025-12-22T20:29:37.184780] [INFO ] [sig       ] [2572/3560] Forecasting PRFZ...
[2025-12-22T20:29:37.184810] [INFO ] [sig       ] Generating forecast for: PRFZ
[2025-12-22T20:29:37.184843] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRFZ' from 'https://tdm.silogroup.org/data/derivative_storage/PRFZ.csv'.
[2025-12-22T20:29:37.196884] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRFZ'.
[2025-12-22T20:29:37.197269] [INFO ] [FORECASTER] Starting predict_future for PRFZ
[2025-12-22T20:29:37.198088] [DEBUG] [LOCAL     ] No optimal features file found for PRFZ: ./output/feature-sets/PRFZ.txt
[2025-12-22T20:29:37.198145] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:29:37.198179] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:29:37.198205] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:29:37.198283] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:29:37.258485] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:29:37.259231] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:29:37.259310] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:29:37.259343] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:29:37.387851] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:29:37.388009] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:29:37.388049] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:29:37.388078] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:29:37.391555] [DEBUG] [FORECASTER] PRFZ: Forecast T+1@11:T+2@11: DOWN (p=18.06%)
[2025-12-22T20:29:37.391889] [INFO ] [FORECASTER] Completed predict_future for PRFZ
[2025-12-22T20:29:37.392022] [INFO ] [sig       ] PRFZ: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:29:37.538452] [INFO ] [LOCAL     ] Saved forecast: PRFZ	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/PRFZ.txt
[2025-12-22T20:29:37.538638] [INFO ] [sig       ] [2572/3560] Completed PRFZ in 0.4s | 2.94 sym/s | Total: 14.6m | ETA: 5.6m
[2025-12-22T20:29:37.538683] [INFO ] [sig       ] [2573/3560] Forecasting PRG...
[2025-12-22T20:29:37.538712] [INFO ] [sig       ] Generating forecast for: PRG
[2025-12-22T20:29:37.538742] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRG' from 'https://tdm.silogroup.org/data/derivative_storage/PRG.csv'.
[2025-12-22T20:29:37.549918] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRG'.
[2025-12-22T20:29:37.550259] [INFO ] [FORECASTER] Starting predict_future for PRG
[2025-12-22T20:29:37.551132] [DEBUG] [LOCAL     ] No optimal features file found for PRG: ./output/feature-sets/PRG.txt
[2025-12-22T20:29:37.551185] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:29:37.551217] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:29:37.551243] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:29:37.551298] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:29:37.608302] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:29:37.608945] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:29:37.609043] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:29:37.609080] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:29:37.724831] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:29:37.724972] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:29:37.725014] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:29:37.725056] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:29:37.728424] [DEBUG] [FORECASTER] PRG: Forecast T+1@11:T+2@11: DOWN (p=34.96%)
[2025-12-22T20:29:37.728715] [INFO ] [FORECASTER] Completed predict_future for PRG
[2025-12-22T20:29:37.728838] [INFO ] [sig       ] PRG: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:29:37.865261] [INFO ] [LOCAL     ] Saved forecast: PRG	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/PRG.txt
[2025-12-22T20:29:37.865457] [INFO ] [sig       ] [2573/3560] Completed PRG in 0.3s | 2.94 sym/s | Total: 14.6m | ETA: 5.6m
[2025-12-22T20:29:37.865533] [INFO ] [sig       ] [2574/3560] Forecasting PRGO...
[2025-12-22T20:29:37.865593] [INFO ] [sig       ] Generating forecast for: PRGO
[2025-12-22T20:29:37.865639] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRGO' from 'https://tdm.silogroup.org/data/derivative_storage/PRGO.csv'.
[2025-12-22T20:29:37.876336] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRGO'.
[2025-12-22T20:29:37.876683] [INFO ] [FORECASTER] Starting predict_future for PRGO
[2025-12-22T20:29:37.877476] [DEBUG] [LOCAL     ] No optimal features file found for PRGO: ./output/feature-sets/PRGO.txt
[2025-12-22T20:29:37.877528] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:29:37.877561] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:29:37.877619] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:29:37.877678] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:29:37.934781] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:29:37.935424] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:29:37.935501] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:29:37.935534] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:29:38.052016] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:29:38.052151] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:29:38.052190] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:29:38.052221] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:29:38.055481] [DEBUG] [FORECASTER] PRGO: Forecast T+1@11:T+2@11: DOWN (p=48.98%)
[2025-12-22T20:29:38.055760] [INFO ] [FORECASTER] Completed predict_future for PRGO
[2025-12-22T20:29:38.055877] [INFO ] [sig       ] PRGO: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:29:38.192819] [INFO ] [LOCAL     ] Saved forecast: PRGO	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/PRGO.txt
[2025-12-22T20:29:38.192944] [INFO ] [sig       ] [2574/3560] Completed PRGO in 0.3s | 2.94 sym/s | Total: 14.6m | ETA: 5.6m
[2025-12-22T20:29:38.192990] [INFO ] [sig       ] [2575/3560] Forecasting PRH...
[2025-12-22T20:29:38.193021] [INFO ] [sig       ] Generating forecast for: PRH
[2025-12-22T20:29:38.193051] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRH' from 'https://tdm.silogroup.org/data/derivative_storage/PRH.csv'.
[2025-12-22T20:29:38.203806] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRH'.
[2025-12-22T20:29:38.204124] [INFO ] [FORECASTER] Starting predict_future for PRH
[2025-12-22T20:29:38.204928] [DEBUG] [LOCAL     ] No optimal features file found for PRH: ./output/feature-sets/PRH.txt
[2025-12-22T20:29:38.204979] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:29:38.205012] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:29:38.205039] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:29:38.205097] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:29:38.266167] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:29:38.266961] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:29:38.267040] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:29:38.267072] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:29:38.385717] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:29:38.385874] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:29:38.385921] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:29:38.385953] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:29:38.389371] [DEBUG] [FORECASTER] PRH: Forecast T+1@11:T+2@11: UP (p=71.88%)
[2025-12-22T20:29:38.389662] [INFO ] [FORECASTER] Completed predict_future for PRH
[2025-12-22T20:29:38.389784] [INFO ] [sig       ] PRH: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:29:38.525383] [INFO ] [LOCAL     ] Saved forecast: PRH	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/PRH.txt
[2025-12-22T20:29:38.525506] [INFO ] [sig       ] [2575/3560] Completed PRH in 0.3s | 2.94 sym/s | Total: 14.6m | ETA: 5.6m
[2025-12-22T20:29:38.525546] [INFO ] [sig       ] [2576/3560] Forecasting PRI...
[2025-12-22T20:29:38.525593] [INFO ] [sig       ] Generating forecast for: PRI
[2025-12-22T20:29:38.525626] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRI' from 'https://tdm.silogroup.org/data/derivative_storage/PRI.csv'.
[2025-12-22T20:29:38.536197] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRI'.
[2025-12-22T20:29:38.536527] [INFO ] [FORECASTER] Starting predict_future for PRI
[2025-12-22T20:29:38.537323] [DEBUG] [LOCAL     ] No optimal features file found for PRI: ./output/feature-sets/PRI.txt
[2025-12-22T20:29:38.537374] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:29:38.537405] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:29:38.537432] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:29:38.537488] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:29:38.595292] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:29:38.595939] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:29:38.596042] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:29:38.596076] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:29:38.710806] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:29:38.710931] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:29:38.710971] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:29:38.710999] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:29:38.714346] [DEBUG] [FORECASTER] PRI: Forecast T+1@11:T+2@11: DOWN (p=6.94%)
[2025-12-22T20:29:38.714636] [INFO ] [FORECASTER] Completed predict_future for PRI
[2025-12-22T20:29:38.714781] [INFO ] [sig       ] PRI: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:29:38.850895] [INFO ] [LOCAL     ] Saved forecast: PRI	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/PRI.txt
[2025-12-22T20:29:38.851018] [INFO ] [sig       ] [2576/3560] Completed PRI in 0.3s | 2.94 sym/s | Total: 14.6m | ETA: 5.6m
[2025-12-22T20:29:38.851057] [INFO ] [sig       ] [2577/3560] Forecasting PRIM...
[2025-12-22T20:29:38.851088] [INFO ] [sig       ] Generating forecast for: PRIM
[2025-12-22T20:29:38.851117] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRIM' from 'https://tdm.silogroup.org/data/derivative_storage/PRIM.csv'.
[2025-12-22T20:29:38.861909] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRIM'.
[2025-12-22T20:29:38.862213] [INFO ] [FORECASTER] Starting predict_future for PRIM
[2025-12-22T20:29:38.862987] [DEBUG] [LOCAL     ] No optimal features file found for PRIM: ./output/feature-sets/PRIM.txt
[2025-12-22T20:29:38.863038] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:29:38.863069] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:29:38.863096] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:29:38.863152] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:29:38.921025] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:29:38.921692] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:29:38.921767] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:29:38.921798] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:29:39.041561] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:29:39.041732] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:29:39.041773] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:29:39.041803] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:29:39.045166] [DEBUG] [FORECASTER] PRIM: Forecast T+1@11:T+2@11: UP (p=98.19%)
[2025-12-22T20:29:39.045436] [INFO ] [FORECASTER] Completed predict_future for PRIM
[2025-12-22T20:29:39.045558] [INFO ] [sig       ] PRIM: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:29:39.186164] [INFO ] [LOCAL     ] Saved forecast: PRIM	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/PRIM.txt
[2025-12-22T20:29:39.186317] [INFO ] [sig       ] [2577/3560] Completed PRIM in 0.3s | 2.94 sym/s | Total: 14.6m | ETA: 5.6m
[2025-12-22T20:29:39.186357] [INFO ] [sig       ] [2578/3560] Forecasting PRLB...
[2025-12-22T20:29:39.186386] [INFO ] [sig       ] Generating forecast for: PRLB
[2025-12-22T20:29:39.186423] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRLB' from 'https://tdm.silogroup.org/data/derivative_storage/PRLB.csv'.
[2025-12-22T20:29:39.197561] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRLB'.
[2025-12-22T20:29:39.197990] [INFO ] [FORECASTER] Starting predict_future for PRLB
[2025-12-22T20:29:39.198835] [DEBUG] [LOCAL     ] No optimal features file found for PRLB: ./output/feature-sets/PRLB.txt
[2025-12-22T20:29:39.198890] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:29:39.198935] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:29:39.198965] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:29:39.199070] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:29:39.257865] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:29:39.258745] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:29:39.258867] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:29:39.258902] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:29:39.382089] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:29:39.382243] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:29:39.382298] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:29:39.382329] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:29:39.385865] [DEBUG] [FORECASTER] PRLB: Forecast T+1@11:T+2@11: UP (p=93.63%)
[2025-12-22T20:29:39.386164] [INFO ] [FORECASTER] Completed predict_future for PRLB
[2025-12-22T20:29:39.386295] [INFO ] [sig       ] PRLB: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:29:39.524024] [INFO ] [LOCAL     ] Saved forecast: PRLB	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/PRLB.txt
[2025-12-22T20:29:39.524175] [INFO ] [sig       ] [2578/3560] Completed PRLB in 0.3s | 2.94 sym/s | Total: 14.6m | ETA: 5.6m
[2025-12-22T20:29:39.524215] [INFO ] [sig       ] [2579/3560] Forecasting PRM...
[2025-12-22T20:29:39.524244] [INFO ] [sig       ] Generating forecast for: PRM
[2025-12-22T20:29:39.524275] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRM' from 'https://tdm.silogroup.org/data/derivative_storage/PRM.csv'.
[2025-12-22T20:29:39.535094] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRM'.
[2025-12-22T20:29:39.535397] [INFO ] [FORECASTER] Starting predict_future for PRM
[2025-12-22T20:29:39.536173] [DEBUG] [LOCAL     ] No optimal features file found for PRM: ./output/feature-sets/PRM.txt
[2025-12-22T20:29:39.536224] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:29:39.536257] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:29:39.536284] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:29:39.536340] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:29:39.595651] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:29:39.596506] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:29:39.596611] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:29:39.596646] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:29:39.717741] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:29:39.717889] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:29:39.717929] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:29:39.717959] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:29:39.721376] [DEBUG] [FORECASTER] PRM: Forecast T+1@11:T+2@11: UP (p=96.71%)
[2025-12-22T20:29:39.721664] [INFO ] [FORECASTER] Completed predict_future for PRM
[2025-12-22T20:29:39.721789] [INFO ] [sig       ] PRM: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:29:39.859219] [INFO ] [LOCAL     ] Saved forecast: PRM	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/PRM.txt
[2025-12-22T20:29:39.859414] [INFO ] [sig       ] [2579/3560] Completed PRM in 0.3s | 2.94 sym/s | Total: 14.6m | ETA: 5.6m
[2025-12-22T20:29:39.859456] [INFO ] [sig       ] [2580/3560] Forecasting PRME...
[2025-12-22T20:29:39.859485] [INFO ] [sig       ] Generating forecast for: PRME
[2025-12-22T20:29:39.859516] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRME' from 'https://tdm.silogroup.org/data/derivative_storage/PRME.csv'.
[2025-12-22T20:29:39.870265] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRME'.
[2025-12-22T20:29:39.870673] [INFO ] [FORECASTER] Starting predict_future for PRME
[2025-12-22T20:29:39.871680] [DEBUG] [LOCAL     ] No optimal features file found for PRME: ./output/feature-sets/PRME.txt
[2025-12-22T20:29:39.871732] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:29:39.871764] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:29:39.871791] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:29:39.871847] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:29:39.928922] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:29:39.929803] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:29:39.929916] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:29:39.929956] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:29:40.047436] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:29:40.047609] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:29:40.047650] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:29:40.047678] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:29:40.051385] [DEBUG] [FORECASTER] PRME: Forecast T+1@11:T+2@11: UP (p=55.51%)
[2025-12-22T20:29:40.051720] [INFO ] [FORECASTER] Completed predict_future for PRME
[2025-12-22T20:29:40.051856] [INFO ] [sig       ] PRME: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:29:40.201428] [INFO ] [LOCAL     ] Saved forecast: PRME	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/PRME.txt
[2025-12-22T20:29:40.201610] [INFO ] [sig       ] [2580/3560] Completed PRME in 0.3s | 2.94 sym/s | Total: 14.6m | ETA: 5.5m
[2025-12-22T20:29:40.201656] [INFO ] [sig       ] [2581/3560] Forecasting PRN...
[2025-12-22T20:29:40.201697] [INFO ] [sig       ] Generating forecast for: PRN
[2025-12-22T20:29:40.201736] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRN' from 'https://tdm.silogroup.org/data/derivative_storage/PRN.csv'.
[2025-12-22T20:29:40.214243] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRN'.
[2025-12-22T20:29:40.214723] [INFO ] [FORECASTER] Starting predict_future for PRN
[2025-12-22T20:29:40.215687] [DEBUG] [LOCAL     ] No optimal features file found for PRN: ./output/feature-sets/PRN.txt
[2025-12-22T20:29:40.215743] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:29:40.215785] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:29:40.215820] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:29:40.215893] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:29:40.286767] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:29:40.287823] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:29:40.287944] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:29:40.287985] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:29:40.403357] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:29:40.403497] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:29:40.403536] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:29:40.403565] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:29:40.406870] [DEBUG] [FORECASTER] PRN: Forecast T+1@11:T+2@11: DOWN (p=1.73%)
[2025-12-22T20:29:40.407173] [INFO ] [FORECASTER] Completed predict_future for PRN
[2025-12-22T20:29:40.407295] [INFO ] [sig       ] PRN: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:29:40.545863] [INFO ] [LOCAL     ] Saved forecast: PRN	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/PRN.txt
[2025-12-22T20:29:40.545992] [INFO ] [sig       ] [2581/3560] Completed PRN in 0.3s | 2.94 sym/s | Total: 14.6m | ETA: 5.5m
[2025-12-22T20:29:40.546031] [INFO ] [sig       ] [2582/3560] Forecasting PROF...
[2025-12-22T20:29:40.546061] [INFO ] [sig       ] Generating forecast for: PROF
[2025-12-22T20:29:40.546090] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PROF' from 'https://tdm.silogroup.org/data/derivative_storage/PROF.csv'.
[2025-12-22T20:29:40.556758] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PROF'.
[2025-12-22T20:29:40.557105] [INFO ] [FORECASTER] Starting predict_future for PROF
[2025-12-22T20:29:40.557936] [DEBUG] [LOCAL     ] No optimal features file found for PROF: ./output/feature-sets/PROF.txt
[2025-12-22T20:29:40.557991] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:29:40.558039] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:29:40.558068] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:29:40.558126] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:29:40.626619] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:29:40.627480] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:29:40.627592] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:29:40.627628] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:29:40.747320] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:29:40.747473] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:29:40.747512] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:29:40.747541] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:29:40.750923] [DEBUG] [FORECASTER] PROF: Forecast T+1@11:T+2@11: DOWN (p=10.09%)
[2025-12-22T20:29:40.751209] [INFO ] [FORECASTER] Completed predict_future for PROF
[2025-12-22T20:29:40.751334] [INFO ] [sig       ] PROF: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:29:40.886259] [INFO ] [LOCAL     ] Saved forecast: PROF	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/PROF.txt
[2025-12-22T20:29:40.886409] [INFO ] [sig       ] [2582/3560] Completed PROF in 0.3s | 2.94 sym/s | Total: 14.6m | ETA: 5.5m
[2025-12-22T20:29:40.886448] [INFO ] [sig       ] [2583/3560] Forecasting PROK...
[2025-12-22T20:29:40.886477] [INFO ] [sig       ] Generating forecast for: PROK
[2025-12-22T20:29:40.886506] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PROK' from 'https://tdm.silogroup.org/data/derivative_storage/PROK.csv'.
[2025-12-22T20:29:40.898127] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PROK'.
[2025-12-22T20:29:40.898436] [INFO ] [FORECASTER] Starting predict_future for PROK
[2025-12-22T20:29:40.899295] [DEBUG] [LOCAL     ] No optimal features file found for PROK: ./output/feature-sets/PROK.txt
[2025-12-22T20:29:40.899349] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:29:40.899416] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:29:40.899457] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:29:40.899539] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:29:40.956567] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:29:40.957415] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:29:40.957501] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:29:40.957534] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:29:41.075107] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:29:41.075253] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:29:41.075295] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:29:41.075324] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:29:41.078730] [DEBUG] [FORECASTER] PROK: Forecast T+1@11:T+2@11: DOWN (p=1.94%)
[2025-12-22T20:29:41.078996] [INFO ] [FORECASTER] Completed predict_future for PROK
[2025-12-22T20:29:41.079141] [INFO ] [sig       ] PROK: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:29:41.214643] [INFO ] [LOCAL     ] Saved forecast: PROK	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/PROK.txt
[2025-12-22T20:29:41.214799] [INFO ] [sig       ] [2583/3560] Completed PROK in 0.3s | 2.94 sym/s | Total: 14.6m | ETA: 5.5m
[2025-12-22T20:29:41.214837] [INFO ] [sig       ] [2584/3560] Forecasting PRTA...
[2025-12-22T20:29:41.214870] [INFO ] [sig       ] Generating forecast for: PRTA
[2025-12-22T20:29:41.214903] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRTA' from 'https://tdm.silogroup.org/data/derivative_storage/PRTA.csv'.
[2025-12-22T20:29:41.226531] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRTA'.
[2025-12-22T20:29:41.226946] [INFO ] [FORECASTER] Starting predict_future for PRTA
[2025-12-22T20:29:41.227719] [DEBUG] [LOCAL     ] No optimal features file found for PRTA: ./output/feature-sets/PRTA.txt
[2025-12-22T20:29:41.227770] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:29:41.227802] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:29:41.227830] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:29:41.227889] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:29:41.285284] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:29:41.286138] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:29:41.286219] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:29:41.286250] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:29:41.401844] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:29:41.401994] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:29:41.402033] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:29:41.402061] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:29:41.405395] [DEBUG] [FORECASTER] PRTA: Forecast T+1@11:T+2@11: DOWN (p=42.21%)
[2025-12-22T20:29:41.405685] [INFO ] [FORECASTER] Completed predict_future for PRTA
[2025-12-22T20:29:41.405806] [INFO ] [sig       ] PRTA: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:29:41.542345] [INFO ] [LOCAL     ] Saved forecast: PRTA	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/PRTA.txt
[2025-12-22T20:29:41.542483] [INFO ] [sig       ] [2584/3560] Completed PRTA in 0.3s | 2.94 sym/s | Total: 14.6m | ETA: 5.5m
[2025-12-22T20:29:41.542522] [INFO ] [sig       ] [2585/3560] Forecasting PRTH...
[2025-12-22T20:29:41.542551] [INFO ] [sig       ] Generating forecast for: PRTH
[2025-12-22T20:29:41.542597] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRTH' from 'https://tdm.silogroup.org/data/derivative_storage/PRTH.csv'.
[2025-12-22T20:29:41.553518] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRTH'.
[2025-12-22T20:29:41.553922] [INFO ] [FORECASTER] Starting predict_future for PRTH
[2025-12-22T20:29:41.554732] [DEBUG] [LOCAL     ] No optimal features file found for PRTH: ./output/feature-sets/PRTH.txt
[2025-12-22T20:29:41.554784] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:29:41.554816] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:29:41.554842] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:29:41.554898] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:29:41.611432] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:29:41.612280] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:29:41.612360] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:29:41.612392] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:29:41.731762] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:29:41.731913] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:29:41.731952] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:29:41.731981] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:29:41.735375] [DEBUG] [FORECASTER] PRTH: Forecast T+1@11:T+2@11: DOWN (p=16.77%)
[2025-12-22T20:29:41.735708] [INFO ] [FORECASTER] Completed predict_future for PRTH
[2025-12-22T20:29:41.735839] [INFO ] [sig       ] PRTH: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:29:41.871269] [INFO ] [LOCAL     ] Saved forecast: PRTH	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/PRTH.txt
[2025-12-22T20:29:41.871426] [INFO ] [sig       ] [2585/3560] Completed PRTH in 0.3s | 2.94 sym/s | Total: 14.6m | ETA: 5.5m
[2025-12-22T20:29:41.871467] [INFO ] [sig       ] [2586/3560] Forecasting PRVA...
[2025-12-22T20:29:41.871502] [INFO ] [sig       ] Generating forecast for: PRVA
[2025-12-22T20:29:41.871534] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRVA' from 'https://tdm.silogroup.org/data/derivative_storage/PRVA.csv'.
[2025-12-22T20:29:41.883484] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRVA'.
[2025-12-22T20:29:41.883867] [INFO ] [FORECASTER] Starting predict_future for PRVA
[2025-12-22T20:29:41.884705] [DEBUG] [LOCAL     ] No optimal features file found for PRVA: ./output/feature-sets/PRVA.txt
[2025-12-22T20:29:41.884764] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:29:41.884798] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:29:41.884826] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:29:41.884884] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:29:41.943661] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:29:41.944352] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:29:41.944430] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:29:41.944462] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:29:42.069408] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:29:42.069563] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:29:42.069631] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:29:42.069718] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:29:42.073178] [DEBUG] [FORECASTER] PRVA: Forecast T+1@11:T+2@11: UP (p=52.30%)
[2025-12-22T20:29:42.073450] [INFO ] [FORECASTER] Completed predict_future for PRVA
[2025-12-22T20:29:42.073589] [INFO ] [sig       ] PRVA: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:29:42.212092] [INFO ] [LOCAL     ] Saved forecast: PRVA	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/PRVA.txt
[2025-12-22T20:29:42.212248] [INFO ] [sig       ] [2586/3560] Completed PRVA in 0.3s | 2.94 sym/s | Total: 14.6m | ETA: 5.5m
[2025-12-22T20:29:42.212290] [INFO ] [sig       ] [2587/3560] Forecasting PRZO...
[2025-12-22T20:29:42.212328] [INFO ] [sig       ] Generating forecast for: PRZO
[2025-12-22T20:29:42.212360] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRZO' from 'https://tdm.silogroup.org/data/derivative_storage/PRZO.csv'.
[2025-12-22T20:29:42.224053] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRZO'.
[2025-12-22T20:29:42.224398] [INFO ] [FORECASTER] Starting predict_future for PRZO
[2025-12-22T20:29:42.225188] [DEBUG] [LOCAL     ] No optimal features file found for PRZO: ./output/feature-sets/PRZO.txt
[2025-12-22T20:29:42.225241] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:29:42.225274] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:29:42.225301] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:29:42.225360] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:29:42.283053] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:29:42.283890] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:29:42.283970] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:29:42.284003] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:29:42.403564] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:29:42.403732] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:29:42.403772] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:29:42.403801] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:29:42.407315] [DEBUG] [FORECASTER] PRZO: Forecast T+1@11:T+2@11: DOWN (p=17.75%)
[2025-12-22T20:29:42.407607] [INFO ] [FORECASTER] Completed predict_future for PRZO
[2025-12-22T20:29:42.407733] [INFO ] [sig       ] PRZO: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:29:42.542869] [INFO ] [LOCAL     ] Saved forecast: PRZO	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/PRZO.txt
[2025-12-22T20:29:42.542993] [INFO ] [sig       ] [2587/3560] Completed PRZO in 0.3s | 2.94 sym/s | Total: 14.6m | ETA: 5.5m
[2025-12-22T20:29:42.543032] [INFO ] [sig       ] [2588/3560] Forecasting PSC...
[2025-12-22T20:29:42.543061] [INFO ] [sig       ] Generating forecast for: PSC
[2025-12-22T20:29:42.543090] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSC' from 'https://tdm.silogroup.org/data/derivative_storage/PSC.csv'.
[2025-12-22T20:29:42.553688] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSC'.
[2025-12-22T20:29:42.554007] [INFO ] [FORECASTER] Starting predict_future for PSC
[2025-12-22T20:29:42.554779] [DEBUG] [LOCAL     ] No optimal features file found for PSC: ./output/feature-sets/PSC.txt
[2025-12-22T20:29:42.554829] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:29:42.554861] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:29:42.554888] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:29:42.554945] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:29:42.610361] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:29:42.611066] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:29:42.611142] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:29:42.611174] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:29:42.730418] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:29:42.730586] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:29:42.730627] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:29:42.730656] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:29:42.734648] [DEBUG] [FORECASTER] PSC: Forecast T+1@11:T+2@11: DOWN (p=12.95%)
[2025-12-22T20:29:42.734923] [INFO ] [FORECASTER] Completed predict_future for PSC
[2025-12-22T20:29:42.735042] [INFO ] [sig       ] PSC: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:29:42.871412] [INFO ] [LOCAL     ] Saved forecast: PSC	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/PSC.txt
[2025-12-22T20:29:42.871542] [INFO ] [sig       ] [2588/3560] Completed PSC in 0.3s | 2.94 sym/s | Total: 14.6m | ETA: 5.5m
[2025-12-22T20:29:42.871600] [INFO ] [sig       ] [2589/3560] Forecasting PSCE...
[2025-12-22T20:29:42.871630] [INFO ] [sig       ] Generating forecast for: PSCE
[2025-12-22T20:29:42.871661] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSCE' from 'https://tdm.silogroup.org/data/derivative_storage/PSCE.csv'.
[2025-12-22T20:29:42.882232] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSCE'.
[2025-12-22T20:29:42.882554] [INFO ] [FORECASTER] Starting predict_future for PSCE
[2025-12-22T20:29:42.883351] [DEBUG] [LOCAL     ] No optimal features file found for PSCE: ./output/feature-sets/PSCE.txt
[2025-12-22T20:29:42.883402] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:29:42.883433] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:29:42.883459] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:29:42.883515] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:29:42.939512] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:29:42.940131] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:29:42.940207] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:29:42.940237] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:29:43.044393] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:29:43.044545] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:29:43.044601] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:29:43.044648] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:29:43.047929] [DEBUG] [FORECASTER] PSCE: Forecast T+1@11:T+2@11: DOWN (p=0.24%)
[2025-12-22T20:29:43.048195] [INFO ] [FORECASTER] Completed predict_future for PSCE
[2025-12-22T20:29:43.048316] [INFO ] [sig       ] PSCE: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:29:43.183298] [INFO ] [LOCAL     ] Saved forecast: PSCE	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/PSCE.txt
[2025-12-22T20:29:43.183439] [INFO ] [sig       ] [2589/3560] Completed PSCE in 0.3s | 2.94 sym/s | Total: 14.7m | ETA: 5.5m
[2025-12-22T20:29:43.183489] [INFO ] [sig       ] [2590/3560] Forecasting PSCH...
[2025-12-22T20:29:43.183521] [INFO ] [sig       ] Generating forecast for: PSCH
[2025-12-22T20:29:43.183551] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSCH' from 'https://tdm.silogroup.org/data/derivative_storage/PSCH.csv'.
[2025-12-22T20:29:43.193823] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSCH'.
[2025-12-22T20:29:43.194162] [INFO ] [FORECASTER] Starting predict_future for PSCH
[2025-12-22T20:29:43.194960] [DEBUG] [LOCAL     ] No optimal features file found for PSCH: ./output/feature-sets/PSCH.txt
[2025-12-22T20:29:43.195013] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:29:43.195047] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:29:43.195075] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:29:43.195132] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:29:43.252791] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:29:43.253497] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:29:43.253594] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:29:43.253630] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:29:43.364083] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:29:43.364234] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:29:43.364276] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:29:43.364305] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:29:43.367637] [DEBUG] [FORECASTER] PSCH: Forecast T+1@11:T+2@11: DOWN (p=2.76%)
[2025-12-22T20:29:43.367905] [INFO ] [FORECASTER] Completed predict_future for PSCH
[2025-12-22T20:29:43.368023] [INFO ] [sig       ] PSCH: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:29:43.509438] [INFO ] [LOCAL     ] Saved forecast: PSCH	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/PSCH.txt
[2025-12-22T20:29:43.509628] [INFO ] [sig       ] [2590/3560] Completed PSCH in 0.3s | 2.94 sym/s | Total: 14.7m | ETA: 5.5m
[2025-12-22T20:29:43.509673] [INFO ] [sig       ] [2591/3560] Forecasting PSEC...
[2025-12-22T20:29:43.509703] [INFO ] [sig       ] Generating forecast for: PSEC
[2025-12-22T20:29:43.509733] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSEC' from 'https://tdm.silogroup.org/data/derivative_storage/PSEC.csv'.
[2025-12-22T20:29:43.520685] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSEC'.
[2025-12-22T20:29:43.521101] [INFO ] [FORECASTER] Starting predict_future for PSEC
[2025-12-22T20:29:43.521959] [DEBUG] [LOCAL     ] No optimal features file found for PSEC: ./output/feature-sets/PSEC.txt
[2025-12-22T20:29:43.522015] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:29:43.522050] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:29:43.522078] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:29:43.522137] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:29:43.580101] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:29:43.581004] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:29:43.581102] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:29:43.581153] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:29:43.699982] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:29:43.700140] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:29:43.700181] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:29:43.700208] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:29:43.703565] [DEBUG] [FORECASTER] PSEC: Forecast T+1@11:T+2@11: UP (p=96.36%)
[2025-12-22T20:29:43.703859] [INFO ] [FORECASTER] Completed predict_future for PSEC
[2025-12-22T20:29:43.703983] [INFO ] [sig       ] PSEC: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:29:43.838632] [INFO ] [LOCAL     ] Saved forecast: PSEC	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/PSEC.txt
[2025-12-22T20:29:43.838769] [INFO ] [sig       ] [2591/3560] Completed PSEC in 0.3s | 2.94 sym/s | Total: 14.7m | ETA: 5.5m
[2025-12-22T20:29:43.838808] [INFO ] [sig       ] [2592/3560] Forecasting PSF...
[2025-12-22T20:29:43.838839] [INFO ] [sig       ] Generating forecast for: PSF
[2025-12-22T20:29:43.838868] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSF' from 'https://tdm.silogroup.org/data/derivative_storage/PSF.csv'.
[2025-12-22T20:29:43.849823] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSF'.
[2025-12-22T20:29:43.850178] [INFO ] [FORECASTER] Starting predict_future for PSF
[2025-12-22T20:29:43.850965] [DEBUG] [LOCAL     ] No optimal features file found for PSF: ./output/feature-sets/PSF.txt
[2025-12-22T20:29:43.851016] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:29:43.851048] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:29:43.851076] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:29:43.851132] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:29:43.907027] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:29:43.907750] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:29:43.907829] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:29:43.907867] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:29:44.027043] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:29:44.027199] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:29:44.027239] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:29:44.027267] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:29:44.030648] [DEBUG] [FORECASTER] PSF: Forecast T+1@11:T+2@11: UP (p=87.10%)
[2025-12-22T20:29:44.030911] [INFO ] [FORECASTER] Completed predict_future for PSF
[2025-12-22T20:29:44.031030] [INFO ] [sig       ] PSF: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:29:44.166287] [INFO ] [LOCAL     ] Saved forecast: PSF	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/PSF.txt
[2025-12-22T20:29:44.166418] [INFO ] [sig       ] [2592/3560] Completed PSF in 0.3s | 2.94 sym/s | Total: 14.7m | ETA: 5.5m
[2025-12-22T20:29:44.166455] [INFO ] [sig       ] [2593/3560] Forecasting PSFE...
[2025-12-22T20:29:44.166485] [INFO ] [sig       ] Generating forecast for: PSFE
[2025-12-22T20:29:44.166515] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSFE' from 'https://tdm.silogroup.org/data/derivative_storage/PSFE.csv'.
[2025-12-22T20:29:44.179536] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSFE'.
[2025-12-22T20:29:44.179897] [INFO ] [FORECASTER] Starting predict_future for PSFE
[2025-12-22T20:29:44.180690] [DEBUG] [LOCAL     ] No optimal features file found for PSFE: ./output/feature-sets/PSFE.txt
[2025-12-22T20:29:44.180742] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:29:44.180775] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:29:44.180819] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:29:44.180878] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:29:44.243543] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:29:44.244407] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:29:44.244566] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:29:44.244638] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:29:44.361917] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:29:44.362067] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:29:44.362110] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:29:44.362139] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:29:44.365451] [DEBUG] [FORECASTER] PSFE: Forecast T+1@11:T+2@11: DOWN (p=21.67%)
[2025-12-22T20:29:44.365731] [INFO ] [FORECASTER] Completed predict_future for PSFE
[2025-12-22T20:29:44.365852] [INFO ] [sig       ] PSFE: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:29:44.504332] [INFO ] [LOCAL     ] Saved forecast: PSFE	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/PSFE.txt
[2025-12-22T20:29:44.504468] [INFO ] [sig       ] [2593/3560] Completed PSFE in 0.3s | 2.94 sym/s | Total: 14.7m | ETA: 5.5m
[2025-12-22T20:29:44.504507] [INFO ] [sig       ] [2594/3560] Forecasting PSHG...
[2025-12-22T20:29:44.504537] [INFO ] [sig       ] Generating forecast for: PSHG
[2025-12-22T20:29:44.504567] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSHG' from 'https://tdm.silogroup.org/data/derivative_storage/PSHG.csv'.
[2025-12-22T20:29:44.516071] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSHG'.
[2025-12-22T20:29:44.516393] [INFO ] [FORECASTER] Starting predict_future for PSHG
[2025-12-22T20:29:44.517250] [DEBUG] [LOCAL     ] No optimal features file found for PSHG: ./output/feature-sets/PSHG.txt
[2025-12-22T20:29:44.517305] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:29:44.517338] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:29:44.517367] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:29:44.517425] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:29:44.576412] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:29:44.577172] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:29:44.577251] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:29:44.577286] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:29:44.707930] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:29:44.708080] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:29:44.708118] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:29:44.708146] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:29:44.711468] [DEBUG] [FORECASTER] PSHG: Forecast T+1@11:T+2@11: UP (p=83.78%)
[2025-12-22T20:29:44.711750] [INFO ] [FORECASTER] Completed predict_future for PSHG
[2025-12-22T20:29:44.711869] [INFO ] [sig       ] PSHG: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:29:44.849028] [INFO ] [LOCAL     ] Saved forecast: PSHG	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/PSHG.txt
[2025-12-22T20:29:44.849160] [INFO ] [sig       ] [2594/3560] Completed PSHG in 0.3s | 2.94 sym/s | Total: 14.7m | ETA: 5.5m
[2025-12-22T20:29:44.849199] [INFO ] [sig       ] [2595/3560] Forecasting PSN...
[2025-12-22T20:29:44.849229] [INFO ] [sig       ] Generating forecast for: PSN
[2025-12-22T20:29:44.849258] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSN' from 'https://tdm.silogroup.org/data/derivative_storage/PSN.csv'.
[2025-12-22T20:29:44.861180] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSN'.
[2025-12-22T20:29:44.861533] [INFO ] [FORECASTER] Starting predict_future for PSN
[2025-12-22T20:29:44.862375] [DEBUG] [LOCAL     ] No optimal features file found for PSN: ./output/feature-sets/PSN.txt
[2025-12-22T20:29:44.862428] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:29:44.862462] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:29:44.862490] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:29:44.862547] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:29:44.918972] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:29:44.919639] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:29:44.919730] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:29:44.919764] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:29:45.036982] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:29:45.037135] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:29:45.037174] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:29:45.037204] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:29:45.040553] [DEBUG] [FORECASTER] PSN: Forecast T+1@11:T+2@11: UP (p=97.71%)
[2025-12-22T20:29:45.040849] [INFO ] [FORECASTER] Completed predict_future for PSN
[2025-12-22T20:29:45.040968] [INFO ] [sig       ] PSN: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:29:45.175758] [INFO ] [LOCAL     ] Saved forecast: PSN	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/PSN.txt
[2025-12-22T20:29:45.175905] [INFO ] [sig       ] [2595/3560] Completed PSN in 0.3s | 2.95 sym/s | Total: 14.7m | ETA: 5.5m
[2025-12-22T20:29:45.175944] [INFO ] [sig       ] [2596/3560] Forecasting PSNL...
[2025-12-22T20:29:45.175973] [INFO ] [sig       ] Generating forecast for: PSNL
[2025-12-22T20:29:45.176002] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSNL' from 'https://tdm.silogroup.org/data/derivative_storage/PSNL.csv'.
[2025-12-22T20:29:45.186742] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSNL'.
[2025-12-22T20:29:45.187046] [INFO ] [FORECASTER] Starting predict_future for PSNL
[2025-12-22T20:29:45.187831] [DEBUG] [LOCAL     ] No optimal features file found for PSNL: ./output/feature-sets/PSNL.txt
[2025-12-22T20:29:45.187882] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:29:45.187915] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:29:45.187942] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:29:45.187999] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:29:45.243901] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:29:45.244502] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:29:45.244592] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:29:45.244626] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:29:45.363362] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:29:45.363514] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:29:45.363552] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:29:45.363600] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:29:45.366888] [DEBUG] [FORECASTER] PSNL: Forecast T+1@11:T+2@11: DOWN (p=6.96%)
[2025-12-22T20:29:45.367168] [INFO ] [FORECASTER] Completed predict_future for PSNL
[2025-12-22T20:29:45.367290] [INFO ] [sig       ] PSNL: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:29:45.502391] [INFO ] [LOCAL     ] Saved forecast: PSNL	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/PSNL.txt
[2025-12-22T20:29:45.502606] [INFO ] [sig       ] [2596/3560] Completed PSNL in 0.3s | 2.95 sym/s | Total: 14.7m | ETA: 5.5m
[2025-12-22T20:29:45.502667] [INFO ] [sig       ] [2597/3560] Forecasting PSO...
[2025-12-22T20:29:45.502708] [INFO ] [sig       ] Generating forecast for: PSO
[2025-12-22T20:29:45.502758] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSO' from 'https://tdm.silogroup.org/data/derivative_storage/PSO.csv'.
[2025-12-22T20:29:45.513932] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSO'.
[2025-12-22T20:29:45.514236] [INFO ] [FORECASTER] Starting predict_future for PSO
[2025-12-22T20:29:45.515073] [DEBUG] [LOCAL     ] No optimal features file found for PSO: ./output/feature-sets/PSO.txt
[2025-12-22T20:29:45.515127] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:29:45.515162] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:29:45.515190] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:29:45.515249] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:29:45.571762] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:29:45.572348] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:29:45.572423] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:29:45.572455] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:29:45.693636] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:29:45.693778] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:29:45.693817] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:29:45.693846] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:29:45.697299] [DEBUG] [FORECASTER] PSO: Forecast T+1@11:T+2@11: DOWN (p=27.37%)
[2025-12-22T20:29:45.697596] [INFO ] [FORECASTER] Completed predict_future for PSO
[2025-12-22T20:29:45.697718] [INFO ] [sig       ] PSO: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:29:45.832953] [INFO ] [LOCAL     ] Saved forecast: PSO	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/PSO.txt
[2025-12-22T20:29:45.833102] [INFO ] [sig       ] [2597/3560] Completed PSO in 0.3s | 2.95 sym/s | Total: 14.7m | ETA: 5.4m
[2025-12-22T20:29:45.833141] [INFO ] [sig       ] [2598/3560] Forecasting PSQH...
[2025-12-22T20:29:45.833170] [INFO ] [sig       ] Generating forecast for: PSQH
[2025-12-22T20:29:45.833200] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSQH' from 'https://tdm.silogroup.org/data/derivative_storage/PSQH.csv'.
[2025-12-22T20:29:45.844276] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSQH'.
[2025-12-22T20:29:45.844607] [INFO ] [FORECASTER] Starting predict_future for PSQH
[2025-12-22T20:29:45.845377] [DEBUG] [LOCAL     ] No optimal features file found for PSQH: ./output/feature-sets/PSQH.txt
[2025-12-22T20:29:45.845430] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:29:45.845462] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:29:45.845490] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:29:45.845547] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:29:45.902529] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:29:45.903146] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:29:45.903221] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:29:45.903254] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:29:46.022898] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:29:46.023049] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:29:46.023088] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:29:46.023121] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:29:46.026410] [DEBUG] [FORECASTER] PSQH: Forecast T+1@11:T+2@11: DOWN (p=2.26%)
[2025-12-22T20:29:46.026694] [INFO ] [FORECASTER] Completed predict_future for PSQH
[2025-12-22T20:29:46.026815] [INFO ] [sig       ] PSQH: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:29:46.164740] [INFO ] [LOCAL     ] Saved forecast: PSQH	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/PSQH.txt
[2025-12-22T20:29:46.164889] [INFO ] [sig       ] [2598/3560] Completed PSQH in 0.3s | 2.95 sym/s | Total: 14.7m | ETA: 5.4m
[2025-12-22T20:29:46.164934] [INFO ] [sig       ] [2599/3560] Forecasting PSTG...
[2025-12-22T20:29:46.164965] [INFO ] [sig       ] Generating forecast for: PSTG
[2025-12-22T20:29:46.164995] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSTG' from 'https://tdm.silogroup.org/data/derivative_storage/PSTG.csv'.
[2025-12-22T20:29:46.176274] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSTG'.
[2025-12-22T20:29:46.176566] [INFO ] [FORECASTER] Starting predict_future for PSTG
[2025-12-22T20:29:46.177337] [DEBUG] [LOCAL     ] No optimal features file found for PSTG: ./output/feature-sets/PSTG.txt
[2025-12-22T20:29:46.177388] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:29:46.177420] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:29:46.177447] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:29:46.177502] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:29:46.235188] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:29:46.236063] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:29:46.236174] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:29:46.236220] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:29:46.363914] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:29:46.364069] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:29:46.364107] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:29:46.364136] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:29:46.367410] [DEBUG] [FORECASTER] PSTG: Forecast T+1@11:T+2@11: UP (p=86.81%)
[2025-12-22T20:29:46.367690] [INFO ] [FORECASTER] Completed predict_future for PSTG
[2025-12-22T20:29:46.367809] [INFO ] [sig       ] PSTG: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:29:46.502967] [INFO ] [LOCAL     ] Saved forecast: PSTG	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/PSTG.txt
[2025-12-22T20:29:46.503122] [INFO ] [sig       ] [2599/3560] Completed PSTG in 0.3s | 2.95 sym/s | Total: 14.7m | ETA: 5.4m
[2025-12-22T20:29:46.503160] [INFO ] [sig       ] [2600/3560] Forecasting PSTL...
[2025-12-22T20:29:46.503191] [INFO ] [sig       ] Generating forecast for: PSTL
[2025-12-22T20:29:46.503221] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSTL' from 'https://tdm.silogroup.org/data/derivative_storage/PSTL.csv'.
[2025-12-22T20:29:46.514740] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSTL'.
[2025-12-22T20:29:46.515104] [INFO ] [FORECASTER] Starting predict_future for PSTL
[2025-12-22T20:29:46.515895] [DEBUG] [LOCAL     ] No optimal features file found for PSTL: ./output/feature-sets/PSTL.txt
[2025-12-22T20:29:46.515947] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:29:46.516012] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:29:46.516040] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:29:46.516096] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:29:46.571734] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:29:46.572564] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:29:46.572672] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:29:46.572705] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:29:46.691090] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:29:46.691243] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:29:46.691280] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:29:46.691308] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:29:46.694684] [DEBUG] [FORECASTER] PSTL: Forecast T+1@11:T+2@11: DOWN (p=3.25%)
[2025-12-22T20:29:46.694966] [INFO ] [FORECASTER] Completed predict_future for PSTL
[2025-12-22T20:29:46.695090] [INFO ] [sig       ] PSTL: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:29:46.830655] [INFO ] [LOCAL     ] Saved forecast: PSTL	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/PSTL.txt
[2025-12-22T20:29:46.830818] [INFO ] [sig       ] [2600/3560] Completed PSTL in 0.3s | 2.95 sym/s | Total: 14.7m | ETA: 5.4m
[2025-12-22T20:29:46.830858] [INFO ] [sig       ] [2601/3560] Forecasting PSX...
[2025-12-22T20:29:46.830887] [INFO ] [sig       ] Generating forecast for: PSX
[2025-12-22T20:29:46.830917] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSX' from 'https://tdm.silogroup.org/data/derivative_storage/PSX.csv'.
[2025-12-22T20:29:46.842278] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSX'.
[2025-12-22T20:29:46.842633] [INFO ] [FORECASTER] Starting predict_future for PSX
[2025-12-22T20:29:46.843394] [DEBUG] [LOCAL     ] No optimal features file found for PSX: ./output/feature-sets/PSX.txt
[2025-12-22T20:29:46.843446] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:29:46.843478] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:29:46.843505] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:29:46.843562] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:29:46.899467] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:29:46.900194] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:29:46.900269] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:29:46.900301] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:29:47.024160] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:29:47.024318] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:29:47.024357] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:29:47.024386] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:29:47.027697] [DEBUG] [FORECASTER] PSX: Forecast T+1@11:T+2@11: DOWN (p=13.06%)
[2025-12-22T20:29:47.027961] [INFO ] [FORECASTER] Completed predict_future for PSX
[2025-12-22T20:29:47.028081] [INFO ] [sig       ] PSX: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:29:47.161358] [INFO ] [LOCAL     ] Saved forecast: PSX	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/PSX.txt
[2025-12-22T20:29:47.161493] [INFO ] [sig       ] [2601/3560] Completed PSX in 0.3s | 2.95 sym/s | Total: 14.7m | ETA: 5.4m
[2025-12-22T20:29:47.161532] [INFO ] [sig       ] [2602/3560] Forecasting PTA...
[2025-12-22T20:29:47.161560] [INFO ] [sig       ] Generating forecast for: PTA
[2025-12-22T20:29:47.161609] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTA' from 'https://tdm.silogroup.org/data/derivative_storage/PTA.csv'.
[2025-12-22T20:29:47.172947] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTA'.
[2025-12-22T20:29:47.173277] [INFO ] [FORECASTER] Starting predict_future for PTA
[2025-12-22T20:29:47.174119] [DEBUG] [LOCAL     ] No optimal features file found for PTA: ./output/feature-sets/PTA.txt
[2025-12-22T20:29:47.174178] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:29:47.174217] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:29:47.174251] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:29:47.174322] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:29:47.231096] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:29:47.231942] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:29:47.232021] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:29:47.232053] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:29:47.351632] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:29:47.351797] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:29:47.351836] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:29:47.351864] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:29:47.355207] [DEBUG] [FORECASTER] PTA: Forecast T+1@11:T+2@11: UP (p=50.68%)
[2025-12-22T20:29:47.355478] [INFO ] [FORECASTER] Completed predict_future for PTA
[2025-12-22T20:29:47.355619] [INFO ] [sig       ] PTA: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:29:47.497338] [INFO ] [LOCAL     ] Saved forecast: PTA	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/PTA.txt
[2025-12-22T20:29:47.497476] [INFO ] [sig       ] [2602/3560] Completed PTA in 0.3s | 2.95 sym/s | Total: 14.7m | ETA: 5.4m
[2025-12-22T20:29:47.497516] [INFO ] [sig       ] [2603/3560] Forecasting PTC...
[2025-12-22T20:29:47.497544] [INFO ] [sig       ] Generating forecast for: PTC
[2025-12-22T20:29:47.497591] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTC' from 'https://tdm.silogroup.org/data/derivative_storage/PTC.csv'.
[2025-12-22T20:29:47.509120] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTC'.
[2025-12-22T20:29:47.509425] [INFO ] [FORECASTER] Starting predict_future for PTC
[2025-12-22T20:29:47.510217] [DEBUG] [LOCAL     ] No optimal features file found for PTC: ./output/feature-sets/PTC.txt
[2025-12-22T20:29:47.510269] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:29:47.510300] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:29:47.510325] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:29:47.510380] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:29:47.568068] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:29:47.568759] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:29:47.568852] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:29:47.568885] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:29:47.694715] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:29:47.694872] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:29:47.694919] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:29:47.694980] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:29:47.698490] [DEBUG] [FORECASTER] PTC: Forecast T+1@11:T+2@11: UP (p=71.93%)
[2025-12-22T20:29:47.698824] [INFO ] [FORECASTER] Completed predict_future for PTC
[2025-12-22T20:29:47.698961] [INFO ] [sig       ] PTC: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:29:47.843217] [INFO ] [LOCAL     ] Saved forecast: PTC	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/PTC.txt
[2025-12-22T20:29:47.843375] [INFO ] [sig       ] [2603/3560] Completed PTC in 0.3s | 2.95 sym/s | Total: 14.7m | ETA: 5.4m
[2025-12-22T20:29:47.843417] [INFO ] [sig       ] [2604/3560] Forecasting PTEN...
[2025-12-22T20:29:47.843448] [INFO ] [sig       ] Generating forecast for: PTEN
[2025-12-22T20:29:47.843480] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTEN' from 'https://tdm.silogroup.org/data/derivative_storage/PTEN.csv'.
[2025-12-22T20:29:47.854809] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTEN'.
[2025-12-22T20:29:47.855181] [INFO ] [FORECASTER] Starting predict_future for PTEN
[2025-12-22T20:29:47.855984] [DEBUG] [LOCAL     ] No optimal features file found for PTEN: ./output/feature-sets/PTEN.txt
[2025-12-22T20:29:47.856037] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:29:47.856069] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:29:47.856096] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:29:47.856153] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:29:47.913766] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:29:47.914669] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:29:47.914751] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:29:47.914785] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:29:48.034553] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:29:48.034727] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:29:48.034767] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:29:48.034794] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:29:48.038142] [DEBUG] [FORECASTER] PTEN: Forecast T+1@11:T+2@11: DOWN (p=0.53%)
[2025-12-22T20:29:48.038421] [INFO ] [FORECASTER] Completed predict_future for PTEN
[2025-12-22T20:29:48.038547] [INFO ] [sig       ] PTEN: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:29:48.180046] [INFO ] [LOCAL     ] Saved forecast: PTEN	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/PTEN.txt
[2025-12-22T20:29:48.180210] [INFO ] [sig       ] [2604/3560] Completed PTEN in 0.3s | 2.95 sym/s | Total: 14.7m | ETA: 5.4m
[2025-12-22T20:29:48.180251] [INFO ] [sig       ] [2605/3560] Forecasting PTF...
[2025-12-22T20:29:48.180279] [INFO ] [sig       ] Generating forecast for: PTF
[2025-12-22T20:29:48.180308] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTF' from 'https://tdm.silogroup.org/data/derivative_storage/PTF.csv'.
[2025-12-22T20:29:48.191702] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTF'.
[2025-12-22T20:29:48.192023] [INFO ] [FORECASTER] Starting predict_future for PTF
[2025-12-22T20:29:48.192850] [DEBUG] [LOCAL     ] No optimal features file found for PTF: ./output/feature-sets/PTF.txt
[2025-12-22T20:29:48.192904] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:29:48.192937] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:29:48.192966] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:29:48.193023] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:29:48.250974] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:29:48.251784] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:29:48.251860] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:29:48.251893] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:29:48.373894] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:29:48.374044] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:29:48.374084] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:29:48.374113] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:29:48.377466] [DEBUG] [FORECASTER] PTF: Forecast T+1@11:T+2@11: DOWN (p=33.59%)
[2025-12-22T20:29:48.377761] [INFO ] [FORECASTER] Completed predict_future for PTF
[2025-12-22T20:29:48.377885] [INFO ] [sig       ] PTF: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:29:48.513668] [INFO ] [LOCAL     ] Saved forecast: PTF	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/PTF.txt
[2025-12-22T20:29:48.513781] [INFO ] [sig       ] [2605/3560] Completed PTF in 0.3s | 2.95 sym/s | Total: 14.7m | ETA: 5.4m
[2025-12-22T20:29:48.513819] [INFO ] [sig       ] [2606/3560] Forecasting PTGX...
[2025-12-22T20:29:48.513848] [INFO ] [sig       ] Generating forecast for: PTGX
[2025-12-22T20:29:48.513878] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTGX' from 'https://tdm.silogroup.org/data/derivative_storage/PTGX.csv'.
[2025-12-22T20:29:48.524853] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTGX'.
[2025-12-22T20:29:48.525166] [INFO ] [FORECASTER] Starting predict_future for PTGX
[2025-12-22T20:29:48.525971] [DEBUG] [LOCAL     ] No optimal features file found for PTGX: ./output/feature-sets/PTGX.txt
[2025-12-22T20:29:48.526039] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:29:48.526073] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:29:48.526101] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:29:48.526159] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:29:48.585502] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:29:48.586115] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:29:48.586191] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:29:48.586223] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:29:48.703999] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:29:48.704144] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:29:48.704184] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:29:48.704211] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:29:48.707495] [DEBUG] [FORECASTER] PTGX: Forecast T+1@11:T+2@11: UP (p=52.28%)
[2025-12-22T20:29:48.707775] [INFO ] [FORECASTER] Completed predict_future for PTGX
[2025-12-22T20:29:48.707893] [INFO ] [sig       ] PTGX: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:29:48.844059] [INFO ] [LOCAL     ] Saved forecast: PTGX	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/PTGX.txt
[2025-12-22T20:29:48.844198] [INFO ] [sig       ] [2606/3560] Completed PTGX in 0.3s | 2.95 sym/s | Total: 14.7m | ETA: 5.4m
[2025-12-22T20:29:48.844237] [INFO ] [sig       ] [2607/3560] Forecasting PTH...
[2025-12-22T20:29:48.844267] [INFO ] [sig       ] Generating forecast for: PTH
[2025-12-22T20:29:48.844297] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTH' from 'https://tdm.silogroup.org/data/derivative_storage/PTH.csv'.
[2025-12-22T20:29:48.855435] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTH'.
[2025-12-22T20:29:48.855735] [INFO ] [FORECASTER] Starting predict_future for PTH
[2025-12-22T20:29:48.856486] [DEBUG] [LOCAL     ] No optimal features file found for PTH: ./output/feature-sets/PTH.txt
[2025-12-22T20:29:48.856537] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:29:48.856569] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:29:48.856617] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:29:48.856674] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:29:48.913466] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:29:48.914132] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:29:48.914208] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:29:48.914242] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:29:49.020437] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:29:49.020617] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:29:49.020657] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:29:49.020686] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:29:49.023997] [DEBUG] [FORECASTER] PTH: Forecast T+1@11:T+2@11: DOWN (p=24.41%)
[2025-12-22T20:29:49.024262] [INFO ] [FORECASTER] Completed predict_future for PTH
[2025-12-22T20:29:49.024380] [INFO ] [sig       ] PTH: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:29:49.161439] [INFO ] [LOCAL     ] Saved forecast: PTH	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/PTH.txt
[2025-12-22T20:29:49.161559] [INFO ] [sig       ] [2607/3560] Completed PTH in 0.3s | 2.95 sym/s | Total: 14.8m | ETA: 5.4m
[2025-12-22T20:29:49.161616] [INFO ] [sig       ] [2608/3560] Forecasting PTIX...
[2025-12-22T20:29:49.161645] [INFO ] [sig       ] Generating forecast for: PTIX
[2025-12-22T20:29:49.161675] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTIX' from 'https://tdm.silogroup.org/data/derivative_storage/PTIX.csv'.
[2025-12-22T20:29:49.172434] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTIX'.
[2025-12-22T20:29:49.172754] [INFO ] [FORECASTER] Starting predict_future for PTIX
[2025-12-22T20:29:49.173498] [DEBUG] [LOCAL     ] No optimal features file found for PTIX: ./output/feature-sets/PTIX.txt
[2025-12-22T20:29:49.173549] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:29:49.173599] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:29:49.173628] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:29:49.173684] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:29:49.231350] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:29:49.232084] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:29:49.232181] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:29:49.232215] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:29:49.349132] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:29:49.349268] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:29:49.349307] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:29:49.349334] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:29:49.352658] [DEBUG] [FORECASTER] PTIX: Forecast T+1@11:T+2@11: DOWN (p=1.56%)
[2025-12-22T20:29:49.352928] [INFO ] [FORECASTER] Completed predict_future for PTIX
[2025-12-22T20:29:49.353046] [INFO ] [sig       ] PTIX: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:29:49.487743] [INFO ] [LOCAL     ] Saved forecast: PTIX	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/PTIX.txt
[2025-12-22T20:29:49.487892] [INFO ] [sig       ] [2608/3560] Completed PTIX in 0.3s | 2.95 sym/s | Total: 14.8m | ETA: 5.4m
[2025-12-22T20:29:49.487933] [INFO ] [sig       ] [2609/3560] Forecasting PTLO...
[2025-12-22T20:29:49.487964] [INFO ] [sig       ] Generating forecast for: PTLO
[2025-12-22T20:29:49.487996] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTLO' from 'https://tdm.silogroup.org/data/derivative_storage/PTLO.csv'.
[2025-12-22T20:29:49.499390] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTLO'.
[2025-12-22T20:29:49.499706] [INFO ] [FORECASTER] Starting predict_future for PTLO
[2025-12-22T20:29:49.500480] [DEBUG] [LOCAL     ] No optimal features file found for PTLO: ./output/feature-sets/PTLO.txt
[2025-12-22T20:29:49.500533] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:29:49.500565] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:29:49.500624] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:29:49.500685] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:29:49.559039] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:29:49.559657] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:29:49.559732] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:29:49.559765] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:29:49.680149] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:29:49.680300] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:29:49.680341] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:29:49.680370] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:29:49.683736] [DEBUG] [FORECASTER] PTLO: Forecast T+1@11:T+2@11: UP (p=93.68%)
[2025-12-22T20:29:49.684008] [INFO ] [FORECASTER] Completed predict_future for PTLO
[2025-12-22T20:29:49.684136] [INFO ] [sig       ] PTLO: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:29:49.820745] [INFO ] [LOCAL     ] Saved forecast: PTLO	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/PTLO.txt
[2025-12-22T20:29:49.820853] [INFO ] [sig       ] [2609/3560] Completed PTLO in 0.3s | 2.95 sym/s | Total: 14.8m | ETA: 5.4m
[2025-12-22T20:29:49.820897] [INFO ] [sig       ] [2610/3560] Forecasting PTNQ...
[2025-12-22T20:29:49.820928] [INFO ] [sig       ] Generating forecast for: PTNQ
[2025-12-22T20:29:49.820957] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTNQ' from 'https://tdm.silogroup.org/data/derivative_storage/PTNQ.csv'.
[2025-12-22T20:29:49.832015] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTNQ'.
[2025-12-22T20:29:49.832331] [INFO ] [FORECASTER] Starting predict_future for PTNQ
[2025-12-22T20:29:49.833139] [DEBUG] [LOCAL     ] No optimal features file found for PTNQ: ./output/feature-sets/PTNQ.txt
[2025-12-22T20:29:49.833193] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:29:49.833370] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:29:49.833397] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:29:49.833454] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:29:49.892931] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:29:49.893546] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:29:49.893703] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:29:49.893750] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:29:50.014461] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:29:50.014635] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:29:50.014676] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:29:50.014704] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:29:50.018154] [DEBUG] [FORECASTER] PTNQ: Forecast T+1@11:T+2@11: DOWN (p=35.17%)
[2025-12-22T20:29:50.018464] [INFO ] [FORECASTER] Completed predict_future for PTNQ
[2025-12-22T20:29:50.018615] [INFO ] [sig       ] PTNQ: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:29:50.153455] [INFO ] [LOCAL     ] Saved forecast: PTNQ	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/PTNQ.txt
[2025-12-22T20:29:50.153592] [INFO ] [sig       ] [2610/3560] Completed PTNQ in 0.3s | 2.95 sym/s | Total: 14.8m | ETA: 5.4m
[2025-12-22T20:29:50.153634] [INFO ] [sig       ] [2611/3560] Forecasting PTON...
[2025-12-22T20:29:50.153663] [INFO ] [sig       ] Generating forecast for: PTON
[2025-12-22T20:29:50.153692] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTON' from 'https://tdm.silogroup.org/data/derivative_storage/PTON.csv'.
[2025-12-22T20:29:50.164526] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTON'.
[2025-12-22T20:29:50.164866] [INFO ] [FORECASTER] Starting predict_future for PTON
[2025-12-22T20:29:50.165712] [DEBUG] [LOCAL     ] No optimal features file found for PTON: ./output/feature-sets/PTON.txt
[2025-12-22T20:29:50.165765] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:29:50.165799] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:29:50.165826] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:29:50.165884] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:29:50.224343] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:29:50.225241] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:29:50.225322] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:29:50.225355] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:29:50.344883] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:29:50.345031] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:29:50.345069] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:29:50.345098] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:29:50.348383] [DEBUG] [FORECASTER] PTON: Forecast T+1@11:T+2@11: UP (p=72.43%)
[2025-12-22T20:29:50.348682] [INFO ] [FORECASTER] Completed predict_future for PTON
[2025-12-22T20:29:50.348803] [INFO ] [sig       ] PTON: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:29:50.486758] [INFO ] [LOCAL     ] Saved forecast: PTON	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/PTON.txt
[2025-12-22T20:29:50.486886] [INFO ] [sig       ] [2611/3560] Completed PTON in 0.3s | 2.95 sym/s | Total: 14.8m | ETA: 5.4m
[2025-12-22T20:29:50.486925] [INFO ] [sig       ] [2612/3560] Forecasting PTY...
[2025-12-22T20:29:50.486955] [INFO ] [sig       ] Generating forecast for: PTY
[2025-12-22T20:29:50.486984] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTY' from 'https://tdm.silogroup.org/data/derivative_storage/PTY.csv'.
[2025-12-22T20:29:50.498669] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTY'.
[2025-12-22T20:29:50.498964] [INFO ] [FORECASTER] Starting predict_future for PTY
[2025-12-22T20:29:50.499845] [DEBUG] [LOCAL     ] No optimal features file found for PTY: ./output/feature-sets/PTY.txt
[2025-12-22T20:29:50.499898] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:29:50.499931] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:29:50.499958] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:29:50.500016] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:29:50.558337] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:29:50.559152] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:29:50.559234] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:29:50.559268] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:29:50.677683] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:29:50.677824] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:29:50.677861] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:29:50.677889] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:29:50.681177] [DEBUG] [FORECASTER] PTY: Forecast T+1@11:T+2@11: UP (p=78.12%)
[2025-12-22T20:29:50.681439] [INFO ] [FORECASTER] Completed predict_future for PTY
[2025-12-22T20:29:50.681558] [INFO ] [sig       ] PTY: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:29:50.816303] [INFO ] [LOCAL     ] Saved forecast: PTY	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/PTY.txt
[2025-12-22T20:29:50.816453] [INFO ] [sig       ] [2612/3560] Completed PTY in 0.3s | 2.95 sym/s | Total: 14.8m | ETA: 5.4m
[2025-12-22T20:29:50.816492] [INFO ] [sig       ] [2613/3560] Forecasting PUBM...
[2025-12-22T20:29:50.816521] [INFO ] [sig       ] Generating forecast for: PUBM
[2025-12-22T20:29:50.816551] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PUBM' from 'https://tdm.silogroup.org/data/derivative_storage/PUBM.csv'.
[2025-12-22T20:29:50.827883] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PUBM'.
[2025-12-22T20:29:50.828232] [INFO ] [FORECASTER] Starting predict_future for PUBM
[2025-12-22T20:29:50.829050] [DEBUG] [LOCAL     ] No optimal features file found for PUBM: ./output/feature-sets/PUBM.txt
[2025-12-22T20:29:50.829102] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:29:50.829134] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:29:50.829161] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:29:50.829217] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:29:50.885491] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:29:50.886222] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:29:50.886300] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:29:50.886332] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:29:51.003625] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:29:51.003773] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:29:51.003827] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:29:51.003856] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:29:51.007105] [DEBUG] [FORECASTER] PUBM: Forecast T+1@11:T+2@11: DOWN (p=3.53%)
[2025-12-22T20:29:51.007370] [INFO ] [FORECASTER] Completed predict_future for PUBM
[2025-12-22T20:29:51.007489] [INFO ] [sig       ] PUBM: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:29:51.142482] [INFO ] [LOCAL     ] Saved forecast: PUBM	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/PUBM.txt
[2025-12-22T20:29:51.142696] [INFO ] [sig       ] [2613/3560] Completed PUBM in 0.3s | 2.95 sym/s | Total: 14.8m | ETA: 5.4m
[2025-12-22T20:29:51.142753] [INFO ] [sig       ] [2614/3560] Forecasting PUK...
[2025-12-22T20:29:51.142796] [INFO ] [sig       ] Generating forecast for: PUK
[2025-12-22T20:29:51.142839] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PUK' from 'https://tdm.silogroup.org/data/derivative_storage/PUK.csv'.
[2025-12-22T20:29:51.153976] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PUK'.
[2025-12-22T20:29:51.154274] [INFO ] [FORECASTER] Starting predict_future for PUK
[2025-12-22T20:29:51.155114] [DEBUG] [LOCAL     ] No optimal features file found for PUK: ./output/feature-sets/PUK.txt
[2025-12-22T20:29:51.155168] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:29:51.155202] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:29:51.155231] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:29:51.155288] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:29:51.212733] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:29:51.213343] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:29:51.213419] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:29:51.213451] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:29:51.329225] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:29:51.329372] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:29:51.329410] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:29:51.329439] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:29:51.332720] [DEBUG] [FORECASTER] PUK: Forecast T+1@11:T+2@11: UP (p=82.96%)
[2025-12-22T20:29:51.332984] [INFO ] [FORECASTER] Completed predict_future for PUK
[2025-12-22T20:29:51.333100] [INFO ] [sig       ] PUK: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:29:51.467643] [INFO ] [LOCAL     ] Saved forecast: PUK	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/PUK.txt
[2025-12-22T20:29:51.467747] [INFO ] [sig       ] [2614/3560] Completed PUK in 0.3s | 2.95 sym/s | Total: 14.8m | ETA: 5.4m
[2025-12-22T20:29:51.467784] [INFO ] [sig       ] [2615/3560] Forecasting PUMP...
[2025-12-22T20:29:51.467814] [INFO ] [sig       ] Generating forecast for: PUMP
[2025-12-22T20:29:51.467844] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PUMP' from 'https://tdm.silogroup.org/data/derivative_storage/PUMP.csv'.
[2025-12-22T20:29:51.478939] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PUMP'.
[2025-12-22T20:29:51.479279] [INFO ] [FORECASTER] Starting predict_future for PUMP
[2025-12-22T20:29:51.480081] [DEBUG] [LOCAL     ] No optimal features file found for PUMP: ./output/feature-sets/PUMP.txt
[2025-12-22T20:29:51.480137] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:29:51.480172] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:29:51.480201] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:29:51.480259] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:29:51.536615] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:29:51.537377] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:29:51.537455] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:29:51.537487] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:29:51.660104] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:29:51.660249] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:29:51.660288] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:29:51.660315] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:29:51.663622] [DEBUG] [FORECASTER] PUMP: Forecast T+1@11:T+2@11: UP (p=72.79%)
[2025-12-22T20:29:51.663902] [INFO ] [FORECASTER] Completed predict_future for PUMP
[2025-12-22T20:29:51.664021] [INFO ] [sig       ] PUMP: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:29:51.799455] [INFO ] [LOCAL     ] Saved forecast: PUMP	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/PUMP.txt
[2025-12-22T20:29:51.799624] [INFO ] [sig       ] [2615/3560] Completed PUMP in 0.3s | 2.95 sym/s | Total: 14.8m | ETA: 5.3m
[2025-12-22T20:29:51.799667] [INFO ] [sig       ] [2616/3560] Forecasting PVH...
[2025-12-22T20:29:51.799696] [INFO ] [sig       ] Generating forecast for: PVH
[2025-12-22T20:29:51.799726] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PVH' from 'https://tdm.silogroup.org/data/derivative_storage/PVH.csv'.
[2025-12-22T20:29:51.810926] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PVH'.
[2025-12-22T20:29:51.811311] [INFO ] [FORECASTER] Starting predict_future for PVH
[2025-12-22T20:29:51.812157] [DEBUG] [LOCAL     ] No optimal features file found for PVH: ./output/feature-sets/PVH.txt
[2025-12-22T20:29:51.812210] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:29:51.812245] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:29:51.812272] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:29:51.812331] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:29:51.869066] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:29:51.869790] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:29:51.869867] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:29:51.869898] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:29:51.990244] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:29:51.990398] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:29:51.990439] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:29:51.990470] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:29:51.993898] [DEBUG] [FORECASTER] PVH: Forecast T+1@11:T+2@11: UP (p=99.47%)
[2025-12-22T20:29:51.994190] [INFO ] [FORECASTER] Completed predict_future for PVH
[2025-12-22T20:29:51.994320] [INFO ] [sig       ] PVH: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:29:52.130547] [INFO ] [LOCAL     ] Saved forecast: PVH	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/PVH.txt
[2025-12-22T20:29:52.130691] [INFO ] [sig       ] [2616/3560] Completed PVH in 0.3s | 2.95 sym/s | Total: 14.8m | ETA: 5.3m
[2025-12-22T20:29:52.130729] [INFO ] [sig       ] [2617/3560] Forecasting PVL...
[2025-12-22T20:29:52.130758] [INFO ] [sig       ] Generating forecast for: PVL
[2025-12-22T20:29:52.130789] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PVL' from 'https://tdm.silogroup.org/data/derivative_storage/PVL.csv'.
[2025-12-22T20:29:52.141320] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PVL'.
[2025-12-22T20:29:52.141642] [INFO ] [FORECASTER] Starting predict_future for PVL
[2025-12-22T20:29:52.142383] [DEBUG] [LOCAL     ] No optimal features file found for PVL: ./output/feature-sets/PVL.txt
[2025-12-22T20:29:52.142434] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:29:52.142516] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:29:52.142558] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:29:52.142664] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:29:52.199193] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:29:52.199794] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:29:52.199866] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:29:52.199898] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:29:52.313199] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:29:52.313348] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:29:52.313387] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:29:52.313415] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:29:52.316727] [DEBUG] [FORECASTER] PVL: Forecast T+1@11:T+2@11: DOWN (p=2.15%)
[2025-12-22T20:29:52.316994] [INFO ] [FORECASTER] Completed predict_future for PVL
[2025-12-22T20:29:52.317113] [INFO ] [sig       ] PVL: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:29:52.452481] [INFO ] [LOCAL     ] Saved forecast: PVL	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/PVL.txt
[2025-12-22T20:29:52.452607] [INFO ] [sig       ] [2617/3560] Completed PVL in 0.3s | 2.95 sym/s | Total: 14.8m | ETA: 5.3m
[2025-12-22T20:29:52.452647] [INFO ] [sig       ] [2618/3560] Forecasting PWP...
[2025-12-22T20:29:52.452676] [INFO ] [sig       ] Generating forecast for: PWP
[2025-12-22T20:29:52.452706] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PWP' from 'https://tdm.silogroup.org/data/derivative_storage/PWP.csv'.
[2025-12-22T20:29:52.464179] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PWP'.
[2025-12-22T20:29:52.464484] [INFO ] [FORECASTER] Starting predict_future for PWP
[2025-12-22T20:29:52.465316] [DEBUG] [LOCAL     ] No optimal features file found for PWP: ./output/feature-sets/PWP.txt
[2025-12-22T20:29:52.465369] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:29:52.465401] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:29:52.465429] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:29:52.465487] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:29:52.524273] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:29:52.524885] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:29:52.524960] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:29:52.524993] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:29:52.641070] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:29:52.641214] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:29:52.641252] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:29:52.641280] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:29:52.644543] [DEBUG] [FORECASTER] PWP: Forecast T+1@11:T+2@11: DOWN (p=22.99%)
[2025-12-22T20:29:52.644825] [INFO ] [FORECASTER] Completed predict_future for PWP
[2025-12-22T20:29:52.644944] [INFO ] [sig       ] PWP: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:29:52.779333] [INFO ] [LOCAL     ] Saved forecast: PWP	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/PWP.txt
[2025-12-22T20:29:52.779444] [INFO ] [sig       ] [2618/3560] Completed PWP in 0.3s | 2.95 sym/s | Total: 14.8m | ETA: 5.3m
[2025-12-22T20:29:52.779483] [INFO ] [sig       ] [2619/3560] Forecasting PX...
[2025-12-22T20:29:52.779512] [INFO ] [sig       ] Generating forecast for: PX
[2025-12-22T20:29:52.779541] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PX' from 'https://tdm.silogroup.org/data/derivative_storage/PX.csv'.
[2025-12-22T20:29:52.790648] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PX'.
[2025-12-22T20:29:52.790958] [INFO ] [FORECASTER] Starting predict_future for PX
[2025-12-22T20:29:52.791767] [DEBUG] [LOCAL     ] No optimal features file found for PX: ./output/feature-sets/PX.txt
[2025-12-22T20:29:52.791820] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:29:52.791855] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:29:52.791882] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:29:52.791939] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:29:52.850420] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:29:52.851036] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:29:52.851111] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:29:52.851144] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:29:52.974226] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:29:52.974344] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:29:52.974381] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:29:52.974408] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:29:52.977637] [DEBUG] [FORECASTER] PX: Forecast T+1@11:T+2@11: UP (p=77.05%)
[2025-12-22T20:29:52.977896] [INFO ] [FORECASTER] Completed predict_future for PX
[2025-12-22T20:29:52.978014] [INFO ] [sig       ] PX: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:29:53.166686] [INFO ] [LOCAL     ] Saved forecast: PX	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/PX.txt
[2025-12-22T20:29:53.166817] [INFO ] [sig       ] [2619/3560] Completed PX in 0.4s | 2.95 sym/s | Total: 14.8m | ETA: 5.3m
[2025-12-22T20:29:53.166856] [INFO ] [sig       ] [2620/3560] Forecasting PXS...
[2025-12-22T20:29:53.166887] [INFO ] [sig       ] Generating forecast for: PXS
[2025-12-22T20:29:53.166917] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PXS' from 'https://tdm.silogroup.org/data/derivative_storage/PXS.csv'.
[2025-12-22T20:29:53.177877] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PXS'.
[2025-12-22T20:29:53.178304] [INFO ] [FORECASTER] Starting predict_future for PXS
[2025-12-22T20:29:53.179196] [DEBUG] [LOCAL     ] No optimal features file found for PXS: ./output/feature-sets/PXS.txt
[2025-12-22T20:29:53.179257] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:29:53.179290] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:29:53.179317] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:29:53.179373] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:29:53.235357] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:29:53.236252] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:29:53.236337] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:29:53.236370] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:29:53.341708] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:29:53.341872] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:29:53.341914] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:29:53.341944] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:29:53.345436] [DEBUG] [FORECASTER] PXS: Forecast T+1@11:T+2@11: DOWN (p=10.66%)
[2025-12-22T20:29:53.345734] [INFO ] [FORECASTER] Completed predict_future for PXS
[2025-12-22T20:29:53.345866] [INFO ] [sig       ] PXS: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:29:53.483105] [INFO ] [LOCAL     ] Saved forecast: PXS	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/PXS.txt
[2025-12-22T20:29:53.483264] [INFO ] [sig       ] [2620/3560] Completed PXS in 0.3s | 2.95 sym/s | Total: 14.8m | ETA: 5.3m
[2025-12-22T20:29:53.483303] [INFO ] [sig       ] [2621/3560] Forecasting PY...
[2025-12-22T20:29:53.483340] [INFO ] [sig       ] Generating forecast for: PY
[2025-12-22T20:29:53.483372] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PY' from 'https://tdm.silogroup.org/data/derivative_storage/PY.csv'.
[2025-12-22T20:29:53.494152] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PY'.
[2025-12-22T20:29:53.494516] [INFO ] [FORECASTER] Starting predict_future for PY
[2025-12-22T20:29:53.495437] [DEBUG] [LOCAL     ] No optimal features file found for PY: ./output/feature-sets/PY.txt
[2025-12-22T20:29:53.495492] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:29:53.495526] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:29:53.495554] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:29:53.495653] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:29:53.553120] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:29:53.553993] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:29:53.554079] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:29:53.554112] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:29:53.660856] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:29:53.661033] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-22T20:29:53.661080] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:29:53.661111] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:29:53.664879] [DEBUG] [FORECASTER] PY: Forecast T+1@11:T+2@11: DOWN (p=25.53%)
[2025-12-22T20:29:53.665191] [INFO ] [FORECASTER] Completed predict_future for PY
[2025-12-22T20:29:53.665335] [INFO ] [sig       ] PY: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:29:53.804922] [INFO ] [LOCAL     ] Saved forecast: PY	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/PY.txt
[2025-12-22T20:29:53.805082] [INFO ] [sig       ] [2621/3560] Completed PY in 0.3s | 2.95 sym/s | Total: 14.8m | ETA: 5.3m
[2025-12-22T20:29:53.805123] [INFO ] [sig       ] [2622/3560] Forecasting PYPL...
[2025-12-22T20:29:53.805152] [INFO ] [sig       ] Generating forecast for: PYPL
[2025-12-22T20:29:53.805193] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PYPL' from 'https://tdm.silogroup.org/data/derivative_storage/PYPL.csv'.
[2025-12-22T20:29:53.817074] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PYPL'.
[2025-12-22T20:29:53.817457] [INFO ] [FORECASTER] Starting predict_future for PYPL
[2025-12-22T20:29:53.818345] [DEBUG] [LOCAL     ] No optimal features file found for PYPL: ./output/feature-sets/PYPL.txt
[2025-12-22T20:29:53.818400] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:29:53.818435] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:29:53.818463] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:29:53.818520] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:29:53.876218] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:29:53.877116] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:29:53.877208] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:29:53.877242] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:29:53.994709] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:29:53.994869] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:29:53.994908] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:29:53.994938] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:29:53.998381] [DEBUG] [FORECASTER] PYPL: Forecast T+1@11:T+2@11: UP (p=94.99%)
[2025-12-22T20:29:53.998690] [INFO ] [FORECASTER] Completed predict_future for PYPL
[2025-12-22T20:29:53.998818] [INFO ] [sig       ] PYPL: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:29:54.134503] [INFO ] [LOCAL     ] Saved forecast: PYPL	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/PYPL.txt
[2025-12-22T20:29:54.134656] [INFO ] [sig       ] [2622/3560] Completed PYPL in 0.3s | 2.95 sym/s | Total: 14.8m | ETA: 5.3m
[2025-12-22T20:29:54.134698] [INFO ] [sig       ] [2623/3560] Forecasting PYXS...
[2025-12-22T20:29:54.134727] [INFO ] [sig       ] Generating forecast for: PYXS
[2025-12-22T20:29:54.134757] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PYXS' from 'https://tdm.silogroup.org/data/derivative_storage/PYXS.csv'.
[2025-12-22T20:29:54.146095] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PYXS'.
[2025-12-22T20:29:54.146439] [INFO ] [FORECASTER] Starting predict_future for PYXS
[2025-12-22T20:29:54.147234] [DEBUG] [LOCAL     ] No optimal features file found for PYXS: ./output/feature-sets/PYXS.txt
[2025-12-22T20:29:54.147287] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:29:54.147320] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:29:54.147348] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:29:54.147404] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:29:54.203802] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:29:54.204668] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:29:54.204746] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:29:54.204780] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:29:54.321720] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:29:54.321876] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:29:54.321917] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:29:54.321947] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:29:54.325271] [DEBUG] [FORECASTER] PYXS: Forecast T+1@11:T+2@11: DOWN (p=31.13%)
[2025-12-22T20:29:54.325535] [INFO ] [FORECASTER] Completed predict_future for PYXS
[2025-12-22T20:29:54.325674] [INFO ] [sig       ] PYXS: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:29:54.467096] [INFO ] [LOCAL     ] Saved forecast: PYXS	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/PYXS.txt
[2025-12-22T20:29:54.467269] [INFO ] [sig       ] [2623/3560] Completed PYXS in 0.3s | 2.95 sym/s | Total: 14.8m | ETA: 5.3m
[2025-12-22T20:29:54.467311] [INFO ] [sig       ] [2624/3560] Forecasting PZZA...
[2025-12-22T20:29:54.467340] [INFO ] [sig       ] Generating forecast for: PZZA
[2025-12-22T20:29:54.467376] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PZZA' from 'https://tdm.silogroup.org/data/derivative_storage/PZZA.csv'.
[2025-12-22T20:29:54.478588] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PZZA'.
[2025-12-22T20:29:54.478963] [INFO ] [FORECASTER] Starting predict_future for PZZA
[2025-12-22T20:29:54.479817] [DEBUG] [LOCAL     ] No optimal features file found for PZZA: ./output/feature-sets/PZZA.txt
[2025-12-22T20:29:54.479870] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:29:54.479904] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:29:54.479932] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:29:54.479990] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:29:54.538035] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:29:54.538928] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:29:54.539046] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:29:54.539083] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:29:54.659120] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:29:54.659273] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:29:54.659315] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:29:54.659362] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:29:54.662758] [DEBUG] [FORECASTER] PZZA: Forecast T+1@11:T+2@11: UP (p=69.60%)
[2025-12-22T20:29:54.663030] [INFO ] [FORECASTER] Completed predict_future for PZZA
[2025-12-22T20:29:54.663155] [INFO ] [sig       ] PZZA: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:29:54.800122] [INFO ] [LOCAL     ] Saved forecast: PZZA	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/PZZA.txt
[2025-12-22T20:29:54.800274] [INFO ] [sig       ] [2624/3560] Completed PZZA in 0.3s | 2.95 sym/s | Total: 14.8m | ETA: 5.3m
[2025-12-22T20:29:54.800321] [INFO ] [sig       ] [2625/3560] Forecasting QBTS...
[2025-12-22T20:29:54.800352] [INFO ] [sig       ] Generating forecast for: QBTS
[2025-12-22T20:29:54.800381] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QBTS' from 'https://tdm.silogroup.org/data/derivative_storage/QBTS.csv'.
[2025-12-22T20:29:54.811974] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QBTS'.
[2025-12-22T20:29:54.812332] [INFO ] [FORECASTER] Starting predict_future for QBTS
[2025-12-22T20:29:54.813169] [DEBUG] [LOCAL     ] No optimal features file found for QBTS: ./output/feature-sets/QBTS.txt
[2025-12-22T20:29:54.813225] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:29:54.813257] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:29:54.813284] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:29:54.813341] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:29:54.870835] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:29:54.871475] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:29:54.871554] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:29:54.871605] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:29:54.993705] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:29:54.993839] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:29:54.993878] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:29:54.993905] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:29:54.997137] [DEBUG] [FORECASTER] QBTS: Forecast T+1@11:T+2@11: UP (p=73.86%)
[2025-12-22T20:29:54.997401] [INFO ] [FORECASTER] Completed predict_future for QBTS
[2025-12-22T20:29:54.997517] [INFO ] [sig       ] QBTS: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:29:55.131367] [INFO ] [LOCAL     ] Saved forecast: QBTS	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/QBTS.txt
[2025-12-22T20:29:55.131500] [INFO ] [sig       ] [2625/3560] Completed QBTS in 0.3s | 2.95 sym/s | Total: 14.9m | ETA: 5.3m
[2025-12-22T20:29:55.131539] [INFO ] [sig       ] [2626/3560] Forecasting QCLN...
[2025-12-22T20:29:55.131585] [INFO ] [sig       ] Generating forecast for: QCLN
[2025-12-22T20:29:55.131618] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QCLN' from 'https://tdm.silogroup.org/data/derivative_storage/QCLN.csv'.
[2025-12-22T20:29:55.142722] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QCLN'.
[2025-12-22T20:29:55.143132] [INFO ] [FORECASTER] Starting predict_future for QCLN
[2025-12-22T20:29:55.143958] [DEBUG] [LOCAL     ] No optimal features file found for QCLN: ./output/feature-sets/QCLN.txt
[2025-12-22T20:29:55.144011] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:29:55.144044] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:29:55.144070] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:29:55.144126] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:29:55.202244] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:29:55.203131] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:29:55.203215] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:29:55.203248] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:29:55.321701] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:29:55.321852] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:29:55.321891] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:29:55.321919] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:29:55.325213] [DEBUG] [FORECASTER] QCLN: Forecast T+1@11:T+2@11: UP (p=62.76%)
[2025-12-22T20:29:55.325475] [INFO ] [FORECASTER] Completed predict_future for QCLN
[2025-12-22T20:29:55.325610] [INFO ] [sig       ] QCLN: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:29:55.459987] [INFO ] [LOCAL     ] Saved forecast: QCLN	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/QCLN.txt
[2025-12-22T20:29:55.460094] [INFO ] [sig       ] [2626/3560] Completed QCLN in 0.3s | 2.95 sym/s | Total: 14.9m | ETA: 5.3m
[2025-12-22T20:29:55.460132] [INFO ] [sig       ] [2627/3560] Forecasting QCOM...
[2025-12-22T20:29:55.460161] [INFO ] [sig       ] Generating forecast for: QCOM
[2025-12-22T20:29:55.460190] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QCOM' from 'https://tdm.silogroup.org/data/derivative_storage/QCOM.csv'.
[2025-12-22T20:29:55.471286] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QCOM'.
[2025-12-22T20:29:55.471604] [INFO ] [FORECASTER] Starting predict_future for QCOM
[2025-12-22T20:29:55.472372] [DEBUG] [LOCAL     ] No optimal features file found for QCOM: ./output/feature-sets/QCOM.txt
[2025-12-22T20:29:55.472422] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:29:55.472454] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:29:55.472482] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:29:55.472538] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:29:55.530061] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:29:55.530676] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:29:55.530779] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:29:55.530813] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:29:55.647994] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:29:55.648125] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:29:55.648164] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:29:55.648192] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:29:55.651447] [DEBUG] [FORECASTER] QCOM: Forecast T+1@11:T+2@11: DOWN (p=37.32%)
[2025-12-22T20:29:55.651726] [INFO ] [FORECASTER] Completed predict_future for QCOM
[2025-12-22T20:29:55.651844] [INFO ] [sig       ] QCOM: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:29:55.791764] [INFO ] [LOCAL     ] Saved forecast: QCOM	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/QCOM.txt
[2025-12-22T20:29:55.791889] [INFO ] [sig       ] [2627/3560] Completed QCOM in 0.3s | 2.95 sym/s | Total: 14.9m | ETA: 5.3m
[2025-12-22T20:29:55.791929] [INFO ] [sig       ] [2628/3560] Forecasting QCRH...
[2025-12-22T20:29:55.791960] [INFO ] [sig       ] Generating forecast for: QCRH
[2025-12-22T20:29:55.791990] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QCRH' from 'https://tdm.silogroup.org/data/derivative_storage/QCRH.csv'.
[2025-12-22T20:29:55.804898] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QCRH'.
[2025-12-22T20:29:55.805332] [INFO ] [FORECASTER] Starting predict_future for QCRH
[2025-12-22T20:29:55.806206] [DEBUG] [LOCAL     ] No optimal features file found for QCRH: ./output/feature-sets/QCRH.txt
[2025-12-22T20:29:55.806261] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:29:55.806295] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:29:55.806323] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:29:55.806396] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:29:55.864175] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:29:55.865075] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:29:55.865166] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:29:55.865201] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:29:55.985230] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:29:55.985393] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:29:55.985435] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:29:55.985465] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:29:55.989073] [DEBUG] [FORECASTER] QCRH: Forecast T+1@11:T+2@11: UP (p=91.16%)
[2025-12-22T20:29:55.989355] [INFO ] [FORECASTER] Completed predict_future for QCRH
[2025-12-22T20:29:55.989482] [INFO ] [sig       ] QCRH: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:29:56.130191] [INFO ] [LOCAL     ] Saved forecast: QCRH	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/QCRH.txt
[2025-12-22T20:29:56.130358] [INFO ] [sig       ] [2628/3560] Completed QCRH in 0.3s | 2.95 sym/s | Total: 14.9m | ETA: 5.3m
[2025-12-22T20:29:56.130402] [INFO ] [sig       ] [2629/3560] Forecasting QDEL...
[2025-12-22T20:29:56.130441] [INFO ] [sig       ] Generating forecast for: QDEL
[2025-12-22T20:29:56.130484] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QDEL' from 'https://tdm.silogroup.org/data/derivative_storage/QDEL.csv'.
[2025-12-22T20:29:56.142248] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QDEL'.
[2025-12-22T20:29:56.142617] [INFO ] [FORECASTER] Starting predict_future for QDEL
[2025-12-22T20:29:56.143398] [DEBUG] [LOCAL     ] No optimal features file found for QDEL: ./output/feature-sets/QDEL.txt
[2025-12-22T20:29:56.143450] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:29:56.143483] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:29:56.143509] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:29:56.143564] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:29:56.199733] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:29:56.200369] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:29:56.200449] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:29:56.200481] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:29:56.314957] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:29:56.315088] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:29:56.315127] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:29:56.315154] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:29:56.318462] [DEBUG] [FORECASTER] QDEL: Forecast T+1@11:T+2@11: UP (p=51.53%)
[2025-12-22T20:29:56.318758] [INFO ] [FORECASTER] Completed predict_future for QDEL
[2025-12-22T20:29:56.318883] [INFO ] [sig       ] QDEL: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:29:56.453476] [INFO ] [LOCAL     ] Saved forecast: QDEL	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/QDEL.txt
[2025-12-22T20:29:56.453604] [INFO ] [sig       ] [2629/3560] Completed QDEL in 0.3s | 2.95 sym/s | Total: 14.9m | ETA: 5.3m
[2025-12-22T20:29:56.453644] [INFO ] [sig       ] [2630/3560] Forecasting QFIN...
[2025-12-22T20:29:56.453672] [INFO ] [sig       ] Generating forecast for: QFIN
[2025-12-22T20:29:56.453702] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QFIN' from 'https://tdm.silogroup.org/data/derivative_storage/QFIN.csv'.
[2025-12-22T20:29:56.466101] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QFIN'.
[2025-12-22T20:29:56.466437] [INFO ] [FORECASTER] Starting predict_future for QFIN
[2025-12-22T20:29:56.467297] [DEBUG] [LOCAL     ] No optimal features file found for QFIN: ./output/feature-sets/QFIN.txt
[2025-12-22T20:29:56.467375] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:29:56.467411] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:29:56.467440] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:29:56.467498] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:29:56.524841] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:29:56.525435] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:29:56.525508] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:29:56.525540] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:29:56.645885] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:29:56.646013] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:29:56.646050] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:29:56.646078] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:29:56.649289] [DEBUG] [FORECASTER] QFIN: Forecast T+1@11:T+2@11: DOWN (p=21.48%)
[2025-12-22T20:29:56.649551] [INFO ] [FORECASTER] Completed predict_future for QFIN
[2025-12-22T20:29:56.649687] [INFO ] [sig       ] QFIN: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:29:56.783838] [INFO ] [LOCAL     ] Saved forecast: QFIN	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/QFIN.txt
[2025-12-22T20:29:56.783992] [INFO ] [sig       ] [2630/3560] Completed QFIN in 0.3s | 2.95 sym/s | Total: 14.9m | ETA: 5.3m
[2025-12-22T20:29:56.784033] [INFO ] [sig       ] [2631/3560] Forecasting QGEN...
[2025-12-22T20:29:56.784072] [INFO ] [sig       ] Generating forecast for: QGEN
[2025-12-22T20:29:56.784110] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QGEN' from 'https://tdm.silogroup.org/data/derivative_storage/QGEN.csv'.
[2025-12-22T20:29:56.796313] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QGEN'.
[2025-12-22T20:29:56.796748] [INFO ] [FORECASTER] Starting predict_future for QGEN
[2025-12-22T20:29:56.797588] [DEBUG] [LOCAL     ] No optimal features file found for QGEN: ./output/feature-sets/QGEN.txt
[2025-12-22T20:29:56.797642] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:29:56.797674] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:29:56.797701] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:29:56.797758] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:29:56.854966] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:29:56.855834] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:29:56.855919] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:29:56.855953] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:29:56.977968] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:29:56.978143] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:29:56.978185] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:29:56.978214] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:29:56.981691] [DEBUG] [FORECASTER] QGEN: Forecast T+1@11:T+2@11: DOWN (p=13.69%)
[2025-12-22T20:29:56.981971] [INFO ] [FORECASTER] Completed predict_future for QGEN
[2025-12-22T20:29:56.982096] [INFO ] [sig       ] QGEN: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:29:57.119255] [INFO ] [LOCAL     ] Saved forecast: QGEN	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/QGEN.txt
[2025-12-22T20:29:57.119408] [INFO ] [sig       ] [2631/3560] Completed QGEN in 0.3s | 2.95 sym/s | Total: 14.9m | ETA: 5.3m
[2025-12-22T20:29:57.119450] [INFO ] [sig       ] [2632/3560] Forecasting QLYS...
[2025-12-22T20:29:57.119480] [INFO ] [sig       ] Generating forecast for: QLYS
[2025-12-22T20:29:57.119511] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QLYS' from 'https://tdm.silogroup.org/data/derivative_storage/QLYS.csv'.
[2025-12-22T20:29:57.131285] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QLYS'.
[2025-12-22T20:29:57.131625] [INFO ] [FORECASTER] Starting predict_future for QLYS
[2025-12-22T20:29:57.132409] [DEBUG] [LOCAL     ] No optimal features file found for QLYS: ./output/feature-sets/QLYS.txt
[2025-12-22T20:29:57.132461] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:29:57.132493] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:29:57.132520] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:29:57.132599] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:29:57.189736] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:29:57.190323] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:29:57.190398] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:29:57.190430] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:29:57.310562] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:29:57.310731] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:29:57.310771] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:29:57.310799] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:29:57.314119] [DEBUG] [FORECASTER] QLYS: Forecast T+1@11:T+2@11: DOWN (p=2.99%)
[2025-12-22T20:29:57.314383] [INFO ] [FORECASTER] Completed predict_future for QLYS
[2025-12-22T20:29:57.314501] [INFO ] [sig       ] QLYS: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:29:57.449030] [INFO ] [LOCAL     ] Saved forecast: QLYS	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/QLYS.txt
[2025-12-22T20:29:57.449152] [INFO ] [sig       ] [2632/3560] Completed QLYS in 0.3s | 2.95 sym/s | Total: 14.9m | ETA: 5.3m
[2025-12-22T20:29:57.449191] [INFO ] [sig       ] [2633/3560] Forecasting QMCO...
[2025-12-22T20:29:57.449219] [INFO ] [sig       ] Generating forecast for: QMCO
[2025-12-22T20:29:57.449249] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QMCO' from 'https://tdm.silogroup.org/data/derivative_storage/QMCO.csv'.
[2025-12-22T20:29:57.460544] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QMCO'.
[2025-12-22T20:29:57.460873] [INFO ] [FORECASTER] Starting predict_future for QMCO
[2025-12-22T20:29:57.461707] [DEBUG] [LOCAL     ] No optimal features file found for QMCO: ./output/feature-sets/QMCO.txt
[2025-12-22T20:29:57.461760] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:29:57.461795] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:29:57.461822] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:29:57.461880] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:29:57.518207] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:29:57.518808] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:29:57.518883] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:29:57.518914] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:29:57.635362] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:29:57.635514] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:29:57.635554] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:29:57.635601] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:29:57.638902] [DEBUG] [FORECASTER] QMCO: Forecast T+1@11:T+2@11: UP (p=75.96%)
[2025-12-22T20:29:57.639180] [INFO ] [FORECASTER] Completed predict_future for QMCO
[2025-12-22T20:29:57.639298] [INFO ] [sig       ] QMCO: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:29:57.776477] [INFO ] [LOCAL     ] Saved forecast: QMCO	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/QMCO.txt
[2025-12-22T20:29:57.776634] [INFO ] [sig       ] [2633/3560] Completed QMCO in 0.3s | 2.95 sym/s | Total: 14.9m | ETA: 5.2m
[2025-12-22T20:29:57.776676] [INFO ] [sig       ] [2634/3560] Forecasting QMOM...
[2025-12-22T20:29:57.776706] [INFO ] [sig       ] Generating forecast for: QMOM
[2025-12-22T20:29:57.776735] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QMOM' from 'https://tdm.silogroup.org/data/derivative_storage/QMOM.csv'.
[2025-12-22T20:29:57.787676] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QMOM'.
[2025-12-22T20:29:57.787981] [INFO ] [FORECASTER] Starting predict_future for QMOM
[2025-12-22T20:29:57.788785] [DEBUG] [LOCAL     ] No optimal features file found for QMOM: ./output/feature-sets/QMOM.txt
[2025-12-22T20:29:57.788837] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:29:57.788897] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:29:57.788928] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:29:57.789001] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:29:57.847485] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:29:57.848098] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:29:57.848173] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:29:57.848205] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:29:57.965842] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:29:57.965975] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:29:57.966013] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:29:57.966041] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:29:57.969298] [DEBUG] [FORECASTER] QMOM: Forecast T+1@11:T+2@11: DOWN (p=40.90%)
[2025-12-22T20:29:57.969599] [INFO ] [FORECASTER] Completed predict_future for QMOM
[2025-12-22T20:29:57.969718] [INFO ] [sig       ] QMOM: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:29:58.104737] [INFO ] [LOCAL     ] Saved forecast: QMOM	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/QMOM.txt
[2025-12-22T20:29:58.104852] [INFO ] [sig       ] [2634/3560] Completed QMOM in 0.3s | 2.95 sym/s | Total: 14.9m | ETA: 5.2m
[2025-12-22T20:29:58.104892] [INFO ] [sig       ] [2635/3560] Forecasting QNCX...
[2025-12-22T20:29:58.104921] [INFO ] [sig       ] Generating forecast for: QNCX
[2025-12-22T20:29:58.104952] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QNCX' from 'https://tdm.silogroup.org/data/derivative_storage/QNCX.csv'.
[2025-12-22T20:29:58.116171] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QNCX'.
[2025-12-22T20:29:58.116483] [INFO ] [FORECASTER] Starting predict_future for QNCX
[2025-12-22T20:29:58.117309] [DEBUG] [LOCAL     ] No optimal features file found for QNCX: ./output/feature-sets/QNCX.txt
[2025-12-22T20:29:58.117362] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:29:58.117396] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:29:58.117423] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:29:58.117480] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:29:58.175756] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:29:58.176372] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:29:58.176449] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:29:58.176482] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:29:58.290159] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:29:58.290300] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:29:58.290339] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:29:58.290367] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:29:58.293671] [DEBUG] [FORECASTER] QNCX: Forecast T+1@11:T+2@11: DOWN (p=32.01%)
[2025-12-22T20:29:58.293931] [INFO ] [FORECASTER] Completed predict_future for QNCX
[2025-12-22T20:29:58.294048] [INFO ] [sig       ] QNCX: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:29:58.429172] [INFO ] [LOCAL     ] Saved forecast: QNCX	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/QNCX.txt
[2025-12-22T20:29:58.429287] [INFO ] [sig       ] [2635/3560] Completed QNCX in 0.3s | 2.95 sym/s | Total: 14.9m | ETA: 5.2m
[2025-12-22T20:29:58.429325] [INFO ] [sig       ] [2636/3560] Forecasting QNTM...
[2025-12-22T20:29:58.429354] [INFO ] [sig       ] Generating forecast for: QNTM
[2025-12-22T20:29:58.429383] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QNTM' from 'https://tdm.silogroup.org/data/derivative_storage/QNTM.csv'.
[2025-12-22T20:29:58.441315] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QNTM'.
[2025-12-22T20:29:58.441784] [INFO ] [FORECASTER] Starting predict_future for QNTM
[2025-12-22T20:29:58.442619] [DEBUG] [LOCAL     ] No optimal features file found for QNTM: ./output/feature-sets/QNTM.txt
[2025-12-22T20:29:58.442670] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:29:58.442703] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:29:58.442730] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:29:58.442786] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:29:58.498965] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:29:58.499881] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:29:58.499963] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:29:58.499995] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:29:58.623872] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:29:58.624037] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:29:58.624075] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:29:58.624102] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:29:58.627523] [DEBUG] [FORECASTER] QNTM: Forecast T+1@11:T+2@11: DOWN (p=9.63%)
[2025-12-22T20:29:58.627827] [INFO ] [FORECASTER] Completed predict_future for QNTM
[2025-12-22T20:29:58.627955] [INFO ] [sig       ] QNTM: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:29:58.767298] [INFO ] [LOCAL     ] Saved forecast: QNTM	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/QNTM.txt
[2025-12-22T20:29:58.767472] [INFO ] [sig       ] [2636/3560] Completed QNTM in 0.3s | 2.95 sym/s | Total: 14.9m | ETA: 5.2m
[2025-12-22T20:29:58.767513] [INFO ] [sig       ] [2637/3560] Forecasting QQMG...
[2025-12-22T20:29:58.767541] [INFO ] [sig       ] Generating forecast for: QQMG
[2025-12-22T20:29:58.767591] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQMG' from 'https://tdm.silogroup.org/data/derivative_storage/QQMG.csv'.
[2025-12-22T20:29:58.778538] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQMG'.
[2025-12-22T20:29:58.778963] [INFO ] [FORECASTER] Starting predict_future for QQMG
[2025-12-22T20:29:58.779810] [DEBUG] [LOCAL     ] No optimal features file found for QQMG: ./output/feature-sets/QQMG.txt
[2025-12-22T20:29:58.779862] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:29:58.779896] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:29:58.779923] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:29:58.779980] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:29:58.836545] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:29:58.837402] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:29:58.837481] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:29:58.837512] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:29:58.950190] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:29:58.950353] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:29:58.950401] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:29:58.950471] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:29:58.953843] [DEBUG] [FORECASTER] QQMG: Forecast T+1@11:T+2@11: UP (p=97.91%)
[2025-12-22T20:29:58.954109] [INFO ] [FORECASTER] Completed predict_future for QQMG
[2025-12-22T20:29:58.954232] [INFO ] [sig       ] QQMG: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:29:59.090176] [INFO ] [LOCAL     ] Saved forecast: QQMG	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/QQMG.txt
[2025-12-22T20:29:59.090330] [INFO ] [sig       ] [2637/3560] Completed QQMG in 0.3s | 2.95 sym/s | Total: 14.9m | ETA: 5.2m
[2025-12-22T20:29:59.090377] [INFO ] [sig       ] [2638/3560] Forecasting QQQ...
[2025-12-22T20:29:59.090413] [INFO ] [sig       ] Generating forecast for: QQQ
[2025-12-22T20:29:59.090446] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQQ' from 'https://tdm.silogroup.org/data/derivative_storage/QQQ.csv'.
[2025-12-22T20:29:59.101272] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQQ'.
[2025-12-22T20:29:59.101628] [INFO ] [FORECASTER] Starting predict_future for QQQ
[2025-12-22T20:29:59.102431] [DEBUG] [LOCAL     ] No optimal features file found for QQQ: ./output/feature-sets/QQQ.txt
[2025-12-22T20:29:59.102486] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:29:59.102521] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:29:59.102550] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:29:59.102633] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:29:59.159071] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:29:59.159749] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:29:59.159825] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:29:59.159857] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:29:59.281682] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:29:59.281836] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:29:59.281877] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:29:59.281904] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:29:59.285214] [DEBUG] [FORECASTER] QQQ: Forecast T+1@11:T+2@11: UP (p=93.00%)
[2025-12-22T20:29:59.285478] [INFO ] [FORECASTER] Completed predict_future for QQQ
[2025-12-22T20:29:59.285619] [INFO ] [sig       ] QQQ: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:29:59.421352] [INFO ] [LOCAL     ] Saved forecast: QQQ	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/QQQ.txt
[2025-12-22T20:29:59.421488] [INFO ] [sig       ] [2638/3560] Completed QQQ in 0.3s | 2.95 sym/s | Total: 14.9m | ETA: 5.2m
[2025-12-22T20:29:59.421526] [INFO ] [sig       ] [2639/3560] Forecasting QQQE...
[2025-12-22T20:29:59.421556] [INFO ] [sig       ] Generating forecast for: QQQE
[2025-12-22T20:29:59.421605] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQQE' from 'https://tdm.silogroup.org/data/derivative_storage/QQQE.csv'.
[2025-12-22T20:29:59.435777] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQQE'.
[2025-12-22T20:29:59.436183] [INFO ] [FORECASTER] Starting predict_future for QQQE
[2025-12-22T20:29:59.437016] [DEBUG] [LOCAL     ] No optimal features file found for QQQE: ./output/feature-sets/QQQE.txt
[2025-12-22T20:29:59.437069] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:29:59.437103] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:29:59.437132] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:29:59.437190] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:29:59.494490] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:29:59.495185] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:29:59.495261] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:29:59.495293] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:29:59.611188] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:29:59.611340] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:29:59.611380] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:29:59.611410] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:29:59.614776] [DEBUG] [FORECASTER] QQQE: Forecast T+1@11:T+2@11: DOWN (p=13.20%)
[2025-12-22T20:29:59.615039] [INFO ] [FORECASTER] Completed predict_future for QQQE
[2025-12-22T20:29:59.615159] [INFO ] [sig       ] QQQE: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:29:59.751413] [INFO ] [LOCAL     ] Saved forecast: QQQE	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/QQQE.txt
[2025-12-22T20:29:59.751541] [INFO ] [sig       ] [2639/3560] Completed QQQE in 0.3s | 2.95 sym/s | Total: 14.9m | ETA: 5.2m
[2025-12-22T20:29:59.751596] [INFO ] [sig       ] [2640/3560] Forecasting QQQI...
[2025-12-22T20:29:59.751628] [INFO ] [sig       ] Generating forecast for: QQQI
[2025-12-22T20:29:59.751658] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQQI' from 'https://tdm.silogroup.org/data/derivative_storage/QQQI.csv'.
[2025-12-22T20:29:59.762253] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQQI'.
[2025-12-22T20:29:59.762621] [INFO ] [FORECASTER] Starting predict_future for QQQI
[2025-12-22T20:29:59.763382] [DEBUG] [LOCAL     ] No optimal features file found for QQQI: ./output/feature-sets/QQQI.txt
[2025-12-22T20:29:59.763433] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:29:59.763464] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:29:59.763489] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:29:59.763545] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:29:59.819990] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:29:59.820609] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:29:59.820688] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:29:59.820720] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:29:59.933299] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:29:59.933440] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:29:59.933480] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:29:59.933508] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:29:59.936797] [DEBUG] [FORECASTER] QQQI: Forecast T+1@11:T+2@11: DOWN (p=13.88%)
[2025-12-22T20:29:59.937060] [INFO ] [FORECASTER] Completed predict_future for QQQI
[2025-12-22T20:29:59.937178] [INFO ] [sig       ] QQQI: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:30:00.073395] [INFO ] [LOCAL     ] Saved forecast: QQQI	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/QQQI.txt
[2025-12-22T20:30:00.073553] [INFO ] [sig       ] [2640/3560] Completed QQQI in 0.3s | 2.95 sym/s | Total: 14.9m | ETA: 5.2m
[2025-12-22T20:30:00.073614] [INFO ] [sig       ] [2641/3560] Forecasting QQQJ...
[2025-12-22T20:30:00.073645] [INFO ] [sig       ] Generating forecast for: QQQJ
[2025-12-22T20:30:00.073677] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQQJ' from 'https://tdm.silogroup.org/data/derivative_storage/QQQJ.csv'.
[2025-12-22T20:30:00.084755] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQQJ'.
[2025-12-22T20:30:00.085147] [INFO ] [FORECASTER] Starting predict_future for QQQJ
[2025-12-22T20:30:00.085952] [DEBUG] [LOCAL     ] No optimal features file found for QQQJ: ./output/feature-sets/QQQJ.txt
[2025-12-22T20:30:00.086019] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:30:00.086053] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:30:00.086080] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:30:00.086136] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:30:00.143939] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:30:00.144740] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:30:00.144817] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:30:00.144850] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:30:00.261684] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:30:00.261832] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:30:00.261874] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:30:00.261902] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:30:00.265238] [DEBUG] [FORECASTER] QQQJ: Forecast T+1@11:T+2@11: DOWN (p=23.53%)
[2025-12-22T20:30:00.265538] [INFO ] [FORECASTER] Completed predict_future for QQQJ
[2025-12-22T20:30:00.265676] [INFO ] [sig       ] QQQJ: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:30:00.402325] [INFO ] [LOCAL     ] Saved forecast: QQQJ	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/QQQJ.txt
[2025-12-22T20:30:00.402473] [INFO ] [sig       ] [2641/3560] Completed QQQJ in 0.3s | 2.95 sym/s | Total: 14.9m | ETA: 5.2m
[2025-12-22T20:30:00.402511] [INFO ] [sig       ] [2642/3560] Forecasting QQQM...
[2025-12-22T20:30:00.402540] [INFO ] [sig       ] Generating forecast for: QQQM
[2025-12-22T20:30:00.402586] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQQM' from 'https://tdm.silogroup.org/data/derivative_storage/QQQM.csv'.
[2025-12-22T20:30:00.413639] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQQM'.
[2025-12-22T20:30:00.413984] [INFO ] [FORECASTER] Starting predict_future for QQQM
[2025-12-22T20:30:00.414810] [DEBUG] [LOCAL     ] No optimal features file found for QQQM: ./output/feature-sets/QQQM.txt
[2025-12-22T20:30:00.414865] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:30:00.414898] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:30:00.414927] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:30:00.414985] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:30:00.473589] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:30:00.474435] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:30:00.474515] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:30:00.474549] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:30:00.599644] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:30:00.599793] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:30:00.599833] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:30:00.599864] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:30:00.603365] [DEBUG] [FORECASTER] QQQM: Forecast T+1@11:T+2@11: DOWN (p=9.14%)
[2025-12-22T20:30:00.603704] [INFO ] [FORECASTER] Completed predict_future for QQQM
[2025-12-22T20:30:00.603837] [INFO ] [sig       ] QQQM: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:30:00.740742] [INFO ] [LOCAL     ] Saved forecast: QQQM	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/QQQM.txt
[2025-12-22T20:30:00.740883] [INFO ] [sig       ] [2642/3560] Completed QQQM in 0.3s | 2.95 sym/s | Total: 14.9m | ETA: 5.2m
[2025-12-22T20:30:00.740922] [INFO ] [sig       ] [2643/3560] Forecasting QQQX...
[2025-12-22T20:30:00.740952] [INFO ] [sig       ] Generating forecast for: QQQX
[2025-12-22T20:30:00.740982] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQQX' from 'https://tdm.silogroup.org/data/derivative_storage/QQQX.csv'.
[2025-12-22T20:30:00.751444] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQQX'.
[2025-12-22T20:30:00.751768] [INFO ] [FORECASTER] Starting predict_future for QQQX
[2025-12-22T20:30:00.752553] [DEBUG] [LOCAL     ] No optimal features file found for QQQX: ./output/feature-sets/QQQX.txt
[2025-12-22T20:30:00.752623] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:30:00.752655] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:30:00.752682] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:30:00.752738] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:30:00.813550] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:30:00.814346] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:30:00.814420] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:30:00.814453] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:30:00.933376] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:30:00.933500] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:30:00.933540] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:30:00.933585] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:30:00.936981] [DEBUG] [FORECASTER] QQQX: Forecast T+1@11:T+2@11: DOWN (p=33.57%)
[2025-12-22T20:30:00.937275] [INFO ] [FORECASTER] Completed predict_future for QQQX
[2025-12-22T20:30:00.937405] [INFO ] [sig       ] QQQX: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:30:01.076999] [INFO ] [LOCAL     ] Saved forecast: QQQX	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/QQQX.txt
[2025-12-22T20:30:01.077145] [INFO ] [sig       ] [2643/3560] Completed QQQX in 0.3s | 2.95 sym/s | Total: 15.0m | ETA: 5.2m
[2025-12-22T20:30:01.077184] [INFO ] [sig       ] [2644/3560] Forecasting QQQY...
[2025-12-22T20:30:01.077215] [INFO ] [sig       ] Generating forecast for: QQQY
[2025-12-22T20:30:01.077244] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQQY' from 'https://tdm.silogroup.org/data/derivative_storage/QQQY.csv'.
[2025-12-22T20:30:01.088798] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQQY'.
[2025-12-22T20:30:01.089169] [INFO ] [FORECASTER] Starting predict_future for QQQY
[2025-12-22T20:30:01.089987] [DEBUG] [LOCAL     ] No optimal features file found for QQQY: ./output/feature-sets/QQQY.txt
[2025-12-22T20:30:01.090041] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:30:01.090075] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:30:01.090106] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:30:01.090164] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:30:01.148899] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:30:01.149762] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:30:01.149882] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:30:01.149918] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:30:01.270473] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:30:01.270622] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:30:01.270666] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:30:01.270699] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:30:01.274118] [DEBUG] [FORECASTER] QQQY: Forecast T+1@11:T+2@11: UP (p=55.02%)
[2025-12-22T20:30:01.274415] [INFO ] [FORECASTER] Completed predict_future for QQQY
[2025-12-22T20:30:01.274792] [INFO ] [sig       ] QQQY: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:30:01.429242] [INFO ] [LOCAL     ] Saved forecast: QQQY	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/QQQY.txt
[2025-12-22T20:30:01.429406] [INFO ] [sig       ] [2644/3560] Completed QQQY in 0.4s | 2.95 sym/s | Total: 15.0m | ETA: 5.2m
[2025-12-22T20:30:01.429448] [INFO ] [sig       ] [2645/3560] Forecasting QRHC...
[2025-12-22T20:30:01.429479] [INFO ] [sig       ] Generating forecast for: QRHC
[2025-12-22T20:30:01.429509] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QRHC' from 'https://tdm.silogroup.org/data/derivative_storage/QRHC.csv'.
[2025-12-22T20:30:01.441119] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QRHC'.
[2025-12-22T20:30:01.441701] [INFO ] [FORECASTER] Starting predict_future for QRHC
[2025-12-22T20:30:01.442496] [DEBUG] [LOCAL     ] No optimal features file found for QRHC: ./output/feature-sets/QRHC.txt
[2025-12-22T20:30:01.442548] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:30:01.442603] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:30:01.442633] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:30:01.442690] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:30:01.500070] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:30:01.500896] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:30:01.500977] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:30:01.501009] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:30:01.624441] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:30:01.624621] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:30:01.624663] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:30:01.624693] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:30:01.628057] [DEBUG] [FORECASTER] QRHC: Forecast T+1@11:T+2@11: DOWN (p=38.66%)
[2025-12-22T20:30:01.628359] [INFO ] [FORECASTER] Completed predict_future for QRHC
[2025-12-22T20:30:01.628493] [INFO ] [sig       ] QRHC: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:30:01.768040] [INFO ] [LOCAL     ] Saved forecast: QRHC	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/QRHC.txt
[2025-12-22T20:30:01.768193] [INFO ] [sig       ] [2645/3560] Completed QRHC in 0.3s | 2.95 sym/s | Total: 15.0m | ETA: 5.2m
[2025-12-22T20:30:01.768234] [INFO ] [sig       ] [2646/3560] Forecasting QRVO...
[2025-12-22T20:30:01.768263] [INFO ] [sig       ] Generating forecast for: QRVO
[2025-12-22T20:30:01.768293] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QRVO' from 'https://tdm.silogroup.org/data/derivative_storage/QRVO.csv'.
[2025-12-22T20:30:01.779412] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QRVO'.
[2025-12-22T20:30:01.779831] [INFO ] [FORECASTER] Starting predict_future for QRVO
[2025-12-22T20:30:01.780645] [DEBUG] [LOCAL     ] No optimal features file found for QRVO: ./output/feature-sets/QRVO.txt
[2025-12-22T20:30:01.780705] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:30:01.780740] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:30:01.780767] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:30:01.780822] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:30:01.837082] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:30:01.838004] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:30:01.838089] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:30:01.838122] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:30:01.957180] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:30:01.957341] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:30:01.957380] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:30:01.957410] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:30:01.960902] [DEBUG] [FORECASTER] QRVO: Forecast T+1@11:T+2@11: UP (p=56.07%)
[2025-12-22T20:30:01.961212] [INFO ] [FORECASTER] Completed predict_future for QRVO
[2025-12-22T20:30:01.961339] [INFO ] [sig       ] QRVO: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:30:02.099085] [INFO ] [LOCAL     ] Saved forecast: QRVO	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/QRVO.txt
[2025-12-22T20:30:02.099220] [INFO ] [sig       ] [2646/3560] Completed QRVO in 0.3s | 2.95 sym/s | Total: 15.0m | ETA: 5.2m
[2025-12-22T20:30:02.099258] [INFO ] [sig       ] [2647/3560] Forecasting QS...
[2025-12-22T20:30:02.099286] [INFO ] [sig       ] Generating forecast for: QS
[2025-12-22T20:30:02.099320] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QS' from 'https://tdm.silogroup.org/data/derivative_storage/QS.csv'.
[2025-12-22T20:30:02.111227] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QS'.
[2025-12-22T20:30:02.111605] [INFO ] [FORECASTER] Starting predict_future for QS
[2025-12-22T20:30:02.112393] [DEBUG] [LOCAL     ] No optimal features file found for QS: ./output/feature-sets/QS.txt
[2025-12-22T20:30:02.112446] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:30:02.112480] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:30:02.112509] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:30:02.112566] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:30:02.169163] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:30:02.169880] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:30:02.169960] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:30:02.169993] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:30:02.294663] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:30:02.294835] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:30:02.294877] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:30:02.294908] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:30:02.298480] [DEBUG] [FORECASTER] QS: Forecast T+1@11:T+2@11: DOWN (p=6.08%)
[2025-12-22T20:30:02.298801] [INFO ] [FORECASTER] Completed predict_future for QS
[2025-12-22T20:30:02.298931] [INFO ] [sig       ] QS: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:30:02.443329] [INFO ] [LOCAL     ] Saved forecast: QS	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/QS.txt
[2025-12-22T20:30:02.443547] [INFO ] [sig       ] [2647/3560] Completed QS in 0.3s | 2.95 sym/s | Total: 15.0m | ETA: 5.2m
[2025-12-22T20:30:02.443622] [INFO ] [sig       ] [2648/3560] Forecasting QSI...
[2025-12-22T20:30:02.443669] [INFO ] [sig       ] Generating forecast for: QSI
[2025-12-22T20:30:02.443711] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QSI' from 'https://tdm.silogroup.org/data/derivative_storage/QSI.csv'.
[2025-12-22T20:30:02.457130] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QSI'.
[2025-12-22T20:30:02.457548] [INFO ] [FORECASTER] Starting predict_future for QSI
[2025-12-22T20:30:02.458503] [DEBUG] [LOCAL     ] No optimal features file found for QSI: ./output/feature-sets/QSI.txt
[2025-12-22T20:30:02.458566] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:30:02.458624] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:30:02.458652] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:30:02.458708] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:30:02.517295] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:30:02.518360] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:30:02.518447] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:30:02.518480] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:30:02.651824] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:30:02.651977] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:30:02.652035] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:30:02.652066] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:30:02.655558] [DEBUG] [FORECASTER] QSI: Forecast T+1@11:T+2@11: UP (p=83.07%)
[2025-12-22T20:30:02.655865] [INFO ] [FORECASTER] Completed predict_future for QSI
[2025-12-22T20:30:02.655994] [INFO ] [sig       ] QSI: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:30:02.810319] [INFO ] [LOCAL     ] Saved forecast: QSI	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/QSI.txt
[2025-12-22T20:30:02.810477] [INFO ] [sig       ] [2648/3560] Completed QSI in 0.4s | 2.95 sym/s | Total: 15.0m | ETA: 5.2m
[2025-12-22T20:30:02.810517] [INFO ] [sig       ] [2649/3560] Forecasting QTEC...
[2025-12-22T20:30:02.810549] [INFO ] [sig       ] Generating forecast for: QTEC
[2025-12-22T20:30:02.810603] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QTEC' from 'https://tdm.silogroup.org/data/derivative_storage/QTEC.csv'.
[2025-12-22T20:30:02.821728] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QTEC'.
[2025-12-22T20:30:02.822103] [INFO ] [FORECASTER] Starting predict_future for QTEC
[2025-12-22T20:30:02.823016] [DEBUG] [LOCAL     ] No optimal features file found for QTEC: ./output/feature-sets/QTEC.txt
[2025-12-22T20:30:02.823072] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:30:02.823107] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:30:02.823142] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:30:02.823209] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:30:02.883124] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:30:02.884011] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:30:02.884094] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:30:02.884128] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:30:03.006794] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:30:03.006950] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:30:03.006997] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:30:03.007032] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:30:03.010388] [DEBUG] [FORECASTER] QTEC: Forecast T+1@11:T+2@11: DOWN (p=48.43%)
[2025-12-22T20:30:03.010700] [INFO ] [FORECASTER] Completed predict_future for QTEC
[2025-12-22T20:30:03.010822] [INFO ] [sig       ] QTEC: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:30:03.150407] [INFO ] [LOCAL     ] Saved forecast: QTEC	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/QTEC.txt
[2025-12-22T20:30:03.150597] [INFO ] [sig       ] [2649/3560] Completed QTEC in 0.3s | 2.95 sym/s | Total: 15.0m | ETA: 5.2m
[2025-12-22T20:30:03.150644] [INFO ] [sig       ] [2650/3560] Forecasting QTRX...
[2025-12-22T20:30:03.150674] [INFO ] [sig       ] Generating forecast for: QTRX
[2025-12-22T20:30:03.150705] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QTRX' from 'https://tdm.silogroup.org/data/derivative_storage/QTRX.csv'.
[2025-12-22T20:30:03.163098] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QTRX'.
[2025-12-22T20:30:03.163484] [INFO ] [FORECASTER] Starting predict_future for QTRX
[2025-12-22T20:30:03.164309] [DEBUG] [LOCAL     ] No optimal features file found for QTRX: ./output/feature-sets/QTRX.txt
[2025-12-22T20:30:03.164368] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:30:03.164402] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:30:03.164429] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:30:03.164487] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:30:03.222839] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:30:03.223682] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:30:03.223775] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:30:03.223812] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:30:03.352814] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:30:03.352975] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:30:03.353015] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:30:03.353046] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:30:03.356936] [DEBUG] [FORECASTER] QTRX: Forecast T+1@11:T+2@11: UP (p=88.74%)
[2025-12-22T20:30:03.357221] [INFO ] [FORECASTER] Completed predict_future for QTRX
[2025-12-22T20:30:03.357348] [INFO ] [sig       ] QTRX: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:30:03.500395] [INFO ] [LOCAL     ] Saved forecast: QTRX	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/QTRX.txt
[2025-12-22T20:30:03.500536] [INFO ] [sig       ] [2650/3560] Completed QTRX in 0.3s | 2.95 sym/s | Total: 15.0m | ETA: 5.1m
[2025-12-22T20:30:03.500595] [INFO ] [sig       ] [2651/3560] Forecasting QTTB...
[2025-12-22T20:30:03.500628] [INFO ] [sig       ] Generating forecast for: QTTB
[2025-12-22T20:30:03.500658] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QTTB' from 'https://tdm.silogroup.org/data/derivative_storage/QTTB.csv'.
[2025-12-22T20:30:03.575861] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QTTB'.
[2025-12-22T20:30:03.576247] [INFO ] [FORECASTER] Starting predict_future for QTTB
[2025-12-22T20:30:03.577089] [DEBUG] [LOCAL     ] No optimal features file found for QTTB: ./output/feature-sets/QTTB.txt
[2025-12-22T20:30:03.577144] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:30:03.577210] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:30:03.577241] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:30:03.577300] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:30:03.634717] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:30:03.635552] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:30:03.635654] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:30:03.635688] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:30:03.761411] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:30:03.761565] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:30:03.761624] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:30:03.761656] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:30:03.765142] [DEBUG] [FORECASTER] QTTB: Forecast T+1@11:T+2@11: DOWN (p=14.27%)
[2025-12-22T20:30:03.765425] [INFO ] [FORECASTER] Completed predict_future for QTTB
[2025-12-22T20:30:03.765550] [INFO ] [sig       ] QTTB: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:30:03.903644] [INFO ] [LOCAL     ] Saved forecast: QTTB	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/QTTB.txt
[2025-12-22T20:30:03.903788] [INFO ] [sig       ] [2651/3560] Completed QTTB in 0.4s | 2.95 sym/s | Total: 15.0m | ETA: 5.1m
[2025-12-22T20:30:03.903827] [INFO ] [sig       ] [2652/3560] Forecasting QTUM...
[2025-12-22T20:30:03.903857] [INFO ] [sig       ] Generating forecast for: QTUM
[2025-12-22T20:30:03.903886] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QTUM' from 'https://tdm.silogroup.org/data/derivative_storage/QTUM.csv'.
[2025-12-22T20:30:03.914703] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QTUM'.
[2025-12-22T20:30:03.915075] [INFO ] [FORECASTER] Starting predict_future for QTUM
[2025-12-22T20:30:03.915859] [DEBUG] [LOCAL     ] No optimal features file found for QTUM: ./output/feature-sets/QTUM.txt
[2025-12-22T20:30:03.915911] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:30:03.915959] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:30:03.915987] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:30:03.916044] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:30:03.973217] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:30:03.974028] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:30:03.974107] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:30:03.974139] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:30:04.090881] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:30:04.091030] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:30:04.091069] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:30:04.091098] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:30:04.094447] [DEBUG] [FORECASTER] QTUM: Forecast T+1@11:T+2@11: DOWN (p=7.97%)
[2025-12-22T20:30:04.094733] [INFO ] [FORECASTER] Completed predict_future for QTUM
[2025-12-22T20:30:04.094854] [INFO ] [sig       ] QTUM: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:30:04.231340] [INFO ] [LOCAL     ] Saved forecast: QTUM	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/QTUM.txt
[2025-12-22T20:30:04.231486] [INFO ] [sig       ] [2652/3560] Completed QTUM in 0.3s | 2.95 sym/s | Total: 15.0m | ETA: 5.1m
[2025-12-22T20:30:04.231526] [INFO ] [sig       ] [2653/3560] Forecasting QTWO...
[2025-12-22T20:30:04.231555] [INFO ] [sig       ] Generating forecast for: QTWO
[2025-12-22T20:30:04.231604] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QTWO' from 'https://tdm.silogroup.org/data/derivative_storage/QTWO.csv'.
[2025-12-22T20:30:04.242863] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QTWO'.
[2025-12-22T20:30:04.243193] [INFO ] [FORECASTER] Starting predict_future for QTWO
[2025-12-22T20:30:04.243964] [DEBUG] [LOCAL     ] No optimal features file found for QTWO: ./output/feature-sets/QTWO.txt
[2025-12-22T20:30:04.244015] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:30:04.244049] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:30:04.244077] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:30:04.244135] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:30:04.301188] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:30:04.302032] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:30:04.302120] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:30:04.302152] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:30:04.424110] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:30:04.424276] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:30:04.424317] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:30:04.424345] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:30:04.427967] [DEBUG] [FORECASTER] QTWO: Forecast T+1@11:T+2@11: DOWN (p=15.37%)
[2025-12-22T20:30:04.428287] [INFO ] [FORECASTER] Completed predict_future for QTWO
[2025-12-22T20:30:04.428431] [INFO ] [sig       ] QTWO: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:30:04.577790] [INFO ] [LOCAL     ] Saved forecast: QTWO	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/QTWO.txt
[2025-12-22T20:30:04.577953] [INFO ] [sig       ] [2653/3560] Completed QTWO in 0.3s | 2.95 sym/s | Total: 15.0m | ETA: 5.1m
[2025-12-22T20:30:04.577994] [INFO ] [sig       ] [2654/3560] Forecasting QUAD...
[2025-12-22T20:30:04.578024] [INFO ] [sig       ] Generating forecast for: QUAD
[2025-12-22T20:30:04.578054] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QUAD' from 'https://tdm.silogroup.org/data/derivative_storage/QUAD.csv'.
[2025-12-22T20:30:04.590850] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QUAD'.
[2025-12-22T20:30:04.591309] [INFO ] [FORECASTER] Starting predict_future for QUAD
[2025-12-22T20:30:04.592169] [DEBUG] [LOCAL     ] No optimal features file found for QUAD: ./output/feature-sets/QUAD.txt
[2025-12-22T20:30:04.592222] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:30:04.592255] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:30:04.592285] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:30:04.592368] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:30:04.653918] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:30:04.654873] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:30:04.654958] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:30:04.654992] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:30:04.793336] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:30:04.793508] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:30:04.793559] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:30:04.793654] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:30:04.797595] [DEBUG] [FORECASTER] QUAD: Forecast T+1@11:T+2@11: DOWN (p=27.66%)
[2025-12-22T20:30:04.797904] [INFO ] [FORECASTER] Completed predict_future for QUAD
[2025-12-22T20:30:04.798057] [INFO ] [sig       ] QUAD: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:30:04.952768] [INFO ] [LOCAL     ] Saved forecast: QUAD	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/QUAD.txt
[2025-12-22T20:30:04.952942] [INFO ] [sig       ] [2654/3560] Completed QUAD in 0.4s | 2.95 sym/s | Total: 15.0m | ETA: 5.1m
[2025-12-22T20:30:04.952983] [INFO ] [sig       ] [2655/3560] Forecasting QUIK...
[2025-12-22T20:30:04.953012] [INFO ] [sig       ] Generating forecast for: QUIK
[2025-12-22T20:30:04.953041] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QUIK' from 'https://tdm.silogroup.org/data/derivative_storage/QUIK.csv'.
[2025-12-22T20:30:04.967724] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QUIK'.
[2025-12-22T20:30:04.968205] [INFO ] [FORECASTER] Starting predict_future for QUIK
[2025-12-22T20:30:04.969381] [DEBUG] [LOCAL     ] No optimal features file found for QUIK: ./output/feature-sets/QUIK.txt
[2025-12-22T20:30:04.969450] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:30:04.969490] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:30:04.969524] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:30:04.969620] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:30:05.035046] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:30:05.036008] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:30:05.036097] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:30:05.036132] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:30:05.166517] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:30:05.166707] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:30:05.166750] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:30:05.166779] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:30:05.170818] [DEBUG] [FORECASTER] QUIK: Forecast T+1@11:T+2@11: DOWN (p=20.68%)
[2025-12-22T20:30:05.171181] [INFO ] [FORECASTER] Completed predict_future for QUIK
[2025-12-22T20:30:05.171326] [INFO ] [sig       ] QUIK: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:30:05.363259] [INFO ] [LOCAL     ] Saved forecast: QUIK	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/QUIK.txt
[2025-12-22T20:30:05.363512] [INFO ] [sig       ] [2655/3560] Completed QUIK in 0.4s | 2.95 sym/s | Total: 15.0m | ETA: 5.1m
[2025-12-22T20:30:05.363613] [INFO ] [sig       ] [2656/3560] Forecasting QURE...
[2025-12-22T20:30:05.363670] [INFO ] [sig       ] Generating forecast for: QURE
[2025-12-22T20:30:05.363721] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QURE' from 'https://tdm.silogroup.org/data/derivative_storage/QURE.csv'.
[2025-12-22T20:30:05.381726] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QURE'.
[2025-12-22T20:30:05.382202] [INFO ] [FORECASTER] Starting predict_future for QURE
[2025-12-22T20:30:05.383264] [DEBUG] [LOCAL     ] No optimal features file found for QURE: ./output/feature-sets/QURE.txt
[2025-12-22T20:30:05.383332] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:30:05.383380] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:30:05.383417] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:30:05.383493] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:30:05.472699] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:30:05.473982] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:30:05.474102] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:30:05.474157] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:30:05.626825] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:30:05.627013] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:30:05.627064] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:30:05.627104] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:30:05.631901] [DEBUG] [FORECASTER] QURE: Forecast T+1@11:T+2@11: UP (p=64.43%)
[2025-12-22T20:30:05.632340] [INFO ] [FORECASTER] Completed predict_future for QURE
[2025-12-22T20:30:05.632530] [INFO ] [sig       ] QURE: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:30:05.832382] [INFO ] [LOCAL     ] Saved forecast: QURE	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/QURE.txt
[2025-12-22T20:30:05.832545] [INFO ] [sig       ] [2656/3560] Completed QURE in 0.5s | 2.95 sym/s | Total: 15.0m | ETA: 5.1m
[2025-12-22T20:30:05.832608] [INFO ] [sig       ] [2657/3560] Forecasting QVAL...
[2025-12-22T20:30:05.832642] [INFO ] [sig       ] Generating forecast for: QVAL
[2025-12-22T20:30:05.832675] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QVAL' from 'https://tdm.silogroup.org/data/derivative_storage/QVAL.csv'.
[2025-12-22T20:30:05.845278] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QVAL'.
[2025-12-22T20:30:05.845746] [INFO ] [FORECASTER] Starting predict_future for QVAL
[2025-12-22T20:30:05.846589] [DEBUG] [LOCAL     ] No optimal features file found for QVAL: ./output/feature-sets/QVAL.txt
[2025-12-22T20:30:05.846645] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:30:05.846679] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:30:05.846707] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:30:05.846764] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:30:05.922770] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:30:05.923901] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:30:05.924017] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:30:05.924059] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:30:06.052596] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:30:06.052765] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:30:06.052807] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:30:06.052836] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:30:06.056490] [DEBUG] [FORECASTER] QVAL: Forecast T+1@11:T+2@11: DOWN (p=45.29%)
[2025-12-22T20:30:06.056870] [INFO ] [FORECASTER] Completed predict_future for QVAL
[2025-12-22T20:30:06.057032] [INFO ] [sig       ] QVAL: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:30:06.206511] [INFO ] [LOCAL     ] Saved forecast: QVAL	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/QVAL.txt
[2025-12-22T20:30:06.206711] [INFO ] [sig       ] [2657/3560] Completed QVAL in 0.4s | 2.95 sym/s | Total: 15.0m | ETA: 5.1m
[2025-12-22T20:30:06.206755] [INFO ] [sig       ] [2658/3560] Forecasting QVCC...
[2025-12-22T20:30:06.206788] [INFO ] [sig       ] Generating forecast for: QVCC
[2025-12-22T20:30:06.206819] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QVCC' from 'https://tdm.silogroup.org/data/derivative_storage/QVCC.csv'.
[2025-12-22T20:30:06.218809] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QVCC'.
[2025-12-22T20:30:06.219276] [INFO ] [FORECASTER] Starting predict_future for QVCC
[2025-12-22T20:30:06.220134] [DEBUG] [LOCAL     ] No optimal features file found for QVCC: ./output/feature-sets/QVCC.txt
[2025-12-22T20:30:06.220192] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:30:06.220227] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:30:06.220258] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:30:06.220334] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:30:06.279443] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:30:06.280333] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:30:06.280427] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:30:06.280460] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:30:06.423973] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:30:06.424147] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:30:06.424192] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:30:06.424223] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:30:06.429413] [DEBUG] [FORECASTER] QVCC: Forecast T+1@11:T+2@11: DOWN (p=8.18%)
[2025-12-22T20:30:06.429956] [INFO ] [FORECASTER] Completed predict_future for QVCC
[2025-12-22T20:30:06.430162] [INFO ] [sig       ] QVCC: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:30:06.608015] [INFO ] [LOCAL     ] Saved forecast: QVCC	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/QVCC.txt
[2025-12-22T20:30:06.608215] [INFO ] [sig       ] [2658/3560] Completed QVCC in 0.4s | 2.94 sym/s | Total: 15.0m | ETA: 5.1m
[2025-12-22T20:30:06.608258] [INFO ] [sig       ] [2659/3560] Forecasting QYLD...
[2025-12-22T20:30:06.608289] [INFO ] [sig       ] Generating forecast for: QYLD
[2025-12-22T20:30:06.608321] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QYLD' from 'https://tdm.silogroup.org/data/derivative_storage/QYLD.csv'.
[2025-12-22T20:30:06.620048] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QYLD'.
[2025-12-22T20:30:06.620450] [INFO ] [FORECASTER] Starting predict_future for QYLD
[2025-12-22T20:30:06.621284] [DEBUG] [LOCAL     ] No optimal features file found for QYLD: ./output/feature-sets/QYLD.txt
[2025-12-22T20:30:06.621339] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:30:06.621373] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:30:06.621399] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:30:06.621474] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:30:06.679912] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:30:06.680822] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:30:06.680907] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:30:06.680942] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:30:06.801232] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:30:06.801399] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:30:06.801461] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:30:06.801493] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:30:06.805000] [DEBUG] [FORECASTER] QYLD: Forecast T+1@11:T+2@11: UP (p=94.90%)
[2025-12-22T20:30:06.805308] [INFO ] [FORECASTER] Completed predict_future for QYLD
[2025-12-22T20:30:06.805471] [INFO ] [sig       ] QYLD: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:30:06.944513] [INFO ] [LOCAL     ] Saved forecast: QYLD	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/QYLD.txt
[2025-12-22T20:30:06.944689] [INFO ] [sig       ] [2659/3560] Completed QYLD in 0.3s | 2.94 sym/s | Total: 15.0m | ETA: 5.1m
[2025-12-22T20:30:06.944731] [INFO ] [sig       ] [2660/3560] Forecasting QYLG...
[2025-12-22T20:30:06.944761] [INFO ] [sig       ] Generating forecast for: QYLG
[2025-12-22T20:30:06.944792] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QYLG' from 'https://tdm.silogroup.org/data/derivative_storage/QYLG.csv'.
[2025-12-22T20:30:06.956103] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QYLG'.
[2025-12-22T20:30:06.956491] [INFO ] [FORECASTER] Starting predict_future for QYLG
[2025-12-22T20:30:06.957307] [DEBUG] [LOCAL     ] No optimal features file found for QYLG: ./output/feature-sets/QYLG.txt
[2025-12-22T20:30:06.957361] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:30:06.957394] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:30:06.957421] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:30:06.957476] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:30:07.013439] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:30:07.014297] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:30:07.014378] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:30:07.014412] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:30:07.130814] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:30:07.130970] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:30:07.131010] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:30:07.131039] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:30:07.134396] [DEBUG] [FORECASTER] QYLG: Forecast T+1@11:T+2@11: UP (p=89.17%)
[2025-12-22T20:30:07.134704] [INFO ] [FORECASTER] Completed predict_future for QYLG
[2025-12-22T20:30:07.134830] [INFO ] [sig       ] QYLG: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:30:07.275753] [INFO ] [LOCAL     ] Saved forecast: QYLG	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/QYLG.txt
[2025-12-22T20:30:07.275910] [INFO ] [sig       ] [2660/3560] Completed QYLG in 0.3s | 2.94 sym/s | Total: 15.1m | ETA: 5.1m
[2025-12-22T20:30:07.275951] [INFO ] [sig       ] [2661/3560] Forecasting RA...
[2025-12-22T20:30:07.275980] [INFO ] [sig       ] Generating forecast for: RA
[2025-12-22T20:30:07.276011] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RA' from 'https://tdm.silogroup.org/data/derivative_storage/RA.csv'.
[2025-12-22T20:30:07.288048] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RA'.
[2025-12-22T20:30:07.288472] [INFO ] [FORECASTER] Starting predict_future for RA
[2025-12-22T20:30:07.289380] [DEBUG] [LOCAL     ] No optimal features file found for RA: ./output/feature-sets/RA.txt
[2025-12-22T20:30:07.289438] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:30:07.289471] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:30:07.289499] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:30:07.289557] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:30:07.345258] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:30:07.346143] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:30:07.346290] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:30:07.346324] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:30:07.466149] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:30:07.466290] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:30:07.466331] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:30:07.466360] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:30:07.469732] [DEBUG] [FORECASTER] RA: Forecast T+1@11:T+2@11: UP (p=70.59%)
[2025-12-22T20:30:07.470002] [INFO ] [FORECASTER] Completed predict_future for RA
[2025-12-22T20:30:07.470120] [INFO ] [sig       ] RA: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:30:07.606604] [INFO ] [LOCAL     ] Saved forecast: RA	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/RA.txt
[2025-12-22T20:30:07.606761] [INFO ] [sig       ] [2661/3560] Completed RA in 0.3s | 2.94 sym/s | Total: 15.1m | ETA: 5.1m
[2025-12-22T20:30:07.606802] [INFO ] [sig       ] [2662/3560] Forecasting RACE...
[2025-12-22T20:30:07.606841] [INFO ] [sig       ] Generating forecast for: RACE
[2025-12-22T20:30:07.606882] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RACE' from 'https://tdm.silogroup.org/data/derivative_storage/RACE.csv'.
[2025-12-22T20:30:07.618880] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RACE'.
[2025-12-22T20:30:07.619261] [INFO ] [FORECASTER] Starting predict_future for RACE
[2025-12-22T20:30:07.620089] [DEBUG] [LOCAL     ] No optimal features file found for RACE: ./output/feature-sets/RACE.txt
[2025-12-22T20:30:07.620141] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:30:07.620174] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:30:07.620202] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:30:07.620259] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:30:07.676130] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:30:07.676832] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:30:07.676909] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:30:07.676942] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:30:07.798806] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:30:07.798968] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:30:07.799036] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:30:07.799069] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:30:07.802527] [DEBUG] [FORECASTER] RACE: Forecast T+1@11:T+2@11: UP (p=70.89%)
[2025-12-22T20:30:07.802818] [INFO ] [FORECASTER] Completed predict_future for RACE
[2025-12-22T20:30:07.802941] [INFO ] [sig       ] RACE: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:30:07.938711] [INFO ] [LOCAL     ] Saved forecast: RACE	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/RACE.txt
[2025-12-22T20:30:07.938855] [INFO ] [sig       ] [2662/3560] Completed RACE in 0.3s | 2.94 sym/s | Total: 15.1m | ETA: 5.1m
[2025-12-22T20:30:07.938894] [INFO ] [sig       ] [2663/3560] Forecasting RAIL...
[2025-12-22T20:30:07.938924] [INFO ] [sig       ] Generating forecast for: RAIL
[2025-12-22T20:30:07.938953] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RAIL' from 'https://tdm.silogroup.org/data/derivative_storage/RAIL.csv'.
[2025-12-22T20:30:07.949559] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RAIL'.
[2025-12-22T20:30:07.949924] [INFO ] [FORECASTER] Starting predict_future for RAIL
[2025-12-22T20:30:07.950728] [DEBUG] [LOCAL     ] No optimal features file found for RAIL: ./output/feature-sets/RAIL.txt
[2025-12-22T20:30:07.950780] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:30:07.950827] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:30:07.950856] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:30:07.950913] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:30:08.014643] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:30:08.015986] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:30:08.016095] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:30:08.016130] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:30:08.140482] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:30:08.140645] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:30:08.140685] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:30:08.140713] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:30:08.144096] [DEBUG] [FORECASTER] RAIL: Forecast T+1@11:T+2@11: UP (p=60.86%)
[2025-12-22T20:30:08.144360] [INFO ] [FORECASTER] Completed predict_future for RAIL
[2025-12-22T20:30:08.144490] [INFO ] [sig       ] RAIL: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:30:08.283316] [INFO ] [LOCAL     ] Saved forecast: RAIL	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/RAIL.txt
[2025-12-22T20:30:08.283455] [INFO ] [sig       ] [2663/3560] Completed RAIL in 0.3s | 2.94 sym/s | Total: 15.1m | ETA: 5.1m
[2025-12-22T20:30:08.283496] [INFO ] [sig       ] [2664/3560] Forecasting RAMP...
[2025-12-22T20:30:08.283527] [INFO ] [sig       ] Generating forecast for: RAMP
[2025-12-22T20:30:08.283557] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RAMP' from 'https://tdm.silogroup.org/data/derivative_storage/RAMP.csv'.
[2025-12-22T20:30:08.295789] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RAMP'.
[2025-12-22T20:30:08.296243] [INFO ] [FORECASTER] Starting predict_future for RAMP
[2025-12-22T20:30:08.297183] [DEBUG] [LOCAL     ] No optimal features file found for RAMP: ./output/feature-sets/RAMP.txt
[2025-12-22T20:30:08.297248] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:30:08.297296] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:30:08.297336] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:30:08.297412] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:30:08.355036] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:30:08.355898] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:30:08.355977] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:30:08.356009] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:30:08.477736] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:30:08.477892] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:30:08.477932] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:30:08.477963] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:30:08.481359] [DEBUG] [FORECASTER] RAMP: Forecast T+1@11:T+2@11: DOWN (p=22.06%)
[2025-12-22T20:30:08.481691] [INFO ] [FORECASTER] Completed predict_future for RAMP
[2025-12-22T20:30:08.481825] [INFO ] [sig       ] RAMP: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:30:08.627648] [INFO ] [LOCAL     ] Saved forecast: RAMP	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/RAMP.txt
[2025-12-22T20:30:08.627815] [INFO ] [sig       ] [2664/3560] Completed RAMP in 0.3s | 2.94 sym/s | Total: 15.1m | ETA: 5.1m
[2025-12-22T20:30:08.627856] [INFO ] [sig       ] [2665/3560] Forecasting RAPP...
[2025-12-22T20:30:08.627886] [INFO ] [sig       ] Generating forecast for: RAPP
[2025-12-22T20:30:08.627916] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RAPP' from 'https://tdm.silogroup.org/data/derivative_storage/RAPP.csv'.
[2025-12-22T20:30:08.638373] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RAPP'.
[2025-12-22T20:30:08.638728] [INFO ] [FORECASTER] Starting predict_future for RAPP
[2025-12-22T20:30:08.639521] [DEBUG] [LOCAL     ] No optimal features file found for RAPP: ./output/feature-sets/RAPP.txt
[2025-12-22T20:30:08.639601] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:30:08.639635] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:30:08.639661] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:30:08.639716] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:30:08.695145] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:30:08.695770] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:30:08.695847] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:30:08.695879] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:30:08.815603] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:30:08.815763] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:30:08.815802] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:30:08.815829] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:30:08.819404] [DEBUG] [FORECASTER] RAPP: Forecast T+1@11:T+2@11: DOWN (p=18.56%)
[2025-12-22T20:30:08.819723] [INFO ] [FORECASTER] Completed predict_future for RAPP
[2025-12-22T20:30:08.819855] [INFO ] [sig       ] RAPP: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:30:08.970527] [INFO ] [LOCAL     ] Saved forecast: RAPP	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/RAPP.txt
[2025-12-22T20:30:08.970698] [INFO ] [sig       ] [2665/3560] Completed RAPP in 0.3s | 2.94 sym/s | Total: 15.1m | ETA: 5.1m
[2025-12-22T20:30:08.970740] [INFO ] [sig       ] [2666/3560] Forecasting RARE...
[2025-12-22T20:30:08.970771] [INFO ] [sig       ] Generating forecast for: RARE
[2025-12-22T20:30:08.970802] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RARE' from 'https://tdm.silogroup.org/data/derivative_storage/RARE.csv'.
[2025-12-22T20:30:08.982626] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RARE'.
[2025-12-22T20:30:08.983099] [INFO ] [FORECASTER] Starting predict_future for RARE
[2025-12-22T20:30:08.983917] [DEBUG] [LOCAL     ] No optimal features file found for RARE: ./output/feature-sets/RARE.txt
[2025-12-22T20:30:08.983970] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:30:08.984002] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:30:08.984029] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:30:08.984085] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:30:09.063195] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:30:09.064135] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:30:09.064221] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:30:09.064254] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:30:09.193045] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:30:09.193211] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:30:09.193251] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:30:09.193278] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:30:09.197102] [DEBUG] [FORECASTER] RARE: Forecast T+1@11:T+2@11: UP (p=86.14%)
[2025-12-22T20:30:09.197494] [INFO ] [FORECASTER] Completed predict_future for RARE
[2025-12-22T20:30:09.197665] [INFO ] [sig       ] RARE: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:30:09.337633] [INFO ] [LOCAL     ] Saved forecast: RARE	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/RARE.txt
[2025-12-22T20:30:09.337790] [INFO ] [sig       ] [2666/3560] Completed RARE in 0.4s | 2.94 sym/s | Total: 15.1m | ETA: 5.1m
[2025-12-22T20:30:09.337830] [INFO ] [sig       ] [2667/3560] Forecasting RAVE...
[2025-12-22T20:30:09.337865] [INFO ] [sig       ] Generating forecast for: RAVE
[2025-12-22T20:30:09.337895] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RAVE' from 'https://tdm.silogroup.org/data/derivative_storage/RAVE.csv'.
[2025-12-22T20:30:09.348107] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RAVE'.
[2025-12-22T20:30:09.348478] [INFO ] [FORECASTER] Starting predict_future for RAVE
[2025-12-22T20:30:09.349362] [DEBUG] [LOCAL     ] No optimal features file found for RAVE: ./output/feature-sets/RAVE.txt
[2025-12-22T20:30:09.349417] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:30:09.349451] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:30:09.349478] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:30:09.349534] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:30:09.405708] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:30:09.406605] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:30:09.406690] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:30:09.406723] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:30:09.514512] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:30:09.514685] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:30:09.514725] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:30:09.514754] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:30:09.518114] [DEBUG] [FORECASTER] RAVE: Forecast T+1@11:T+2@11: DOWN (p=42.19%)
[2025-12-22T20:30:09.518395] [INFO ] [FORECASTER] Completed predict_future for RAVE
[2025-12-22T20:30:09.518540] [INFO ] [sig       ] RAVE: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:30:09.659542] [INFO ] [LOCAL     ] Saved forecast: RAVE	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/RAVE.txt
[2025-12-22T20:30:09.659765] [INFO ] [sig       ] [2667/3560] Completed RAVE in 0.3s | 2.94 sym/s | Total: 15.1m | ETA: 5.1m
[2025-12-22T20:30:09.659827] [INFO ] [sig       ] [2668/3560] Forecasting RAY...
[2025-12-22T20:30:09.659860] [INFO ] [sig       ] Generating forecast for: RAY
[2025-12-22T20:30:09.659890] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RAY' from 'https://tdm.silogroup.org/data/derivative_storage/RAY.csv'.
[2025-12-22T20:30:09.671632] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RAY'.
[2025-12-22T20:30:09.671994] [INFO ] [FORECASTER] Starting predict_future for RAY
[2025-12-22T20:30:09.673058] [DEBUG] [LOCAL     ] No optimal features file found for RAY: ./output/feature-sets/RAY.txt
[2025-12-22T20:30:09.673112] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:30:09.673175] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:30:09.673204] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:30:09.673262] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:30:09.733558] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:30:09.734500] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:30:09.734602] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:30:09.734637] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:30:09.862606] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:30:09.862960] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:30:09.863001] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:30:09.863029] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:30:09.867015] [DEBUG] [FORECASTER] RAY: Forecast T+1@11:T+2@11: DOWN (p=3.18%)
[2025-12-22T20:30:09.867300] [INFO ] [FORECASTER] Completed predict_future for RAY
[2025-12-22T20:30:09.867430] [INFO ] [sig       ] RAY: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:30:10.009374] [INFO ] [LOCAL     ] Saved forecast: RAY	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/RAY.txt
[2025-12-22T20:30:10.009586] [INFO ] [sig       ] [2668/3560] Completed RAY in 0.3s | 2.94 sym/s | Total: 15.1m | ETA: 5.0m
[2025-12-22T20:30:10.009644] [INFO ] [sig       ] [2669/3560] Forecasting RBA...
[2025-12-22T20:30:10.009684] [INFO ] [sig       ] Generating forecast for: RBA
[2025-12-22T20:30:10.009725] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RBA' from 'https://tdm.silogroup.org/data/derivative_storage/RBA.csv'.
[2025-12-22T20:30:10.021787] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RBA'.
[2025-12-22T20:30:10.022182] [INFO ] [FORECASTER] Starting predict_future for RBA
[2025-12-22T20:30:10.023211] [DEBUG] [LOCAL     ] No optimal features file found for RBA: ./output/feature-sets/RBA.txt
[2025-12-22T20:30:10.023264] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:30:10.023297] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:30:10.023323] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:30:10.023380] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:30:10.082608] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:30:10.083443] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:30:10.083525] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:30:10.083557] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:30:10.207106] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:30:10.207271] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:30:10.207314] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:30:10.207344] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:30:10.211642] [DEBUG] [FORECASTER] RBA: Forecast T+1@11:T+2@11: UP (p=88.23%)
[2025-12-22T20:30:10.211943] [INFO ] [FORECASTER] Completed predict_future for RBA
[2025-12-22T20:30:10.212077] [INFO ] [sig       ] RBA: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:30:10.348617] [INFO ] [LOCAL     ] Saved forecast: RBA	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/RBA.txt
[2025-12-22T20:30:10.348789] [INFO ] [sig       ] [2669/3560] Completed RBA in 0.3s | 2.94 sym/s | Total: 15.1m | ETA: 5.0m
[2025-12-22T20:30:10.348829] [INFO ] [sig       ] [2670/3560] Forecasting RBB...
[2025-12-22T20:30:10.348861] [INFO ] [sig       ] Generating forecast for: RBB
[2025-12-22T20:30:10.348891] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RBB' from 'https://tdm.silogroup.org/data/derivative_storage/RBB.csv'.
[2025-12-22T20:30:10.359958] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RBB'.
[2025-12-22T20:30:10.360280] [INFO ] [FORECASTER] Starting predict_future for RBB
[2025-12-22T20:30:10.361082] [DEBUG] [LOCAL     ] No optimal features file found for RBB: ./output/feature-sets/RBB.txt
[2025-12-22T20:30:10.361135] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:30:10.361168] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:30:10.361196] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:30:10.361253] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:30:10.429780] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:30:10.430665] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:30:10.430750] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:30:10.430783] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:30:10.555062] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:30:10.555172] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:30:10.555211] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:30:10.555252] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:30:10.558993] [DEBUG] [FORECASTER] RBB: Forecast T+1@11:T+2@11: DOWN (p=40.15%)
[2025-12-22T20:30:10.559375] [INFO ] [FORECASTER] Completed predict_future for RBB
[2025-12-22T20:30:10.559523] [INFO ] [sig       ] RBB: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:30:10.707215] [INFO ] [LOCAL     ] Saved forecast: RBB	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/RBB.txt
[2025-12-22T20:30:10.707404] [INFO ] [sig       ] [2670/3560] Completed RBB in 0.4s | 2.94 sym/s | Total: 15.1m | ETA: 5.0m
[2025-12-22T20:30:10.707454] [INFO ] [sig       ] [2671/3560] Forecasting RBBN...
[2025-12-22T20:30:10.707484] [INFO ] [sig       ] Generating forecast for: RBBN
[2025-12-22T20:30:10.707516] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RBBN' from 'https://tdm.silogroup.org/data/derivative_storage/RBBN.csv'.
[2025-12-22T20:30:10.719982] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RBBN'.
[2025-12-22T20:30:10.720399] [INFO ] [FORECASTER] Starting predict_future for RBBN
[2025-12-22T20:30:10.721421] [DEBUG] [LOCAL     ] No optimal features file found for RBBN: ./output/feature-sets/RBBN.txt
[2025-12-22T20:30:10.721473] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:30:10.721505] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:30:10.721536] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:30:10.721623] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:30:10.779669] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:30:10.780594] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:30:10.780680] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:30:10.780712] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:30:10.908473] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:30:10.908656] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:30:10.908699] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:30:10.908772] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:30:10.912794] [DEBUG] [FORECASTER] RBBN: Forecast T+1@11:T+2@11: DOWN (p=49.66%)
[2025-12-22T20:30:10.913103] [INFO ] [FORECASTER] Completed predict_future for RBBN
[2025-12-22T20:30:10.913258] [INFO ] [sig       ] RBBN: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:30:11.058705] [INFO ] [LOCAL     ] Saved forecast: RBBN	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/RBBN.txt
[2025-12-22T20:30:11.059106] [INFO ] [sig       ] [2671/3560] Completed RBBN in 0.4s | 2.94 sym/s | Total: 15.1m | ETA: 5.0m
[2025-12-22T20:30:11.059153] [INFO ] [sig       ] [2672/3560] Forecasting RBC...
[2025-12-22T20:30:11.059185] [INFO ] [sig       ] Generating forecast for: RBC
[2025-12-22T20:30:11.059216] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RBC' from 'https://tdm.silogroup.org/data/derivative_storage/RBC.csv'.
[2025-12-22T20:30:11.071702] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RBC'.
[2025-12-22T20:30:11.072129] [INFO ] [FORECASTER] Starting predict_future for RBC
[2025-12-22T20:30:11.072967] [DEBUG] [LOCAL     ] No optimal features file found for RBC: ./output/feature-sets/RBC.txt
[2025-12-22T20:30:11.073021] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:30:11.073055] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:30:11.073082] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:30:11.073139] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:30:11.132467] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:30:11.133334] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:30:11.133418] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:30:11.133467] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:30:11.254553] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:30:11.254730] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:30:11.254956] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:30:11.254988] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:30:11.259086] [DEBUG] [FORECASTER] RBC: Forecast T+1@11:T+2@11: DOWN (p=25.22%)
[2025-12-22T20:30:11.259367] [INFO ] [FORECASTER] Completed predict_future for RBC
[2025-12-22T20:30:11.259492] [INFO ] [sig       ] RBC: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:30:11.402328] [INFO ] [LOCAL     ] Saved forecast: RBC	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/RBC.txt
[2025-12-22T20:30:11.402496] [INFO ] [sig       ] [2672/3560] Completed RBC in 0.3s | 2.94 sym/s | Total: 15.1m | ETA: 5.0m
[2025-12-22T20:30:11.402536] [INFO ] [sig       ] [2673/3560] Forecasting RBCAA...
[2025-12-22T20:30:11.402589] [INFO ] [sig       ] Generating forecast for: RBCAA
[2025-12-22T20:30:11.402625] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RBCAA' from 'https://tdm.silogroup.org/data/derivative_storage/RBCAA.csv'.
[2025-12-22T20:30:11.416153] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RBCAA'.
[2025-12-22T20:30:11.416647] [INFO ] [FORECASTER] Starting predict_future for RBCAA
[2025-12-22T20:30:11.417708] [DEBUG] [LOCAL     ] No optimal features file found for RBCAA: ./output/feature-sets/RBCAA.txt
[2025-12-22T20:30:11.417773] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:30:11.417819] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:30:11.417858] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:30:11.417940] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:30:11.484308] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:30:11.485184] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:30:11.485265] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:30:11.485300] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:30:11.612551] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:30:11.612930] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:30:11.612971] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:30:11.612999] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:30:11.616870] [DEBUG] [FORECASTER] RBCAA: Forecast T+1@11:T+2@11: DOWN (p=43.43%)
[2025-12-22T20:30:11.617160] [INFO ] [FORECASTER] Completed predict_future for RBCAA
[2025-12-22T20:30:11.617287] [INFO ] [sig       ] RBCAA: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:30:11.761089] [INFO ] [LOCAL     ] Saved forecast: RBCAA	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/RBCAA.txt
[2025-12-22T20:30:11.761250] [INFO ] [sig       ] [2673/3560] Completed RBCAA in 0.4s | 2.94 sym/s | Total: 15.1m | ETA: 5.0m
[2025-12-22T20:30:11.761290] [INFO ] [sig       ] [2674/3560] Forecasting RBLX...
[2025-12-22T20:30:11.761319] [INFO ] [sig       ] Generating forecast for: RBLX
[2025-12-22T20:30:11.761350] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RBLX' from 'https://tdm.silogroup.org/data/derivative_storage/RBLX.csv'.
[2025-12-22T20:30:11.773419] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RBLX'.
[2025-12-22T20:30:11.773849] [INFO ] [FORECASTER] Starting predict_future for RBLX
[2025-12-22T20:30:11.774738] [DEBUG] [LOCAL     ] No optimal features file found for RBLX: ./output/feature-sets/RBLX.txt
[2025-12-22T20:30:11.774792] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:30:11.774824] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:30:11.774864] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:30:11.774922] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:30:11.836166] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:30:11.837118] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:30:11.837206] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:30:11.837241] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:30:11.962724] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:30:11.962878] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:30:11.962920] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:30:11.962950] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:30:11.966520] [DEBUG] [FORECASTER] RBLX: Forecast T+1@11:T+2@11: UP (p=63.44%)
[2025-12-22T20:30:11.966818] [INFO ] [FORECASTER] Completed predict_future for RBLX
[2025-12-22T20:30:11.967098] [INFO ] [sig       ] RBLX: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:30:12.103997] [INFO ] [LOCAL     ] Saved forecast: RBLX	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/RBLX.txt
[2025-12-22T20:30:12.104132] [INFO ] [sig       ] [2674/3560] Completed RBLX in 0.3s | 2.94 sym/s | Total: 15.1m | ETA: 5.0m
[2025-12-22T20:30:12.104171] [INFO ] [sig       ] [2675/3560] Forecasting RC...
[2025-12-22T20:30:12.104200] [INFO ] [sig       ] Generating forecast for: RC
[2025-12-22T20:30:12.104228] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RC' from 'https://tdm.silogroup.org/data/derivative_storage/RC.csv'.
[2025-12-22T20:30:12.115898] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RC'.
[2025-12-22T20:30:12.116268] [INFO ] [FORECASTER] Starting predict_future for RC
[2025-12-22T20:30:12.117116] [DEBUG] [LOCAL     ] No optimal features file found for RC: ./output/feature-sets/RC.txt
[2025-12-22T20:30:12.117169] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:30:12.117201] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:30:12.117228] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:30:12.117285] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:30:12.174870] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:30:12.175570] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:30:12.175666] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:30:12.175699] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:30:12.298321] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:30:12.298467] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:30:12.298507] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:30:12.298535] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:30:12.301837] [DEBUG] [FORECASTER] RC: Forecast T+1@11:T+2@11: DOWN (p=13.06%)
[2025-12-22T20:30:12.302105] [INFO ] [FORECASTER] Completed predict_future for RC
[2025-12-22T20:30:12.302225] [INFO ] [sig       ] RC: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:30:12.436343] [INFO ] [LOCAL     ] Saved forecast: RC	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/RC.txt
[2025-12-22T20:30:12.436463] [INFO ] [sig       ] [2675/3560] Completed RC in 0.3s | 2.94 sym/s | Total: 15.1m | ETA: 5.0m
[2025-12-22T20:30:12.436500] [INFO ] [sig       ] [2676/3560] Forecasting RCEL...
[2025-12-22T20:30:12.436528] [INFO ] [sig       ] Generating forecast for: RCEL
[2025-12-22T20:30:12.436557] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RCEL' from 'https://tdm.silogroup.org/data/derivative_storage/RCEL.csv'.
[2025-12-22T20:30:12.448297] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RCEL'.
[2025-12-22T20:30:12.448676] [INFO ] [FORECASTER] Starting predict_future for RCEL
[2025-12-22T20:30:12.449496] [DEBUG] [LOCAL     ] No optimal features file found for RCEL: ./output/feature-sets/RCEL.txt
[2025-12-22T20:30:12.449564] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:30:12.449621] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:30:12.449649] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:30:12.449704] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:30:12.508621] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:30:12.509447] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:30:12.509529] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:30:12.509561] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:30:12.629166] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:30:12.629322] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:30:12.629362] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:30:12.629390] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:30:12.632762] [DEBUG] [FORECASTER] RCEL: Forecast T+1@11:T+2@11: UP (p=71.89%)
[2025-12-22T20:30:12.633026] [INFO ] [FORECASTER] Completed predict_future for RCEL
[2025-12-22T20:30:12.633144] [INFO ] [sig       ] RCEL: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:30:12.767477] [INFO ] [LOCAL     ] Saved forecast: RCEL	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/RCEL.txt
[2025-12-22T20:30:12.767622] [INFO ] [sig       ] [2676/3560] Completed RCEL in 0.3s | 2.94 sym/s | Total: 15.1m | ETA: 5.0m
[2025-12-22T20:30:12.767664] [INFO ] [sig       ] [2677/3560] Forecasting RCI...
[2025-12-22T20:30:12.767693] [INFO ] [sig       ] Generating forecast for: RCI
[2025-12-22T20:30:12.767722] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RCI' from 'https://tdm.silogroup.org/data/derivative_storage/RCI.csv'.
[2025-12-22T20:30:12.778140] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RCI'.
[2025-12-22T20:30:12.778481] [INFO ] [FORECASTER] Starting predict_future for RCI
[2025-12-22T20:30:12.779302] [DEBUG] [LOCAL     ] No optimal features file found for RCI: ./output/feature-sets/RCI.txt
[2025-12-22T20:30:12.779353] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:30:12.779384] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:30:12.779409] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:30:12.779464] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:30:12.835395] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:30:12.836064] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:30:12.836153] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:30:12.836194] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:30:12.962122] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:30:12.962295] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:30:12.962335] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:30:12.962363] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:30:12.966365] [DEBUG] [FORECASTER] RCI: Forecast T+1@11:T+2@11: UP (p=54.06%)
[2025-12-22T20:30:12.966683] [INFO ] [FORECASTER] Completed predict_future for RCI
[2025-12-22T20:30:12.966815] [INFO ] [sig       ] RCI: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:30:13.109347] [INFO ] [LOCAL     ] Saved forecast: RCI	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/RCI.txt
[2025-12-22T20:30:13.109517] [INFO ] [sig       ] [2677/3560] Completed RCI in 0.3s | 2.94 sym/s | Total: 15.2m | ETA: 5.0m
[2025-12-22T20:30:13.109561] [INFO ] [sig       ] [2678/3560] Forecasting RCKY...
[2025-12-22T20:30:13.109610] [INFO ] [sig       ] Generating forecast for: RCKY
[2025-12-22T20:30:13.109641] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RCKY' from 'https://tdm.silogroup.org/data/derivative_storage/RCKY.csv'.
[2025-12-22T20:30:13.120977] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RCKY'.
[2025-12-22T20:30:13.121373] [INFO ] [FORECASTER] Starting predict_future for RCKY
[2025-12-22T20:30:13.122242] [DEBUG] [LOCAL     ] No optimal features file found for RCKY: ./output/feature-sets/RCKY.txt
[2025-12-22T20:30:13.122295] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:30:13.122327] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:30:13.122354] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:30:13.122411] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:30:13.183001] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:30:13.183804] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:30:13.183913] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:30:13.183946] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:30:13.305992] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:30:13.306142] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:30:13.306181] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:30:13.306210] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:30:13.309940] [DEBUG] [FORECASTER] RCKY: Forecast T+1@11:T+2@11: DOWN (p=25.82%)
[2025-12-22T20:30:13.310215] [INFO ] [FORECASTER] Completed predict_future for RCKY
[2025-12-22T20:30:13.310339] [INFO ] [sig       ] RCKY: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:30:13.449156] [INFO ] [LOCAL     ] Saved forecast: RCKY	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/RCKY.txt
[2025-12-22T20:30:13.449305] [INFO ] [sig       ] [2678/3560] Completed RCKY in 0.3s | 2.94 sym/s | Total: 15.2m | ETA: 5.0m
[2025-12-22T20:30:13.449345] [INFO ] [sig       ] [2679/3560] Forecasting RCL...
[2025-12-22T20:30:13.449376] [INFO ] [sig       ] Generating forecast for: RCL
[2025-12-22T20:30:13.449405] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RCL' from 'https://tdm.silogroup.org/data/derivative_storage/RCL.csv'.
[2025-12-22T20:30:13.460499] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RCL'.
[2025-12-22T20:30:13.460917] [INFO ] [FORECASTER] Starting predict_future for RCL
[2025-12-22T20:30:13.461734] [DEBUG] [LOCAL     ] No optimal features file found for RCL: ./output/feature-sets/RCL.txt
[2025-12-22T20:30:13.461787] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:30:13.461820] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:30:13.461846] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:30:13.461903] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:30:13.520023] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:30:13.520991] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:30:13.521093] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:30:13.521127] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:30:13.651268] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:30:13.651473] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:30:13.651528] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:30:13.651568] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:30:13.656744] [DEBUG] [FORECASTER] RCL: Forecast T+1@11:T+2@11: UP (p=97.83%)
[2025-12-22T20:30:13.657168] [INFO ] [FORECASTER] Completed predict_future for RCL
[2025-12-22T20:30:13.657338] [INFO ] [sig       ] RCL: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:30:13.805128] [INFO ] [LOCAL     ] Saved forecast: RCL	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/RCL.txt
[2025-12-22T20:30:13.805297] [INFO ] [sig       ] [2679/3560] Completed RCL in 0.4s | 2.94 sym/s | Total: 15.2m | ETA: 5.0m
[2025-12-22T20:30:13.805339] [INFO ] [sig       ] [2680/3560] Forecasting RCS...
[2025-12-22T20:30:13.805371] [INFO ] [sig       ] Generating forecast for: RCS
[2025-12-22T20:30:13.805403] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RCS' from 'https://tdm.silogroup.org/data/derivative_storage/RCS.csv'.
[2025-12-22T20:30:13.816640] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RCS'.
[2025-12-22T20:30:13.817012] [INFO ] [FORECASTER] Starting predict_future for RCS
[2025-12-22T20:30:13.817800] [DEBUG] [LOCAL     ] No optimal features file found for RCS: ./output/feature-sets/RCS.txt
[2025-12-22T20:30:13.817852] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:30:13.817885] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:30:13.817912] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:30:13.817968] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:30:13.874425] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:30:13.875326] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:30:13.875411] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:30:13.875444] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:30:13.993062] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:30:13.993220] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:30:13.993259] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:30:13.993308] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:30:13.996671] [DEBUG] [FORECASTER] RCS: Forecast T+1@11:T+2@11: DOWN (p=4.22%)
[2025-12-22T20:30:13.996951] [INFO ] [FORECASTER] Completed predict_future for RCS
[2025-12-22T20:30:13.997080] [INFO ] [sig       ] RCS: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:30:14.135071] [INFO ] [LOCAL     ] Saved forecast: RCS	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/RCS.txt
[2025-12-22T20:30:14.135362] [INFO ] [sig       ] [2680/3560] Completed RCS in 0.3s | 2.94 sym/s | Total: 15.2m | ETA: 5.0m
[2025-12-22T20:30:14.135409] [INFO ] [sig       ] [2681/3560] Forecasting RCUS...
[2025-12-22T20:30:14.135440] [INFO ] [sig       ] Generating forecast for: RCUS
[2025-12-22T20:30:14.135469] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RCUS' from 'https://tdm.silogroup.org/data/derivative_storage/RCUS.csv'.
[2025-12-22T20:30:14.146818] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RCUS'.
[2025-12-22T20:30:14.147228] [INFO ] [FORECASTER] Starting predict_future for RCUS
[2025-12-22T20:30:14.148009] [DEBUG] [LOCAL     ] No optimal features file found for RCUS: ./output/feature-sets/RCUS.txt
[2025-12-22T20:30:14.148060] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:30:14.148092] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:30:14.148118] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:30:14.148177] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:30:14.204555] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:30:14.205430] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:30:14.205518] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:30:14.205549] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:30:14.327110] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:30:14.327262] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:30:14.327301] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:30:14.327331] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:30:14.330680] [DEBUG] [FORECASTER] RCUS: Forecast T+1@11:T+2@11: UP (p=75.06%)
[2025-12-22T20:30:14.330962] [INFO ] [FORECASTER] Completed predict_future for RCUS
[2025-12-22T20:30:14.331083] [INFO ] [sig       ] RCUS: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:30:14.471678] [INFO ] [LOCAL     ] Saved forecast: RCUS	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/RCUS.txt
[2025-12-22T20:30:14.471877] [INFO ] [sig       ] [2681/3560] Completed RCUS in 0.3s | 2.94 sym/s | Total: 15.2m | ETA: 5.0m
[2025-12-22T20:30:14.471918] [INFO ] [sig       ] [2682/3560] Forecasting RDCM...
[2025-12-22T20:30:14.471948] [INFO ] [sig       ] Generating forecast for: RDCM
[2025-12-22T20:30:14.471980] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RDCM' from 'https://tdm.silogroup.org/data/derivative_storage/RDCM.csv'.
[2025-12-22T20:30:14.483136] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RDCM'.
[2025-12-22T20:30:14.483522] [INFO ] [FORECASTER] Starting predict_future for RDCM
[2025-12-22T20:30:14.484354] [DEBUG] [LOCAL     ] No optimal features file found for RDCM: ./output/feature-sets/RDCM.txt
[2025-12-22T20:30:14.484406] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:30:14.484438] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:30:14.484464] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:30:14.484520] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:30:14.544861] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:30:14.545739] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:30:14.545820] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:30:14.545852] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:30:14.666729] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:30:14.666880] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:30:14.666919] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:30:14.666947] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:30:14.670681] [DEBUG] [FORECASTER] RDCM: Forecast T+1@11:T+2@11: DOWN (p=0.49%)
[2025-12-22T20:30:14.670955] [INFO ] [FORECASTER] Completed predict_future for RDCM
[2025-12-22T20:30:14.671081] [INFO ] [sig       ] RDCM: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:30:14.809388] [INFO ] [LOCAL     ] Saved forecast: RDCM	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/RDCM.txt
[2025-12-22T20:30:14.809549] [INFO ] [sig       ] [2682/3560] Completed RDCM in 0.3s | 2.94 sym/s | Total: 15.2m | ETA: 5.0m
[2025-12-22T20:30:14.809609] [INFO ] [sig       ] [2683/3560] Forecasting RDHL...
[2025-12-22T20:30:14.809645] [INFO ] [sig       ] Generating forecast for: RDHL
[2025-12-22T20:30:14.809675] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RDHL' from 'https://tdm.silogroup.org/data/derivative_storage/RDHL.csv'.
[2025-12-22T20:30:14.820938] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RDHL'.
[2025-12-22T20:30:14.821346] [INFO ] [FORECASTER] Starting predict_future for RDHL
[2025-12-22T20:30:14.822169] [DEBUG] [LOCAL     ] No optimal features file found for RDHL: ./output/feature-sets/RDHL.txt
[2025-12-22T20:30:14.822230] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:30:14.822269] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:30:14.822297] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:30:14.822354] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:30:14.879169] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:30:14.879974] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:30:14.880058] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:30:14.880091] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:30:14.999415] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:30:14.999619] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:30:14.999669] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:30:14.999698] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:30:15.003268] [DEBUG] [FORECASTER] RDHL: Forecast T+1@11:T+2@11: UP (p=65.69%)
[2025-12-22T20:30:15.003564] [INFO ] [FORECASTER] Completed predict_future for RDHL
[2025-12-22T20:30:15.003715] [INFO ] [sig       ] RDHL: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:30:15.141745] [INFO ] [LOCAL     ] Saved forecast: RDHL	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/RDHL.txt
[2025-12-22T20:30:15.141875] [INFO ] [sig       ] [2683/3560] Completed RDHL in 0.3s | 2.94 sym/s | Total: 15.2m | ETA: 5.0m
[2025-12-22T20:30:15.141914] [INFO ] [sig       ] [2684/3560] Forecasting RDVY...
[2025-12-22T20:30:15.141944] [INFO ] [sig       ] Generating forecast for: RDVY
[2025-12-22T20:30:15.141972] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RDVY' from 'https://tdm.silogroup.org/data/derivative_storage/RDVY.csv'.
[2025-12-22T20:30:15.153404] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RDVY'.
[2025-12-22T20:30:15.153803] [INFO ] [FORECASTER] Starting predict_future for RDVY
[2025-12-22T20:30:15.154847] [DEBUG] [LOCAL     ] No optimal features file found for RDVY: ./output/feature-sets/RDVY.txt
[2025-12-22T20:30:15.155095] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:30:15.155129] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:30:15.155156] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:30:15.155217] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:30:15.218873] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:30:15.219663] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:30:15.219745] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:30:15.219777] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:30:15.346249] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:30:15.346430] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:30:15.346471] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:30:15.346502] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:30:15.350234] [DEBUG] [FORECASTER] RDVY: Forecast T+1@11:T+2@11: DOWN (p=25.72%)
[2025-12-22T20:30:15.350529] [INFO ] [FORECASTER] Completed predict_future for RDVY
[2025-12-22T20:30:15.350680] [INFO ] [sig       ] RDVY: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:30:15.493859] [INFO ] [LOCAL     ] Saved forecast: RDVY	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/RDVY.txt
[2025-12-22T20:30:15.494015] [INFO ] [sig       ] [2684/3560] Completed RDVY in 0.4s | 2.94 sym/s | Total: 15.2m | ETA: 5.0m
[2025-12-22T20:30:15.494056] [INFO ] [sig       ] [2685/3560] Forecasting RDY...
[2025-12-22T20:30:15.494085] [INFO ] [sig       ] Generating forecast for: RDY
[2025-12-22T20:30:15.494115] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RDY' from 'https://tdm.silogroup.org/data/derivative_storage/RDY.csv'.
[2025-12-22T20:30:15.505718] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RDY'.
[2025-12-22T20:30:15.506111] [INFO ] [FORECASTER] Starting predict_future for RDY
[2025-12-22T20:30:15.506915] [DEBUG] [LOCAL     ] No optimal features file found for RDY: ./output/feature-sets/RDY.txt
[2025-12-22T20:30:15.506966] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:30:15.507024] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:30:15.507052] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:30:15.507108] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:30:15.563711] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:30:15.565063] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:30:15.565155] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:30:15.565189] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:30:15.687005] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:30:15.687164] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:30:15.687207] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:30:15.687237] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:30:15.690707] [DEBUG] [FORECASTER] RDY: Forecast T+1@11:T+2@11: UP (p=67.72%)
[2025-12-22T20:30:15.691201] [INFO ] [FORECASTER] Completed predict_future for RDY
[2025-12-22T20:30:15.691332] [INFO ] [sig       ] RDY: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:30:15.831481] [INFO ] [LOCAL     ] Saved forecast: RDY	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/RDY.txt
[2025-12-22T20:30:15.831665] [INFO ] [sig       ] [2685/3560] Completed RDY in 0.3s | 2.94 sym/s | Total: 15.2m | ETA: 5.0m
[2025-12-22T20:30:15.831710] [INFO ] [sig       ] [2686/3560] Forecasting REAL...
[2025-12-22T20:30:15.831742] [INFO ] [sig       ] Generating forecast for: REAL
[2025-12-22T20:30:15.831772] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REAL' from 'https://tdm.silogroup.org/data/derivative_storage/REAL.csv'.
[2025-12-22T20:30:15.843877] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REAL'.
[2025-12-22T20:30:15.844247] [INFO ] [FORECASTER] Starting predict_future for REAL
[2025-12-22T20:30:15.845071] [DEBUG] [LOCAL     ] No optimal features file found for REAL: ./output/feature-sets/REAL.txt
[2025-12-22T20:30:15.845124] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:30:15.845155] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:30:15.845182] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:30:15.845237] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:30:15.903413] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:30:15.904270] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:30:15.904352] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:30:15.904384] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:30:16.031852] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:30:16.032024] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:30:16.032065] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:30:16.032095] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:30:16.035680] [DEBUG] [FORECASTER] REAL: Forecast T+1@11:T+2@11: UP (p=67.17%)
[2025-12-22T20:30:16.035958] [INFO ] [FORECASTER] Completed predict_future for REAL
[2025-12-22T20:30:16.036083] [INFO ] [sig       ] REAL: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:30:16.173373] [INFO ] [LOCAL     ] Saved forecast: REAL	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/REAL.txt
[2025-12-22T20:30:16.173530] [INFO ] [sig       ] [2686/3560] Completed REAL in 0.3s | 2.94 sym/s | Total: 15.2m | ETA: 4.9m
[2025-12-22T20:30:16.173588] [INFO ] [sig       ] [2687/3560] Forecasting REAX...
[2025-12-22T20:30:16.173631] [INFO ] [sig       ] Generating forecast for: REAX
[2025-12-22T20:30:16.173672] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REAX' from 'https://tdm.silogroup.org/data/derivative_storage/REAX.csv'.
[2025-12-22T20:30:16.185212] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REAX'.
[2025-12-22T20:30:16.185611] [INFO ] [FORECASTER] Starting predict_future for REAX
[2025-12-22T20:30:16.186412] [DEBUG] [LOCAL     ] No optimal features file found for REAX: ./output/feature-sets/REAX.txt
[2025-12-22T20:30:16.186464] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:30:16.186517] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:30:16.186545] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:30:16.186622] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:30:16.246109] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:30:16.247192] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:30:16.247275] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:30:16.247308] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:30:16.373039] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:30:16.373196] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:30:16.373237] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:30:16.373264] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:30:16.377001] [DEBUG] [FORECASTER] REAX: Forecast T+1@11:T+2@11: UP (p=92.65%)
[2025-12-22T20:30:16.377277] [INFO ] [FORECASTER] Completed predict_future for REAX
[2025-12-22T20:30:16.377402] [INFO ] [sig       ] REAX: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:30:16.523055] [INFO ] [LOCAL     ] Saved forecast: REAX	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/REAX.txt
[2025-12-22T20:30:16.523202] [INFO ] [sig       ] [2687/3560] Completed REAX in 0.3s | 2.94 sym/s | Total: 15.2m | ETA: 4.9m
[2025-12-22T20:30:16.523241] [INFO ] [sig       ] [2688/3560] Forecasting REBN...
[2025-12-22T20:30:16.523271] [INFO ] [sig       ] Generating forecast for: REBN
[2025-12-22T20:30:16.523301] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REBN' from 'https://tdm.silogroup.org/data/derivative_storage/REBN.csv'.
[2025-12-22T20:30:16.535672] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REBN'.
[2025-12-22T20:30:16.536017] [INFO ] [FORECASTER] Starting predict_future for REBN
[2025-12-22T20:30:16.536792] [DEBUG] [LOCAL     ] No optimal features file found for REBN: ./output/feature-sets/REBN.txt
[2025-12-22T20:30:16.536843] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:30:16.536874] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:30:16.536901] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:30:16.536957] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:30:16.594205] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:30:16.594933] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:30:16.595011] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:30:16.595043] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:30:16.712559] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:30:16.712728] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:30:16.712767] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:30:16.712840] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:30:16.716404] [DEBUG] [FORECASTER] REBN: Forecast T+1@11:T+2@11: DOWN (p=28.69%)
[2025-12-22T20:30:16.716703] [INFO ] [FORECASTER] Completed predict_future for REBN
[2025-12-22T20:30:16.716831] [INFO ] [sig       ] REBN: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:30:16.857042] [INFO ] [LOCAL     ] Saved forecast: REBN	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/REBN.txt
[2025-12-22T20:30:16.857212] [INFO ] [sig       ] [2688/3560] Completed REBN in 0.3s | 2.94 sym/s | Total: 15.2m | ETA: 4.9m
[2025-12-22T20:30:16.857260] [INFO ] [sig       ] [2689/3560] Forecasting REFI...
[2025-12-22T20:30:16.857290] [INFO ] [sig       ] Generating forecast for: REFI
[2025-12-22T20:30:16.857320] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REFI' from 'https://tdm.silogroup.org/data/derivative_storage/REFI.csv'.
[2025-12-22T20:30:16.868479] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REFI'.
[2025-12-22T20:30:16.868878] [INFO ] [FORECASTER] Starting predict_future for REFI
[2025-12-22T20:30:16.869680] [DEBUG] [LOCAL     ] No optimal features file found for REFI: ./output/feature-sets/REFI.txt
[2025-12-22T20:30:16.869731] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:30:16.869762] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:30:16.869789] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:30:16.869844] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:30:16.926538] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:30:16.927413] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:30:16.927491] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:30:16.927522] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:30:17.045659] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:30:17.045807] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:30:17.045846] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:30:17.045875] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:30:17.049654] [DEBUG] [FORECASTER] REFI: Forecast T+1@11:T+2@11: UP (p=70.90%)
[2025-12-22T20:30:17.050227] [INFO ] [FORECASTER] Completed predict_future for REFI
[2025-12-22T20:30:17.050437] [INFO ] [sig       ] REFI: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:30:17.195266] [INFO ] [LOCAL     ] Saved forecast: REFI	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/REFI.txt
[2025-12-22T20:30:17.195483] [INFO ] [sig       ] [2689/3560] Completed REFI in 0.3s | 2.94 sym/s | Total: 15.2m | ETA: 4.9m
[2025-12-22T20:30:17.195534] [INFO ] [sig       ] [2690/3560] Forecasting REG...
[2025-12-22T20:30:17.195567] [INFO ] [sig       ] Generating forecast for: REG
[2025-12-22T20:30:17.195632] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REG' from 'https://tdm.silogroup.org/data/derivative_storage/REG.csv'.
[2025-12-22T20:30:17.206996] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REG'.
[2025-12-22T20:30:17.207398] [INFO ] [FORECASTER] Starting predict_future for REG
[2025-12-22T20:30:17.208228] [DEBUG] [LOCAL     ] No optimal features file found for REG: ./output/feature-sets/REG.txt
[2025-12-22T20:30:17.208281] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:30:17.208315] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:30:17.208344] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:30:17.208403] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:30:17.268225] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:30:17.269268] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:30:17.269356] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:30:17.269389] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:30:17.391997] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:30:17.392156] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:30:17.392197] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:30:17.392226] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:30:17.395622] [DEBUG] [FORECASTER] REG: Forecast T+1@11:T+2@11: UP (p=94.90%)
[2025-12-22T20:30:17.395918] [INFO ] [FORECASTER] Completed predict_future for REG
[2025-12-22T20:30:17.396045] [INFO ] [sig       ] REG: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:30:17.545485] [INFO ] [LOCAL     ] Saved forecast: REG	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/REG.txt
[2025-12-22T20:30:17.545681] [INFO ] [sig       ] [2690/3560] Completed REG in 0.4s | 2.94 sym/s | Total: 15.2m | ETA: 4.9m
[2025-12-22T20:30:17.545733] [INFO ] [sig       ] [2691/3560] Forecasting REGN...
[2025-12-22T20:30:17.545765] [INFO ] [sig       ] Generating forecast for: REGN
[2025-12-22T20:30:17.545796] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REGN' from 'https://tdm.silogroup.org/data/derivative_storage/REGN.csv'.
[2025-12-22T20:30:17.557646] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REGN'.
[2025-12-22T20:30:17.558229] [INFO ] [FORECASTER] Starting predict_future for REGN
[2025-12-22T20:30:17.559241] [DEBUG] [LOCAL     ] No optimal features file found for REGN: ./output/feature-sets/REGN.txt
[2025-12-22T20:30:17.559295] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:30:17.559327] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:30:17.559354] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:30:17.559410] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:30:17.622733] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:30:17.623800] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:30:17.623909] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:30:17.623944] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:30:17.754831] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:30:17.754991] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:30:17.755032] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:30:17.755062] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:30:17.759053] [DEBUG] [FORECASTER] REGN: Forecast T+1@11:T+2@11: DOWN (p=6.29%)
[2025-12-22T20:30:17.759370] [INFO ] [FORECASTER] Completed predict_future for REGN
[2025-12-22T20:30:17.759507] [INFO ] [sig       ] REGN: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:30:17.917214] [INFO ] [LOCAL     ] Saved forecast: REGN	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/REGN.txt
[2025-12-22T20:30:17.917368] [INFO ] [sig       ] [2691/3560] Completed REGN in 0.4s | 2.94 sym/s | Total: 15.2m | ETA: 4.9m
[2025-12-22T20:30:17.917407] [INFO ] [sig       ] [2692/3560] Forecasting RELL...
[2025-12-22T20:30:17.917436] [INFO ] [sig       ] Generating forecast for: RELL
[2025-12-22T20:30:17.917466] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RELL' from 'https://tdm.silogroup.org/data/derivative_storage/RELL.csv'.
[2025-12-22T20:30:17.928036] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RELL'.
[2025-12-22T20:30:17.928342] [INFO ] [FORECASTER] Starting predict_future for RELL
[2025-12-22T20:30:17.929150] [DEBUG] [LOCAL     ] No optimal features file found for RELL: ./output/feature-sets/RELL.txt
[2025-12-22T20:30:17.929201] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:30:17.929234] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:30:17.929260] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:30:17.929316] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:30:17.985617] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:30:17.986238] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:30:17.986313] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:30:17.986345] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:30:18.103553] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:30:18.103715] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:30:18.103753] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:30:18.103782] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:30:18.107079] [DEBUG] [FORECASTER] RELL: Forecast T+1@11:T+2@11: DOWN (p=1.36%)
[2025-12-22T20:30:18.107365] [INFO ] [FORECASTER] Completed predict_future for RELL
[2025-12-22T20:30:18.107505] [INFO ] [sig       ] RELL: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:30:18.246214] [INFO ] [LOCAL     ] Saved forecast: RELL	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/RELL.txt
[2025-12-22T20:30:18.246364] [INFO ] [sig       ] [2692/3560] Completed RELL in 0.3s | 2.94 sym/s | Total: 15.2m | ETA: 4.9m
[2025-12-22T20:30:18.246408] [INFO ] [sig       ] [2693/3560] Forecasting RELX...
[2025-12-22T20:30:18.246438] [INFO ] [sig       ] Generating forecast for: RELX
[2025-12-22T20:30:18.246469] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RELX' from 'https://tdm.silogroup.org/data/derivative_storage/RELX.csv'.
[2025-12-22T20:30:18.258016] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RELX'.
[2025-12-22T20:30:18.258357] [INFO ] [FORECASTER] Starting predict_future for RELX
[2025-12-22T20:30:18.259180] [DEBUG] [LOCAL     ] No optimal features file found for RELX: ./output/feature-sets/RELX.txt
[2025-12-22T20:30:18.259232] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:30:18.259263] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:30:18.259289] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:30:18.259344] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:30:18.316792] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:30:18.317446] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:30:18.317533] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:30:18.317588] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:30:18.441021] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:30:18.441173] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:30:18.441216] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:30:18.441246] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:30:18.444686] [DEBUG] [FORECASTER] RELX: Forecast T+1@11:T+2@11: DOWN (p=28.09%)
[2025-12-22T20:30:18.444962] [INFO ] [FORECASTER] Completed predict_future for RELX
[2025-12-22T20:30:18.445084] [INFO ] [sig       ] RELX: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:30:18.591374] [INFO ] [LOCAL     ] Saved forecast: RELX	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/RELX.txt
[2025-12-22T20:30:18.591519] [INFO ] [sig       ] [2693/3560] Completed RELX in 0.3s | 2.94 sym/s | Total: 15.2m | ETA: 4.9m
[2025-12-22T20:30:18.591562] [INFO ] [sig       ] [2694/3560] Forecasting RELY...
[2025-12-22T20:30:18.591621] [INFO ] [sig       ] Generating forecast for: RELY
[2025-12-22T20:30:18.591654] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RELY' from 'https://tdm.silogroup.org/data/derivative_storage/RELY.csv'.
[2025-12-22T20:30:18.603319] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RELY'.
[2025-12-22T20:30:18.603706] [INFO ] [FORECASTER] Starting predict_future for RELY
[2025-12-22T20:30:18.604525] [DEBUG] [LOCAL     ] No optimal features file found for RELY: ./output/feature-sets/RELY.txt
[2025-12-22T20:30:18.604606] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:30:18.604660] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:30:18.604707] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:30:18.604796] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:30:18.664964] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:30:18.665879] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:30:18.665966] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:30:18.666000] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:30:18.786799] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:30:18.786954] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:30:18.787013] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:30:18.787043] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:30:18.790500] [DEBUG] [FORECASTER] RELY: Forecast T+1@11:T+2@11: DOWN (p=27.52%)
[2025-12-22T20:30:18.790841] [INFO ] [FORECASTER] Completed predict_future for RELY
[2025-12-22T20:30:18.790972] [INFO ] [sig       ] RELY: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:30:18.928321] [INFO ] [LOCAL     ] Saved forecast: RELY	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/RELY.txt
[2025-12-22T20:30:18.928469] [INFO ] [sig       ] [2694/3560] Completed RELY in 0.3s | 2.94 sym/s | Total: 15.2m | ETA: 4.9m
[2025-12-22T20:30:18.928508] [INFO ] [sig       ] [2695/3560] Forecasting REPL...
[2025-12-22T20:30:18.928538] [INFO ] [sig       ] Generating forecast for: REPL
[2025-12-22T20:30:18.928588] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REPL' from 'https://tdm.silogroup.org/data/derivative_storage/REPL.csv'.
[2025-12-22T20:30:18.939902] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REPL'.
[2025-12-22T20:30:18.940285] [INFO ] [FORECASTER] Starting predict_future for REPL
[2025-12-22T20:30:18.941071] [DEBUG] [LOCAL     ] No optimal features file found for REPL: ./output/feature-sets/REPL.txt
[2025-12-22T20:30:18.941122] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:30:18.941155] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:30:18.941184] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:30:18.941239] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:30:19.001602] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:30:19.002622] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:30:19.002748] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:30:19.002789] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:30:19.126502] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:30:19.126675] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:30:19.126716] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:30:19.126748] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:30:19.130120] [DEBUG] [FORECASTER] REPL: Forecast T+1@11:T+2@11: DOWN (p=38.12%)
[2025-12-22T20:30:19.130393] [INFO ] [FORECASTER] Completed predict_future for REPL
[2025-12-22T20:30:19.130516] [INFO ] [sig       ] REPL: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:30:19.270533] [INFO ] [LOCAL     ] Saved forecast: REPL	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/REPL.txt
[2025-12-22T20:30:19.270706] [INFO ] [sig       ] [2695/3560] Completed REPL in 0.3s | 2.94 sym/s | Total: 15.3m | ETA: 4.9m
[2025-12-22T20:30:19.270754] [INFO ] [sig       ] [2696/3560] Forecasting RERE...
[2025-12-22T20:30:19.270793] [INFO ] [sig       ] Generating forecast for: RERE
[2025-12-22T20:30:19.270829] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RERE' from 'https://tdm.silogroup.org/data/derivative_storage/RERE.csv'.
[2025-12-22T20:30:19.282766] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RERE'.
[2025-12-22T20:30:19.283320] [INFO ] [FORECASTER] Starting predict_future for RERE
[2025-12-22T20:30:19.284119] [DEBUG] [LOCAL     ] No optimal features file found for RERE: ./output/feature-sets/RERE.txt
[2025-12-22T20:30:19.284171] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:30:19.284202] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:30:19.284229] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:30:19.284286] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:30:19.342611] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:30:19.343675] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:30:19.343756] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:30:19.343791] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:30:19.466337] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:30:19.466487] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:30:19.466526] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:30:19.466554] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:30:19.469910] [DEBUG] [FORECASTER] RERE: Forecast T+1@11:T+2@11: UP (p=90.65%)
[2025-12-22T20:30:19.470183] [INFO ] [FORECASTER] Completed predict_future for RERE
[2025-12-22T20:30:19.470308] [INFO ] [sig       ] RERE: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:30:19.610589] [INFO ] [LOCAL     ] Saved forecast: RERE	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/RERE.txt
[2025-12-22T20:30:19.610741] [INFO ] [sig       ] [2696/3560] Completed RERE in 0.3s | 2.94 sym/s | Total: 15.3m | ETA: 4.9m
[2025-12-22T20:30:19.610789] [INFO ] [sig       ] [2697/3560] Forecasting RES...
[2025-12-22T20:30:19.610826] [INFO ] [sig       ] Generating forecast for: RES
[2025-12-22T20:30:19.610862] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RES' from 'https://tdm.silogroup.org/data/derivative_storage/RES.csv'.
[2025-12-22T20:30:19.621637] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RES'.
[2025-12-22T20:30:19.621980] [INFO ] [FORECASTER] Starting predict_future for RES
[2025-12-22T20:30:19.622824] [DEBUG] [LOCAL     ] No optimal features file found for RES: ./output/feature-sets/RES.txt
[2025-12-22T20:30:19.622878] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:30:19.622911] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:30:19.622938] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:30:19.622996] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:30:19.681868] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:30:19.682749] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:30:19.682837] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:30:19.682871] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:30:19.837191] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:30:19.837413] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:30:19.837469] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:30:19.837505] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:30:19.841814] [DEBUG] [FORECASTER] RES: Forecast T+1@11:T+2@11: DOWN (p=14.06%)
[2025-12-22T20:30:19.842209] [INFO ] [FORECASTER] Completed predict_future for RES
[2025-12-22T20:30:19.842360] [INFO ] [sig       ] RES: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:30:19.987039] [INFO ] [LOCAL     ] Saved forecast: RES	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/RES.txt
[2025-12-22T20:30:19.987203] [INFO ] [sig       ] [2697/3560] Completed RES in 0.4s | 2.94 sym/s | Total: 15.3m | ETA: 4.9m
[2025-12-22T20:30:19.987243] [INFO ] [sig       ] [2698/3560] Forecasting REVG...
[2025-12-22T20:30:19.987274] [INFO ] [sig       ] Generating forecast for: REVG
[2025-12-22T20:30:19.987304] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REVG' from 'https://tdm.silogroup.org/data/derivative_storage/REVG.csv'.
[2025-12-22T20:30:19.998691] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REVG'.
[2025-12-22T20:30:19.999119] [INFO ] [FORECASTER] Starting predict_future for REVG
[2025-12-22T20:30:20.000102] [DEBUG] [LOCAL     ] No optimal features file found for REVG: ./output/feature-sets/REVG.txt
[2025-12-22T20:30:20.000163] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:30:20.000222] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:30:20.000261] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:30:20.000336] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:30:20.062864] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:30:20.063729] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:30:20.063825] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:30:20.063865] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:30:20.192856] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:30:20.193006] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:30:20.193046] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:30:20.193074] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:30:20.196477] [DEBUG] [FORECASTER] REVG: Forecast T+1@11:T+2@11: UP (p=92.60%)
[2025-12-22T20:30:20.196774] [INFO ] [FORECASTER] Completed predict_future for REVG
[2025-12-22T20:30:20.196911] [INFO ] [sig       ] REVG: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:30:20.339526] [INFO ] [LOCAL     ] Saved forecast: REVG	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/REVG.txt
[2025-12-22T20:30:20.339704] [INFO ] [sig       ] [2698/3560] Completed REVG in 0.4s | 2.94 sym/s | Total: 15.3m | ETA: 4.9m
[2025-12-22T20:30:20.339753] [INFO ] [sig       ] [2699/3560] Forecasting REX...
[2025-12-22T20:30:20.339790] [INFO ] [sig       ] Generating forecast for: REX
[2025-12-22T20:30:20.339828] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REX' from 'https://tdm.silogroup.org/data/derivative_storage/REX.csv'.
[2025-12-22T20:30:20.350677] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REX'.
[2025-12-22T20:30:20.350984] [INFO ] [FORECASTER] Starting predict_future for REX
[2025-12-22T20:30:20.351802] [DEBUG] [LOCAL     ] No optimal features file found for REX: ./output/feature-sets/REX.txt
[2025-12-22T20:30:20.351855] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:30:20.351888] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:30:20.351917] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:30:20.351972] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:30:20.411359] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:30:20.412427] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:30:20.412512] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:30:20.412545] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:30:20.537682] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:30:20.537891] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:30:20.537935] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:30:20.537964] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:30:20.541538] [DEBUG] [FORECASTER] REX: Forecast T+1@11:T+2@11: DOWN (p=18.27%)
[2025-12-22T20:30:20.541822] [INFO ] [FORECASTER] Completed predict_future for REX
[2025-12-22T20:30:20.541940] [INFO ] [sig       ] REX: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:30:20.680646] [INFO ] [LOCAL     ] Saved forecast: REX	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/REX.txt
[2025-12-22T20:30:20.680800] [INFO ] [sig       ] [2699/3560] Completed REX in 0.3s | 2.94 sym/s | Total: 15.3m | ETA: 4.9m
[2025-12-22T20:30:20.680840] [INFO ] [sig       ] [2700/3560] Forecasting REYN...
[2025-12-22T20:30:20.680869] [INFO ] [sig       ] Generating forecast for: REYN
[2025-12-22T20:30:20.680899] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REYN' from 'https://tdm.silogroup.org/data/derivative_storage/REYN.csv'.
[2025-12-22T20:30:20.692289] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REYN'.
[2025-12-22T20:30:20.692683] [INFO ] [FORECASTER] Starting predict_future for REYN
[2025-12-22T20:30:20.693438] [DEBUG] [LOCAL     ] No optimal features file found for REYN: ./output/feature-sets/REYN.txt
[2025-12-22T20:30:20.693488] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:30:20.693520] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:30:20.693546] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:30:20.693622] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:30:20.751602] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:30:20.752411] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:30:20.752490] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:30:20.752522] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:30:20.872798] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:30:20.873140] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:30:20.873179] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:30:20.873207] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:30:20.876680] [DEBUG] [FORECASTER] REYN: Forecast T+1@11:T+2@11: DOWN (p=13.36%)
[2025-12-22T20:30:20.876945] [INFO ] [FORECASTER] Completed predict_future for REYN
[2025-12-22T20:30:20.877067] [INFO ] [sig       ] REYN: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:30:21.013391] [INFO ] [LOCAL     ] Saved forecast: REYN	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/REYN.txt
[2025-12-22T20:30:21.013541] [INFO ] [sig       ] [2700/3560] Completed REYN in 0.3s | 2.94 sym/s | Total: 15.3m | ETA: 4.9m
[2025-12-22T20:30:21.013600] [INFO ] [sig       ] [2701/3560] Forecasting REZI...
[2025-12-22T20:30:21.013631] [INFO ] [sig       ] Generating forecast for: REZI
[2025-12-22T20:30:21.013661] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REZI' from 'https://tdm.silogroup.org/data/derivative_storage/REZI.csv'.
[2025-12-22T20:30:21.028639] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REZI'.
[2025-12-22T20:30:21.029203] [INFO ] [FORECASTER] Starting predict_future for REZI
[2025-12-22T20:30:21.030311] [DEBUG] [LOCAL     ] No optimal features file found for REZI: ./output/feature-sets/REZI.txt
[2025-12-22T20:30:21.030378] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:30:21.030415] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:30:21.030445] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:30:21.030505] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:30:21.109873] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:30:21.110802] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:30:21.110899] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:30:21.110935] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:30:21.233041] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:30:21.233194] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:30:21.233234] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:30:21.233263] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:30:21.236640] [DEBUG] [FORECASTER] REZI: Forecast T+1@11:T+2@11: DOWN (p=11.35%)
[2025-12-22T20:30:21.236906] [INFO ] [FORECASTER] Completed predict_future for REZI
[2025-12-22T20:30:21.237029] [INFO ] [sig       ] REZI: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:30:21.377796] [INFO ] [LOCAL     ] Saved forecast: REZI	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/REZI.txt
[2025-12-22T20:30:21.377952] [INFO ] [sig       ] [2701/3560] Completed REZI in 0.4s | 2.94 sym/s | Total: 15.3m | ETA: 4.9m
[2025-12-22T20:30:21.377999] [INFO ] [sig       ] [2702/3560] Forecasting RF...
[2025-12-22T20:30:21.378036] [INFO ] [sig       ] Generating forecast for: RF
[2025-12-22T20:30:21.378066] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RF' from 'https://tdm.silogroup.org/data/derivative_storage/RF.csv'.
[2025-12-22T20:30:21.388737] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RF'.
[2025-12-22T20:30:21.389099] [INFO ] [FORECASTER] Starting predict_future for RF
[2025-12-22T20:30:21.389905] [DEBUG] [LOCAL     ] No optimal features file found for RF: ./output/feature-sets/RF.txt
[2025-12-22T20:30:21.389957] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:30:21.390019] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:30:21.390047] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:30:21.390104] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:30:21.449469] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:30:21.450359] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:30:21.450440] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:30:21.450472] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:30:21.570070] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:30:21.570221] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:30:21.570259] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:30:21.570288] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:30:21.573629] [DEBUG] [FORECASTER] RF: Forecast T+1@11:T+2@11: DOWN (p=7.16%)
[2025-12-22T20:30:21.573899] [INFO ] [FORECASTER] Completed predict_future for RF
[2025-12-22T20:30:21.574018] [INFO ] [sig       ] RF: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:30:21.708919] [INFO ] [LOCAL     ] Saved forecast: RF	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/RF.txt
[2025-12-22T20:30:21.709092] [INFO ] [sig       ] [2702/3560] Completed RF in 0.3s | 2.94 sym/s | Total: 15.3m | ETA: 4.9m
[2025-12-22T20:30:21.709134] [INFO ] [sig       ] [2703/3560] Forecasting RFI...
[2025-12-22T20:30:21.709165] [INFO ] [sig       ] Generating forecast for: RFI
[2025-12-22T20:30:21.709195] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RFI' from 'https://tdm.silogroup.org/data/derivative_storage/RFI.csv'.
[2025-12-22T20:30:21.721259] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RFI'.
[2025-12-22T20:30:21.721598] [INFO ] [FORECASTER] Starting predict_future for RFI
[2025-12-22T20:30:21.722366] [DEBUG] [LOCAL     ] No optimal features file found for RFI: ./output/feature-sets/RFI.txt
[2025-12-22T20:30:21.722417] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:30:21.722449] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:30:21.722475] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:30:21.722530] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:30:21.779273] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:30:21.780120] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:30:21.780199] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:30:21.780230] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:30:21.897089] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:30:21.897241] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:30:21.897280] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:30:21.897307] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:30:21.900631] [DEBUG] [FORECASTER] RFI: Forecast T+1@11:T+2@11: DOWN (p=45.99%)
[2025-12-22T20:30:21.900896] [INFO ] [FORECASTER] Completed predict_future for RFI
[2025-12-22T20:30:21.901014] [INFO ] [sig       ] RFI: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:30:22.036245] [INFO ] [LOCAL     ] Saved forecast: RFI	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/RFI.txt
[2025-12-22T20:30:22.036406] [INFO ] [sig       ] [2703/3560] Completed RFI in 0.3s | 2.94 sym/s | Total: 15.3m | ETA: 4.9m
[2025-12-22T20:30:22.036444] [INFO ] [sig       ] [2704/3560] Forecasting RFL...
[2025-12-22T20:30:22.036474] [INFO ] [sig       ] Generating forecast for: RFL
[2025-12-22T20:30:22.036504] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RFL' from 'https://tdm.silogroup.org/data/derivative_storage/RFL.csv'.
[2025-12-22T20:30:22.047507] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RFL'.
[2025-12-22T20:30:22.047937] [INFO ] [FORECASTER] Starting predict_future for RFL
[2025-12-22T20:30:22.048822] [DEBUG] [LOCAL     ] No optimal features file found for RFL: ./output/feature-sets/RFL.txt
[2025-12-22T20:30:22.048885] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:30:22.048926] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:30:22.048955] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:30:22.049037] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:30:22.105983] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:30:22.106855] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:30:22.106936] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:30:22.106968] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:30:22.223650] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:30:22.223800] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:30:22.223838] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:30:22.223867] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:30:22.227153] [DEBUG] [FORECASTER] RFL: Forecast T+1@11:T+2@11: DOWN (p=25.27%)
[2025-12-22T20:30:22.227416] [INFO ] [FORECASTER] Completed predict_future for RFL
[2025-12-22T20:30:22.227536] [INFO ] [sig       ] RFL: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:30:22.362258] [INFO ] [LOCAL     ] Saved forecast: RFL	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/RFL.txt
[2025-12-22T20:30:22.362403] [INFO ] [sig       ] [2704/3560] Completed RFL in 0.3s | 2.94 sym/s | Total: 15.3m | ETA: 4.8m
[2025-12-22T20:30:22.362443] [INFO ] [sig       ] [2705/3560] Forecasting RFM...
[2025-12-22T20:30:22.362471] [INFO ] [sig       ] Generating forecast for: RFM
[2025-12-22T20:30:22.362502] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RFM' from 'https://tdm.silogroup.org/data/derivative_storage/RFM.csv'.
[2025-12-22T20:30:22.373369] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RFM'.
[2025-12-22T20:30:22.373761] [INFO ] [FORECASTER] Starting predict_future for RFM
[2025-12-22T20:30:22.374635] [DEBUG] [LOCAL     ] No optimal features file found for RFM: ./output/feature-sets/RFM.txt
[2025-12-22T20:30:22.374692] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:30:22.374725] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:30:22.374753] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:30:22.374810] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:30:22.434958] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:30:22.435838] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:30:22.435934] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:30:22.435965] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:30:22.543154] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:30:22.543308] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:30:22.543347] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:30:22.543393] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:30:22.546807] [DEBUG] [FORECASTER] RFM: Forecast T+1@11:T+2@11: DOWN (p=30.00%)
[2025-12-22T20:30:22.547090] [INFO ] [FORECASTER] Completed predict_future for RFM
[2025-12-22T20:30:22.547219] [INFO ] [sig       ] RFM: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:30:22.690968] [INFO ] [LOCAL     ] Saved forecast: RFM	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/RFM.txt
[2025-12-22T20:30:22.691174] [INFO ] [sig       ] [2705/3560] Completed RFM in 0.3s | 2.94 sym/s | Total: 15.3m | ETA: 4.8m
[2025-12-22T20:30:22.691228] [INFO ] [sig       ] [2706/3560] Forecasting RFMZ...
[2025-12-22T20:30:22.691258] [INFO ] [sig       ] Generating forecast for: RFMZ
[2025-12-22T20:30:22.691289] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RFMZ' from 'https://tdm.silogroup.org/data/derivative_storage/RFMZ.csv'.
[2025-12-22T20:30:22.704519] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RFMZ'.
[2025-12-22T20:30:22.704969] [INFO ] [FORECASTER] Starting predict_future for RFMZ
[2025-12-22T20:30:22.705794] [DEBUG] [LOCAL     ] No optimal features file found for RFMZ: ./output/feature-sets/RFMZ.txt
[2025-12-22T20:30:22.705847] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:30:22.705880] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:30:22.705907] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:30:22.705964] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:30:22.765914] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:30:22.766864] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:30:22.766979] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:30:22.767029] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:30:22.896967] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:30:22.897131] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:30:22.897182] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:30:22.897222] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:30:22.900961] [DEBUG] [FORECASTER] RFMZ: Forecast T+1@11:T+2@11: UP (p=68.68%)
[2025-12-22T20:30:22.901244] [INFO ] [FORECASTER] Completed predict_future for RFMZ
[2025-12-22T20:30:22.901370] [INFO ] [sig       ] RFMZ: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:30:23.052146] [INFO ] [LOCAL     ] Saved forecast: RFMZ	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/RFMZ.txt
[2025-12-22T20:30:23.052297] [INFO ] [sig       ] [2706/3560] Completed RFMZ in 0.4s | 2.94 sym/s | Total: 15.3m | ETA: 4.8m
[2025-12-22T20:30:23.052341] [INFO ] [sig       ] [2707/3560] Forecasting RGA...
[2025-12-22T20:30:23.052372] [INFO ] [sig       ] Generating forecast for: RGA
[2025-12-22T20:30:23.052404] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGA' from 'https://tdm.silogroup.org/data/derivative_storage/RGA.csv'.
[2025-12-22T20:30:23.066890] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGA'.
[2025-12-22T20:30:23.067720] [INFO ] [FORECASTER] Starting predict_future for RGA
[2025-12-22T20:30:23.068693] [DEBUG] [LOCAL     ] No optimal features file found for RGA: ./output/feature-sets/RGA.txt
[2025-12-22T20:30:23.068751] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:30:23.068787] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:30:23.068816] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:30:23.068880] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:30:23.128939] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:30:23.130170] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:30:23.130281] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:30:23.130367] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:30:23.259334] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:30:23.259594] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:30:23.259642] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:30:23.259671] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:30:23.264267] [DEBUG] [FORECASTER] RGA: Forecast T+1@11:T+2@11: UP (p=74.37%)
[2025-12-22T20:30:23.264699] [INFO ] [FORECASTER] Completed predict_future for RGA
[2025-12-22T20:30:23.264867] [INFO ] [sig       ] RGA: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:30:23.417668] [INFO ] [LOCAL     ] Saved forecast: RGA	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/RGA.txt
[2025-12-22T20:30:23.417945] [INFO ] [sig       ] [2707/3560] Completed RGA in 0.4s | 2.94 sym/s | Total: 15.3m | ETA: 4.8m
[2025-12-22T20:30:23.417994] [INFO ] [sig       ] [2708/3560] Forecasting RGCO...
[2025-12-22T20:30:23.418029] [INFO ] [sig       ] Generating forecast for: RGCO
[2025-12-22T20:30:23.418062] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGCO' from 'https://tdm.silogroup.org/data/derivative_storage/RGCO.csv'.
[2025-12-22T20:30:23.432326] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGCO'.
[2025-12-22T20:30:23.432938] [INFO ] [FORECASTER] Starting predict_future for RGCO
[2025-12-22T20:30:23.434207] [DEBUG] [LOCAL     ] No optimal features file found for RGCO: ./output/feature-sets/RGCO.txt
[2025-12-22T20:30:23.434281] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:30:23.434315] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:30:23.434344] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:30:23.434405] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:30:23.494317] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:30:23.495540] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:30:23.495699] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:30:23.495739] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:30:23.606625] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:30:23.606869] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-22T20:30:23.606926] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:30:23.606959] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:30:23.611319] [DEBUG] [FORECASTER] RGCO: Forecast T+1@11:T+2@11: DOWN (p=13.25%)
[2025-12-22T20:30:23.611700] [INFO ] [FORECASTER] Completed predict_future for RGCO
[2025-12-22T20:30:23.611882] [INFO ] [sig       ] RGCO: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:30:23.758082] [INFO ] [LOCAL     ] Saved forecast: RGCO	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/RGCO.txt
[2025-12-22T20:30:23.758345] [INFO ] [sig       ] [2708/3560] Completed RGCO in 0.3s | 2.94 sym/s | Total: 15.3m | ETA: 4.8m
[2025-12-22T20:30:23.758420] [INFO ] [sig       ] [2709/3560] Forecasting RGEN...
[2025-12-22T20:30:23.758461] [INFO ] [sig       ] Generating forecast for: RGEN
[2025-12-22T20:30:23.758494] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGEN' from 'https://tdm.silogroup.org/data/derivative_storage/RGEN.csv'.
[2025-12-22T20:30:23.773498] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGEN'.
[2025-12-22T20:30:23.774143] [INFO ] [FORECASTER] Starting predict_future for RGEN
[2025-12-22T20:30:23.775182] [DEBUG] [LOCAL     ] No optimal features file found for RGEN: ./output/feature-sets/RGEN.txt
[2025-12-22T20:30:23.775238] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:30:23.775271] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:30:23.775299] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:30:23.775380] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:30:23.841834] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:30:23.843661] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:30:23.843769] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:30:23.843806] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:30:23.979319] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:30:23.979559] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:30:23.979626] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:30:23.979659] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:30:23.984570] [DEBUG] [FORECASTER] RGEN: Forecast T+1@11:T+2@11: DOWN (p=5.25%)
[2025-12-22T20:30:23.985032] [INFO ] [FORECASTER] Completed predict_future for RGEN
[2025-12-22T20:30:23.985231] [INFO ] [sig       ] RGEN: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:30:24.141824] [INFO ] [LOCAL     ] Saved forecast: RGEN	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/RGEN.txt
[2025-12-22T20:30:24.142075] [INFO ] [sig       ] [2709/3560] Completed RGEN in 0.4s | 2.94 sym/s | Total: 15.3m | ETA: 4.8m
[2025-12-22T20:30:24.142129] [INFO ] [sig       ] [2710/3560] Forecasting RGLD...
[2025-12-22T20:30:24.142171] [INFO ] [sig       ] Generating forecast for: RGLD
[2025-12-22T20:30:24.142207] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGLD' from 'https://tdm.silogroup.org/data/derivative_storage/RGLD.csv'.
[2025-12-22T20:30:24.157161] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGLD'.
[2025-12-22T20:30:24.157809] [INFO ] [FORECASTER] Starting predict_future for RGLD
[2025-12-22T20:30:24.158811] [DEBUG] [LOCAL     ] No optimal features file found for RGLD: ./output/feature-sets/RGLD.txt
[2025-12-22T20:30:24.158868] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:30:24.158903] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:30:24.158930] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:30:24.158989] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:30:24.220096] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:30:24.221323] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:30:24.221428] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:30:24.221461] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:30:24.343946] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:30:24.344173] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:30:24.344219] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:30:24.344249] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:30:24.348172] [DEBUG] [FORECASTER] RGLD: Forecast T+1@11:T+2@11: UP (p=98.08%)
[2025-12-22T20:30:24.348500] [INFO ] [FORECASTER] Completed predict_future for RGLD
[2025-12-22T20:30:24.348661] [INFO ] [sig       ] RGLD: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:30:24.497919] [INFO ] [LOCAL     ] Saved forecast: RGLD	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/RGLD.txt
[2025-12-22T20:30:24.498156] [INFO ] [sig       ] [2710/3560] Completed RGLD in 0.4s | 2.94 sym/s | Total: 15.3m | ETA: 4.8m
[2025-12-22T20:30:24.498202] [INFO ] [sig       ] [2711/3560] Forecasting RGNX...
[2025-12-22T20:30:24.498233] [INFO ] [sig       ] Generating forecast for: RGNX
[2025-12-22T20:30:24.498266] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGNX' from 'https://tdm.silogroup.org/data/derivative_storage/RGNX.csv'.
[2025-12-22T20:30:24.512178] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGNX'.
[2025-12-22T20:30:24.512837] [INFO ] [FORECASTER] Starting predict_future for RGNX
[2025-12-22T20:30:24.513833] [DEBUG] [LOCAL     ] No optimal features file found for RGNX: ./output/feature-sets/RGNX.txt
[2025-12-22T20:30:24.513886] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:30:24.513920] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:30:24.513948] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:30:24.514016] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:30:24.580328] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:30:24.581758] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:30:24.581933] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:30:24.582012] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:30:24.716009] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:30:24.716257] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:30:24.716316] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:30:24.716359] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:30:24.721707] [DEBUG] [FORECASTER] RGNX: Forecast T+1@11:T+2@11: DOWN (p=4.57%)
[2025-12-22T20:30:24.722242] [INFO ] [FORECASTER] Completed predict_future for RGNX
[2025-12-22T20:30:24.722438] [INFO ] [sig       ] RGNX: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:30:24.878925] [INFO ] [LOCAL     ] Saved forecast: RGNX	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/RGNX.txt
[2025-12-22T20:30:24.879168] [INFO ] [sig       ] [2711/3560] Completed RGNX in 0.4s | 2.94 sym/s | Total: 15.3m | ETA: 4.8m
[2025-12-22T20:30:24.879214] [INFO ] [sig       ] [2712/3560] Forecasting RGP...
[2025-12-22T20:30:24.879246] [INFO ] [sig       ] Generating forecast for: RGP
[2025-12-22T20:30:24.879280] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGP' from 'https://tdm.silogroup.org/data/derivative_storage/RGP.csv'.
[2025-12-22T20:30:24.894316] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGP'.
[2025-12-22T20:30:24.895033] [INFO ] [FORECASTER] Starting predict_future for RGP
[2025-12-22T20:30:24.896117] [DEBUG] [LOCAL     ] No optimal features file found for RGP: ./output/feature-sets/RGP.txt
[2025-12-22T20:30:24.896172] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:30:24.896208] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:30:24.896238] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:30:24.896298] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:30:24.962085] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:30:24.963677] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:30:24.963823] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:30:24.963858] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:30:25.092666] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:30:25.092909] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:30:25.092959] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:30:25.092991] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:30:25.097171] [DEBUG] [FORECASTER] RGP: Forecast T+1@11:T+2@11: DOWN (p=29.11%)
[2025-12-22T20:30:25.097549] [INFO ] [FORECASTER] Completed predict_future for RGP
[2025-12-22T20:30:25.097729] [INFO ] [sig       ] RGP: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:30:25.248514] [INFO ] [LOCAL     ] Saved forecast: RGP	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/RGP.txt
[2025-12-22T20:30:25.248766] [INFO ] [sig       ] [2712/3560] Completed RGP in 0.4s | 2.94 sym/s | Total: 15.4m | ETA: 4.8m
[2025-12-22T20:30:25.248814] [INFO ] [sig       ] [2713/3560] Forecasting RGS...
[2025-12-22T20:30:25.248846] [INFO ] [sig       ] Generating forecast for: RGS
[2025-12-22T20:30:25.248910] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGS' from 'https://tdm.silogroup.org/data/derivative_storage/RGS.csv'.
[2025-12-22T20:30:25.262989] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGS'.
[2025-12-22T20:30:25.263670] [INFO ] [FORECASTER] Starting predict_future for RGS
[2025-12-22T20:30:25.264677] [DEBUG] [LOCAL     ] No optimal features file found for RGS: ./output/feature-sets/RGS.txt
[2025-12-22T20:30:25.264734] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:30:25.264769] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:30:25.264800] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:30:25.264860] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:30:25.325175] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:30:25.326491] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:30:25.326620] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:30:25.326657] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:30:25.441025] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:30:25.441260] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:30:25.441306] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:30:25.441335] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:30:25.445136] [DEBUG] [FORECASTER] RGS: Forecast T+1@11:T+2@11: DOWN (p=2.70%)
[2025-12-22T20:30:25.445439] [INFO ] [FORECASTER] Completed predict_future for RGS
[2025-12-22T20:30:25.445590] [INFO ] [sig       ] RGS: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:30:25.587826] [INFO ] [LOCAL     ] Saved forecast: RGS	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/RGS.txt
[2025-12-22T20:30:25.588029] [INFO ] [sig       ] [2713/3560] Completed RGS in 0.3s | 2.94 sym/s | Total: 15.4m | ETA: 4.8m
[2025-12-22T20:30:25.588071] [INFO ] [sig       ] [2714/3560] Forecasting RGTI...
[2025-12-22T20:30:25.588101] [INFO ] [sig       ] Generating forecast for: RGTI
[2025-12-22T20:30:25.588132] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGTI' from 'https://tdm.silogroup.org/data/derivative_storage/RGTI.csv'.
[2025-12-22T20:30:25.603462] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGTI'.
[2025-12-22T20:30:25.604100] [INFO ] [FORECASTER] Starting predict_future for RGTI
[2025-12-22T20:30:25.605478] [DEBUG] [LOCAL     ] No optimal features file found for RGTI: ./output/feature-sets/RGTI.txt
[2025-12-22T20:30:25.605534] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:30:25.605588] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:30:25.605620] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:30:25.605680] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:30:25.663897] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:30:25.665055] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:30:25.665169] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:30:25.665211] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:30:25.803722] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:30:25.803958] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:30:25.804003] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:30:25.804033] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:30:25.808384] [DEBUG] [FORECASTER] RGTI: Forecast T+1@11:T+2@11: DOWN (p=14.05%)
[2025-12-22T20:30:25.808757] [INFO ] [FORECASTER] Completed predict_future for RGTI
[2025-12-22T20:30:25.808909] [INFO ] [sig       ] RGTI: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:30:25.953404] [INFO ] [LOCAL     ] Saved forecast: RGTI	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/RGTI.txt
[2025-12-22T20:30:25.953618] [INFO ] [sig       ] [2714/3560] Completed RGTI in 0.4s | 2.94 sym/s | Total: 15.4m | ETA: 4.8m
[2025-12-22T20:30:25.953665] [INFO ] [sig       ] [2715/3560] Forecasting RH...
[2025-12-22T20:30:25.953695] [INFO ] [sig       ] Generating forecast for: RH
[2025-12-22T20:30:25.953727] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RH' from 'https://tdm.silogroup.org/data/derivative_storage/RH.csv'.
[2025-12-22T20:30:25.967465] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RH'.
[2025-12-22T20:30:25.968358] [INFO ] [FORECASTER] Starting predict_future for RH
[2025-12-22T20:30:25.969664] [DEBUG] [LOCAL     ] No optimal features file found for RH: ./output/feature-sets/RH.txt
[2025-12-22T20:30:25.969721] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:30:25.969754] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:30:25.969781] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:30:25.969841] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:30:26.029135] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:30:26.030262] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:30:26.030376] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:30:26.030411] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:30:26.156258] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:30:26.156499] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:30:26.156544] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:30:26.156593] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:30:26.160748] [DEBUG] [FORECASTER] RH: Forecast T+1@11:T+2@11: DOWN (p=43.07%)
[2025-12-22T20:30:26.161121] [INFO ] [FORECASTER] Completed predict_future for RH
[2025-12-22T20:30:26.161271] [INFO ] [sig       ] RH: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:30:26.305668] [INFO ] [LOCAL     ] Saved forecast: RH	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/RH.txt
[2025-12-22T20:30:26.305935] [INFO ] [sig       ] [2715/3560] Completed RH in 0.4s | 2.94 sym/s | Total: 15.4m | ETA: 4.8m
[2025-12-22T20:30:26.305984] [INFO ] [sig       ] [2716/3560] Forecasting RHI...
[2025-12-22T20:30:26.306016] [INFO ] [sig       ] Generating forecast for: RHI
[2025-12-22T20:30:26.306049] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RHI' from 'https://tdm.silogroup.org/data/derivative_storage/RHI.csv'.
[2025-12-22T20:30:26.319972] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RHI'.
[2025-12-22T20:30:26.320841] [INFO ] [FORECASTER] Starting predict_future for RHI
[2025-12-22T20:30:26.322252] [DEBUG] [LOCAL     ] No optimal features file found for RHI: ./output/feature-sets/RHI.txt
[2025-12-22T20:30:26.322311] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:30:26.322345] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:30:26.322373] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:30:26.322431] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:30:26.384044] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:30:26.385279] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:30:26.385381] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:30:26.385415] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:30:26.517535] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:30:26.517794] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:30:26.517840] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:30:26.517871] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:30:26.521636] [DEBUG] [FORECASTER] RHI: Forecast T+1@11:T+2@11: UP (p=86.63%)
[2025-12-22T20:30:26.521971] [INFO ] [FORECASTER] Completed predict_future for RHI
[2025-12-22T20:30:26.522107] [INFO ] [sig       ] RHI: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:30:26.661616] [INFO ] [LOCAL     ] Saved forecast: RHI	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/RHI.txt
[2025-12-22T20:30:26.661837] [INFO ] [sig       ] [2716/3560] Completed RHI in 0.4s | 2.94 sym/s | Total: 15.4m | ETA: 4.8m
[2025-12-22T20:30:26.661884] [INFO ] [sig       ] [2717/3560] Forecasting RHP...
[2025-12-22T20:30:26.661913] [INFO ] [sig       ] Generating forecast for: RHP
[2025-12-22T20:30:26.661946] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RHP' from 'https://tdm.silogroup.org/data/derivative_storage/RHP.csv'.
[2025-12-22T20:30:26.675670] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RHP'.
[2025-12-22T20:30:26.676153] [INFO ] [FORECASTER] Starting predict_future for RHP
[2025-12-22T20:30:26.677034] [DEBUG] [LOCAL     ] No optimal features file found for RHP: ./output/feature-sets/RHP.txt
[2025-12-22T20:30:26.677088] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:30:26.677121] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:30:26.677150] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:30:26.677206] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:30:26.735298] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:30:26.736306] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:30:26.736393] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:30:26.736426] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:30:26.860400] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:30:26.860563] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:30:26.860622] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:30:26.860653] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:30:26.864121] [DEBUG] [FORECASTER] RHP: Forecast T+1@11:T+2@11: UP (p=73.10%)
[2025-12-22T20:30:26.864421] [INFO ] [FORECASTER] Completed predict_future for RHP
[2025-12-22T20:30:26.864556] [INFO ] [sig       ] RHP: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:30:27.003156] [INFO ] [LOCAL     ] Saved forecast: RHP	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/RHP.txt
[2025-12-22T20:30:27.003318] [INFO ] [sig       ] [2717/3560] Completed RHP in 0.3s | 2.94 sym/s | Total: 15.4m | ETA: 4.8m
[2025-12-22T20:30:27.003359] [INFO ] [sig       ] [2718/3560] Forecasting RIG...
[2025-12-22T20:30:27.003389] [INFO ] [sig       ] Generating forecast for: RIG
[2025-12-22T20:30:27.003419] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RIG' from 'https://tdm.silogroup.org/data/derivative_storage/RIG.csv'.
[2025-12-22T20:30:27.015483] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RIG'.
[2025-12-22T20:30:27.015874] [INFO ] [FORECASTER] Starting predict_future for RIG
[2025-12-22T20:30:27.016758] [DEBUG] [LOCAL     ] No optimal features file found for RIG: ./output/feature-sets/RIG.txt
[2025-12-22T20:30:27.016811] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:30:27.016846] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:30:27.016874] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:30:27.016936] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:30:27.073755] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:30:27.074649] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:30:27.074730] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:30:27.074764] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:30:27.198662] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:30:27.198826] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:30:27.198888] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:30:27.198926] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:30:27.202492] [DEBUG] [FORECASTER] RIG: Forecast T+1@11:T+2@11: UP (p=57.13%)
[2025-12-22T20:30:27.202810] [INFO ] [FORECASTER] Completed predict_future for RIG
[2025-12-22T20:30:27.202946] [INFO ] [sig       ] RIG: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:30:27.340868] [INFO ] [LOCAL     ] Saved forecast: RIG	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/RIG.txt
[2025-12-22T20:30:27.341032] [INFO ] [sig       ] [2718/3560] Completed RIG in 0.3s | 2.94 sym/s | Total: 15.4m | ETA: 4.8m
[2025-12-22T20:30:27.341071] [INFO ] [sig       ] [2719/3560] Forecasting RIGL...
[2025-12-22T20:30:27.341101] [INFO ] [sig       ] Generating forecast for: RIGL
[2025-12-22T20:30:27.341130] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RIGL' from 'https://tdm.silogroup.org/data/derivative_storage/RIGL.csv'.
[2025-12-22T20:30:27.352353] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RIGL'.
[2025-12-22T20:30:27.352780] [INFO ] [FORECASTER] Starting predict_future for RIGL
[2025-12-22T20:30:27.353674] [DEBUG] [LOCAL     ] No optimal features file found for RIGL: ./output/feature-sets/RIGL.txt
[2025-12-22T20:30:27.353728] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:30:27.353797] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:30:27.353836] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:30:27.353918] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:30:27.412032] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:30:27.412924] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:30:27.413005] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:30:27.413037] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:30:27.537446] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:30:27.537623] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:30:27.537663] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:30:27.537691] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:30:27.541414] [DEBUG] [FORECASTER] RIGL: Forecast T+1@11:T+2@11: UP (p=87.41%)
[2025-12-22T20:30:27.541716] [INFO ] [FORECASTER] Completed predict_future for RIGL
[2025-12-22T20:30:27.541847] [INFO ] [sig       ] RIGL: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:30:27.685906] [INFO ] [LOCAL     ] Saved forecast: RIGL	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/RIGL.txt
[2025-12-22T20:30:27.686075] [INFO ] [sig       ] [2719/3560] Completed RIGL in 0.3s | 2.94 sym/s | Total: 15.4m | ETA: 4.8m
[2025-12-22T20:30:27.686117] [INFO ] [sig       ] [2720/3560] Forecasting RILY...
[2025-12-22T20:30:27.686147] [INFO ] [sig       ] Generating forecast for: RILY
[2025-12-22T20:30:27.686177] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RILY' from 'https://tdm.silogroup.org/data/derivative_storage/RILY.csv'.
[2025-12-22T20:30:27.696919] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RILY'.
[2025-12-22T20:30:27.697290] [INFO ] [FORECASTER] Starting predict_future for RILY
[2025-12-22T20:30:27.698153] [DEBUG] [LOCAL     ] No optimal features file found for RILY: ./output/feature-sets/RILY.txt
[2025-12-22T20:30:27.698207] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:30:27.698240] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:30:27.698268] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:30:27.698326] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:30:27.756091] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:30:27.756978] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:30:27.757057] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:30:27.757089] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:30:27.877250] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:30:27.877406] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:30:27.877446] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:30:27.877475] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:30:27.880892] [DEBUG] [FORECASTER] RILY: Forecast T+1@11:T+2@11: UP (p=97.18%)
[2025-12-22T20:30:27.881176] [INFO ] [FORECASTER] Completed predict_future for RILY
[2025-12-22T20:30:27.881300] [INFO ] [sig       ] RILY: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:30:28.018377] [INFO ] [LOCAL     ] Saved forecast: RILY	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/RILY.txt
[2025-12-22T20:30:28.018533] [INFO ] [sig       ] [2720/3560] Completed RILY in 0.3s | 2.94 sym/s | Total: 15.4m | ETA: 4.8m
[2025-12-22T20:30:28.018591] [INFO ] [sig       ] [2721/3560] Forecasting RILYN...
[2025-12-22T20:30:28.018623] [INFO ] [sig       ] Generating forecast for: RILYN
[2025-12-22T20:30:28.018654] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RILYN' from 'https://tdm.silogroup.org/data/derivative_storage/RILYN.csv'.
[2025-12-22T20:30:28.029330] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RILYN'.
[2025-12-22T20:30:28.029715] [INFO ] [FORECASTER] Starting predict_future for RILYN
[2025-12-22T20:30:28.030464] [DEBUG] [LOCAL     ] No optimal features file found for RILYN: ./output/feature-sets/RILYN.txt
[2025-12-22T20:30:28.030515] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:30:28.030547] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:30:28.030591] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:30:28.030651] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:30:28.087847] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:30:28.088700] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:30:28.088780] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:30:28.088811] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:30:28.202479] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:30:28.202652] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:30:28.202692] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:30:28.202720] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:30:28.206068] [DEBUG] [FORECASTER] RILYN: Forecast T+1@11:T+2@11: DOWN (p=7.95%)
[2025-12-22T20:30:28.206348] [INFO ] [FORECASTER] Completed predict_future for RILYN
[2025-12-22T20:30:28.206472] [INFO ] [sig       ] RILYN: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:30:28.346055] [INFO ] [LOCAL     ] Saved forecast: RILYN	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/RILYN.txt
[2025-12-22T20:30:28.346187] [INFO ] [sig       ] [2721/3560] Completed RILYN in 0.3s | 2.94 sym/s | Total: 15.4m | ETA: 4.8m
[2025-12-22T20:30:28.346226] [INFO ] [sig       ] [2722/3560] Forecasting RILYZ...
[2025-12-22T20:30:28.346255] [INFO ] [sig       ] Generating forecast for: RILYZ
[2025-12-22T20:30:28.346285] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RILYZ' from 'https://tdm.silogroup.org/data/derivative_storage/RILYZ.csv'.
[2025-12-22T20:30:28.356842] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RILYZ'.
[2025-12-22T20:30:28.357185] [INFO ] [FORECASTER] Starting predict_future for RILYZ
[2025-12-22T20:30:28.358010] [DEBUG] [LOCAL     ] No optimal features file found for RILYZ: ./output/feature-sets/RILYZ.txt
[2025-12-22T20:30:28.358064] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:30:28.358111] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:30:28.358141] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:30:28.358198] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:30:28.414408] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:30:28.415056] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:30:28.415133] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:30:28.415165] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:30:28.533455] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:30:28.533614] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:30:28.533655] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:30:28.533713] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:30:28.538401] [DEBUG] [FORECASTER] RILYZ: Forecast T+1@11:T+2@11: UP (p=96.22%)
[2025-12-22T20:30:28.538727] [INFO ] [FORECASTER] Completed predict_future for RILYZ
[2025-12-22T20:30:28.538859] [INFO ] [sig       ] RILYZ: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:30:28.684533] [INFO ] [LOCAL     ] Saved forecast: RILYZ	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/RILYZ.txt
[2025-12-22T20:30:28.684743] [INFO ] [sig       ] [2722/3560] Completed RILYZ in 0.3s | 2.94 sym/s | Total: 15.4m | ETA: 4.7m
[2025-12-22T20:30:28.684809] [INFO ] [sig       ] [2723/3560] Forecasting RIME...
[2025-12-22T20:30:28.684857] [INFO ] [sig       ] Generating forecast for: RIME
[2025-12-22T20:30:28.684904] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RIME' from 'https://tdm.silogroup.org/data/derivative_storage/RIME.csv'.
[2025-12-22T20:30:28.699532] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RIME'.
[2025-12-22T20:30:28.699926] [INFO ] [FORECASTER] Starting predict_future for RIME
[2025-12-22T20:30:28.700988] [DEBUG] [LOCAL     ] No optimal features file found for RIME: ./output/feature-sets/RIME.txt
[2025-12-22T20:30:28.701044] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:30:28.701077] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:30:28.701105] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:30:28.701163] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:30:28.759997] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:30:28.760681] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:30:28.760759] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:30:28.760793] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:30:28.877303] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:30:28.877430] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:30:28.877469] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:30:28.877499] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:30:28.880899] [DEBUG] [FORECASTER] RIME: Forecast T+1@11:T+2@11: UP (p=66.50%)
[2025-12-22T20:30:28.881177] [INFO ] [FORECASTER] Completed predict_future for RIME
[2025-12-22T20:30:28.881301] [INFO ] [sig       ] RIME: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:30:29.019282] [INFO ] [LOCAL     ] Saved forecast: RIME	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/RIME.txt
[2025-12-22T20:30:29.019411] [INFO ] [sig       ] [2723/3560] Completed RIME in 0.3s | 2.94 sym/s | Total: 15.4m | ETA: 4.7m
[2025-12-22T20:30:29.019449] [INFO ] [sig       ] [2724/3560] Forecasting RING...
[2025-12-22T20:30:29.019478] [INFO ] [sig       ] Generating forecast for: RING
[2025-12-22T20:30:29.019507] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RING' from 'https://tdm.silogroup.org/data/derivative_storage/RING.csv'.
[2025-12-22T20:30:29.030426] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RING'.
[2025-12-22T20:30:29.030775] [INFO ] [FORECASTER] Starting predict_future for RING
[2025-12-22T20:30:29.031564] [DEBUG] [LOCAL     ] No optimal features file found for RING: ./output/feature-sets/RING.txt
[2025-12-22T20:30:29.031648] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:30:29.031683] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:30:29.031710] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:30:29.031766] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:30:29.087607] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:30:29.088242] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:30:29.088317] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:30:29.088348] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:30:29.208652] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:30:29.208797] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:30:29.208836] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:30:29.208864] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:30:29.212249] [DEBUG] [FORECASTER] RING: Forecast T+1@11:T+2@11: UP (p=58.69%)
[2025-12-22T20:30:29.212510] [INFO ] [FORECASTER] Completed predict_future for RING
[2025-12-22T20:30:29.212650] [INFO ] [sig       ] RING: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:30:29.347521] [INFO ] [LOCAL     ] Saved forecast: RING	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/RING.txt
[2025-12-22T20:30:29.347670] [INFO ] [sig       ] [2724/3560] Completed RING in 0.3s | 2.94 sym/s | Total: 15.4m | ETA: 4.7m
[2025-12-22T20:30:29.347711] [INFO ] [sig       ] [2725/3560] Forecasting RIO...
[2025-12-22T20:30:29.347741] [INFO ] [sig       ] Generating forecast for: RIO
[2025-12-22T20:30:29.347770] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RIO' from 'https://tdm.silogroup.org/data/derivative_storage/RIO.csv'.
[2025-12-22T20:30:29.358476] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RIO'.
[2025-12-22T20:30:29.358832] [INFO ] [FORECASTER] Starting predict_future for RIO
[2025-12-22T20:30:29.359668] [DEBUG] [LOCAL     ] No optimal features file found for RIO: ./output/feature-sets/RIO.txt
[2025-12-22T20:30:29.359719] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:30:29.359751] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:30:29.359778] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:30:29.359834] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:30:29.415173] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:30:29.415889] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:30:29.415965] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:30:29.415997] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:30:29.545066] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:30:29.545236] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:30:29.545280] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:30:29.545309] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:30:29.548913] [DEBUG] [FORECASTER] RIO: Forecast T+1@11:T+2@11: UP (p=67.22%)
[2025-12-22T20:30:29.549274] [INFO ] [FORECASTER] Completed predict_future for RIO
[2025-12-22T20:30:29.549411] [INFO ] [sig       ] RIO: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:30:29.693300] [INFO ] [LOCAL     ] Saved forecast: RIO	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/RIO.txt
[2025-12-22T20:30:29.693458] [INFO ] [sig       ] [2725/3560] Completed RIO in 0.3s | 2.94 sym/s | Total: 15.4m | ETA: 4.7m
[2025-12-22T20:30:29.693508] [INFO ] [sig       ] [2726/3560] Forecasting RITM...
[2025-12-22T20:30:29.693544] [INFO ] [sig       ] Generating forecast for: RITM
[2025-12-22T20:30:29.693615] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RITM' from 'https://tdm.silogroup.org/data/derivative_storage/RITM.csv'.
[2025-12-22T20:30:29.704962] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RITM'.
[2025-12-22T20:30:29.705337] [INFO ] [FORECASTER] Starting predict_future for RITM
[2025-12-22T20:30:29.706196] [DEBUG] [LOCAL     ] No optimal features file found for RITM: ./output/feature-sets/RITM.txt
[2025-12-22T20:30:29.706249] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:30:29.706298] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:30:29.706328] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:30:29.706413] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:30:29.765225] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:30:29.765945] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:30:29.766054] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:30:29.766090] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:30:29.884971] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:30:29.885124] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:30:29.885162] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:30:29.885190] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:30:29.888545] [DEBUG] [FORECASTER] RITM: Forecast T+1@11:T+2@11: UP (p=87.79%)
[2025-12-22T20:30:29.888830] [INFO ] [FORECASTER] Completed predict_future for RITM
[2025-12-22T20:30:29.888955] [INFO ] [sig       ] RITM: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:30:30.033851] [INFO ] [LOCAL     ] Saved forecast: RITM	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/RITM.txt
[2025-12-22T20:30:30.034021] [INFO ] [sig       ] [2726/3560] Completed RITM in 0.3s | 2.94 sym/s | Total: 15.4m | ETA: 4.7m
[2025-12-22T20:30:30.034069] [INFO ] [sig       ] [2727/3560] Forecasting RIVN...
[2025-12-22T20:30:30.034106] [INFO ] [sig       ] Generating forecast for: RIVN
[2025-12-22T20:30:30.034138] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RIVN' from 'https://tdm.silogroup.org/data/derivative_storage/RIVN.csv'.
[2025-12-22T20:30:30.045503] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RIVN'.
[2025-12-22T20:30:30.045978] [INFO ] [FORECASTER] Starting predict_future for RIVN
[2025-12-22T20:30:30.047035] [DEBUG] [LOCAL     ] No optimal features file found for RIVN: ./output/feature-sets/RIVN.txt
[2025-12-22T20:30:30.047099] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:30:30.047143] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:30:30.047180] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:30:30.047260] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:30:30.109210] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:30:30.110070] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:30:30.110169] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:30:30.110203] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:30:30.239693] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:30:30.239846] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:30:30.239887] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:30:30.239917] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:30:30.243402] [DEBUG] [FORECASTER] RIVN: Forecast T+1@11:T+2@11: UP (p=77.81%)
[2025-12-22T20:30:30.243702] [INFO ] [FORECASTER] Completed predict_future for RIVN
[2025-12-22T20:30:30.243862] [INFO ] [sig       ] RIVN: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:30:30.382389] [INFO ] [LOCAL     ] Saved forecast: RIVN	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/RIVN.txt
[2025-12-22T20:30:30.382521] [INFO ] [sig       ] [2727/3560] Completed RIVN in 0.3s | 2.94 sym/s | Total: 15.4m | ETA: 4.7m
[2025-12-22T20:30:30.382559] [INFO ] [sig       ] [2728/3560] Forecasting RKLB...
[2025-12-22T20:30:30.382607] [INFO ] [sig       ] Generating forecast for: RKLB
[2025-12-22T20:30:30.382639] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RKLB' from 'https://tdm.silogroup.org/data/derivative_storage/RKLB.csv'.
[2025-12-22T20:30:30.393959] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RKLB'.
[2025-12-22T20:30:30.394331] [INFO ] [FORECASTER] Starting predict_future for RKLB
[2025-12-22T20:30:30.395171] [DEBUG] [LOCAL     ] No optimal features file found for RKLB: ./output/feature-sets/RKLB.txt
[2025-12-22T20:30:30.395227] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:30:30.395265] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:30:30.395300] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:30:30.395359] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:30:30.457743] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:30:30.458636] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:30:30.458724] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:30:30.458786] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:30:30.588514] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:30:30.588683] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:30:30.588723] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:30:30.588752] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:30:30.592280] [DEBUG] [FORECASTER] RKLB: Forecast T+1@11:T+2@11: DOWN (p=36.07%)
[2025-12-22T20:30:30.592599] [INFO ] [FORECASTER] Completed predict_future for RKLB
[2025-12-22T20:30:30.592729] [INFO ] [sig       ] RKLB: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:30:30.738272] [INFO ] [LOCAL     ] Saved forecast: RKLB	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/RKLB.txt
[2025-12-22T20:30:30.738429] [INFO ] [sig       ] [2728/3560] Completed RKLB in 0.4s | 2.94 sym/s | Total: 15.4m | ETA: 4.7m
[2025-12-22T20:30:30.738469] [INFO ] [sig       ] [2729/3560] Forecasting RL...
[2025-12-22T20:30:30.738501] [INFO ] [sig       ] Generating forecast for: RL
[2025-12-22T20:30:30.738533] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RL' from 'https://tdm.silogroup.org/data/derivative_storage/RL.csv'.
[2025-12-22T20:30:30.751262] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RL'.
[2025-12-22T20:30:30.751873] [INFO ] [FORECASTER] Starting predict_future for RL
[2025-12-22T20:30:30.752974] [DEBUG] [LOCAL     ] No optimal features file found for RL: ./output/feature-sets/RL.txt
[2025-12-22T20:30:30.753029] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:30:30.753074] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:30:30.753106] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:30:30.753163] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:30:30.816318] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:30:30.817207] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:30:30.817327] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:30:30.817361] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:30:30.941227] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:30:30.941375] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:30:30.941434] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:30:30.941464] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:30:30.945097] [DEBUG] [FORECASTER] RL: Forecast T+1@11:T+2@11: UP (p=68.41%)
[2025-12-22T20:30:30.945556] [INFO ] [FORECASTER] Completed predict_future for RL
[2025-12-22T20:30:30.945695] [INFO ] [sig       ] RL: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:30:31.083184] [INFO ] [LOCAL     ] Saved forecast: RL	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/RL.txt
[2025-12-22T20:30:31.083341] [INFO ] [sig       ] [2729/3560] Completed RL in 0.3s | 2.94 sym/s | Total: 15.5m | ETA: 4.7m
[2025-12-22T20:30:31.083379] [INFO ] [sig       ] [2730/3560] Forecasting RLAY...
[2025-12-22T20:30:31.083410] [INFO ] [sig       ] Generating forecast for: RLAY
[2025-12-22T20:30:31.083442] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RLAY' from 'https://tdm.silogroup.org/data/derivative_storage/RLAY.csv'.
[2025-12-22T20:30:31.094329] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RLAY'.
[2025-12-22T20:30:31.094709] [INFO ] [FORECASTER] Starting predict_future for RLAY
[2025-12-22T20:30:31.095503] [DEBUG] [LOCAL     ] No optimal features file found for RLAY: ./output/feature-sets/RLAY.txt
[2025-12-22T20:30:31.095554] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:30:31.095611] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:30:31.095641] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:30:31.095698] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:30:31.154866] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:30:31.155814] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:30:31.155911] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:30:31.155950] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:30:31.289893] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:30:31.290053] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:30:31.290112] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:30:31.290154] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:30:31.293564] [DEBUG] [FORECASTER] RLAY: Forecast T+1@11:T+2@11: UP (p=79.54%)
[2025-12-22T20:30:31.293852] [INFO ] [FORECASTER] Completed predict_future for RLAY
[2025-12-22T20:30:31.293976] [INFO ] [sig       ] RLAY: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:30:31.435652] [INFO ] [LOCAL     ] Saved forecast: RLAY	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/RLAY.txt
[2025-12-22T20:30:31.435816] [INFO ] [sig       ] [2730/3560] Completed RLAY in 0.4s | 2.94 sym/s | Total: 15.5m | ETA: 4.7m
[2025-12-22T20:30:31.435867] [INFO ] [sig       ] [2731/3560] Forecasting RLI...
[2025-12-22T20:30:31.435911] [INFO ] [sig       ] Generating forecast for: RLI
[2025-12-22T20:30:31.435954] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RLI' from 'https://tdm.silogroup.org/data/derivative_storage/RLI.csv'.
[2025-12-22T20:30:31.446822] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RLI'.
[2025-12-22T20:30:31.447205] [INFO ] [FORECASTER] Starting predict_future for RLI
[2025-12-22T20:30:31.448026] [DEBUG] [LOCAL     ] No optimal features file found for RLI: ./output/feature-sets/RLI.txt
[2025-12-22T20:30:31.448090] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:30:31.448128] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:30:31.448160] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:30:31.448217] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:30:31.508028] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:30:31.508977] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:30:31.509118] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:30:31.509156] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:30:31.634178] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:30:31.634339] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:30:31.634381] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:30:31.634411] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:30:31.637875] [DEBUG] [FORECASTER] RLI: Forecast T+1@11:T+2@11: DOWN (p=3.62%)
[2025-12-22T20:30:31.638161] [INFO ] [FORECASTER] Completed predict_future for RLI
[2025-12-22T20:30:31.638292] [INFO ] [sig       ] RLI: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:30:31.778668] [INFO ] [LOCAL     ] Saved forecast: RLI	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/RLI.txt
[2025-12-22T20:30:31.778819] [INFO ] [sig       ] [2731/3560] Completed RLI in 0.3s | 2.94 sym/s | Total: 15.5m | ETA: 4.7m
[2025-12-22T20:30:31.778860] [INFO ] [sig       ] [2732/3560] Forecasting RLJ...
[2025-12-22T20:30:31.778889] [INFO ] [sig       ] Generating forecast for: RLJ
[2025-12-22T20:30:31.778920] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RLJ' from 'https://tdm.silogroup.org/data/derivative_storage/RLJ.csv'.
[2025-12-22T20:30:31.789907] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RLJ'.
[2025-12-22T20:30:31.790282] [INFO ] [FORECASTER] Starting predict_future for RLJ
[2025-12-22T20:30:31.791057] [DEBUG] [LOCAL     ] No optimal features file found for RLJ: ./output/feature-sets/RLJ.txt
[2025-12-22T20:30:31.791109] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:30:31.791141] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:30:31.791168] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:30:31.791224] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:30:31.852116] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:30:31.852985] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:30:31.853066] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:30:31.853100] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:30:31.974008] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:30:31.974153] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:30:31.974192] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:30:31.974221] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:30:31.977968] [DEBUG] [FORECASTER] RLJ: Forecast T+1@11:T+2@11: DOWN (p=10.87%)
[2025-12-22T20:30:31.978388] [INFO ] [FORECASTER] Completed predict_future for RLJ
[2025-12-22T20:30:31.978511] [INFO ] [sig       ] RLJ: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:30:32.121331] [INFO ] [LOCAL     ] Saved forecast: RLJ	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/RLJ.txt
[2025-12-22T20:30:32.121514] [INFO ] [sig       ] [2732/3560] Completed RLJ in 0.3s | 2.94 sym/s | Total: 15.5m | ETA: 4.7m
[2025-12-22T20:30:32.121554] [INFO ] [sig       ] [2733/3560] Forecasting RLMD...
[2025-12-22T20:30:32.121603] [INFO ] [sig       ] Generating forecast for: RLMD
[2025-12-22T20:30:32.121636] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RLMD' from 'https://tdm.silogroup.org/data/derivative_storage/RLMD.csv'.
[2025-12-22T20:30:32.132172] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RLMD'.
[2025-12-22T20:30:32.132522] [INFO ] [FORECASTER] Starting predict_future for RLMD
[2025-12-22T20:30:32.133297] [DEBUG] [LOCAL     ] No optimal features file found for RLMD: ./output/feature-sets/RLMD.txt
[2025-12-22T20:30:32.133348] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:30:32.133396] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:30:32.133424] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:30:32.133481] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:30:32.189354] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:30:32.190140] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:30:32.190221] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:30:32.190254] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:30:32.309443] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:30:32.309613] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:30:32.309654] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:30:32.309683] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:30:32.313040] [DEBUG] [FORECASTER] RLMD: Forecast T+1@11:T+2@11: DOWN (p=2.66%)
[2025-12-22T20:30:32.313305] [INFO ] [FORECASTER] Completed predict_future for RLMD
[2025-12-22T20:30:32.313424] [INFO ] [sig       ] RLMD: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:30:32.452971] [INFO ] [LOCAL     ] Saved forecast: RLMD	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/RLMD.txt
[2025-12-22T20:30:32.453120] [INFO ] [sig       ] [2733/3560] Completed RLMD in 0.3s | 2.94 sym/s | Total: 15.5m | ETA: 4.7m
[2025-12-22T20:30:32.453173] [INFO ] [sig       ] [2734/3560] Forecasting RLTY...
[2025-12-22T20:30:32.453211] [INFO ] [sig       ] Generating forecast for: RLTY
[2025-12-22T20:30:32.453242] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RLTY' from 'https://tdm.silogroup.org/data/derivative_storage/RLTY.csv'.
[2025-12-22T20:30:32.464946] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RLTY'.
[2025-12-22T20:30:32.465293] [INFO ] [FORECASTER] Starting predict_future for RLTY
[2025-12-22T20:30:32.466126] [DEBUG] [LOCAL     ] No optimal features file found for RLTY: ./output/feature-sets/RLTY.txt
[2025-12-22T20:30:32.466178] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:30:32.466210] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:30:32.466236] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:30:32.466294] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:30:32.527396] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:30:32.528150] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:30:32.528230] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:30:32.528263] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:30:32.649810] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:30:32.649966] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:30:32.650006] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:30:32.650034] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:30:32.653809] [DEBUG] [FORECASTER] RLTY: Forecast T+1@11:T+2@11: UP (p=84.05%)
[2025-12-22T20:30:32.654093] [INFO ] [FORECASTER] Completed predict_future for RLTY
[2025-12-22T20:30:32.654218] [INFO ] [sig       ] RLTY: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:30:32.791565] [INFO ] [LOCAL     ] Saved forecast: RLTY	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/RLTY.txt
[2025-12-22T20:30:32.791743] [INFO ] [sig       ] [2734/3560] Completed RLTY in 0.3s | 2.94 sym/s | Total: 15.5m | ETA: 4.7m
[2025-12-22T20:30:32.791781] [INFO ] [sig       ] [2735/3560] Forecasting RLX...
[2025-12-22T20:30:32.791811] [INFO ] [sig       ] Generating forecast for: RLX
[2025-12-22T20:30:32.791840] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RLX' from 'https://tdm.silogroup.org/data/derivative_storage/RLX.csv'.
[2025-12-22T20:30:32.802474] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RLX'.
[2025-12-22T20:30:32.802853] [INFO ] [FORECASTER] Starting predict_future for RLX
[2025-12-22T20:30:32.803632] [DEBUG] [LOCAL     ] No optimal features file found for RLX: ./output/feature-sets/RLX.txt
[2025-12-22T20:30:32.803682] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:30:32.803715] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:30:32.803742] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:30:32.803797] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:30:32.863984] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:30:32.864945] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:30:32.865066] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:30:32.865110] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:30:32.986697] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:30:32.986843] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:30:32.986882] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:30:32.986911] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:30:32.990224] [DEBUG] [FORECASTER] RLX: Forecast T+1@11:T+2@11: UP (p=90.44%)
[2025-12-22T20:30:32.990501] [INFO ] [FORECASTER] Completed predict_future for RLX
[2025-12-22T20:30:32.990657] [INFO ] [sig       ] RLX: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:30:33.127326] [INFO ] [LOCAL     ] Saved forecast: RLX	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/RLX.txt
[2025-12-22T20:30:33.127474] [INFO ] [sig       ] [2735/3560] Completed RLX in 0.3s | 2.94 sym/s | Total: 15.5m | ETA: 4.7m
[2025-12-22T20:30:33.127515] [INFO ] [sig       ] [2736/3560] Forecasting RM...
[2025-12-22T20:30:33.127545] [INFO ] [sig       ] Generating forecast for: RM
[2025-12-22T20:30:33.127594] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RM' from 'https://tdm.silogroup.org/data/derivative_storage/RM.csv'.
[2025-12-22T20:30:33.139040] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RM'.
[2025-12-22T20:30:33.139376] [INFO ] [FORECASTER] Starting predict_future for RM
[2025-12-22T20:30:33.140286] [DEBUG] [LOCAL     ] No optimal features file found for RM: ./output/feature-sets/RM.txt
[2025-12-22T20:30:33.140338] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:30:33.140412] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:30:33.140440] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:30:33.140496] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:30:33.197135] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:30:33.197958] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:30:33.198038] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:30:33.198070] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:30:33.313727] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:30:33.313881] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-22T20:30:33.313919] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:30:33.313948] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:30:33.317220] [DEBUG] [FORECASTER] RM: Forecast T+1@11:T+2@11: UP (p=93.51%)
[2025-12-22T20:30:33.317485] [INFO ] [FORECASTER] Completed predict_future for RM
[2025-12-22T20:30:33.317623] [INFO ] [sig       ] RM: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:30:33.452285] [INFO ] [LOCAL     ] Saved forecast: RM	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/RM.txt
[2025-12-22T20:30:33.452442] [INFO ] [sig       ] [2736/3560] Completed RM in 0.3s | 2.94 sym/s | Total: 15.5m | ETA: 4.7m
[2025-12-22T20:30:33.452484] [INFO ] [sig       ] [2737/3560] Forecasting RMAX...
[2025-12-22T20:30:33.452514] [INFO ] [sig       ] Generating forecast for: RMAX
[2025-12-22T20:30:33.452554] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMAX' from 'https://tdm.silogroup.org/data/derivative_storage/RMAX.csv'.
[2025-12-22T20:30:33.464395] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMAX'.
[2025-12-22T20:30:33.464858] [INFO ] [FORECASTER] Starting predict_future for RMAX
[2025-12-22T20:30:33.465691] [DEBUG] [LOCAL     ] No optimal features file found for RMAX: ./output/feature-sets/RMAX.txt
[2025-12-22T20:30:33.465744] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:30:33.465777] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:30:33.465804] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:30:33.465884] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:30:33.529059] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:30:33.529975] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:30:33.530059] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:30:33.530092] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:30:33.667953] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:30:33.668132] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:30:33.668184] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:30:33.668214] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:30:33.673378] [DEBUG] [FORECASTER] RMAX: Forecast T+1@11:T+2@11: DOWN (p=44.60%)
[2025-12-22T20:30:33.673763] [INFO ] [FORECASTER] Completed predict_future for RMAX
[2025-12-22T20:30:33.673928] [INFO ] [sig       ] RMAX: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:30:33.827081] [INFO ] [LOCAL     ] Saved forecast: RMAX	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/RMAX.txt
[2025-12-22T20:30:33.827218] [INFO ] [sig       ] [2737/3560] Completed RMAX in 0.4s | 2.94 sym/s | Total: 15.5m | ETA: 4.7m
[2025-12-22T20:30:33.827257] [INFO ] [sig       ] [2738/3560] Forecasting RMBI...
[2025-12-22T20:30:33.827287] [INFO ] [sig       ] Generating forecast for: RMBI
[2025-12-22T20:30:33.827317] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMBI' from 'https://tdm.silogroup.org/data/derivative_storage/RMBI.csv'.
[2025-12-22T20:30:33.837773] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMBI'.
[2025-12-22T20:30:33.838093] [INFO ] [FORECASTER] Starting predict_future for RMBI
[2025-12-22T20:30:33.838880] [DEBUG] [LOCAL     ] No optimal features file found for RMBI: ./output/feature-sets/RMBI.txt
[2025-12-22T20:30:33.838931] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:30:33.838963] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:30:33.838990] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:30:33.839071] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:30:33.895016] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:30:33.895870] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:30:33.895951] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:30:33.895984] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:30:34.010133] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:30:34.010293] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:30:34.010334] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:30:34.010364] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:30:34.013778] [DEBUG] [FORECASTER] RMBI: Forecast T+1@11:T+2@11: DOWN (p=11.30%)
[2025-12-22T20:30:34.014073] [INFO ] [FORECASTER] Completed predict_future for RMBI
[2025-12-22T20:30:34.014204] [INFO ] [sig       ] RMBI: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:30:34.149449] [INFO ] [LOCAL     ] Saved forecast: RMBI	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/RMBI.txt
[2025-12-22T20:30:34.149615] [INFO ] [sig       ] [2738/3560] Completed RMBI in 0.3s | 2.94 sym/s | Total: 15.5m | ETA: 4.7m
[2025-12-22T20:30:34.149665] [INFO ] [sig       ] [2739/3560] Forecasting RMBS...
[2025-12-22T20:30:34.149697] [INFO ] [sig       ] Generating forecast for: RMBS
[2025-12-22T20:30:34.149729] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMBS' from 'https://tdm.silogroup.org/data/derivative_storage/RMBS.csv'.
[2025-12-22T20:30:34.160594] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMBS'.
[2025-12-22T20:30:34.160972] [INFO ] [FORECASTER] Starting predict_future for RMBS
[2025-12-22T20:30:34.161771] [DEBUG] [LOCAL     ] No optimal features file found for RMBS: ./output/feature-sets/RMBS.txt
[2025-12-22T20:30:34.161823] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:30:34.161857] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:30:34.161884] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:30:34.161942] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:30:34.218392] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:30:34.219231] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:30:34.219316] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:30:34.219348] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:30:34.332832] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:30:34.332985] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:30:34.333023] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:30:34.333111] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:30:34.337552] [DEBUG] [FORECASTER] RMBS: Forecast T+1@11:T+2@11: DOWN (p=13.85%)
[2025-12-22T20:30:34.337872] [INFO ] [FORECASTER] Completed predict_future for RMBS
[2025-12-22T20:30:34.337999] [INFO ] [sig       ] RMBS: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:30:34.477860] [INFO ] [LOCAL     ] Saved forecast: RMBS	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/RMBS.txt
[2025-12-22T20:30:34.477997] [INFO ] [sig       ] [2739/3560] Completed RMBS in 0.3s | 2.94 sym/s | Total: 15.5m | ETA: 4.6m
[2025-12-22T20:30:34.478036] [INFO ] [sig       ] [2740/3560] Forecasting RMD...
[2025-12-22T20:30:34.478065] [INFO ] [sig       ] Generating forecast for: RMD
[2025-12-22T20:30:34.478096] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMD' from 'https://tdm.silogroup.org/data/derivative_storage/RMD.csv'.
[2025-12-22T20:30:34.489229] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMD'.
[2025-12-22T20:30:34.489616] [INFO ] [FORECASTER] Starting predict_future for RMD
[2025-12-22T20:30:34.490429] [DEBUG] [LOCAL     ] No optimal features file found for RMD: ./output/feature-sets/RMD.txt
[2025-12-22T20:30:34.490483] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:30:34.490516] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:30:34.490543] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:30:34.490626] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:30:34.548255] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:30:34.548996] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:30:34.549117] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:30:34.549150] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:30:34.672663] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:30:34.672803] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:30:34.672841] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:30:34.672898] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:30:34.676770] [DEBUG] [FORECASTER] RMD: Forecast T+1@11:T+2@11: DOWN (p=4.29%)
[2025-12-22T20:30:34.677036] [INFO ] [FORECASTER] Completed predict_future for RMD
[2025-12-22T20:30:34.677158] [INFO ] [sig       ] RMD: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:30:34.818467] [INFO ] [LOCAL     ] Saved forecast: RMD	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/RMD.txt
[2025-12-22T20:30:34.818619] [INFO ] [sig       ] [2740/3560] Completed RMD in 0.3s | 2.94 sym/s | Total: 15.5m | ETA: 4.6m
[2025-12-22T20:30:34.818668] [INFO ] [sig       ] [2741/3560] Forecasting RMI...
[2025-12-22T20:30:34.818698] [INFO ] [sig       ] Generating forecast for: RMI
[2025-12-22T20:30:34.818729] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMI' from 'https://tdm.silogroup.org/data/derivative_storage/RMI.csv'.
[2025-12-22T20:30:34.830018] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMI'.
[2025-12-22T20:30:34.830612] [INFO ] [FORECASTER] Starting predict_future for RMI
[2025-12-22T20:30:34.831626] [DEBUG] [LOCAL     ] No optimal features file found for RMI: ./output/feature-sets/RMI.txt
[2025-12-22T20:30:34.831681] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:30:34.831714] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:30:34.831741] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:30:34.831798] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:30:34.888713] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:30:34.889476] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:30:34.889557] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:30:34.889610] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:30:34.998870] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:30:34.999064] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:30:34.999109] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:30:34.999139] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:30:35.002561] [DEBUG] [FORECASTER] RMI: Forecast T+1@11:T+2@11: UP (p=91.70%)
[2025-12-22T20:30:35.002843] [INFO ] [FORECASTER] Completed predict_future for RMI
[2025-12-22T20:30:35.002965] [INFO ] [sig       ] RMI: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:30:35.151297] [INFO ] [LOCAL     ] Saved forecast: RMI	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/RMI.txt
[2025-12-22T20:30:35.151469] [INFO ] [sig       ] [2741/3560] Completed RMI in 0.3s | 2.94 sym/s | Total: 15.5m | ETA: 4.6m
[2025-12-22T20:30:35.151520] [INFO ] [sig       ] [2742/3560] Forecasting RMM...
[2025-12-22T20:30:35.151553] [INFO ] [sig       ] Generating forecast for: RMM
[2025-12-22T20:30:35.151605] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMM' from 'https://tdm.silogroup.org/data/derivative_storage/RMM.csv'.
[2025-12-22T20:30:35.163483] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMM'.
[2025-12-22T20:30:35.163946] [INFO ] [FORECASTER] Starting predict_future for RMM
[2025-12-22T20:30:35.164874] [DEBUG] [LOCAL     ] No optimal features file found for RMM: ./output/feature-sets/RMM.txt
[2025-12-22T20:30:35.164934] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:30:35.164966] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:30:35.164995] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:30:35.165051] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:30:35.221492] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:30:35.222342] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:30:35.222426] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:30:35.222459] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:30:35.346214] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:30:35.346373] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:30:35.346414] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:30:35.346442] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:30:35.350170] [DEBUG] [FORECASTER] RMM: Forecast T+1@11:T+2@11: UP (p=57.19%)
[2025-12-22T20:30:35.350680] [INFO ] [FORECASTER] Completed predict_future for RMM
[2025-12-22T20:30:35.350808] [INFO ] [sig       ] RMM: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:30:35.497998] [INFO ] [LOCAL     ] Saved forecast: RMM	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/RMM.txt
[2025-12-22T20:30:35.498154] [INFO ] [sig       ] [2742/3560] Completed RMM in 0.3s | 2.94 sym/s | Total: 15.5m | ETA: 4.6m
[2025-12-22T20:30:35.498205] [INFO ] [sig       ] [2743/3560] Forecasting RMMZ...
[2025-12-22T20:30:35.498234] [INFO ] [sig       ] Generating forecast for: RMMZ
[2025-12-22T20:30:35.498263] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMMZ' from 'https://tdm.silogroup.org/data/derivative_storage/RMMZ.csv'.
[2025-12-22T20:30:35.509291] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMMZ'.
[2025-12-22T20:30:35.509718] [INFO ] [FORECASTER] Starting predict_future for RMMZ
[2025-12-22T20:30:35.510531] [DEBUG] [LOCAL     ] No optimal features file found for RMMZ: ./output/feature-sets/RMMZ.txt
[2025-12-22T20:30:35.510607] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:30:35.510650] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:30:35.510678] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:30:35.510735] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:30:35.567472] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:30:35.568311] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:30:35.568394] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:30:35.568426] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:30:35.680357] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:30:35.680550] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:30:35.680642] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:30:35.680693] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:30:35.685346] [DEBUG] [FORECASTER] RMMZ: Forecast T+1@11:T+2@11: DOWN (p=23.33%)
[2025-12-22T20:30:35.685745] [INFO ] [FORECASTER] Completed predict_future for RMMZ
[2025-12-22T20:30:35.685900] [INFO ] [sig       ] RMMZ: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:30:35.822300] [INFO ] [LOCAL     ] Saved forecast: RMMZ	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/RMMZ.txt
[2025-12-22T20:30:35.822452] [INFO ] [sig       ] [2743/3560] Completed RMMZ in 0.3s | 2.94 sym/s | Total: 15.5m | ETA: 4.6m
[2025-12-22T20:30:35.822493] [INFO ] [sig       ] [2744/3560] Forecasting RMNI...
[2025-12-22T20:30:35.822522] [INFO ] [sig       ] Generating forecast for: RMNI
[2025-12-22T20:30:35.822552] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMNI' from 'https://tdm.silogroup.org/data/derivative_storage/RMNI.csv'.
[2025-12-22T20:30:35.834208] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMNI'.
[2025-12-22T20:30:35.834630] [INFO ] [FORECASTER] Starting predict_future for RMNI
[2025-12-22T20:30:35.835427] [DEBUG] [LOCAL     ] No optimal features file found for RMNI: ./output/feature-sets/RMNI.txt
[2025-12-22T20:30:35.835480] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:30:35.835512] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:30:35.835538] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:30:35.835628] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:30:35.892334] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:30:35.893122] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:30:35.893206] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:30:35.893239] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:30:36.019988] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:30:36.020136] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:30:36.020176] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:30:36.020205] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:30:36.023547] [DEBUG] [FORECASTER] RMNI: Forecast T+1@11:T+2@11: UP (p=55.73%)
[2025-12-22T20:30:36.023843] [INFO ] [FORECASTER] Completed predict_future for RMNI
[2025-12-22T20:30:36.023968] [INFO ] [sig       ] RMNI: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:30:36.161291] [INFO ] [LOCAL     ] Saved forecast: RMNI	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/RMNI.txt
[2025-12-22T20:30:36.161434] [INFO ] [sig       ] [2744/3560] Completed RMNI in 0.3s | 2.94 sym/s | Total: 15.5m | ETA: 4.6m
[2025-12-22T20:30:36.161474] [INFO ] [sig       ] [2745/3560] Forecasting RNA...
[2025-12-22T20:30:36.161504] [INFO ] [sig       ] Generating forecast for: RNA
[2025-12-22T20:30:36.161540] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RNA' from 'https://tdm.silogroup.org/data/derivative_storage/RNA.csv'.
[2025-12-22T20:30:36.172712] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RNA'.
[2025-12-22T20:30:36.173077] [INFO ] [FORECASTER] Starting predict_future for RNA
[2025-12-22T20:30:36.174042] [DEBUG] [LOCAL     ] No optimal features file found for RNA: ./output/feature-sets/RNA.txt
[2025-12-22T20:30:36.174095] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:30:36.174127] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:30:36.174153] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:30:36.174207] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:30:36.236155] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:30:36.237050] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:30:36.237136] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:30:36.237171] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:30:36.355280] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:30:36.355435] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:30:36.355475] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:30:36.355504] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:30:36.359331] [DEBUG] [FORECASTER] RNA: Forecast T+1@11:T+2@11: UP (p=74.23%)
[2025-12-22T20:30:36.359842] [INFO ] [FORECASTER] Completed predict_future for RNA
[2025-12-22T20:30:36.359970] [INFO ] [sig       ] RNA: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:30:36.495501] [INFO ] [LOCAL     ] Saved forecast: RNA	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/RNA.txt
[2025-12-22T20:30:36.495677] [INFO ] [sig       ] [2745/3560] Completed RNA in 0.3s | 2.94 sym/s | Total: 15.5m | ETA: 4.6m
[2025-12-22T20:30:36.495727] [INFO ] [sig       ] [2746/3560] Forecasting RNAC...
[2025-12-22T20:30:36.495761] [INFO ] [sig       ] Generating forecast for: RNAC
[2025-12-22T20:30:36.495793] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RNAC' from 'https://tdm.silogroup.org/data/derivative_storage/RNAC.csv'.
[2025-12-22T20:30:36.507645] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RNAC'.
[2025-12-22T20:30:36.508065] [INFO ] [FORECASTER] Starting predict_future for RNAC
[2025-12-22T20:30:36.508941] [DEBUG] [LOCAL     ] No optimal features file found for RNAC: ./output/feature-sets/RNAC.txt
[2025-12-22T20:30:36.509043] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:30:36.509088] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:30:36.509137] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:30:36.509204] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:30:36.570502] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:30:36.571338] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:30:36.571488] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:30:36.571525] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:30:36.701202] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:30:36.701354] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:30:36.701397] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:30:36.701426] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:30:36.704939] [DEBUG] [FORECASTER] RNAC: Forecast T+1@11:T+2@11: UP (p=71.00%)
[2025-12-22T20:30:36.705230] [INFO ] [FORECASTER] Completed predict_future for RNAC
[2025-12-22T20:30:36.705396] [INFO ] [sig       ] RNAC: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:30:36.839408] [INFO ] [LOCAL     ] Saved forecast: RNAC	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/RNAC.txt
[2025-12-22T20:30:36.839586] [INFO ] [sig       ] [2746/3560] Completed RNAC in 0.3s | 2.94 sym/s | Total: 15.5m | ETA: 4.6m
[2025-12-22T20:30:36.839634] [INFO ] [sig       ] [2747/3560] Forecasting RNAZ...
[2025-12-22T20:30:36.839664] [INFO ] [sig       ] Generating forecast for: RNAZ
[2025-12-22T20:30:36.839694] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RNAZ' from 'https://tdm.silogroup.org/data/derivative_storage/RNAZ.csv'.
[2025-12-22T20:30:36.850717] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RNAZ'.
[2025-12-22T20:30:36.851078] [INFO ] [FORECASTER] Starting predict_future for RNAZ
[2025-12-22T20:30:36.851868] [DEBUG] [LOCAL     ] No optimal features file found for RNAZ: ./output/feature-sets/RNAZ.txt
[2025-12-22T20:30:36.851921] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:30:36.851952] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:30:36.851979] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:30:36.852034] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:30:36.908211] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:30:36.909100] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:30:36.909185] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:30:36.909218] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:30:37.030933] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:30:37.031114] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:30:37.031170] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:30:37.031207] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:30:37.035013] [DEBUG] [FORECASTER] RNAZ: Forecast T+1@11:T+2@11: UP (p=95.25%)
[2025-12-22T20:30:37.035349] [INFO ] [FORECASTER] Completed predict_future for RNAZ
[2025-12-22T20:30:37.035486] [INFO ] [sig       ] RNAZ: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:30:37.173152] [INFO ] [LOCAL     ] Saved forecast: RNAZ	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/RNAZ.txt
[2025-12-22T20:30:37.173293] [INFO ] [sig       ] [2747/3560] Completed RNAZ in 0.3s | 2.94 sym/s | Total: 15.6m | ETA: 4.6m
[2025-12-22T20:30:37.173333] [INFO ] [sig       ] [2748/3560] Forecasting RNG...
[2025-12-22T20:30:37.173362] [INFO ] [sig       ] Generating forecast for: RNG
[2025-12-22T20:30:37.173403] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RNG' from 'https://tdm.silogroup.org/data/derivative_storage/RNG.csv'.
[2025-12-22T20:30:37.184588] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RNG'.
[2025-12-22T20:30:37.184923] [INFO ] [FORECASTER] Starting predict_future for RNG
[2025-12-22T20:30:37.185730] [DEBUG] [LOCAL     ] No optimal features file found for RNG: ./output/feature-sets/RNG.txt
[2025-12-22T20:30:37.185781] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:30:37.185813] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:30:37.185839] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:30:37.185895] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:30:37.243618] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:30:37.244398] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:30:37.244475] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:30:37.244507] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:30:37.364532] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:30:37.364712] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:30:37.364753] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:30:37.364781] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:30:37.368136] [DEBUG] [FORECASTER] RNG: Forecast T+1@11:T+2@11: DOWN (p=13.30%)
[2025-12-22T20:30:37.368419] [INFO ] [FORECASTER] Completed predict_future for RNG
[2025-12-22T20:30:37.368551] [INFO ] [sig       ] RNG: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:30:37.508857] [INFO ] [LOCAL     ] Saved forecast: RNG	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/RNG.txt
[2025-12-22T20:30:37.509028] [INFO ] [sig       ] [2748/3560] Completed RNG in 0.3s | 2.94 sym/s | Total: 15.6m | ETA: 4.6m
[2025-12-22T20:30:37.509078] [INFO ] [sig       ] [2749/3560] Forecasting RNP...
[2025-12-22T20:30:37.509122] [INFO ] [sig       ] Generating forecast for: RNP
[2025-12-22T20:30:37.509166] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RNP' from 'https://tdm.silogroup.org/data/derivative_storage/RNP.csv'.
[2025-12-22T20:30:37.520302] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RNP'.
[2025-12-22T20:30:37.520874] [INFO ] [FORECASTER] Starting predict_future for RNP
[2025-12-22T20:30:37.521818] [DEBUG] [LOCAL     ] No optimal features file found for RNP: ./output/feature-sets/RNP.txt
[2025-12-22T20:30:37.521869] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:30:37.521901] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:30:37.521927] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:30:37.521982] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:30:37.578971] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:30:37.579968] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:30:37.580045] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:30:37.580076] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:30:37.700035] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:30:37.700193] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:30:37.700232] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:30:37.700259] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:30:37.703633] [DEBUG] [FORECASTER] RNP: Forecast T+1@11:T+2@11: UP (p=61.65%)
[2025-12-22T20:30:37.703914] [INFO ] [FORECASTER] Completed predict_future for RNP
[2025-12-22T20:30:37.704043] [INFO ] [sig       ] RNP: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:30:37.856733] [INFO ] [LOCAL     ] Saved forecast: RNP	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/RNP.txt
[2025-12-22T20:30:37.856972] [INFO ] [sig       ] [2749/3560] Completed RNP in 0.3s | 2.94 sym/s | Total: 15.6m | ETA: 4.6m
[2025-12-22T20:30:37.857049] [INFO ] [sig       ] [2750/3560] Forecasting ROAD...
[2025-12-22T20:30:37.857094] [INFO ] [sig       ] Generating forecast for: ROAD
[2025-12-22T20:30:37.857143] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ROAD' from 'https://tdm.silogroup.org/data/derivative_storage/ROAD.csv'.
[2025-12-22T20:30:37.868392] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ROAD'.
[2025-12-22T20:30:37.868754] [INFO ] [FORECASTER] Starting predict_future for ROAD
[2025-12-22T20:30:37.869562] [DEBUG] [LOCAL     ] No optimal features file found for ROAD: ./output/feature-sets/ROAD.txt
[2025-12-22T20:30:37.869634] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:30:37.869667] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:30:37.869694] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:30:37.869755] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:30:37.927129] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:30:37.928001] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:30:37.928102] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:30:37.928138] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:30:38.054122] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:30:38.054272] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:30:38.054313] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:30:38.054355] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:30:38.057784] [DEBUG] [FORECASTER] ROAD: Forecast T+1@11:T+2@11: UP (p=93.76%)
[2025-12-22T20:30:38.058076] [INFO ] [FORECASTER] Completed predict_future for ROAD
[2025-12-22T20:30:38.058224] [INFO ] [sig       ] ROAD: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:30:38.265872] [INFO ] [LOCAL     ] Saved forecast: ROAD	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/ROAD.txt
[2025-12-22T20:30:38.266057] [INFO ] [sig       ] [2750/3560] Completed ROAD in 0.4s | 2.94 sym/s | Total: 15.6m | ETA: 4.6m
[2025-12-22T20:30:38.266109] [INFO ] [sig       ] [2751/3560] Forecasting ROCK...
[2025-12-22T20:30:38.266165] [INFO ] [sig       ] Generating forecast for: ROCK
[2025-12-22T20:30:38.266208] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ROCK' from 'https://tdm.silogroup.org/data/derivative_storage/ROCK.csv'.
[2025-12-22T20:30:38.277972] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ROCK'.
[2025-12-22T20:30:38.278355] [INFO ] [FORECASTER] Starting predict_future for ROCK
[2025-12-22T20:30:38.279275] [DEBUG] [LOCAL     ] No optimal features file found for ROCK: ./output/feature-sets/ROCK.txt
[2025-12-22T20:30:38.279334] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:30:38.279367] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:30:38.279393] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:30:38.279448] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:30:38.336939] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:30:38.337948] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:30:38.338046] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:30:38.338080] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:30:38.460118] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:30:38.460271] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:30:38.460311] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:30:38.460339] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:30:38.463866] [DEBUG] [FORECASTER] ROCK: Forecast T+1@11:T+2@11: DOWN (p=36.49%)
[2025-12-22T20:30:38.464154] [INFO ] [FORECASTER] Completed predict_future for ROCK
[2025-12-22T20:30:38.464276] [INFO ] [sig       ] ROCK: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:30:38.610970] [INFO ] [LOCAL     ] Saved forecast: ROCK	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/ROCK.txt
[2025-12-22T20:30:38.611139] [INFO ] [sig       ] [2751/3560] Completed ROCK in 0.3s | 2.94 sym/s | Total: 15.6m | ETA: 4.6m
[2025-12-22T20:30:38.611184] [INFO ] [sig       ] [2752/3560] Forecasting ROE...
[2025-12-22T20:30:38.611215] [INFO ] [sig       ] Generating forecast for: ROE
[2025-12-22T20:30:38.611247] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ROE' from 'https://tdm.silogroup.org/data/derivative_storage/ROE.csv'.
[2025-12-22T20:30:38.623447] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ROE'.
[2025-12-22T20:30:38.623908] [INFO ] [FORECASTER] Starting predict_future for ROE
[2025-12-22T20:30:38.624906] [DEBUG] [LOCAL     ] No optimal features file found for ROE: ./output/feature-sets/ROE.txt
[2025-12-22T20:30:38.624968] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:30:38.625011] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:30:38.625047] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:30:38.625122] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:30:38.684086] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:30:38.684992] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:30:38.685082] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:30:38.685117] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:30:38.804985] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:30:38.805143] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:30:38.805183] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:30:38.805213] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:30:38.809298] [DEBUG] [FORECASTER] ROE: Forecast T+1@11:T+2@11: DOWN (p=8.83%)
[2025-12-22T20:30:38.809798] [INFO ] [FORECASTER] Completed predict_future for ROE
[2025-12-22T20:30:38.809953] [INFO ] [sig       ] ROE: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:30:38.947902] [INFO ] [LOCAL     ] Saved forecast: ROE	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/ROE.txt
[2025-12-22T20:30:38.948078] [INFO ] [sig       ] [2752/3560] Completed ROE in 0.3s | 2.94 sym/s | Total: 15.6m | ETA: 4.6m
[2025-12-22T20:30:38.948122] [INFO ] [sig       ] [2753/3560] Forecasting ROP...
[2025-12-22T20:30:38.948153] [INFO ] [sig       ] Generating forecast for: ROP
[2025-12-22T20:30:38.948183] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ROP' from 'https://tdm.silogroup.org/data/derivative_storage/ROP.csv'.
[2025-12-22T20:30:38.959670] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ROP'.
[2025-12-22T20:30:38.960096] [INFO ] [FORECASTER] Starting predict_future for ROP
[2025-12-22T20:30:38.960921] [DEBUG] [LOCAL     ] No optimal features file found for ROP: ./output/feature-sets/ROP.txt
[2025-12-22T20:30:38.960988] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:30:38.961071] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:30:38.961101] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:30:38.961157] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:30:39.020757] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:30:39.021641] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:30:39.021723] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:30:39.021756] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:30:39.140166] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:30:39.140319] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:30:39.140392] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:30:39.140423] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:30:39.143736] [DEBUG] [FORECASTER] ROP: Forecast T+1@11:T+2@11: DOWN (p=37.62%)
[2025-12-22T20:30:39.144001] [INFO ] [FORECASTER] Completed predict_future for ROP
[2025-12-22T20:30:39.144123] [INFO ] [sig       ] ROP: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:30:39.280210] [INFO ] [LOCAL     ] Saved forecast: ROP	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/ROP.txt
[2025-12-22T20:30:39.280367] [INFO ] [sig       ] [2753/3560] Completed ROP in 0.3s | 2.94 sym/s | Total: 15.6m | ETA: 4.6m
[2025-12-22T20:30:39.280406] [INFO ] [sig       ] [2754/3560] Forecasting RPAY...
[2025-12-22T20:30:39.280436] [INFO ] [sig       ] Generating forecast for: RPAY
[2025-12-22T20:30:39.280465] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RPAY' from 'https://tdm.silogroup.org/data/derivative_storage/RPAY.csv'.
[2025-12-22T20:30:39.291409] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RPAY'.
[2025-12-22T20:30:39.291794] [INFO ] [FORECASTER] Starting predict_future for RPAY
[2025-12-22T20:30:39.292562] [DEBUG] [LOCAL     ] No optimal features file found for RPAY: ./output/feature-sets/RPAY.txt
[2025-12-22T20:30:39.292636] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:30:39.292668] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:30:39.292694] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:30:39.292751] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:30:39.348392] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:30:39.349166] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:30:39.349246] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:30:39.349278] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:30:39.470800] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:30:39.470969] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:30:39.471010] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:30:39.471038] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:30:39.474585] [DEBUG] [FORECASTER] RPAY: Forecast T+1@11:T+2@11: UP (p=98.30%)
[2025-12-22T20:30:39.474867] [INFO ] [FORECASTER] Completed predict_future for RPAY
[2025-12-22T20:30:39.474992] [INFO ] [sig       ] RPAY: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:30:39.613793] [INFO ] [LOCAL     ] Saved forecast: RPAY	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/RPAY.txt
[2025-12-22T20:30:39.613962] [INFO ] [sig       ] [2754/3560] Completed RPAY in 0.3s | 2.94 sym/s | Total: 15.6m | ETA: 4.6m
[2025-12-22T20:30:39.614003] [INFO ] [sig       ] [2755/3560] Forecasting RPD...
[2025-12-22T20:30:39.614033] [INFO ] [sig       ] Generating forecast for: RPD
[2025-12-22T20:30:39.614064] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RPD' from 'https://tdm.silogroup.org/data/derivative_storage/RPD.csv'.
[2025-12-22T20:30:39.625300] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RPD'.
[2025-12-22T20:30:39.625717] [INFO ] [FORECASTER] Starting predict_future for RPD
[2025-12-22T20:30:39.626502] [DEBUG] [LOCAL     ] No optimal features file found for RPD: ./output/feature-sets/RPD.txt
[2025-12-22T20:30:39.626554] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:30:39.626609] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:30:39.626637] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:30:39.626693] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:30:39.682903] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:30:39.683818] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:30:39.683901] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:30:39.683934] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:30:39.806647] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:30:39.806805] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:30:39.806847] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:30:39.806875] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:30:39.810327] [DEBUG] [FORECASTER] RPD: Forecast T+1@11:T+2@11: UP (p=58.57%)
[2025-12-22T20:30:39.810650] [INFO ] [FORECASTER] Completed predict_future for RPD
[2025-12-22T20:30:39.810782] [INFO ] [sig       ] RPD: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:30:39.948791] [INFO ] [LOCAL     ] Saved forecast: RPD	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/RPD.txt
[2025-12-22T20:30:39.948937] [INFO ] [sig       ] [2755/3560] Completed RPD in 0.3s | 2.94 sym/s | Total: 15.6m | ETA: 4.6m
[2025-12-22T20:30:39.948975] [INFO ] [sig       ] [2756/3560] Forecasting RPID...
[2025-12-22T20:30:39.949025] [INFO ] [sig       ] Generating forecast for: RPID
[2025-12-22T20:30:39.949063] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RPID' from 'https://tdm.silogroup.org/data/derivative_storage/RPID.csv'.
[2025-12-22T20:30:39.959867] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RPID'.
[2025-12-22T20:30:39.960251] [INFO ] [FORECASTER] Starting predict_future for RPID
[2025-12-22T20:30:39.961053] [DEBUG] [LOCAL     ] No optimal features file found for RPID: ./output/feature-sets/RPID.txt
[2025-12-22T20:30:39.961105] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:30:39.961136] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:30:39.961163] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:30:39.961221] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:30:40.018268] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:30:40.019195] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:30:40.019282] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:30:40.019315] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:30:40.152162] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:30:40.152326] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:30:40.152377] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:30:40.152457] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:30:40.156309] [DEBUG] [FORECASTER] RPID: Forecast T+1@11:T+2@11: UP (p=68.11%)
[2025-12-22T20:30:40.156613] [INFO ] [FORECASTER] Completed predict_future for RPID
[2025-12-22T20:30:40.156751] [INFO ] [sig       ] RPID: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:30:40.302806] [INFO ] [LOCAL     ] Saved forecast: RPID	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/RPID.txt
[2025-12-22T20:30:40.302963] [INFO ] [sig       ] [2756/3560] Completed RPID in 0.4s | 2.94 sym/s | Total: 15.6m | ETA: 4.6m
[2025-12-22T20:30:40.303013] [INFO ] [sig       ] [2757/3560] Forecasting RPRX...
[2025-12-22T20:30:40.303044] [INFO ] [sig       ] Generating forecast for: RPRX
[2025-12-22T20:30:40.303077] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RPRX' from 'https://tdm.silogroup.org/data/derivative_storage/RPRX.csv'.
[2025-12-22T20:30:40.314069] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RPRX'.
[2025-12-22T20:30:40.314407] [INFO ] [FORECASTER] Starting predict_future for RPRX
[2025-12-22T20:30:40.315201] [DEBUG] [LOCAL     ] No optimal features file found for RPRX: ./output/feature-sets/RPRX.txt
[2025-12-22T20:30:40.315254] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:30:40.315301] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:30:40.315330] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:30:40.315399] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:30:40.372055] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:30:40.372760] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:30:40.372837] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:30:40.372869] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:30:40.497348] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:30:40.497517] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:30:40.497569] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:30:40.497629] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:30:40.501108] [DEBUG] [FORECASTER] RPRX: Forecast T+1@11:T+2@11: UP (p=73.78%)
[2025-12-22T20:30:40.501388] [INFO ] [FORECASTER] Completed predict_future for RPRX
[2025-12-22T20:30:40.501517] [INFO ] [sig       ] RPRX: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:30:40.647421] [INFO ] [LOCAL     ] Saved forecast: RPRX	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/RPRX.txt
[2025-12-22T20:30:40.647608] [INFO ] [sig       ] [2757/3560] Completed RPRX in 0.3s | 2.94 sym/s | Total: 15.6m | ETA: 4.5m
[2025-12-22T20:30:40.647653] [INFO ] [sig       ] [2758/3560] Forecasting RPTX...
[2025-12-22T20:30:40.647684] [INFO ] [sig       ] Generating forecast for: RPTX
[2025-12-22T20:30:40.647715] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RPTX' from 'https://tdm.silogroup.org/data/derivative_storage/RPTX.csv'.
[2025-12-22T20:30:40.659749] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RPTX'.
[2025-12-22T20:30:40.660180] [INFO ] [FORECASTER] Starting predict_future for RPTX
[2025-12-22T20:30:40.661038] [DEBUG] [LOCAL     ] No optimal features file found for RPTX: ./output/feature-sets/RPTX.txt
[2025-12-22T20:30:40.661101] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:30:40.661148] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:30:40.661191] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:30:40.661282] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:30:40.724781] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:30:40.725878] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:30:40.725959] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:30:40.725991] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:30:40.856826] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:30:40.856979] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:30:40.857033] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:30:40.857080] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:30:40.861159] [DEBUG] [FORECASTER] RPTX: Forecast T+1@11:T+2@11: DOWN (p=7.51%)
[2025-12-22T20:30:40.861729] [INFO ] [FORECASTER] Completed predict_future for RPTX
[2025-12-22T20:30:40.861865] [INFO ] [sig       ] RPTX: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:30:41.011348] [INFO ] [LOCAL     ] Saved forecast: RPTX	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/RPTX.txt
[2025-12-22T20:30:41.011525] [INFO ] [sig       ] [2758/3560] Completed RPTX in 0.4s | 2.94 sym/s | Total: 15.6m | ETA: 4.5m
[2025-12-22T20:30:41.011593] [INFO ] [sig       ] [2759/3560] Forecasting RQI...
[2025-12-22T20:30:41.011628] [INFO ] [sig       ] Generating forecast for: RQI
[2025-12-22T20:30:41.011659] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RQI' from 'https://tdm.silogroup.org/data/derivative_storage/RQI.csv'.
[2025-12-22T20:30:41.023477] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RQI'.
[2025-12-22T20:30:41.023916] [INFO ] [FORECASTER] Starting predict_future for RQI
[2025-12-22T20:30:41.024788] [DEBUG] [LOCAL     ] No optimal features file found for RQI: ./output/feature-sets/RQI.txt
[2025-12-22T20:30:41.024842] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:30:41.024881] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:30:41.024919] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:30:41.025000] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:30:41.085452] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:30:41.086259] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:30:41.086342] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:30:41.086376] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:30:41.212718] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:30:41.212869] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:30:41.212909] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:30:41.212938] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:30:41.216466] [DEBUG] [FORECASTER] RQI: Forecast T+1@11:T+2@11: UP (p=96.05%)
[2025-12-22T20:30:41.216783] [INFO ] [FORECASTER] Completed predict_future for RQI
[2025-12-22T20:30:41.216914] [INFO ] [sig       ] RQI: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:30:41.367253] [INFO ] [LOCAL     ] Saved forecast: RQI	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/RQI.txt
[2025-12-22T20:30:41.367461] [INFO ] [sig       ] [2759/3560] Completed RQI in 0.4s | 2.94 sym/s | Total: 15.6m | ETA: 4.5m
[2025-12-22T20:30:41.367532] [INFO ] [sig       ] [2760/3560] Forecasting RRBI...
[2025-12-22T20:30:41.367605] [INFO ] [sig       ] Generating forecast for: RRBI
[2025-12-22T20:30:41.367661] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RRBI' from 'https://tdm.silogroup.org/data/derivative_storage/RRBI.csv'.
[2025-12-22T20:30:41.384119] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'RRBI'.
[2025-12-22T20:30:41.384786] [INFO ] [FORECASTER] Starting predict_future for RRBI
[2025-12-22T20:30:41.386019] [DEBUG] [LOCAL     ] No optimal features file found for RRBI: ./output/feature-sets/RRBI.txt
[2025-12-22T20:30:41.386086] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:30:41.386126] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:30:41.386160] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:30:41.386242] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:30:41.449638] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:30:41.450444] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:30:41.450526] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:30:41.450559] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:30:41.558436] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:30:41.558806] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-22T20:30:41.558846] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:30:41.558874] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:30:41.562476] [DEBUG] [FORECASTER] RRBI: Forecast T+1@11:T+2@11: DOWN (p=7.94%)
[2025-12-22T20:30:41.562961] [INFO ] [FORECASTER] Completed predict_future for RRBI
[2025-12-22T20:30:41.563090] [INFO ] [sig       ] RRBI: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:30:41.707595] [INFO ] [LOCAL     ] Saved forecast: RRBI	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/RRBI.txt
[2025-12-22T20:30:41.707755] [INFO ] [sig       ] [2760/3560] Completed RRBI in 0.3s | 2.94 sym/s | Total: 15.6m | ETA: 4.5m
[2025-12-22T20:30:41.707796] [INFO ] [sig       ] [2761/3560] Forecasting RRC...
[2025-12-22T20:30:41.707841] [INFO ] [sig       ] Generating forecast for: RRC
[2025-12-22T20:30:41.707875] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RRC' from 'https://tdm.silogroup.org/data/derivative_storage/RRC.csv'.
[2025-12-22T20:30:41.719863] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RRC'.
[2025-12-22T20:30:41.720248] [INFO ] [FORECASTER] Starting predict_future for RRC
[2025-12-22T20:30:41.721081] [DEBUG] [LOCAL     ] No optimal features file found for RRC: ./output/feature-sets/RRC.txt
[2025-12-22T20:30:41.721133] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:30:41.721165] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:30:41.721191] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:30:41.721247] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:30:41.778900] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:30:41.780094] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:30:41.780178] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:30:41.780209] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:30:41.907208] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:30:41.907380] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:30:41.907652] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:30:41.907695] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:30:41.912019] [DEBUG] [FORECASTER] RRC: Forecast T+1@11:T+2@11: DOWN (p=10.53%)
[2025-12-22T20:30:41.912627] [INFO ] [FORECASTER] Completed predict_future for RRC
[2025-12-22T20:30:41.912788] [INFO ] [sig       ] RRC: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:30:42.067862] [INFO ] [LOCAL     ] Saved forecast: RRC	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/RRC.txt
[2025-12-22T20:30:42.068023] [INFO ] [sig       ] [2761/3560] Completed RRC in 0.4s | 2.94 sym/s | Total: 15.6m | ETA: 4.5m
[2025-12-22T20:30:42.068065] [INFO ] [sig       ] [2762/3560] Forecasting RRGB...
[2025-12-22T20:30:42.068096] [INFO ] [sig       ] Generating forecast for: RRGB
[2025-12-22T20:30:42.068127] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RRGB' from 'https://tdm.silogroup.org/data/derivative_storage/RRGB.csv'.
[2025-12-22T20:30:42.080014] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RRGB'.
[2025-12-22T20:30:42.080436] [INFO ] [FORECASTER] Starting predict_future for RRGB
[2025-12-22T20:30:42.081328] [DEBUG] [LOCAL     ] No optimal features file found for RRGB: ./output/feature-sets/RRGB.txt
[2025-12-22T20:30:42.081383] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:30:42.081420] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:30:42.081458] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:30:42.081518] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:30:42.139889] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:30:42.140814] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:30:42.140898] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:30:42.140931] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:30:42.271119] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:30:42.271278] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:30:42.271319] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:30:42.271348] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:30:42.274976] [DEBUG] [FORECASTER] RRGB: Forecast T+1@11:T+2@11: DOWN (p=18.00%)
[2025-12-22T20:30:42.275331] [INFO ] [FORECASTER] Completed predict_future for RRGB
[2025-12-22T20:30:42.275480] [INFO ] [sig       ] RRGB: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:30:42.417507] [INFO ] [LOCAL     ] Saved forecast: RRGB	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/RRGB.txt
[2025-12-22T20:30:42.417684] [INFO ] [sig       ] [2762/3560] Completed RRGB in 0.3s | 2.94 sym/s | Total: 15.6m | ETA: 4.5m
[2025-12-22T20:30:42.417724] [INFO ] [sig       ] [2763/3560] Forecasting RRX...
[2025-12-22T20:30:42.417755] [INFO ] [sig       ] Generating forecast for: RRX
[2025-12-22T20:30:42.417786] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RRX' from 'https://tdm.silogroup.org/data/derivative_storage/RRX.csv'.
[2025-12-22T20:30:42.429873] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RRX'.
[2025-12-22T20:30:42.430277] [INFO ] [FORECASTER] Starting predict_future for RRX
[2025-12-22T20:30:42.431108] [DEBUG] [LOCAL     ] No optimal features file found for RRX: ./output/feature-sets/RRX.txt
[2025-12-22T20:30:42.431162] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:30:42.431196] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:30:42.431225] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:30:42.431286] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:30:42.492711] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:30:42.493676] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:30:42.493819] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:30:42.493855] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:30:42.615159] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:30:42.615320] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:30:42.615359] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:30:42.615388] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:30:42.618863] [DEBUG] [FORECASTER] RRX: Forecast T+1@11:T+2@11: UP (p=94.04%)
[2025-12-22T20:30:42.619252] [INFO ] [FORECASTER] Completed predict_future for RRX
[2025-12-22T20:30:42.619422] [INFO ] [sig       ] RRX: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:30:42.758755] [INFO ] [LOCAL     ] Saved forecast: RRX	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/RRX.txt
[2025-12-22T20:30:42.758912] [INFO ] [sig       ] [2763/3560] Completed RRX in 0.3s | 2.94 sym/s | Total: 15.6m | ETA: 4.5m
[2025-12-22T20:30:42.758953] [INFO ] [sig       ] [2764/3560] Forecasting RS...
[2025-12-22T20:30:42.758983] [INFO ] [sig       ] Generating forecast for: RS
[2025-12-22T20:30:42.759044] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RS' from 'https://tdm.silogroup.org/data/derivative_storage/RS.csv'.
[2025-12-22T20:30:42.770470] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RS'.
[2025-12-22T20:30:42.770907] [INFO ] [FORECASTER] Starting predict_future for RS
[2025-12-22T20:30:42.771779] [DEBUG] [LOCAL     ] No optimal features file found for RS: ./output/feature-sets/RS.txt
[2025-12-22T20:30:42.771837] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:30:42.771871] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:30:42.771899] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:30:42.771958] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:30:42.836792] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:30:42.837917] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:30:42.838009] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:30:42.838041] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:30:42.990501] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:30:42.990678] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:30:42.990720] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:30:42.990788] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:30:42.994489] [DEBUG] [FORECASTER] RS: Forecast T+1@11:T+2@11: UP (p=91.06%)
[2025-12-22T20:30:42.994865] [INFO ] [FORECASTER] Completed predict_future for RS
[2025-12-22T20:30:42.995010] [INFO ] [sig       ] RS: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:30:43.151050] [INFO ] [LOCAL     ] Saved forecast: RS	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/RS.txt
[2025-12-22T20:30:43.151207] [INFO ] [sig       ] [2764/3560] Completed RS in 0.4s | 2.94 sym/s | Total: 15.7m | ETA: 4.5m
[2025-12-22T20:30:43.151248] [INFO ] [sig       ] [2765/3560] Forecasting RSG...
[2025-12-22T20:30:43.151278] [INFO ] [sig       ] Generating forecast for: RSG
[2025-12-22T20:30:43.151309] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RSG' from 'https://tdm.silogroup.org/data/derivative_storage/RSG.csv'.
[2025-12-22T20:30:43.164940] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RSG'.
[2025-12-22T20:30:43.165390] [INFO ] [FORECASTER] Starting predict_future for RSG
[2025-12-22T20:30:43.166278] [DEBUG] [LOCAL     ] No optimal features file found for RSG: ./output/feature-sets/RSG.txt
[2025-12-22T20:30:43.166334] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:30:43.166368] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:30:43.166396] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:30:43.166454] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:30:43.227022] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:30:43.227972] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:30:43.228060] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:30:43.228093] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:30:43.352247] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:30:43.352411] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:30:43.352453] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:30:43.352481] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:30:43.355976] [DEBUG] [FORECASTER] RSG: Forecast T+1@11:T+2@11: UP (p=65.21%)
[2025-12-22T20:30:43.356315] [INFO ] [FORECASTER] Completed predict_future for RSG
[2025-12-22T20:30:43.356457] [INFO ] [sig       ] RSG: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:30:43.499830] [INFO ] [LOCAL     ] Saved forecast: RSG	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/RSG.txt
[2025-12-22T20:30:43.499990] [INFO ] [sig       ] [2765/3560] Completed RSG in 0.3s | 2.94 sym/s | Total: 15.7m | ETA: 4.5m
[2025-12-22T20:30:43.500029] [INFO ] [sig       ] [2766/3560] Forecasting RSI...
[2025-12-22T20:30:43.500060] [INFO ] [sig       ] Generating forecast for: RSI
[2025-12-22T20:30:43.500091] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RSI' from 'https://tdm.silogroup.org/data/derivative_storage/RSI.csv'.
[2025-12-22T20:30:43.511515] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RSI'.
[2025-12-22T20:30:43.511932] [INFO ] [FORECASTER] Starting predict_future for RSI
[2025-12-22T20:30:43.512771] [DEBUG] [LOCAL     ] No optimal features file found for RSI: ./output/feature-sets/RSI.txt
[2025-12-22T20:30:43.512827] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:30:43.512860] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:30:43.512887] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:30:43.512943] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:30:43.568530] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:30:43.569496] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:30:43.569597] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:30:43.569661] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:30:43.691811] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:30:43.691964] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:30:43.692004] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:30:43.692034] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:30:43.695353] [DEBUG] [FORECASTER] RSI: Forecast T+1@11:T+2@11: DOWN (p=25.53%)
[2025-12-22T20:30:43.695658] [INFO ] [FORECASTER] Completed predict_future for RSI
[2025-12-22T20:30:43.695779] [INFO ] [sig       ] RSI: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:30:43.832102] [INFO ] [LOCAL     ] Saved forecast: RSI	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/RSI.txt
[2025-12-22T20:30:43.832265] [INFO ] [sig       ] [2766/3560] Completed RSI in 0.3s | 2.94 sym/s | Total: 15.7m | ETA: 4.5m
[2025-12-22T20:30:43.832309] [INFO ] [sig       ] [2767/3560] Forecasting RSKD...
[2025-12-22T20:30:43.832345] [INFO ] [sig       ] Generating forecast for: RSKD
[2025-12-22T20:30:43.832382] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RSKD' from 'https://tdm.silogroup.org/data/derivative_storage/RSKD.csv'.
[2025-12-22T20:30:43.843014] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RSKD'.
[2025-12-22T20:30:43.843364] [INFO ] [FORECASTER] Starting predict_future for RSKD
[2025-12-22T20:30:43.844201] [DEBUG] [LOCAL     ] No optimal features file found for RSKD: ./output/feature-sets/RSKD.txt
[2025-12-22T20:30:43.844254] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:30:43.844287] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:30:43.844316] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:30:43.844375] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:30:43.901834] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:30:43.902473] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:30:43.902550] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:30:43.902599] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:30:44.017943] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:30:44.018099] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:30:44.018137] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:30:44.018165] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:30:44.021658] [DEBUG] [FORECASTER] RSKD: Forecast T+1@11:T+2@11: UP (p=79.07%)
[2025-12-22T20:30:44.021985] [INFO ] [FORECASTER] Completed predict_future for RSKD
[2025-12-22T20:30:44.022123] [INFO ] [sig       ] RSKD: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:30:44.169781] [INFO ] [LOCAL     ] Saved forecast: RSKD	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/RSKD.txt
[2025-12-22T20:30:44.170003] [INFO ] [sig       ] [2767/3560] Completed RSKD in 0.3s | 2.94 sym/s | Total: 15.7m | ETA: 4.5m
[2025-12-22T20:30:44.170062] [INFO ] [sig       ] [2768/3560] Forecasting RSSS...
[2025-12-22T20:30:44.170107] [INFO ] [sig       ] Generating forecast for: RSSS
[2025-12-22T20:30:44.170151] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RSSS' from 'https://tdm.silogroup.org/data/derivative_storage/RSSS.csv'.
[2025-12-22T20:30:44.184806] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RSSS'.
[2025-12-22T20:30:44.185257] [INFO ] [FORECASTER] Starting predict_future for RSSS
[2025-12-22T20:30:44.186304] [DEBUG] [LOCAL     ] No optimal features file found for RSSS: ./output/feature-sets/RSSS.txt
[2025-12-22T20:30:44.186370] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:30:44.186413] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:30:44.186459] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:30:44.186566] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:30:44.263095] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:30:44.264221] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:30:44.264311] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:30:44.264346] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:30:44.392212] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:30:44.392367] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:30:44.392408] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:30:44.392436] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:30:44.396024] [DEBUG] [FORECASTER] RSSS: Forecast T+1@11:T+2@11: UP (p=62.15%)
[2025-12-22T20:30:44.396317] [INFO ] [FORECASTER] Completed predict_future for RSSS
[2025-12-22T20:30:44.396448] [INFO ] [sig       ] RSSS: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:30:44.537064] [INFO ] [LOCAL     ] Saved forecast: RSSS	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/RSSS.txt
[2025-12-22T20:30:44.537203] [INFO ] [sig       ] [2768/3560] Completed RSSS in 0.4s | 2.94 sym/s | Total: 15.7m | ETA: 4.5m
[2025-12-22T20:30:44.537243] [INFO ] [sig       ] [2769/3560] Forecasting RTO...
[2025-12-22T20:30:44.537272] [INFO ] [sig       ] Generating forecast for: RTO
[2025-12-22T20:30:44.537303] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RTO' from 'https://tdm.silogroup.org/data/derivative_storage/RTO.csv'.
[2025-12-22T20:30:44.548421] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RTO'.
[2025-12-22T20:30:44.548754] [INFO ] [FORECASTER] Starting predict_future for RTO
[2025-12-22T20:30:44.549555] [DEBUG] [LOCAL     ] No optimal features file found for RTO: ./output/feature-sets/RTO.txt
[2025-12-22T20:30:44.549629] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:30:44.549664] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:30:44.549690] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:30:44.549747] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:30:44.606457] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:30:44.607071] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:30:44.607145] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:30:44.607178] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:30:44.728527] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:30:44.728637] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:30:44.728672] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:30:44.728700] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:30:44.731754] [DEBUG] [FORECASTER] RTO: Forecast T+1@11:T+2@11: DOWN (p=36.75%)
[2025-12-22T20:30:44.732008] [INFO ] [FORECASTER] Completed predict_future for RTO
[2025-12-22T20:30:44.732125] [INFO ] [sig       ] RTO: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:30:44.869961] [INFO ] [LOCAL     ] Saved forecast: RTO	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/RTO.txt
[2025-12-22T20:30:44.870079] [INFO ] [sig       ] [2769/3560] Completed RTO in 0.3s | 2.94 sym/s | Total: 15.7m | ETA: 4.5m
[2025-12-22T20:30:44.870118] [INFO ] [sig       ] [2770/3560] Forecasting RUM...
[2025-12-22T20:30:44.870146] [INFO ] [sig       ] Generating forecast for: RUM
[2025-12-22T20:30:44.870175] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RUM' from 'https://tdm.silogroup.org/data/derivative_storage/RUM.csv'.
[2025-12-22T20:30:44.884623] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RUM'.
[2025-12-22T20:30:44.885048] [INFO ] [FORECASTER] Starting predict_future for RUM
[2025-12-22T20:30:44.886121] [DEBUG] [LOCAL     ] No optimal features file found for RUM: ./output/feature-sets/RUM.txt
[2025-12-22T20:30:44.886206] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:30:44.886305] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:30:44.886348] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:30:44.886436] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:30:44.953635] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:30:44.954546] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:30:44.954840] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:30:44.954875] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:30:45.085018] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:30:45.085183] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:30:45.085224] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:30:45.085253] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:30:45.088920] [DEBUG] [FORECASTER] RUM: Forecast T+1@11:T+2@11: DOWN (p=12.39%)
[2025-12-22T20:30:45.089230] [INFO ] [FORECASTER] Completed predict_future for RUM
[2025-12-22T20:30:45.089361] [INFO ] [sig       ] RUM: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:30:45.230490] [INFO ] [LOCAL     ] Saved forecast: RUM	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/RUM.txt
[2025-12-22T20:30:45.230652] [INFO ] [sig       ] [2770/3560] Completed RUM in 0.4s | 2.94 sym/s | Total: 15.7m | ETA: 4.5m
[2025-12-22T20:30:45.230693] [INFO ] [sig       ] [2771/3560] Forecasting RUN...
[2025-12-22T20:30:45.230722] [INFO ] [sig       ] Generating forecast for: RUN
[2025-12-22T20:30:45.230752] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RUN' from 'https://tdm.silogroup.org/data/derivative_storage/RUN.csv'.
[2025-12-22T20:30:45.242839] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RUN'.
[2025-12-22T20:30:45.243192] [INFO ] [FORECASTER] Starting predict_future for RUN
[2025-12-22T20:30:45.243992] [DEBUG] [LOCAL     ] No optimal features file found for RUN: ./output/feature-sets/RUN.txt
[2025-12-22T20:30:45.244044] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:30:45.244074] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:30:45.244100] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:30:45.244155] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:30:45.309844] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:30:45.311007] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:30:45.311091] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:30:45.311126] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:30:45.441898] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:30:45.442054] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:30:45.442098] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:30:45.442128] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:30:45.446226] [DEBUG] [FORECASTER] RUN: Forecast T+1@11:T+2@11: DOWN (p=24.41%)
[2025-12-22T20:30:45.446520] [INFO ] [FORECASTER] Completed predict_future for RUN
[2025-12-22T20:30:45.446861] [INFO ] [sig       ] RUN: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:30:45.598087] [INFO ] [LOCAL     ] Saved forecast: RUN	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/RUN.txt
[2025-12-22T20:30:45.598243] [INFO ] [sig       ] [2771/3560] Completed RUN in 0.4s | 2.94 sym/s | Total: 15.7m | ETA: 4.5m
[2025-12-22T20:30:45.598283] [INFO ] [sig       ] [2772/3560] Forecasting RUNN...
[2025-12-22T20:30:45.598314] [INFO ] [sig       ] Generating forecast for: RUNN
[2025-12-22T20:30:45.598344] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RUNN' from 'https://tdm.silogroup.org/data/derivative_storage/RUNN.csv'.
[2025-12-22T20:30:45.611204] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RUNN'.
[2025-12-22T20:30:45.611601] [INFO ] [FORECASTER] Starting predict_future for RUNN
[2025-12-22T20:30:45.612483] [DEBUG] [LOCAL     ] No optimal features file found for RUNN: ./output/feature-sets/RUNN.txt
[2025-12-22T20:30:45.612538] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:30:45.612786] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:30:45.612816] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:30:45.612893] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:30:45.676830] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:30:45.677850] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:30:45.677931] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:30:45.677964] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:30:45.812016] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:30:45.812169] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:30:45.812209] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:30:45.812237] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:30:45.815842] [DEBUG] [FORECASTER] RUNN: Forecast T+1@11:T+2@11: DOWN (p=28.55%)
[2025-12-22T20:30:45.816115] [INFO ] [FORECASTER] Completed predict_future for RUNN
[2025-12-22T20:30:45.816240] [INFO ] [sig       ] RUNN: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:30:45.955461] [INFO ] [LOCAL     ] Saved forecast: RUNN	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/RUNN.txt
[2025-12-22T20:30:45.955636] [INFO ] [sig       ] [2772/3560] Completed RUNN in 0.4s | 2.94 sym/s | Total: 15.7m | ETA: 4.5m
[2025-12-22T20:30:45.955678] [INFO ] [sig       ] [2773/3560] Forecasting RUSHA...
[2025-12-22T20:30:45.955707] [INFO ] [sig       ] Generating forecast for: RUSHA
[2025-12-22T20:30:45.955738] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RUSHA' from 'https://tdm.silogroup.org/data/derivative_storage/RUSHA.csv'.
[2025-12-22T20:30:45.970494] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RUSHA'.
[2025-12-22T20:30:45.971003] [INFO ] [FORECASTER] Starting predict_future for RUSHA
[2025-12-22T20:30:45.972107] [DEBUG] [LOCAL     ] No optimal features file found for RUSHA: ./output/feature-sets/RUSHA.txt
[2025-12-22T20:30:45.972176] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:30:45.972224] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:30:45.972262] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:30:45.972340] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:30:46.036000] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:30:46.036905] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:30:46.036995] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:30:46.037031] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:30:46.156121] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:30:46.156274] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:30:46.156320] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:30:46.156402] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:30:46.160072] [DEBUG] [FORECASTER] RUSHA: Forecast T+1@11:T+2@11: DOWN (p=2.01%)
[2025-12-22T20:30:46.160375] [INFO ] [FORECASTER] Completed predict_future for RUSHA
[2025-12-22T20:30:46.160536] [INFO ] [sig       ] RUSHA: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:30:46.304707] [INFO ] [LOCAL     ] Saved forecast: RUSHA	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/RUSHA.txt
[2025-12-22T20:30:46.304896] [INFO ] [sig       ] [2773/3560] Completed RUSHA in 0.3s | 2.94 sym/s | Total: 15.7m | ETA: 4.5m
[2025-12-22T20:30:46.304940] [INFO ] [sig       ] [2774/3560] Forecasting RUSHB...
[2025-12-22T20:30:46.304973] [INFO ] [sig       ] Generating forecast for: RUSHB
[2025-12-22T20:30:46.305006] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RUSHB' from 'https://tdm.silogroup.org/data/derivative_storage/RUSHB.csv'.
[2025-12-22T20:30:46.315840] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RUSHB'.
[2025-12-22T20:30:46.316234] [INFO ] [FORECASTER] Starting predict_future for RUSHB
[2025-12-22T20:30:46.317083] [DEBUG] [LOCAL     ] No optimal features file found for RUSHB: ./output/feature-sets/RUSHB.txt
[2025-12-22T20:30:46.317139] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:30:46.317172] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:30:46.317201] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:30:46.317258] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:30:46.376177] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:30:46.377060] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:30:46.377142] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:30:46.377176] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:30:46.493969] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:30:46.494151] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:30:46.494200] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:30:46.494232] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:30:46.497853] [DEBUG] [FORECASTER] RUSHB: Forecast T+1@11:T+2@11: DOWN (p=9.16%)
[2025-12-22T20:30:46.498167] [INFO ] [FORECASTER] Completed predict_future for RUSHB
[2025-12-22T20:30:46.498307] [INFO ] [sig       ] RUSHB: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:30:46.635457] [INFO ] [LOCAL     ] Saved forecast: RUSHB	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/RUSHB.txt
[2025-12-22T20:30:46.635638] [INFO ] [sig       ] [2774/3560] Completed RUSHB in 0.3s | 2.94 sym/s | Total: 15.7m | ETA: 4.5m
[2025-12-22T20:30:46.635684] [INFO ] [sig       ] [2775/3560] Forecasting RVMD...
[2025-12-22T20:30:46.635713] [INFO ] [sig       ] Generating forecast for: RVMD
[2025-12-22T20:30:46.635743] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RVMD' from 'https://tdm.silogroup.org/data/derivative_storage/RVMD.csv'.
[2025-12-22T20:30:46.647605] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RVMD'.
[2025-12-22T20:30:46.648030] [INFO ] [FORECASTER] Starting predict_future for RVMD
[2025-12-22T20:30:46.648855] [DEBUG] [LOCAL     ] No optimal features file found for RVMD: ./output/feature-sets/RVMD.txt
[2025-12-22T20:30:46.648907] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:30:46.648939] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:30:46.648965] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:30:46.649050] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:30:46.706419] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:30:46.707439] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:30:46.707520] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:30:46.707552] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:30:46.838284] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:30:46.838446] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:30:46.838488] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:30:46.838518] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:30:46.842800] [DEBUG] [FORECASTER] RVMD: Forecast T+1@11:T+2@11: DOWN (p=43.41%)
[2025-12-22T20:30:46.843115] [INFO ] [FORECASTER] Completed predict_future for RVMD
[2025-12-22T20:30:46.843250] [INFO ] [sig       ] RVMD: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:30:46.989331] [INFO ] [LOCAL     ] Saved forecast: RVMD	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/RVMD.txt
[2025-12-22T20:30:46.989488] [INFO ] [sig       ] [2775/3560] Completed RVMD in 0.4s | 2.94 sym/s | Total: 15.7m | ETA: 4.4m
[2025-12-22T20:30:46.989529] [INFO ] [sig       ] [2776/3560] Forecasting RVSB...
[2025-12-22T20:30:46.989560] [INFO ] [sig       ] Generating forecast for: RVSB
[2025-12-22T20:30:46.989613] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RVSB' from 'https://tdm.silogroup.org/data/derivative_storage/RVSB.csv'.
[2025-12-22T20:30:47.001594] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RVSB'.
[2025-12-22T20:30:47.001991] [INFO ] [FORECASTER] Starting predict_future for RVSB
[2025-12-22T20:30:47.002788] [DEBUG] [LOCAL     ] No optimal features file found for RVSB: ./output/feature-sets/RVSB.txt
[2025-12-22T20:30:47.002841] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:30:47.002874] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:30:47.002900] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:30:47.002956] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:30:47.062232] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:30:47.063123] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:30:47.063207] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:30:47.063240] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:30:47.194318] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:30:47.194479] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:30:47.194523] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:30:47.194551] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:30:47.198236] [DEBUG] [FORECASTER] RVSB: Forecast T+1@11:T+2@11: DOWN (p=5.69%)
[2025-12-22T20:30:47.198527] [INFO ] [FORECASTER] Completed predict_future for RVSB
[2025-12-22T20:30:47.198672] [INFO ] [sig       ] RVSB: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:30:47.343434] [INFO ] [LOCAL     ] Saved forecast: RVSB	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/RVSB.txt
[2025-12-22T20:30:47.343600] [INFO ] [sig       ] [2776/3560] Completed RVSB in 0.4s | 2.94 sym/s | Total: 15.7m | ETA: 4.4m
[2025-12-22T20:30:47.343643] [INFO ] [sig       ] [2777/3560] Forecasting RVTY...
[2025-12-22T20:30:47.343675] [INFO ] [sig       ] Generating forecast for: RVTY
[2025-12-22T20:30:47.343706] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RVTY' from 'https://tdm.silogroup.org/data/derivative_storage/RVTY.csv'.
[2025-12-22T20:30:47.355493] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RVTY'.
[2025-12-22T20:30:47.355862] [INFO ] [FORECASTER] Starting predict_future for RVTY
[2025-12-22T20:30:47.356677] [DEBUG] [LOCAL     ] No optimal features file found for RVTY: ./output/feature-sets/RVTY.txt
[2025-12-22T20:30:47.356728] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:30:47.356763] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:30:47.356791] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:30:47.356864] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:30:47.418272] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:30:47.418982] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:30:47.419081] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:30:47.419114] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:30:47.545875] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:30:47.546038] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:30:47.546083] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:30:47.546114] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:30:47.553476] [DEBUG] [FORECASTER] RVTY: Forecast T+1@11:T+2@11: DOWN (p=31.76%)
[2025-12-22T20:30:47.553863] [INFO ] [FORECASTER] Completed predict_future for RVTY
[2025-12-22T20:30:47.554009] [INFO ] [sig       ] RVTY: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:30:47.699556] [INFO ] [LOCAL     ] Saved forecast: RVTY	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/RVTY.txt
[2025-12-22T20:30:47.699712] [INFO ] [sig       ] [2777/3560] Completed RVTY in 0.4s | 2.94 sym/s | Total: 15.7m | ETA: 4.4m
[2025-12-22T20:30:47.699752] [INFO ] [sig       ] [2778/3560] Forecasting RWAY...
[2025-12-22T20:30:47.699781] [INFO ] [sig       ] Generating forecast for: RWAY
[2025-12-22T20:30:47.699811] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RWAY' from 'https://tdm.silogroup.org/data/derivative_storage/RWAY.csv'.
[2025-12-22T20:30:47.711766] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RWAY'.
[2025-12-22T20:30:47.712090] [INFO ] [FORECASTER] Starting predict_future for RWAY
[2025-12-22T20:30:47.712901] [DEBUG] [LOCAL     ] No optimal features file found for RWAY: ./output/feature-sets/RWAY.txt
[2025-12-22T20:30:47.712954] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:30:47.712987] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:30:47.713015] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:30:47.713072] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:30:47.774872] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:30:47.775648] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:30:47.775746] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:30:47.775794] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:30:47.907234] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:30:47.907386] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:30:47.907441] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:30:47.907477] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:30:47.911083] [DEBUG] [FORECASTER] RWAY: Forecast T+1@11:T+2@11: UP (p=98.22%)
[2025-12-22T20:30:47.911422] [INFO ] [FORECASTER] Completed predict_future for RWAY
[2025-12-22T20:30:47.911632] [INFO ] [sig       ] RWAY: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:30:48.057882] [INFO ] [LOCAL     ] Saved forecast: RWAY	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/RWAY.txt
[2025-12-22T20:30:48.058027] [INFO ] [sig       ] [2778/3560] Completed RWAY in 0.4s | 2.94 sym/s | Total: 15.7m | ETA: 4.4m
[2025-12-22T20:30:48.058068] [INFO ] [sig       ] [2779/3560] Forecasting RXO...
[2025-12-22T20:30:48.058098] [INFO ] [sig       ] Generating forecast for: RXO
[2025-12-22T20:30:48.058128] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RXO' from 'https://tdm.silogroup.org/data/derivative_storage/RXO.csv'.
[2025-12-22T20:30:48.069803] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RXO'.
[2025-12-22T20:30:48.070167] [INFO ] [FORECASTER] Starting predict_future for RXO
[2025-12-22T20:30:48.071184] [DEBUG] [LOCAL     ] No optimal features file found for RXO: ./output/feature-sets/RXO.txt
[2025-12-22T20:30:48.071240] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:30:48.071281] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:30:48.071319] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:30:48.071414] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:30:48.133621] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:30:48.134440] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:30:48.134521] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:30:48.134553] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:30:48.261283] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:30:48.261437] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:30:48.261476] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:30:48.261505] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:30:48.265276] [DEBUG] [FORECASTER] RXO: Forecast T+1@11:T+2@11: DOWN (p=7.36%)
[2025-12-22T20:30:48.265566] [INFO ] [FORECASTER] Completed predict_future for RXO
[2025-12-22T20:30:48.265724] [INFO ] [sig       ] RXO: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:30:48.417276] [INFO ] [LOCAL     ] Saved forecast: RXO	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/RXO.txt
[2025-12-22T20:30:48.417419] [INFO ] [sig       ] [2779/3560] Completed RXO in 0.4s | 2.94 sym/s | Total: 15.7m | ETA: 4.4m
[2025-12-22T20:30:48.417458] [INFO ] [sig       ] [2780/3560] Forecasting RXRX...
[2025-12-22T20:30:48.417487] [INFO ] [sig       ] Generating forecast for: RXRX
[2025-12-22T20:30:48.417517] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RXRX' from 'https://tdm.silogroup.org/data/derivative_storage/RXRX.csv'.
[2025-12-22T20:30:48.432618] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RXRX'.
[2025-12-22T20:30:48.433152] [INFO ] [FORECASTER] Starting predict_future for RXRX
[2025-12-22T20:30:48.434273] [DEBUG] [LOCAL     ] No optimal features file found for RXRX: ./output/feature-sets/RXRX.txt
[2025-12-22T20:30:48.434340] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:30:48.434389] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:30:48.434437] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:30:48.434530] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:30:48.501066] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:30:48.501966] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:30:48.502086] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:30:48.502121] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:30:48.627498] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:30:48.627674] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:30:48.627716] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:30:48.627745] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:30:48.631201] [DEBUG] [FORECASTER] RXRX: Forecast T+1@11:T+2@11: UP (p=97.32%)
[2025-12-22T20:30:48.631489] [INFO ] [FORECASTER] Completed predict_future for RXRX
[2025-12-22T20:30:48.631637] [INFO ] [sig       ] RXRX: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:30:48.769768] [INFO ] [LOCAL     ] Saved forecast: RXRX	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/RXRX.txt
[2025-12-22T20:30:48.769909] [INFO ] [sig       ] [2780/3560] Completed RXRX in 0.4s | 2.94 sym/s | Total: 15.7m | ETA: 4.4m
[2025-12-22T20:30:48.769949] [INFO ] [sig       ] [2781/3560] Forecasting RY...
[2025-12-22T20:30:48.769980] [INFO ] [sig       ] Generating forecast for: RY
[2025-12-22T20:30:48.770010] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RY' from 'https://tdm.silogroup.org/data/derivative_storage/RY.csv'.
[2025-12-22T20:30:48.781530] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RY'.
[2025-12-22T20:30:48.781875] [INFO ] [FORECASTER] Starting predict_future for RY
[2025-12-22T20:30:48.782654] [DEBUG] [LOCAL     ] No optimal features file found for RY: ./output/feature-sets/RY.txt
[2025-12-22T20:30:48.782720] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:30:48.782754] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:30:48.782782] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:30:48.782838] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:30:48.839749] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:30:48.840504] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:30:48.840600] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:30:48.840637] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:30:48.967617] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:30:48.967768] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:30:48.967809] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:30:48.967839] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:30:48.971235] [DEBUG] [FORECASTER] RY: Forecast T+1@11:T+2@11: DOWN (p=30.30%)
[2025-12-22T20:30:48.971512] [INFO ] [FORECASTER] Completed predict_future for RY
[2025-12-22T20:30:48.971658] [INFO ] [sig       ] RY: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:30:49.110952] [INFO ] [LOCAL     ] Saved forecast: RY	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/RY.txt
[2025-12-22T20:30:49.111086] [INFO ] [sig       ] [2781/3560] Completed RY in 0.3s | 2.94 sym/s | Total: 15.8m | ETA: 4.4m
[2025-12-22T20:30:49.111123] [INFO ] [sig       ] [2782/3560] Forecasting RYAAY...
[2025-12-22T20:30:49.111152] [INFO ] [sig       ] Generating forecast for: RYAAY
[2025-12-22T20:30:49.111183] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RYAAY' from 'https://tdm.silogroup.org/data/derivative_storage/RYAAY.csv'.
[2025-12-22T20:30:49.121773] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RYAAY'.
[2025-12-22T20:30:49.122077] [INFO ] [FORECASTER] Starting predict_future for RYAAY
[2025-12-22T20:30:49.122865] [DEBUG] [LOCAL     ] No optimal features file found for RYAAY: ./output/feature-sets/RYAAY.txt
[2025-12-22T20:30:49.122916] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:30:49.122948] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:30:49.122974] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:30:49.123029] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:30:49.181218] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:30:49.181898] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:30:49.181975] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:30:49.182008] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:30:49.305649] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:30:49.305798] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:30:49.305839] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:30:49.305868] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:30:49.309277] [DEBUG] [FORECASTER] RYAAY: Forecast T+1@11:T+2@11: DOWN (p=10.75%)
[2025-12-22T20:30:49.309597] [INFO ] [FORECASTER] Completed predict_future for RYAAY
[2025-12-22T20:30:49.309724] [INFO ] [sig       ] RYAAY: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:30:49.445897] [INFO ] [LOCAL     ] Saved forecast: RYAAY	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/RYAAY.txt
[2025-12-22T20:30:49.446043] [INFO ] [sig       ] [2782/3560] Completed RYAAY in 0.3s | 2.94 sym/s | Total: 15.8m | ETA: 4.4m
[2025-12-22T20:30:49.446083] [INFO ] [sig       ] [2783/3560] Forecasting RYAM...
[2025-12-22T20:30:49.446112] [INFO ] [sig       ] Generating forecast for: RYAM
[2025-12-22T20:30:49.446141] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RYAM' from 'https://tdm.silogroup.org/data/derivative_storage/RYAM.csv'.
[2025-12-22T20:30:49.457007] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RYAM'.
[2025-12-22T20:30:49.457308] [INFO ] [FORECASTER] Starting predict_future for RYAM
[2025-12-22T20:30:49.458087] [DEBUG] [LOCAL     ] No optimal features file found for RYAM: ./output/feature-sets/RYAM.txt
[2025-12-22T20:30:49.458138] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:30:49.458170] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:30:49.458197] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:30:49.458253] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:30:49.518071] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:30:49.518930] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:30:49.519030] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:30:49.519068] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:30:49.650788] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:30:49.650954] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:30:49.650995] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:30:49.651026] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:30:49.654698] [DEBUG] [FORECASTER] RYAM: Forecast T+1@11:T+2@11: DOWN (p=29.68%)
[2025-12-22T20:30:49.655063] [INFO ] [FORECASTER] Completed predict_future for RYAM
[2025-12-22T20:30:49.655205] [INFO ] [sig       ] RYAM: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:30:49.793199] [INFO ] [LOCAL     ] Saved forecast: RYAM	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/RYAM.txt
[2025-12-22T20:30:49.793381] [INFO ] [sig       ] [2783/3560] Completed RYAM in 0.3s | 2.94 sym/s | Total: 15.8m | ETA: 4.4m
[2025-12-22T20:30:49.793422] [INFO ] [sig       ] [2784/3560] Forecasting RYAN...
[2025-12-22T20:30:49.793453] [INFO ] [sig       ] Generating forecast for: RYAN
[2025-12-22T20:30:49.793483] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RYAN' from 'https://tdm.silogroup.org/data/derivative_storage/RYAN.csv'.
[2025-12-22T20:30:49.804509] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RYAN'.
[2025-12-22T20:30:49.804858] [INFO ] [FORECASTER] Starting predict_future for RYAN
[2025-12-22T20:30:49.805673] [DEBUG] [LOCAL     ] No optimal features file found for RYAN: ./output/feature-sets/RYAN.txt
[2025-12-22T20:30:49.805724] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:30:49.805757] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:30:49.805783] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:30:49.805839] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:30:49.861784] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:30:49.862446] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:30:49.862521] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:30:49.862553] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:30:49.979281] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:30:49.979435] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:30:49.979477] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:30:49.979506] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:30:49.982908] [DEBUG] [FORECASTER] RYAN: Forecast T+1@11:T+2@11: DOWN (p=7.18%)
[2025-12-22T20:30:49.983182] [INFO ] [FORECASTER] Completed predict_future for RYAN
[2025-12-22T20:30:49.983306] [INFO ] [sig       ] RYAN: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:30:50.121787] [INFO ] [LOCAL     ] Saved forecast: RYAN	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/RYAN.txt
[2025-12-22T20:30:50.121948] [INFO ] [sig       ] [2784/3560] Completed RYAN in 0.3s | 2.94 sym/s | Total: 15.8m | ETA: 4.4m
[2025-12-22T20:30:50.121989] [INFO ] [sig       ] [2785/3560] Forecasting RYI...
[2025-12-22T20:30:50.122018] [INFO ] [sig       ] Generating forecast for: RYI
[2025-12-22T20:30:50.122048] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RYI' from 'https://tdm.silogroup.org/data/derivative_storage/RYI.csv'.
[2025-12-22T20:30:50.133203] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RYI'.
[2025-12-22T20:30:50.133596] [INFO ] [FORECASTER] Starting predict_future for RYI
[2025-12-22T20:30:50.134399] [DEBUG] [LOCAL     ] No optimal features file found for RYI: ./output/feature-sets/RYI.txt
[2025-12-22T20:30:50.134455] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:30:50.134489] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:30:50.134517] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:30:50.134591] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:30:50.196116] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:30:50.196985] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:30:50.197067] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:30:50.197099] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:30:50.320126] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:30:50.320274] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:30:50.320313] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:30:50.320342] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:30:50.323717] [DEBUG] [FORECASTER] RYI: Forecast T+1@11:T+2@11: DOWN (p=8.23%)
[2025-12-22T20:30:50.323995] [INFO ] [FORECASTER] Completed predict_future for RYI
[2025-12-22T20:30:50.324119] [INFO ] [sig       ] RYI: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:30:50.478840] [INFO ] [LOCAL     ] Saved forecast: RYI	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/RYI.txt
[2025-12-22T20:30:50.478998] [INFO ] [sig       ] [2785/3560] Completed RYI in 0.4s | 2.94 sym/s | Total: 15.8m | ETA: 4.4m
[2025-12-22T20:30:50.479055] [INFO ] [sig       ] [2786/3560] Forecasting RYN...
[2025-12-22T20:30:50.479085] [INFO ] [sig       ] Generating forecast for: RYN
[2025-12-22T20:30:50.479117] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RYN' from 'https://tdm.silogroup.org/data/derivative_storage/RYN.csv'.
[2025-12-22T20:30:50.490295] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RYN'.
[2025-12-22T20:30:50.490737] [INFO ] [FORECASTER] Starting predict_future for RYN
[2025-12-22T20:30:50.491537] [DEBUG] [LOCAL     ] No optimal features file found for RYN: ./output/feature-sets/RYN.txt
[2025-12-22T20:30:50.491610] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:30:50.491645] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:30:50.491672] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:30:50.491728] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:30:50.550789] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:30:50.551656] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:30:50.551735] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:30:50.551768] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:30:50.670009] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:30:50.670190] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:30:50.670233] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:30:50.670263] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:30:50.673883] [DEBUG] [FORECASTER] RYN: Forecast T+1@11:T+2@11: UP (p=57.91%)
[2025-12-22T20:30:50.674225] [INFO ] [FORECASTER] Completed predict_future for RYN
[2025-12-22T20:30:50.674360] [INFO ] [sig       ] RYN: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:30:50.816693] [INFO ] [LOCAL     ] Saved forecast: RYN	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/RYN.txt
[2025-12-22T20:30:50.816896] [INFO ] [sig       ] [2786/3560] Completed RYN in 0.3s | 2.94 sym/s | Total: 15.8m | ETA: 4.4m
[2025-12-22T20:30:50.816952] [INFO ] [sig       ] [2787/3560] Forecasting RYTM...
[2025-12-22T20:30:50.816994] [INFO ] [sig       ] Generating forecast for: RYTM
[2025-12-22T20:30:50.817040] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RYTM' from 'https://tdm.silogroup.org/data/derivative_storage/RYTM.csv'.
[2025-12-22T20:30:50.830358] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RYTM'.
[2025-12-22T20:30:50.830734] [INFO ] [FORECASTER] Starting predict_future for RYTM
[2025-12-22T20:30:50.831726] [DEBUG] [LOCAL     ] No optimal features file found for RYTM: ./output/feature-sets/RYTM.txt
[2025-12-22T20:30:50.831782] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:30:50.831847] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:30:50.831875] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:30:50.831931] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:30:50.888708] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:30:50.889398] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:30:50.889479] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:30:50.889511] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:30:51.013861] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:30:51.014017] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:30:51.014058] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:30:51.014086] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:30:51.017461] [DEBUG] [FORECASTER] RYTM: Forecast T+1@11:T+2@11: DOWN (p=29.60%)
[2025-12-22T20:30:51.017753] [INFO ] [FORECASTER] Completed predict_future for RYTM
[2025-12-22T20:30:51.017878] [INFO ] [sig       ] RYTM: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:30:51.154310] [INFO ] [LOCAL     ] Saved forecast: RYTM	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/RYTM.txt
[2025-12-22T20:30:51.154455] [INFO ] [sig       ] [2787/3560] Completed RYTM in 0.3s | 2.94 sym/s | Total: 15.8m | ETA: 4.4m
[2025-12-22T20:30:51.154494] [INFO ] [sig       ] [2788/3560] Forecasting RZB...
[2025-12-22T20:30:51.154524] [INFO ] [sig       ] Generating forecast for: RZB
[2025-12-22T20:30:51.154557] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RZB' from 'https://tdm.silogroup.org/data/derivative_storage/RZB.csv'.
[2025-12-22T20:30:51.165353] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RZB'.
[2025-12-22T20:30:51.165782] [INFO ] [FORECASTER] Starting predict_future for RZB
[2025-12-22T20:30:51.166716] [DEBUG] [LOCAL     ] No optimal features file found for RZB: ./output/feature-sets/RZB.txt
[2025-12-22T20:30:51.166782] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:30:51.166820] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:30:51.166848] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:30:51.166905] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:30:51.226380] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:30:51.227238] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:30:51.227319] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:30:51.227353] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:30:51.344570] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:30:51.344742] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:30:51.344823] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:30:51.344857] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:30:51.348289] [DEBUG] [FORECASTER] RZB: Forecast T+1@11:T+2@11: UP (p=92.83%)
[2025-12-22T20:30:51.348606] [INFO ] [FORECASTER] Completed predict_future for RZB
[2025-12-22T20:30:51.348741] [INFO ] [sig       ] RZB: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:30:51.490009] [INFO ] [LOCAL     ] Saved forecast: RZB	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/RZB.txt
[2025-12-22T20:30:51.490186] [INFO ] [sig       ] [2788/3560] Completed RZB in 0.3s | 2.94 sym/s | Total: 15.8m | ETA: 4.4m
[2025-12-22T20:30:51.490234] [INFO ] [sig       ] [2789/3560] Forecasting RZC...
[2025-12-22T20:30:51.490267] [INFO ] [sig       ] Generating forecast for: RZC
[2025-12-22T20:30:51.490300] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RZC' from 'https://tdm.silogroup.org/data/derivative_storage/RZC.csv'.
[2025-12-22T20:30:51.502288] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RZC'.
[2025-12-22T20:30:51.502657] [INFO ] [FORECASTER] Starting predict_future for RZC
[2025-12-22T20:30:51.503433] [DEBUG] [LOCAL     ] No optimal features file found for RZC: ./output/feature-sets/RZC.txt
[2025-12-22T20:30:51.503489] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:30:51.503523] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:30:51.503552] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:30:51.503706] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:30:51.561147] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:30:51.561859] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:30:51.561937] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:30:51.561971] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:30:51.681161] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:30:51.681321] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:30:51.681361] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:30:51.681389] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:30:51.684743] [DEBUG] [FORECASTER] RZC: Forecast T+1@11:T+2@11: DOWN (p=13.84%)
[2025-12-22T20:30:51.685066] [INFO ] [FORECASTER] Completed predict_future for RZC
[2025-12-22T20:30:51.685207] [INFO ] [sig       ] RZC: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:30:51.823903] [INFO ] [LOCAL     ] Saved forecast: RZC	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/RZC.txt
[2025-12-22T20:30:51.824070] [INFO ] [sig       ] [2789/3560] Completed RZC in 0.3s | 2.94 sym/s | Total: 15.8m | ETA: 4.4m
[2025-12-22T20:30:51.824110] [INFO ] [sig       ] [2790/3560] Forecasting S...
[2025-12-22T20:30:51.824140] [INFO ] [sig       ] Generating forecast for: S
[2025-12-22T20:30:51.824171] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'S' from 'https://tdm.silogroup.org/data/derivative_storage/S.csv'.
[2025-12-22T20:30:51.837273] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'S'.
[2025-12-22T20:30:51.837698] [INFO ] [FORECASTER] Starting predict_future for S
[2025-12-22T20:30:51.838478] [DEBUG] [LOCAL     ] No optimal features file found for S: ./output/feature-sets/S.txt
[2025-12-22T20:30:51.838531] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:30:51.838562] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:30:51.838609] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:30:51.838666] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:30:51.895732] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:30:51.896510] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:30:51.896609] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:30:51.896643] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:30:52.021518] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:30:52.021700] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:30:52.021741] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:30:52.021770] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:30:52.025262] [DEBUG] [FORECASTER] S: Forecast T+1@11:T+2@11: DOWN (p=31.90%)
[2025-12-22T20:30:52.025539] [INFO ] [FORECASTER] Completed predict_future for S
[2025-12-22T20:30:52.025692] [INFO ] [sig       ] S: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:30:52.160755] [INFO ] [LOCAL     ] Saved forecast: S	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/S.txt
[2025-12-22T20:30:52.160933] [INFO ] [sig       ] [2790/3560] Completed S in 0.3s | 2.94 sym/s | Total: 15.8m | ETA: 4.4m
[2025-12-22T20:30:52.160973] [INFO ] [sig       ] [2791/3560] Forecasting SA...
[2025-12-22T20:30:52.161002] [INFO ] [sig       ] Generating forecast for: SA
[2025-12-22T20:30:52.161033] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SA' from 'https://tdm.silogroup.org/data/derivative_storage/SA.csv'.
[2025-12-22T20:30:52.172278] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SA'.
[2025-12-22T20:30:52.172716] [INFO ] [FORECASTER] Starting predict_future for SA
[2025-12-22T20:30:52.173518] [DEBUG] [LOCAL     ] No optimal features file found for SA: ./output/feature-sets/SA.txt
[2025-12-22T20:30:52.173590] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:30:52.173624] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:30:52.173651] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:30:52.173706] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:30:52.229939] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:30:52.230878] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:30:52.230961] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:30:52.230993] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:30:52.355764] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:30:52.355926] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:30:52.355966] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:30:52.355993] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:30:52.359321] [DEBUG] [FORECASTER] SA: Forecast T+1@11:T+2@11: UP (p=96.44%)
[2025-12-22T20:30:52.359633] [INFO ] [FORECASTER] Completed predict_future for SA
[2025-12-22T20:30:52.359791] [INFO ] [sig       ] SA: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:30:52.504807] [INFO ] [LOCAL     ] Saved forecast: SA	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/SA.txt
[2025-12-22T20:30:52.504997] [INFO ] [sig       ] [2791/3560] Completed SA in 0.3s | 2.94 sym/s | Total: 15.8m | ETA: 4.4m
[2025-12-22T20:30:52.505040] [INFO ] [sig       ] [2792/3560] Forecasting SAFE...
[2025-12-22T20:30:52.505070] [INFO ] [sig       ] Generating forecast for: SAFE
[2025-12-22T20:30:52.505100] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAFE' from 'https://tdm.silogroup.org/data/derivative_storage/SAFE.csv'.
[2025-12-22T20:30:52.518053] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAFE'.
[2025-12-22T20:30:52.518389] [INFO ] [FORECASTER] Starting predict_future for SAFE
[2025-12-22T20:30:52.519215] [DEBUG] [LOCAL     ] No optimal features file found for SAFE: ./output/feature-sets/SAFE.txt
[2025-12-22T20:30:52.519270] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:30:52.519319] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:30:52.519348] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:30:52.519405] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:30:52.579526] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:30:52.580369] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:30:52.580452] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:30:52.580484] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:30:52.700770] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:30:52.700931] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:30:52.700970] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:30:52.701000] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:30:52.704523] [DEBUG] [FORECASTER] SAFE: Forecast T+1@11:T+2@11: UP (p=97.10%)
[2025-12-22T20:30:52.704885] [INFO ] [FORECASTER] Completed predict_future for SAFE
[2025-12-22T20:30:52.705034] [INFO ] [sig       ] SAFE: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:30:52.867153] [INFO ] [LOCAL     ] Saved forecast: SAFE	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/SAFE.txt
[2025-12-22T20:30:52.867362] [INFO ] [sig       ] [2792/3560] Completed SAFE in 0.4s | 2.94 sym/s | Total: 15.8m | ETA: 4.3m
[2025-12-22T20:30:52.867429] [INFO ] [sig       ] [2793/3560] Forecasting SAH...
[2025-12-22T20:30:52.867479] [INFO ] [sig       ] Generating forecast for: SAH
[2025-12-22T20:30:52.867528] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAH' from 'https://tdm.silogroup.org/data/derivative_storage/SAH.csv'.
[2025-12-22T20:30:52.881733] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAH'.
[2025-12-22T20:30:52.882148] [INFO ] [FORECASTER] Starting predict_future for SAH
[2025-12-22T20:30:52.883360] [DEBUG] [LOCAL     ] No optimal features file found for SAH: ./output/feature-sets/SAH.txt
[2025-12-22T20:30:52.883433] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:30:52.883481] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:30:52.883526] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:30:52.883643] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:30:52.966409] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:30:52.967663] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:30:52.967778] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:30:52.967826] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:30:53.134099] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:30:53.134298] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:30:53.134356] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:30:53.134401] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:30:53.140110] [DEBUG] [FORECASTER] SAH: Forecast T+1@11:T+2@11: UP (p=93.71%)
[2025-12-22T20:30:53.140705] [INFO ] [FORECASTER] Completed predict_future for SAH
[2025-12-22T20:30:53.140918] [INFO ] [sig       ] SAH: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:30:53.341519] [INFO ] [LOCAL     ] Saved forecast: SAH	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/SAH.txt
[2025-12-22T20:30:53.341770] [INFO ] [sig       ] [2793/3560] Completed SAH in 0.5s | 2.94 sym/s | Total: 15.8m | ETA: 4.3m
[2025-12-22T20:30:53.341819] [INFO ] [sig       ] [2794/3560] Forecasting SAIA...
[2025-12-22T20:30:53.341852] [INFO ] [sig       ] Generating forecast for: SAIA
[2025-12-22T20:30:53.341889] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAIA' from 'https://tdm.silogroup.org/data/derivative_storage/SAIA.csv'.
[2025-12-22T20:30:53.361551] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAIA'.
[2025-12-22T20:30:53.362147] [INFO ] [FORECASTER] Starting predict_future for SAIA
[2025-12-22T20:30:53.363125] [DEBUG] [LOCAL     ] No optimal features file found for SAIA: ./output/feature-sets/SAIA.txt
[2025-12-22T20:30:53.363185] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:30:53.363219] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:30:53.363246] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:30:53.363303] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:30:53.436635] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:30:53.437625] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:30:53.437724] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:30:53.437757] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:30:53.603513] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:30:53.603731] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:30:53.603786] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:30:53.603823] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:30:53.608531] [DEBUG] [FORECASTER] SAIA: Forecast T+1@11:T+2@11: UP (p=79.66%)
[2025-12-22T20:30:53.608984] [INFO ] [FORECASTER] Completed predict_future for SAIA
[2025-12-22T20:30:53.609177] [INFO ] [sig       ] SAIA: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:30:53.794309] [INFO ] [LOCAL     ] Saved forecast: SAIA	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/SAIA.txt
[2025-12-22T20:30:53.794490] [INFO ] [sig       ] [2794/3560] Completed SAIA in 0.5s | 2.94 sym/s | Total: 15.8m | ETA: 4.3m
[2025-12-22T20:30:53.794532] [INFO ] [sig       ] [2795/3560] Forecasting SAIC...
[2025-12-22T20:30:53.794565] [INFO ] [sig       ] Generating forecast for: SAIC
[2025-12-22T20:30:53.794619] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAIC' from 'https://tdm.silogroup.org/data/derivative_storage/SAIC.csv'.
[2025-12-22T20:30:53.808628] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAIC'.
[2025-12-22T20:30:53.809234] [INFO ] [FORECASTER] Starting predict_future for SAIC
[2025-12-22T20:30:53.810239] [DEBUG] [LOCAL     ] No optimal features file found for SAIC: ./output/feature-sets/SAIC.txt
[2025-12-22T20:30:53.810294] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:30:53.810329] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:30:53.810357] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:30:53.810419] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:30:53.870205] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:30:53.871138] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:30:53.871222] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:30:53.871256] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:30:54.002284] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:30:54.002447] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:30:54.002488] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:30:54.002516] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:30:54.006371] [DEBUG] [FORECASTER] SAIC: Forecast T+1@11:T+2@11: UP (p=68.17%)
[2025-12-22T20:30:54.006758] [INFO ] [FORECASTER] Completed predict_future for SAIC
[2025-12-22T20:30:54.006926] [INFO ] [sig       ] SAIC: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:30:54.147746] [INFO ] [LOCAL     ] Saved forecast: SAIC	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/SAIC.txt
[2025-12-22T20:30:54.147892] [INFO ] [sig       ] [2795/3560] Completed SAIC in 0.4s | 2.94 sym/s | Total: 15.8m | ETA: 4.3m
[2025-12-22T20:30:54.147933] [INFO ] [sig       ] [2796/3560] Forecasting SAM...
[2025-12-22T20:30:54.147970] [INFO ] [sig       ] Generating forecast for: SAM
[2025-12-22T20:30:54.148001] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAM' from 'https://tdm.silogroup.org/data/derivative_storage/SAM.csv'.
[2025-12-22T20:30:54.160231] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAM'.
[2025-12-22T20:30:54.160658] [INFO ] [FORECASTER] Starting predict_future for SAM
[2025-12-22T20:30:54.161917] [DEBUG] [LOCAL     ] No optimal features file found for SAM: ./output/feature-sets/SAM.txt
[2025-12-22T20:30:54.161976] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:30:54.162012] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:30:54.162039] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:30:54.162097] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:30:54.224168] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:30:54.225025] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:30:54.225107] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:30:54.225142] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:30:54.344315] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:30:54.344466] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:30:54.344506] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:30:54.344536] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:30:54.347949] [DEBUG] [FORECASTER] SAM: Forecast T+1@11:T+2@11: UP (p=94.68%)
[2025-12-22T20:30:54.348225] [INFO ] [FORECASTER] Completed predict_future for SAM
[2025-12-22T20:30:54.348351] [INFO ] [sig       ] SAM: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:30:54.485020] [INFO ] [LOCAL     ] Saved forecast: SAM	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/SAM.txt
[2025-12-22T20:30:54.485161] [INFO ] [sig       ] [2796/3560] Completed SAM in 0.3s | 2.94 sym/s | Total: 15.8m | ETA: 4.3m
[2025-12-22T20:30:54.485200] [INFO ] [sig       ] [2797/3560] Forecasting SAMG...
[2025-12-22T20:30:54.485229] [INFO ] [sig       ] Generating forecast for: SAMG
[2025-12-22T20:30:54.485259] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAMG' from 'https://tdm.silogroup.org/data/derivative_storage/SAMG.csv'.
[2025-12-22T20:30:54.497294] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAMG'.
[2025-12-22T20:30:54.497701] [INFO ] [FORECASTER] Starting predict_future for SAMG
[2025-12-22T20:30:54.498503] [DEBUG] [LOCAL     ] No optimal features file found for SAMG: ./output/feature-sets/SAMG.txt
[2025-12-22T20:30:54.498565] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:30:54.498629] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:30:54.498662] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:30:54.498736] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:30:54.560598] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:30:54.561479] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:30:54.561588] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:30:54.561624] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:30:54.690820] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:30:54.690976] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:30:54.691019] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:30:54.691048] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:30:54.694762] [DEBUG] [FORECASTER] SAMG: Forecast T+1@11:T+2@11: DOWN (p=49.58%)
[2025-12-22T20:30:54.695037] [INFO ] [FORECASTER] Completed predict_future for SAMG
[2025-12-22T20:30:54.695166] [INFO ] [sig       ] SAMG: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:30:54.840729] [INFO ] [LOCAL     ] Saved forecast: SAMG	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/SAMG.txt
[2025-12-22T20:30:54.840880] [INFO ] [sig       ] [2797/3560] Completed SAMG in 0.4s | 2.94 sym/s | Total: 15.8m | ETA: 4.3m
[2025-12-22T20:30:54.840925] [INFO ] [sig       ] [2798/3560] Forecasting SAN...
[2025-12-22T20:30:54.840955] [INFO ] [sig       ] Generating forecast for: SAN
[2025-12-22T20:30:54.840985] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAN' from 'https://tdm.silogroup.org/data/derivative_storage/SAN.csv'.
[2025-12-22T20:30:54.854263] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAN'.
[2025-12-22T20:30:54.854686] [INFO ] [FORECASTER] Starting predict_future for SAN
[2025-12-22T20:30:54.855939] [DEBUG] [LOCAL     ] No optimal features file found for SAN: ./output/feature-sets/SAN.txt
[2025-12-22T20:30:54.855993] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:30:54.856026] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:30:54.856054] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:30:54.856112] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:30:54.919983] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:30:54.920900] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:30:54.920987] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:30:54.921021] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:30:55.051381] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:30:55.051524] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:30:55.051594] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:30:55.051628] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:30:55.055174] [DEBUG] [FORECASTER] SAN: Forecast T+1@11:T+2@11: UP (p=96.00%)
[2025-12-22T20:30:55.055472] [INFO ] [FORECASTER] Completed predict_future for SAN
[2025-12-22T20:30:55.055631] [INFO ] [sig       ] SAN: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:30:55.202962] [INFO ] [LOCAL     ] Saved forecast: SAN	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/SAN.txt
[2025-12-22T20:30:55.203128] [INFO ] [sig       ] [2798/3560] Completed SAN in 0.4s | 2.94 sym/s | Total: 15.9m | ETA: 4.3m
[2025-12-22T20:30:55.203172] [INFO ] [sig       ] [2799/3560] Forecasting SANA...
[2025-12-22T20:30:55.203202] [INFO ] [sig       ] Generating forecast for: SANA
[2025-12-22T20:30:55.203233] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SANA' from 'https://tdm.silogroup.org/data/derivative_storage/SANA.csv'.
[2025-12-22T20:30:55.215951] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SANA'.
[2025-12-22T20:30:55.216326] [INFO ] [FORECASTER] Starting predict_future for SANA
[2025-12-22T20:30:55.217352] [DEBUG] [LOCAL     ] No optimal features file found for SANA: ./output/feature-sets/SANA.txt
[2025-12-22T20:30:55.217407] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:30:55.217439] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:30:55.217465] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:30:55.217520] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:30:55.276442] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:30:55.277341] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:30:55.277419] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:30:55.277452] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:30:55.401778] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:30:55.401928] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:30:55.401968] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:30:55.402013] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:30:55.405705] [DEBUG] [FORECASTER] SANA: Forecast T+1@11:T+2@11: UP (p=92.01%)
[2025-12-22T20:30:55.406007] [INFO ] [FORECASTER] Completed predict_future for SANA
[2025-12-22T20:30:55.406136] [INFO ] [sig       ] SANA: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:30:55.546993] [INFO ] [LOCAL     ] Saved forecast: SANA	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/SANA.txt
[2025-12-22T20:30:55.547133] [INFO ] [sig       ] [2799/3560] Completed SANA in 0.3s | 2.94 sym/s | Total: 15.9m | ETA: 4.3m
[2025-12-22T20:30:55.547173] [INFO ] [sig       ] [2800/3560] Forecasting SANM...
[2025-12-22T20:30:55.547203] [INFO ] [sig       ] Generating forecast for: SANM
[2025-12-22T20:30:55.547232] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SANM' from 'https://tdm.silogroup.org/data/derivative_storage/SANM.csv'.
[2025-12-22T20:30:55.559052] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SANM'.
[2025-12-22T20:30:55.559443] [INFO ] [FORECASTER] Starting predict_future for SANM
[2025-12-22T20:30:55.560301] [DEBUG] [LOCAL     ] No optimal features file found for SANM: ./output/feature-sets/SANM.txt
[2025-12-22T20:30:55.560353] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:30:55.560385] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:30:55.560417] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:30:55.560485] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:30:55.622475] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:30:55.623445] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:30:55.623526] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:30:55.623558] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:30:55.747821] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:30:55.747976] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:30:55.748019] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:30:55.748047] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:30:55.751693] [DEBUG] [FORECASTER] SANM: Forecast T+1@11:T+2@11: UP (p=91.14%)
[2025-12-22T20:30:55.752157] [INFO ] [FORECASTER] Completed predict_future for SANM
[2025-12-22T20:30:55.752295] [INFO ] [sig       ] SANM: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:30:55.895794] [INFO ] [LOCAL     ] Saved forecast: SANM	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/SANM.txt
[2025-12-22T20:30:55.895944] [INFO ] [sig       ] [2800/3560] Completed SANM in 0.3s | 2.94 sym/s | Total: 15.9m | ETA: 4.3m
[2025-12-22T20:30:55.896010] [INFO ] [sig       ] [2801/3560] Forecasting SAP...
[2025-12-22T20:30:55.896040] [INFO ] [sig       ] Generating forecast for: SAP
[2025-12-22T20:30:55.896071] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAP' from 'https://tdm.silogroup.org/data/derivative_storage/SAP.csv'.
[2025-12-22T20:30:55.907282] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAP'.
[2025-12-22T20:30:55.907703] [INFO ] [FORECASTER] Starting predict_future for SAP
[2025-12-22T20:30:55.908522] [DEBUG] [LOCAL     ] No optimal features file found for SAP: ./output/feature-sets/SAP.txt
[2025-12-22T20:30:55.908596] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:30:55.908632] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:30:55.908658] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:30:55.908715] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:30:55.967326] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:30:55.968056] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:30:55.968133] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:30:55.968164] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:30:56.093517] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:30:56.093686] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:30:56.093738] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:30:56.093777] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:30:56.097237] [DEBUG] [FORECASTER] SAP: Forecast T+1@11:T+2@11: UP (p=86.37%)
[2025-12-22T20:30:56.097506] [INFO ] [FORECASTER] Completed predict_future for SAP
[2025-12-22T20:30:56.097647] [INFO ] [sig       ] SAP: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:30:56.242319] [INFO ] [LOCAL     ] Saved forecast: SAP	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/SAP.txt
[2025-12-22T20:30:56.242466] [INFO ] [sig       ] [2801/3560] Completed SAP in 0.3s | 2.94 sym/s | Total: 15.9m | ETA: 4.3m
[2025-12-22T20:30:56.242507] [INFO ] [sig       ] [2802/3560] Forecasting SARK...
[2025-12-22T20:30:56.242536] [INFO ] [sig       ] Generating forecast for: SARK
[2025-12-22T20:30:56.242566] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SARK' from 'https://tdm.silogroup.org/data/derivative_storage/SARK.csv'.
[2025-12-22T20:30:56.254994] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SARK'.
[2025-12-22T20:30:56.255344] [INFO ] [FORECASTER] Starting predict_future for SARK
[2025-12-22T20:30:56.256152] [DEBUG] [LOCAL     ] No optimal features file found for SARK: ./output/feature-sets/SARK.txt
[2025-12-22T20:30:56.256208] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:30:56.256240] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:30:56.256266] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:30:56.256322] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:30:56.317111] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:30:56.317962] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:30:56.318057] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:30:56.318099] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:30:56.449770] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:30:56.449969] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:30:56.450016] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:30:56.450045] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:30:56.453784] [DEBUG] [FORECASTER] SARK: Forecast T+1@11:T+2@11: UP (p=84.10%)
[2025-12-22T20:30:56.454100] [INFO ] [FORECASTER] Completed predict_future for SARK
[2025-12-22T20:30:56.454234] [INFO ] [sig       ] SARK: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:30:56.599688] [INFO ] [LOCAL     ] Saved forecast: SARK	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/SARK.txt
[2025-12-22T20:30:56.599834] [INFO ] [sig       ] [2802/3560] Completed SARK in 0.4s | 2.94 sym/s | Total: 15.9m | ETA: 4.3m
[2025-12-22T20:30:56.599873] [INFO ] [sig       ] [2803/3560] Forecasting SATL...
[2025-12-22T20:30:56.599904] [INFO ] [sig       ] Generating forecast for: SATL
[2025-12-22T20:30:56.599933] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SATL' from 'https://tdm.silogroup.org/data/derivative_storage/SATL.csv'.
[2025-12-22T20:30:56.611232] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SATL'.
[2025-12-22T20:30:56.611625] [INFO ] [FORECASTER] Starting predict_future for SATL
[2025-12-22T20:30:56.612620] [DEBUG] [LOCAL     ] No optimal features file found for SATL: ./output/feature-sets/SATL.txt
[2025-12-22T20:30:56.612672] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:30:56.612703] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:30:56.612730] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:30:56.612818] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:30:56.673267] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:30:56.674120] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:30:56.674203] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:30:56.674236] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:30:56.811934] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:30:56.812088] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:30:56.812126] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:30:56.812154] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:30:56.815844] [DEBUG] [FORECASTER] SATL: Forecast T+1@11:T+2@11: UP (p=57.99%)
[2025-12-22T20:30:56.816181] [INFO ] [FORECASTER] Completed predict_future for SATL
[2025-12-22T20:30:56.816319] [INFO ] [sig       ] SATL: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:30:56.977910] [INFO ] [LOCAL     ] Saved forecast: SATL	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/SATL.txt
[2025-12-22T20:30:56.978079] [INFO ] [sig       ] [2803/3560] Completed SATL in 0.4s | 2.94 sym/s | Total: 15.9m | ETA: 4.3m
[2025-12-22T20:30:56.978123] [INFO ] [sig       ] [2804/3560] Forecasting SATS...
[2025-12-22T20:30:56.978154] [INFO ] [sig       ] Generating forecast for: SATS
[2025-12-22T20:30:56.978185] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SATS' from 'https://tdm.silogroup.org/data/derivative_storage/SATS.csv'.
[2025-12-22T20:30:56.990644] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SATS'.
[2025-12-22T20:30:56.991235] [INFO ] [FORECASTER] Starting predict_future for SATS
[2025-12-22T20:30:56.992087] [DEBUG] [LOCAL     ] No optimal features file found for SATS: ./output/feature-sets/SATS.txt
[2025-12-22T20:30:56.992142] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:30:56.992175] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:30:56.992234] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:30:56.992294] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:30:57.071117] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:30:57.072176] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:30:57.072279] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:30:57.072327] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:30:57.212095] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:30:57.212281] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:30:57.212328] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:30:57.212359] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:30:57.216420] [DEBUG] [FORECASTER] SATS: Forecast T+1@11:T+2@11: UP (p=50.47%)
[2025-12-22T20:30:57.216712] [INFO ] [FORECASTER] Completed predict_future for SATS
[2025-12-22T20:30:57.216837] [INFO ] [sig       ] SATS: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:30:57.361134] [INFO ] [LOCAL     ] Saved forecast: SATS	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/SATS.txt
[2025-12-22T20:30:57.361303] [INFO ] [sig       ] [2804/3560] Completed SATS in 0.4s | 2.94 sym/s | Total: 15.9m | ETA: 4.3m
[2025-12-22T20:30:57.361346] [INFO ] [sig       ] [2805/3560] Forecasting SAVA...
[2025-12-22T20:30:57.361381] [INFO ] [sig       ] Generating forecast for: SAVA
[2025-12-22T20:30:57.361415] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAVA' from 'https://tdm.silogroup.org/data/derivative_storage/SAVA.csv'.
[2025-12-22T20:30:57.372733] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAVA'.
[2025-12-22T20:30:57.373142] [INFO ] [FORECASTER] Starting predict_future for SAVA
[2025-12-22T20:30:57.374063] [DEBUG] [LOCAL     ] No optimal features file found for SAVA: ./output/feature-sets/SAVA.txt
[2025-12-22T20:30:57.374135] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:30:57.374170] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:30:57.374198] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:30:57.374256] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:30:57.437956] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:30:57.439227] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:30:57.439337] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:30:57.439385] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:30:57.564963] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:30:57.565117] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:30:57.565157] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:30:57.565185] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:30:57.568675] [DEBUG] [FORECASTER] SAVA: Forecast T+1@11:T+2@11: DOWN (p=4.39%)
[2025-12-22T20:30:57.568959] [INFO ] [FORECASTER] Completed predict_future for SAVA
[2025-12-22T20:30:57.569114] [INFO ] [sig       ] SAVA: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:30:57.707973] [INFO ] [LOCAL     ] Saved forecast: SAVA	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/SAVA.txt
[2025-12-22T20:30:57.708114] [INFO ] [sig       ] [2805/3560] Completed SAVA in 0.3s | 2.94 sym/s | Total: 15.9m | ETA: 4.3m
[2025-12-22T20:30:57.708154] [INFO ] [sig       ] [2806/3560] Forecasting SB...
[2025-12-22T20:30:57.708183] [INFO ] [sig       ] Generating forecast for: SB
[2025-12-22T20:30:57.708213] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SB' from 'https://tdm.silogroup.org/data/derivative_storage/SB.csv'.
[2025-12-22T20:30:57.722241] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SB'.
[2025-12-22T20:30:57.722690] [INFO ] [FORECASTER] Starting predict_future for SB
[2025-12-22T20:30:57.723774] [DEBUG] [LOCAL     ] No optimal features file found for SB: ./output/feature-sets/SB.txt
[2025-12-22T20:30:57.723835] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:30:57.723869] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:30:57.723897] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:30:57.723952] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:30:57.789271] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:30:57.790190] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:30:57.790273] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:30:57.790306] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:30:57.911587] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:30:57.911737] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:30:57.911780] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:30:57.911808] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:30:57.915218] [DEBUG] [FORECASTER] SB: Forecast T+1@11:T+2@11: DOWN (p=13.86%)
[2025-12-22T20:30:57.915501] [INFO ] [FORECASTER] Completed predict_future for SB
[2025-12-22T20:30:57.915649] [INFO ] [sig       ] SB: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:30:58.055594] [INFO ] [LOCAL     ] Saved forecast: SB	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/SB.txt
[2025-12-22T20:30:58.055762] [INFO ] [sig       ] [2806/3560] Completed SB in 0.3s | 2.94 sym/s | Total: 15.9m | ETA: 4.3m
[2025-12-22T20:30:58.055803] [INFO ] [sig       ] [2807/3560] Forecasting SBAC...
[2025-12-22T20:30:58.055832] [INFO ] [sig       ] Generating forecast for: SBAC
[2025-12-22T20:30:58.055862] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBAC' from 'https://tdm.silogroup.org/data/derivative_storage/SBAC.csv'.
[2025-12-22T20:30:58.067517] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBAC'.
[2025-12-22T20:30:58.068132] [INFO ] [FORECASTER] Starting predict_future for SBAC
[2025-12-22T20:30:58.069135] [DEBUG] [LOCAL     ] No optimal features file found for SBAC: ./output/feature-sets/SBAC.txt
[2025-12-22T20:30:58.069187] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:30:58.069220] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:30:58.069246] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:30:58.069302] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:30:58.125702] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:30:58.126516] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:30:58.126618] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:30:58.126654] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:30:58.245238] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:30:58.245401] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:30:58.245441] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:30:58.245468] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:30:58.248943] [DEBUG] [FORECASTER] SBAC: Forecast T+1@11:T+2@11: UP (p=74.55%)
[2025-12-22T20:30:58.249247] [INFO ] [FORECASTER] Completed predict_future for SBAC
[2025-12-22T20:30:58.249378] [INFO ] [sig       ] SBAC: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:30:58.404909] [INFO ] [LOCAL     ] Saved forecast: SBAC	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/SBAC.txt
[2025-12-22T20:30:58.405062] [INFO ] [sig       ] [2807/3560] Completed SBAC in 0.3s | 2.94 sym/s | Total: 15.9m | ETA: 4.3m
[2025-12-22T20:30:58.405104] [INFO ] [sig       ] [2808/3560] Forecasting SBCF...
[2025-12-22T20:30:58.405132] [INFO ] [sig       ] Generating forecast for: SBCF
[2025-12-22T20:30:58.405163] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBCF' from 'https://tdm.silogroup.org/data/derivative_storage/SBCF.csv'.
[2025-12-22T20:30:58.416637] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBCF'.
[2025-12-22T20:30:58.416943] [INFO ] [FORECASTER] Starting predict_future for SBCF
[2025-12-22T20:30:58.417730] [DEBUG] [LOCAL     ] No optimal features file found for SBCF: ./output/feature-sets/SBCF.txt
[2025-12-22T20:30:58.417781] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:30:58.417813] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:30:58.417839] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:30:58.417894] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:30:58.474910] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:30:58.475715] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:30:58.475797] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:30:58.475830] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:30:58.594267] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:30:58.594424] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:30:58.594464] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:30:58.594494] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:30:58.597814] [DEBUG] [FORECASTER] SBCF: Forecast T+1@11:T+2@11: DOWN (p=9.69%)
[2025-12-22T20:30:58.598087] [INFO ] [FORECASTER] Completed predict_future for SBCF
[2025-12-22T20:30:58.598206] [INFO ] [sig       ] SBCF: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:30:58.735837] [INFO ] [LOCAL     ] Saved forecast: SBCF	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/SBCF.txt
[2025-12-22T20:30:58.736033] [INFO ] [sig       ] [2808/3560] Completed SBCF in 0.3s | 2.94 sym/s | Total: 15.9m | ETA: 4.3m
[2025-12-22T20:30:58.736079] [INFO ] [sig       ] [2809/3560] Forecasting SBFM...
[2025-12-22T20:30:58.736110] [INFO ] [sig       ] Generating forecast for: SBFM
[2025-12-22T20:30:58.736144] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBFM' from 'https://tdm.silogroup.org/data/derivative_storage/SBFM.csv'.
[2025-12-22T20:30:58.748876] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBFM'.
[2025-12-22T20:30:58.749324] [INFO ] [FORECASTER] Starting predict_future for SBFM
[2025-12-22T20:30:58.750137] [DEBUG] [LOCAL     ] No optimal features file found for SBFM: ./output/feature-sets/SBFM.txt
[2025-12-22T20:30:58.750190] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:30:58.750222] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:30:58.750249] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:30:58.750304] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:30:58.808001] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:30:58.808888] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:30:58.809034] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:30:58.809078] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:30:58.940479] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:30:58.940656] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:30:58.940700] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:30:58.940730] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:30:58.944383] [DEBUG] [FORECASTER] SBFM: Forecast T+1@11:T+2@11: UP (p=99.19%)
[2025-12-22T20:30:58.944702] [INFO ] [FORECASTER] Completed predict_future for SBFM
[2025-12-22T20:30:58.944825] [INFO ] [sig       ] SBFM: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:30:59.083505] [INFO ] [LOCAL     ] Saved forecast: SBFM	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/SBFM.txt
[2025-12-22T20:30:59.083672] [INFO ] [sig       ] [2809/3560] Completed SBFM in 0.3s | 2.94 sym/s | Total: 15.9m | ETA: 4.3m
[2025-12-22T20:30:59.083723] [INFO ] [sig       ] [2810/3560] Forecasting SBGI...
[2025-12-22T20:30:59.083754] [INFO ] [sig       ] Generating forecast for: SBGI
[2025-12-22T20:30:59.083785] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBGI' from 'https://tdm.silogroup.org/data/derivative_storage/SBGI.csv'.
[2025-12-22T20:30:59.095870] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBGI'.
[2025-12-22T20:30:59.096283] [INFO ] [FORECASTER] Starting predict_future for SBGI
[2025-12-22T20:30:59.097099] [DEBUG] [LOCAL     ] No optimal features file found for SBGI: ./output/feature-sets/SBGI.txt
[2025-12-22T20:30:59.097151] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:30:59.097183] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:30:59.097209] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:30:59.097269] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:30:59.153938] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:30:59.154864] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:30:59.154950] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:30:59.154982] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:30:59.271199] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:30:59.271362] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:30:59.271401] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:30:59.271429] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:30:59.274779] [DEBUG] [FORECASTER] SBGI: Forecast T+1@11:T+2@11: DOWN (p=4.39%)
[2025-12-22T20:30:59.275266] [INFO ] [FORECASTER] Completed predict_future for SBGI
[2025-12-22T20:30:59.275388] [INFO ] [sig       ] SBGI: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:30:59.415018] [INFO ] [LOCAL     ] Saved forecast: SBGI	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/SBGI.txt
[2025-12-22T20:30:59.415170] [INFO ] [sig       ] [2810/3560] Completed SBGI in 0.3s | 2.94 sym/s | Total: 15.9m | ETA: 4.2m
[2025-12-22T20:30:59.415210] [INFO ] [sig       ] [2811/3560] Forecasting SBH...
[2025-12-22T20:30:59.415239] [INFO ] [sig       ] Generating forecast for: SBH
[2025-12-22T20:30:59.415269] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBH' from 'https://tdm.silogroup.org/data/derivative_storage/SBH.csv'.
[2025-12-22T20:30:59.426020] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBH'.
[2025-12-22T20:30:59.426368] [INFO ] [FORECASTER] Starting predict_future for SBH
[2025-12-22T20:30:59.427146] [DEBUG] [LOCAL     ] No optimal features file found for SBH: ./output/feature-sets/SBH.txt
[2025-12-22T20:30:59.427198] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:30:59.427229] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:30:59.427256] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:30:59.427312] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:30:59.485018] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:30:59.485703] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:30:59.485779] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:30:59.485810] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:30:59.609336] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:30:59.609493] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:30:59.609533] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:30:59.609561] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:30:59.613375] [DEBUG] [FORECASTER] SBH: Forecast T+1@11:T+2@11: DOWN (p=39.84%)
[2025-12-22T20:30:59.613689] [INFO ] [FORECASTER] Completed predict_future for SBH
[2025-12-22T20:30:59.613815] [INFO ] [sig       ] SBH: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:30:59.748503] [INFO ] [LOCAL     ] Saved forecast: SBH	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/SBH.txt
[2025-12-22T20:30:59.748645] [INFO ] [sig       ] [2811/3560] Completed SBH in 0.3s | 2.94 sym/s | Total: 15.9m | ETA: 4.2m
[2025-12-22T20:30:59.748691] [INFO ] [sig       ] [2812/3560] Forecasting SBI...
[2025-12-22T20:30:59.748720] [INFO ] [sig       ] Generating forecast for: SBI
[2025-12-22T20:30:59.748750] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBI' from 'https://tdm.silogroup.org/data/derivative_storage/SBI.csv'.
[2025-12-22T20:30:59.759487] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBI'.
[2025-12-22T20:30:59.759856] [INFO ] [FORECASTER] Starting predict_future for SBI
[2025-12-22T20:30:59.760630] [DEBUG] [LOCAL     ] No optimal features file found for SBI: ./output/feature-sets/SBI.txt
[2025-12-22T20:30:59.760685] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:30:59.760719] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:30:59.760745] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:30:59.760803] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:30:59.834435] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:30:59.835212] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:30:59.835291] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:30:59.835325] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:30:59.950775] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:30:59.950964] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:30:59.951007] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:30:59.951036] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:30:59.954460] [DEBUG] [FORECASTER] SBI: Forecast T+1@11:T+2@11: UP (p=66.46%)
[2025-12-22T20:30:59.954756] [INFO ] [FORECASTER] Completed predict_future for SBI
[2025-12-22T20:30:59.954882] [INFO ] [sig       ] SBI: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:31:00.098025] [INFO ] [LOCAL     ] Saved forecast: SBI	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/SBI.txt
[2025-12-22T20:31:00.098185] [INFO ] [sig       ] [2812/3560] Completed SBI in 0.3s | 2.94 sym/s | Total: 15.9m | ETA: 4.2m
[2025-12-22T20:31:00.098223] [INFO ] [sig       ] [2813/3560] Forecasting SBLK...
[2025-12-22T20:31:00.098254] [INFO ] [sig       ] Generating forecast for: SBLK
[2025-12-22T20:31:00.098283] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBLK' from 'https://tdm.silogroup.org/data/derivative_storage/SBLK.csv'.
[2025-12-22T20:31:00.109937] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBLK'.
[2025-12-22T20:31:00.110323] [INFO ] [FORECASTER] Starting predict_future for SBLK
[2025-12-22T20:31:00.111236] [DEBUG] [LOCAL     ] No optimal features file found for SBLK: ./output/feature-sets/SBLK.txt
[2025-12-22T20:31:00.111297] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:31:00.111329] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:31:00.111357] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:31:00.111416] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:31:00.172293] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:31:00.173399] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:31:00.173488] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:31:00.173520] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:31:00.295595] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:31:00.295714] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:31:00.295754] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:31:00.295782] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:31:00.299397] [DEBUG] [FORECASTER] SBLK: Forecast T+1@11:T+2@11: DOWN (p=8.82%)
[2025-12-22T20:31:00.299734] [INFO ] [FORECASTER] Completed predict_future for SBLK
[2025-12-22T20:31:00.299872] [INFO ] [sig       ] SBLK: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:31:00.444039] [INFO ] [LOCAL     ] Saved forecast: SBLK	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/SBLK.txt
[2025-12-22T20:31:00.444183] [INFO ] [sig       ] [2813/3560] Completed SBLK in 0.3s | 2.94 sym/s | Total: 15.9m | ETA: 4.2m
[2025-12-22T20:31:00.444223] [INFO ] [sig       ] [2814/3560] Forecasting SBRA...
[2025-12-22T20:31:00.444252] [INFO ] [sig       ] Generating forecast for: SBRA
[2025-12-22T20:31:00.444282] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBRA' from 'https://tdm.silogroup.org/data/derivative_storage/SBRA.csv'.
[2025-12-22T20:31:00.459662] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBRA'.
[2025-12-22T20:31:00.460280] [INFO ] [FORECASTER] Starting predict_future for SBRA
[2025-12-22T20:31:00.461346] [DEBUG] [LOCAL     ] No optimal features file found for SBRA: ./output/feature-sets/SBRA.txt
[2025-12-22T20:31:00.461407] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:31:00.461442] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:31:00.461471] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:31:00.461527] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:31:00.523639] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:31:00.524486] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:31:00.524611] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:31:00.524648] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:31:00.647724] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:31:00.647833] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:31:00.647873] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:31:00.647900] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:31:00.651765] [DEBUG] [FORECASTER] SBRA: Forecast T+1@11:T+2@11: UP (p=72.20%)
[2025-12-22T20:31:00.652041] [INFO ] [FORECASTER] Completed predict_future for SBRA
[2025-12-22T20:31:00.652168] [INFO ] [sig       ] SBRA: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:31:00.790682] [INFO ] [LOCAL     ] Saved forecast: SBRA	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/SBRA.txt
[2025-12-22T20:31:00.790822] [INFO ] [sig       ] [2814/3560] Completed SBRA in 0.3s | 2.94 sym/s | Total: 15.9m | ETA: 4.2m
[2025-12-22T20:31:00.790861] [INFO ] [sig       ] [2815/3560] Forecasting SBS...
[2025-12-22T20:31:00.790891] [INFO ] [sig       ] Generating forecast for: SBS
[2025-12-22T20:31:00.790921] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBS' from 'https://tdm.silogroup.org/data/derivative_storage/SBS.csv'.
[2025-12-22T20:31:00.801701] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBS'.
[2025-12-22T20:31:00.802039] [INFO ] [FORECASTER] Starting predict_future for SBS
[2025-12-22T20:31:00.802822] [DEBUG] [LOCAL     ] No optimal features file found for SBS: ./output/feature-sets/SBS.txt
[2025-12-22T20:31:00.802875] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:31:00.802907] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:31:00.802934] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:31:00.802990] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:31:00.860898] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:31:00.861893] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:31:00.861972] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:31:00.862004] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:31:00.995489] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:31:00.995670] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:31:00.995711] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:31:00.995739] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:31:00.999188] [DEBUG] [FORECASTER] SBS: Forecast T+1@11:T+2@11: UP (p=53.11%)
[2025-12-22T20:31:00.999480] [INFO ] [FORECASTER] Completed predict_future for SBS
[2025-12-22T20:31:00.999631] [INFO ] [sig       ] SBS: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:31:01.141111] [INFO ] [LOCAL     ] Saved forecast: SBS	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/SBS.txt
[2025-12-22T20:31:01.141281] [INFO ] [sig       ] [2815/3560] Completed SBS in 0.4s | 2.94 sym/s | Total: 16.0m | ETA: 4.2m
[2025-12-22T20:31:01.141323] [INFO ] [sig       ] [2816/3560] Forecasting SBSI...
[2025-12-22T20:31:01.141380] [INFO ] [sig       ] Generating forecast for: SBSI
[2025-12-22T20:31:01.141430] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBSI' from 'https://tdm.silogroup.org/data/derivative_storage/SBSI.csv'.
[2025-12-22T20:31:01.154035] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBSI'.
[2025-12-22T20:31:01.154428] [INFO ] [FORECASTER] Starting predict_future for SBSI
[2025-12-22T20:31:01.155220] [DEBUG] [LOCAL     ] No optimal features file found for SBSI: ./output/feature-sets/SBSI.txt
[2025-12-22T20:31:01.155272] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:31:01.155320] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:31:01.155348] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:31:01.155404] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:31:01.214587] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:31:01.215526] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:31:01.215630] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:31:01.215665] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:31:01.331786] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:31:01.331943] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:31:01.331982] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:31:01.332011] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:31:01.335396] [DEBUG] [FORECASTER] SBSI: Forecast T+1@11:T+2@11: DOWN (p=2.42%)
[2025-12-22T20:31:01.335693] [INFO ] [FORECASTER] Completed predict_future for SBSI
[2025-12-22T20:31:01.335823] [INFO ] [sig       ] SBSI: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:31:01.470966] [INFO ] [LOCAL     ] Saved forecast: SBSI	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/SBSI.txt
[2025-12-22T20:31:01.471100] [INFO ] [sig       ] [2816/3560] Completed SBSI in 0.3s | 2.94 sym/s | Total: 16.0m | ETA: 4.2m
[2025-12-22T20:31:01.471140] [INFO ] [sig       ] [2817/3560] Forecasting SBUX...
[2025-12-22T20:31:01.471169] [INFO ] [sig       ] Generating forecast for: SBUX
[2025-12-22T20:31:01.471199] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBUX' from 'https://tdm.silogroup.org/data/derivative_storage/SBUX.csv'.
[2025-12-22T20:31:01.482314] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBUX'.
[2025-12-22T20:31:01.482700] [INFO ] [FORECASTER] Starting predict_future for SBUX
[2025-12-22T20:31:01.483474] [DEBUG] [LOCAL     ] No optimal features file found for SBUX: ./output/feature-sets/SBUX.txt
[2025-12-22T20:31:01.483527] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:31:01.483560] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:31:01.483612] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:31:01.483670] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:31:01.540548] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:31:01.541387] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:31:01.541469] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:31:01.541502] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:31:01.664751] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:31:01.664933] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:31:01.664974] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:31:01.665002] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:31:01.668779] [DEBUG] [FORECASTER] SBUX: Forecast T+1@11:T+2@11: DOWN (p=6.34%)
[2025-12-22T20:31:01.669078] [INFO ] [FORECASTER] Completed predict_future for SBUX
[2025-12-22T20:31:01.669202] [INFO ] [sig       ] SBUX: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:31:01.816375] [INFO ] [LOCAL     ] Saved forecast: SBUX	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/SBUX.txt
[2025-12-22T20:31:01.816595] [INFO ] [sig       ] [2817/3560] Completed SBUX in 0.3s | 2.94 sym/s | Total: 16.0m | ETA: 4.2m
[2025-12-22T20:31:01.816652] [INFO ] [sig       ] [2818/3560] Forecasting SCD...
[2025-12-22T20:31:01.816693] [INFO ] [sig       ] Generating forecast for: SCD
[2025-12-22T20:31:01.816738] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCD' from 'https://tdm.silogroup.org/data/derivative_storage/SCD.csv'.
[2025-12-22T20:31:01.828619] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCD'.
[2025-12-22T20:31:01.829082] [INFO ] [FORECASTER] Starting predict_future for SCD
[2025-12-22T20:31:01.830028] [DEBUG] [LOCAL     ] No optimal features file found for SCD: ./output/feature-sets/SCD.txt
[2025-12-22T20:31:01.830093] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:31:01.830127] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:31:01.830156] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:31:01.830212] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:31:01.903629] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:31:01.904742] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:31:01.904849] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:31:01.904901] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:31:02.055352] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:31:02.055538] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:31:02.055617] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:31:02.055667] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:31:02.061695] [DEBUG] [FORECASTER] SCD: Forecast T+1@11:T+2@11: DOWN (p=7.80%)
[2025-12-22T20:31:02.062075] [INFO ] [FORECASTER] Completed predict_future for SCD
[2025-12-22T20:31:02.062248] [INFO ] [sig       ] SCD: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:31:02.250608] [INFO ] [LOCAL     ] Saved forecast: SCD	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/SCD.txt
[2025-12-22T20:31:02.250783] [INFO ] [sig       ] [2818/3560] Completed SCD in 0.4s | 2.94 sym/s | Total: 16.0m | ETA: 4.2m
[2025-12-22T20:31:02.250826] [INFO ] [sig       ] [2819/3560] Forecasting SCHL...
[2025-12-22T20:31:02.250856] [INFO ] [sig       ] Generating forecast for: SCHL
[2025-12-22T20:31:02.250893] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCHL' from 'https://tdm.silogroup.org/data/derivative_storage/SCHL.csv'.
[2025-12-22T20:31:02.263197] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCHL'.
[2025-12-22T20:31:02.263624] [INFO ] [FORECASTER] Starting predict_future for SCHL
[2025-12-22T20:31:02.264467] [DEBUG] [LOCAL     ] No optimal features file found for SCHL: ./output/feature-sets/SCHL.txt
[2025-12-22T20:31:02.264522] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:31:02.264556] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:31:02.264604] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:31:02.264710] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:31:02.326203] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:31:02.327069] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:31:02.327173] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:31:02.327208] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:31:02.454741] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:31:02.454900] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:31:02.454942] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:31:02.454971] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:31:02.458430] [DEBUG] [FORECASTER] SCHL: Forecast T+1@11:T+2@11: DOWN (p=42.78%)
[2025-12-22T20:31:02.458735] [INFO ] [FORECASTER] Completed predict_future for SCHL
[2025-12-22T20:31:02.458859] [INFO ] [sig       ] SCHL: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:31:02.598965] [INFO ] [LOCAL     ] Saved forecast: SCHL	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/SCHL.txt
[2025-12-22T20:31:02.599148] [INFO ] [sig       ] [2819/3560] Completed SCHL in 0.3s | 2.94 sym/s | Total: 16.0m | ETA: 4.2m
[2025-12-22T20:31:02.599195] [INFO ] [sig       ] [2820/3560] Forecasting SCI...
[2025-12-22T20:31:02.599227] [INFO ] [sig       ] Generating forecast for: SCI
[2025-12-22T20:31:02.599257] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCI' from 'https://tdm.silogroup.org/data/derivative_storage/SCI.csv'.
[2025-12-22T20:31:02.610401] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCI'.
[2025-12-22T20:31:02.610825] [INFO ] [FORECASTER] Starting predict_future for SCI
[2025-12-22T20:31:02.611620] [DEBUG] [LOCAL     ] No optimal features file found for SCI: ./output/feature-sets/SCI.txt
[2025-12-22T20:31:02.611672] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:31:02.611704] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:31:02.611732] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:31:02.611788] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:31:02.671445] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:31:02.672519] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:31:02.672619] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:31:02.672654] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:31:02.795535] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:31:02.795705] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:31:02.795744] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:31:02.795774] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:31:02.799159] [DEBUG] [FORECASTER] SCI: Forecast T+1@11:T+2@11: UP (p=74.02%)
[2025-12-22T20:31:02.799458] [INFO ] [FORECASTER] Completed predict_future for SCI
[2025-12-22T20:31:02.799613] [INFO ] [sig       ] SCI: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:31:02.942948] [INFO ] [LOCAL     ] Saved forecast: SCI	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/SCI.txt
[2025-12-22T20:31:02.943096] [INFO ] [sig       ] [2820/3560] Completed SCI in 0.3s | 2.94 sym/s | Total: 16.0m | ETA: 4.2m
[2025-12-22T20:31:02.943135] [INFO ] [sig       ] [2821/3560] Forecasting SCL...
[2025-12-22T20:31:02.943166] [INFO ] [sig       ] Generating forecast for: SCL
[2025-12-22T20:31:02.943196] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCL' from 'https://tdm.silogroup.org/data/derivative_storage/SCL.csv'.
[2025-12-22T20:31:02.954068] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCL'.
[2025-12-22T20:31:02.954448] [INFO ] [FORECASTER] Starting predict_future for SCL
[2025-12-22T20:31:02.955244] [DEBUG] [LOCAL     ] No optimal features file found for SCL: ./output/feature-sets/SCL.txt
[2025-12-22T20:31:02.955297] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:31:02.955366] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:31:02.955406] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:31:02.955489] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:31:03.013558] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:31:03.014437] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:31:03.014519] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:31:03.014551] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:31:03.133035] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:31:03.133184] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:31:03.133223] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:31:03.133251] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:31:03.136766] [DEBUG] [FORECASTER] SCL: Forecast T+1@11:T+2@11: DOWN (p=2.78%)
[2025-12-22T20:31:03.137220] [INFO ] [FORECASTER] Completed predict_future for SCL
[2025-12-22T20:31:03.137358] [INFO ] [sig       ] SCL: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:31:03.277946] [INFO ] [LOCAL     ] Saved forecast: SCL	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/SCL.txt
[2025-12-22T20:31:03.278101] [INFO ] [sig       ] [2821/3560] Completed SCL in 0.3s | 2.94 sym/s | Total: 16.0m | ETA: 4.2m
[2025-12-22T20:31:03.278140] [INFO ] [sig       ] [2822/3560] Forecasting SCLX...
[2025-12-22T20:31:03.278171] [INFO ] [sig       ] Generating forecast for: SCLX
[2025-12-22T20:31:03.278201] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCLX' from 'https://tdm.silogroup.org/data/derivative_storage/SCLX.csv'.
[2025-12-22T20:31:03.293492] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCLX'.
[2025-12-22T20:31:03.293969] [INFO ] [FORECASTER] Starting predict_future for SCLX
[2025-12-22T20:31:03.295050] [DEBUG] [LOCAL     ] No optimal features file found for SCLX: ./output/feature-sets/SCLX.txt
[2025-12-22T20:31:03.295117] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:31:03.295167] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:31:03.295207] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:31:03.295293] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:31:03.358543] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:31:03.359452] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:31:03.359540] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:31:03.359593] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:31:03.482200] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:31:03.482363] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:31:03.482404] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:31:03.482432] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:31:03.486247] [DEBUG] [FORECASTER] SCLX: Forecast T+1@11:T+2@11: DOWN (p=48.69%)
[2025-12-22T20:31:03.486653] [INFO ] [FORECASTER] Completed predict_future for SCLX
[2025-12-22T20:31:03.486801] [INFO ] [sig       ] SCLX: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:31:03.636479] [INFO ] [LOCAL     ] Saved forecast: SCLX	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/SCLX.txt
[2025-12-22T20:31:03.636675] [INFO ] [sig       ] [2822/3560] Completed SCLX in 0.4s | 2.94 sym/s | Total: 16.0m | ETA: 4.2m
[2025-12-22T20:31:03.636727] [INFO ] [sig       ] [2823/3560] Forecasting SCM...
[2025-12-22T20:31:03.636759] [INFO ] [sig       ] Generating forecast for: SCM
[2025-12-22T20:31:03.636790] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCM' from 'https://tdm.silogroup.org/data/derivative_storage/SCM.csv'.
[2025-12-22T20:31:03.650856] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCM'.
[2025-12-22T20:31:03.651489] [INFO ] [FORECASTER] Starting predict_future for SCM
[2025-12-22T20:31:03.652669] [DEBUG] [LOCAL     ] No optimal features file found for SCM: ./output/feature-sets/SCM.txt
[2025-12-22T20:31:03.652727] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:31:03.652763] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:31:03.652803] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:31:03.652899] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:31:03.718033] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:31:03.718953] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:31:03.719066] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:31:03.719100] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:31:03.856731] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:31:03.856883] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:31:03.856924] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:31:03.856968] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:31:03.860338] [DEBUG] [FORECASTER] SCM: Forecast T+1@11:T+2@11: UP (p=92.34%)
[2025-12-22T20:31:03.860644] [INFO ] [FORECASTER] Completed predict_future for SCM
[2025-12-22T20:31:03.860772] [INFO ] [sig       ] SCM: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:31:04.004414] [INFO ] [LOCAL     ] Saved forecast: SCM	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/SCM.txt
[2025-12-22T20:31:04.004601] [INFO ] [sig       ] [2823/3560] Completed SCM in 0.4s | 2.94 sym/s | Total: 16.0m | ETA: 4.2m
[2025-12-22T20:31:04.004645] [INFO ] [sig       ] [2824/3560] Forecasting SCSC...
[2025-12-22T20:31:04.004676] [INFO ] [sig       ] Generating forecast for: SCSC
[2025-12-22T20:31:04.004708] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCSC' from 'https://tdm.silogroup.org/data/derivative_storage/SCSC.csv'.
[2025-12-22T20:31:04.016409] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCSC'.
[2025-12-22T20:31:04.016826] [INFO ] [FORECASTER] Starting predict_future for SCSC
[2025-12-22T20:31:04.017654] [DEBUG] [LOCAL     ] No optimal features file found for SCSC: ./output/feature-sets/SCSC.txt
[2025-12-22T20:31:04.017709] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:31:04.017742] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:31:04.017770] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:31:04.017828] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:31:04.074215] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:31:04.075053] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:31:04.075134] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:31:04.075166] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:31:04.197783] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:31:04.197936] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:31:04.197977] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:31:04.198063] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:31:04.201818] [DEBUG] [FORECASTER] SCSC: Forecast T+1@11:T+2@11: UP (p=98.63%)
[2025-12-22T20:31:04.202120] [INFO ] [FORECASTER] Completed predict_future for SCSC
[2025-12-22T20:31:04.202249] [INFO ] [sig       ] SCSC: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:31:04.345867] [INFO ] [LOCAL     ] Saved forecast: SCSC	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/SCSC.txt
[2025-12-22T20:31:04.346024] [INFO ] [sig       ] [2824/3560] Completed SCSC in 0.3s | 2.94 sym/s | Total: 16.0m | ETA: 4.2m
[2025-12-22T20:31:04.346064] [INFO ] [sig       ] [2825/3560] Forecasting SCVL...
[2025-12-22T20:31:04.346095] [INFO ] [sig       ] Generating forecast for: SCVL
[2025-12-22T20:31:04.346125] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCVL' from 'https://tdm.silogroup.org/data/derivative_storage/SCVL.csv'.
[2025-12-22T20:31:04.357622] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCVL'.
[2025-12-22T20:31:04.358012] [INFO ] [FORECASTER] Starting predict_future for SCVL
[2025-12-22T20:31:04.358844] [DEBUG] [LOCAL     ] No optimal features file found for SCVL: ./output/feature-sets/SCVL.txt
[2025-12-22T20:31:04.358903] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:31:04.358937] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:31:04.358965] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:31:04.359047] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:31:04.419301] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:31:04.420377] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:31:04.420486] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:31:04.420519] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:31:04.547863] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:31:04.548016] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:31:04.548056] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:31:04.548085] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:31:04.551715] [DEBUG] [FORECASTER] SCVL: Forecast T+1@11:T+2@11: DOWN (p=10.27%)
[2025-12-22T20:31:04.552195] [INFO ] [FORECASTER] Completed predict_future for SCVL
[2025-12-22T20:31:04.552322] [INFO ] [sig       ] SCVL: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:31:04.693162] [INFO ] [LOCAL     ] Saved forecast: SCVL	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/SCVL.txt
[2025-12-22T20:31:04.693321] [INFO ] [sig       ] [2825/3560] Completed SCVL in 0.3s | 2.94 sym/s | Total: 16.0m | ETA: 4.2m
[2025-12-22T20:31:04.693361] [INFO ] [sig       ] [2826/3560] Forecasting SCZ...
[2025-12-22T20:31:04.693390] [INFO ] [sig       ] Generating forecast for: SCZ
[2025-12-22T20:31:04.693421] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCZ' from 'https://tdm.silogroup.org/data/derivative_storage/SCZ.csv'.
[2025-12-22T20:31:04.704077] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCZ'.
[2025-12-22T20:31:04.704445] [INFO ] [FORECASTER] Starting predict_future for SCZ
[2025-12-22T20:31:04.705258] [DEBUG] [LOCAL     ] No optimal features file found for SCZ: ./output/feature-sets/SCZ.txt
[2025-12-22T20:31:04.705314] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:31:04.705347] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:31:04.705374] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:31:04.705431] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:31:04.766486] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:31:04.767568] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:31:04.767679] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:31:04.767714] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:31:04.887878] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:31:04.888032] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:31:04.888072] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:31:04.888101] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:31:04.891673] [DEBUG] [FORECASTER] SCZ: Forecast T+1@11:T+2@11: DOWN (p=0.46%)
[2025-12-22T20:31:04.891996] [INFO ] [FORECASTER] Completed predict_future for SCZ
[2025-12-22T20:31:04.892130] [INFO ] [sig       ] SCZ: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:31:05.037167] [INFO ] [LOCAL     ] Saved forecast: SCZ	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/SCZ.txt
[2025-12-22T20:31:05.037323] [INFO ] [sig       ] [2826/3560] Completed SCZ in 0.3s | 2.94 sym/s | Total: 16.0m | ETA: 4.2m
[2025-12-22T20:31:05.037363] [INFO ] [sig       ] [2827/3560] Forecasting SD...
[2025-12-22T20:31:05.037392] [INFO ] [sig       ] Generating forecast for: SD
[2025-12-22T20:31:05.037422] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SD' from 'https://tdm.silogroup.org/data/derivative_storage/SD.csv'.
[2025-12-22T20:31:05.048828] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SD'.
[2025-12-22T20:31:05.049269] [INFO ] [FORECASTER] Starting predict_future for SD
[2025-12-22T20:31:05.050126] [DEBUG] [LOCAL     ] No optimal features file found for SD: ./output/feature-sets/SD.txt
[2025-12-22T20:31:05.050179] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:31:05.050213] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:31:05.050256] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:31:05.050314] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:31:05.107736] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:31:05.108530] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:31:05.108630] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:31:05.108664] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:31:05.228524] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:31:05.228691] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:31:05.228730] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:31:05.228758] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:31:05.232149] [DEBUG] [FORECASTER] SD: Forecast T+1@11:T+2@11: UP (p=62.08%)
[2025-12-22T20:31:05.232417] [INFO ] [FORECASTER] Completed predict_future for SD
[2025-12-22T20:31:05.232538] [INFO ] [sig       ] SD: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:31:05.375060] [INFO ] [LOCAL     ] Saved forecast: SD	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/SD.txt
[2025-12-22T20:31:05.375258] [INFO ] [sig       ] [2827/3560] Completed SD in 0.3s | 2.94 sym/s | Total: 16.0m | ETA: 4.2m
[2025-12-22T20:31:05.375320] [INFO ] [sig       ] [2828/3560] Forecasting SDA...
[2025-12-22T20:31:05.375362] [INFO ] [sig       ] Generating forecast for: SDA
[2025-12-22T20:31:05.375410] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SDA' from 'https://tdm.silogroup.org/data/derivative_storage/SDA.csv'.
[2025-12-22T20:31:05.389265] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SDA'.
[2025-12-22T20:31:05.389730] [INFO ] [FORECASTER] Starting predict_future for SDA
[2025-12-22T20:31:05.390805] [DEBUG] [LOCAL     ] No optimal features file found for SDA: ./output/feature-sets/SDA.txt
[2025-12-22T20:31:05.390877] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:31:05.390922] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:31:05.390960] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:31:05.391049] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:31:05.453509] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:31:05.454607] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:31:05.454741] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:31:05.454777] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:31:05.581070] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:31:05.581438] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:31:05.581483] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:31:05.581512] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:31:05.585687] [DEBUG] [FORECASTER] SDA: Forecast T+1@11:T+2@11: DOWN (p=24.43%)
[2025-12-22T20:31:05.586011] [INFO ] [FORECASTER] Completed predict_future for SDA
[2025-12-22T20:31:05.586147] [INFO ] [sig       ] SDA: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:31:05.739164] [INFO ] [LOCAL     ] Saved forecast: SDA	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/SDA.txt
[2025-12-22T20:31:05.739330] [INFO ] [sig       ] [2828/3560] Completed SDA in 0.4s | 2.94 sym/s | Total: 16.0m | ETA: 4.1m
[2025-12-22T20:31:05.739369] [INFO ] [sig       ] [2829/3560] Forecasting SDHY...
[2025-12-22T20:31:05.739400] [INFO ] [sig       ] Generating forecast for: SDHY
[2025-12-22T20:31:05.739430] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SDHY' from 'https://tdm.silogroup.org/data/derivative_storage/SDHY.csv'.
[2025-12-22T20:31:05.751284] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SDHY'.
[2025-12-22T20:31:05.751733] [INFO ] [FORECASTER] Starting predict_future for SDHY
[2025-12-22T20:31:05.752674] [DEBUG] [LOCAL     ] No optimal features file found for SDHY: ./output/feature-sets/SDHY.txt
[2025-12-22T20:31:05.752735] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:31:05.752767] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:31:05.752795] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:31:05.752853] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:31:05.816013] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:31:05.816893] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:31:05.816997] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:31:05.817032] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:31:05.953257] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:31:05.953418] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:31:05.953462] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:31:05.953503] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:31:05.957435] [DEBUG] [FORECASTER] SDHY: Forecast T+1@11:T+2@11: UP (p=72.65%)
[2025-12-22T20:31:05.957854] [INFO ] [FORECASTER] Completed predict_future for SDHY
[2025-12-22T20:31:05.958022] [INFO ] [sig       ] SDHY: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:31:06.106109] [INFO ] [LOCAL     ] Saved forecast: SDHY	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/SDHY.txt
[2025-12-22T20:31:06.106251] [INFO ] [sig       ] [2829/3560] Completed SDHY in 0.4s | 2.94 sym/s | Total: 16.0m | ETA: 4.1m
[2025-12-22T20:31:06.106292] [INFO ] [sig       ] [2830/3560] Forecasting SDRL...
[2025-12-22T20:31:06.106321] [INFO ] [sig       ] Generating forecast for: SDRL
[2025-12-22T20:31:06.106351] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SDRL' from 'https://tdm.silogroup.org/data/derivative_storage/SDRL.csv'.
[2025-12-22T20:31:06.117311] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SDRL'.
[2025-12-22T20:31:06.117683] [INFO ] [FORECASTER] Starting predict_future for SDRL
[2025-12-22T20:31:06.118457] [DEBUG] [LOCAL     ] No optimal features file found for SDRL: ./output/feature-sets/SDRL.txt
[2025-12-22T20:31:06.118509] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:31:06.118540] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:31:06.118567] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:31:06.118651] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:31:06.180919] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:31:06.181844] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:31:06.181934] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:31:06.181969] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:31:06.303229] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:31:06.303381] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:31:06.303420] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:31:06.303449] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:31:06.306824] [DEBUG] [FORECASTER] SDRL: Forecast T+1@11:T+2@11: DOWN (p=25.74%)
[2025-12-22T20:31:06.307109] [INFO ] [FORECASTER] Completed predict_future for SDRL
[2025-12-22T20:31:06.307239] [INFO ] [sig       ] SDRL: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:31:06.450089] [INFO ] [LOCAL     ] Saved forecast: SDRL	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/SDRL.txt
[2025-12-22T20:31:06.450235] [INFO ] [sig       ] [2830/3560] Completed SDRL in 0.3s | 2.94 sym/s | Total: 16.0m | ETA: 4.1m
[2025-12-22T20:31:06.450283] [INFO ] [sig       ] [2831/3560] Forecasting SDVY...
[2025-12-22T20:31:06.450314] [INFO ] [sig       ] Generating forecast for: SDVY
[2025-12-22T20:31:06.450359] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SDVY' from 'https://tdm.silogroup.org/data/derivative_storage/SDVY.csv'.
[2025-12-22T20:31:06.461474] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SDVY'.
[2025-12-22T20:31:06.461883] [INFO ] [FORECASTER] Starting predict_future for SDVY
[2025-12-22T20:31:06.462700] [DEBUG] [LOCAL     ] No optimal features file found for SDVY: ./output/feature-sets/SDVY.txt
[2025-12-22T20:31:06.462755] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:31:06.462788] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:31:06.462817] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:31:06.462873] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:31:06.521231] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:31:06.522050] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:31:06.522178] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:31:06.522226] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:31:06.644330] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:31:06.644481] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:31:06.644520] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:31:06.644548] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:31:06.647891] [DEBUG] [FORECASTER] SDVY: Forecast T+1@11:T+2@11: UP (p=63.50%)
[2025-12-22T20:31:06.648165] [INFO ] [FORECASTER] Completed predict_future for SDVY
[2025-12-22T20:31:06.648287] [INFO ] [sig       ] SDVY: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:31:06.782022] [INFO ] [LOCAL     ] Saved forecast: SDVY	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/SDVY.txt
[2025-12-22T20:31:06.782164] [INFO ] [sig       ] [2831/3560] Completed SDVY in 0.3s | 2.94 sym/s | Total: 16.0m | ETA: 4.1m
[2025-12-22T20:31:06.782212] [INFO ] [sig       ] [2832/3560] Forecasting SE...
[2025-12-22T20:31:06.782245] [INFO ] [sig       ] Generating forecast for: SE
[2025-12-22T20:31:06.782275] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SE' from 'https://tdm.silogroup.org/data/derivative_storage/SE.csv'.
[2025-12-22T20:31:06.793809] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SE'.
[2025-12-22T20:31:06.794191] [INFO ] [FORECASTER] Starting predict_future for SE
[2025-12-22T20:31:06.795028] [DEBUG] [LOCAL     ] No optimal features file found for SE: ./output/feature-sets/SE.txt
[2025-12-22T20:31:06.795085] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:31:06.795119] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:31:06.795147] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:31:06.795205] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:31:06.851101] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:31:06.851838] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:31:06.851918] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:31:06.851950] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:31:06.973413] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:31:06.973565] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:31:06.973627] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:31:06.973656] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:31:06.976986] [DEBUG] [FORECASTER] SE: Forecast T+1@11:T+2@11: UP (p=87.26%)
[2025-12-22T20:31:06.977273] [INFO ] [FORECASTER] Completed predict_future for SE
[2025-12-22T20:31:06.977400] [INFO ] [sig       ] SE: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:31:07.114637] [INFO ] [LOCAL     ] Saved forecast: SE	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/SE.txt
[2025-12-22T20:31:07.114775] [INFO ] [sig       ] [2832/3560] Completed SE in 0.3s | 2.94 sym/s | Total: 16.1m | ETA: 4.1m
[2025-12-22T20:31:07.114815] [INFO ] [sig       ] [2833/3560] Forecasting SEDG...
[2025-12-22T20:31:07.114844] [INFO ] [sig       ] Generating forecast for: SEDG
[2025-12-22T20:31:07.114874] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SEDG' from 'https://tdm.silogroup.org/data/derivative_storage/SEDG.csv'.
[2025-12-22T20:31:07.126134] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SEDG'.
[2025-12-22T20:31:07.126439] [INFO ] [FORECASTER] Starting predict_future for SEDG
[2025-12-22T20:31:07.127213] [DEBUG] [LOCAL     ] No optimal features file found for SEDG: ./output/feature-sets/SEDG.txt
[2025-12-22T20:31:07.127264] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:31:07.127296] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:31:07.127323] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:31:07.127379] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:31:07.182626] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:31:07.183243] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:31:07.183320] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:31:07.183352] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:31:07.303368] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:31:07.303506] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:31:07.303544] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:31:07.303589] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:31:07.306895] [DEBUG] [FORECASTER] SEDG: Forecast T+1@11:T+2@11: UP (p=86.84%)
[2025-12-22T20:31:07.307158] [INFO ] [FORECASTER] Completed predict_future for SEDG
[2025-12-22T20:31:07.307278] [INFO ] [sig       ] SEDG: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:31:07.450412] [INFO ] [LOCAL     ] Saved forecast: SEDG	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/SEDG.txt
[2025-12-22T20:31:07.450563] [INFO ] [sig       ] [2833/3560] Completed SEDG in 0.3s | 2.94 sym/s | Total: 16.1m | ETA: 4.1m
[2025-12-22T20:31:07.450619] [INFO ] [sig       ] [2834/3560] Forecasting SEE...
[2025-12-22T20:31:07.450650] [INFO ] [sig       ] Generating forecast for: SEE
[2025-12-22T20:31:07.450679] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SEE' from 'https://tdm.silogroup.org/data/derivative_storage/SEE.csv'.
[2025-12-22T20:31:07.461479] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SEE'.
[2025-12-22T20:31:07.461842] [INFO ] [FORECASTER] Starting predict_future for SEE
[2025-12-22T20:31:07.462788] [DEBUG] [LOCAL     ] No optimal features file found for SEE: ./output/feature-sets/SEE.txt
[2025-12-22T20:31:07.462839] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:31:07.462871] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:31:07.462897] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:31:07.462953] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:31:07.519098] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:31:07.519706] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:31:07.519800] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:31:07.519833] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:31:07.641516] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:31:07.641687] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:31:07.641728] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:31:07.641756] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:31:07.645455] [DEBUG] [FORECASTER] SEE: Forecast T+1@11:T+2@11: DOWN (p=22.82%)
[2025-12-22T20:31:07.645738] [INFO ] [FORECASTER] Completed predict_future for SEE
[2025-12-22T20:31:07.645860] [INFO ] [sig       ] SEE: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:31:07.781835] [INFO ] [LOCAL     ] Saved forecast: SEE	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/SEE.txt
[2025-12-22T20:31:07.782020] [INFO ] [sig       ] [2834/3560] Completed SEE in 0.3s | 2.94 sym/s | Total: 16.1m | ETA: 4.1m
[2025-12-22T20:31:07.782079] [INFO ] [sig       ] [2835/3560] Forecasting SEIC...
[2025-12-22T20:31:07.782110] [INFO ] [sig       ] Generating forecast for: SEIC
[2025-12-22T20:31:07.782140] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SEIC' from 'https://tdm.silogroup.org/data/derivative_storage/SEIC.csv'.
[2025-12-22T20:31:07.792497] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SEIC'.
[2025-12-22T20:31:07.792851] [INFO ] [FORECASTER] Starting predict_future for SEIC
[2025-12-22T20:31:07.793631] [DEBUG] [LOCAL     ] No optimal features file found for SEIC: ./output/feature-sets/SEIC.txt
[2025-12-22T20:31:07.793683] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:31:07.793716] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:31:07.793743] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:31:07.793798] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:31:07.850343] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:31:07.851095] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:31:07.851171] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:31:07.851204] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:31:07.969146] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:31:07.969280] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:31:07.969319] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:31:07.969346] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:31:07.972759] [DEBUG] [FORECASTER] SEIC: Forecast T+1@11:T+2@11: DOWN (p=0.93%)
[2025-12-22T20:31:07.973022] [INFO ] [FORECASTER] Completed predict_future for SEIC
[2025-12-22T20:31:07.973139] [INFO ] [sig       ] SEIC: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:31:08.112849] [INFO ] [LOCAL     ] Saved forecast: SEIC	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/SEIC.txt
[2025-12-22T20:31:08.112975] [INFO ] [sig       ] [2835/3560] Completed SEIC in 0.3s | 2.94 sym/s | Total: 16.1m | ETA: 4.1m
[2025-12-22T20:31:08.113012] [INFO ] [sig       ] [2836/3560] Forecasting SELF...
[2025-12-22T20:31:08.113042] [INFO ] [sig       ] Generating forecast for: SELF
[2025-12-22T20:31:08.113073] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SELF' from 'https://tdm.silogroup.org/data/derivative_storage/SELF.csv'.
[2025-12-22T20:31:08.123387] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SELF'.
[2025-12-22T20:31:08.123727] [INFO ] [FORECASTER] Starting predict_future for SELF
[2025-12-22T20:31:08.124507] [DEBUG] [LOCAL     ] No optimal features file found for SELF: ./output/feature-sets/SELF.txt
[2025-12-22T20:31:08.124562] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:31:08.124625] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:31:08.124656] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:31:08.124715] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:31:08.185101] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:31:08.185749] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:31:08.185826] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:31:08.185861] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:31:08.304950] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:31:08.305104] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:31:08.305142] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:31:08.305170] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:31:08.308950] [DEBUG] [FORECASTER] SELF: Forecast T+1@11:T+2@11: UP (p=89.16%)
[2025-12-22T20:31:08.309452] [INFO ] [FORECASTER] Completed predict_future for SELF
[2025-12-22T20:31:08.309599] [INFO ] [sig       ] SELF: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:31:08.446793] [INFO ] [LOCAL     ] Saved forecast: SELF	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/SELF.txt
[2025-12-22T20:31:08.446947] [INFO ] [sig       ] [2836/3560] Completed SELF in 0.3s | 2.94 sym/s | Total: 16.1m | ETA: 4.1m
[2025-12-22T20:31:08.446986] [INFO ] [sig       ] [2837/3560] Forecasting SEM...
[2025-12-22T20:31:08.447019] [INFO ] [sig       ] Generating forecast for: SEM
[2025-12-22T20:31:08.447049] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SEM' from 'https://tdm.silogroup.org/data/derivative_storage/SEM.csv'.
[2025-12-22T20:31:08.459364] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SEM'.
[2025-12-22T20:31:08.459801] [INFO ] [FORECASTER] Starting predict_future for SEM
[2025-12-22T20:31:08.460652] [DEBUG] [LOCAL     ] No optimal features file found for SEM: ./output/feature-sets/SEM.txt
[2025-12-22T20:31:08.460706] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:31:08.460740] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:31:08.460768] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:31:08.460825] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:31:08.517532] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:31:08.518411] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:31:08.518492] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:31:08.518524] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:31:08.639219] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:31:08.639380] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:31:08.639421] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:31:08.639452] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:31:08.643219] [DEBUG] [FORECASTER] SEM: Forecast T+1@11:T+2@11: DOWN (p=4.18%)
[2025-12-22T20:31:08.643494] [INFO ] [FORECASTER] Completed predict_future for SEM
[2025-12-22T20:31:08.643639] [INFO ] [sig       ] SEM: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:31:08.783541] [INFO ] [LOCAL     ] Saved forecast: SEM	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/SEM.txt
[2025-12-22T20:31:08.783762] [INFO ] [sig       ] [2837/3560] Completed SEM in 0.3s | 2.94 sym/s | Total: 16.1m | ETA: 4.1m
[2025-12-22T20:31:08.783801] [INFO ] [sig       ] [2838/3560] Forecasting SENEA...
[2025-12-22T20:31:08.783831] [INFO ] [sig       ] Generating forecast for: SENEA
[2025-12-22T20:31:08.783863] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SENEA' from 'https://tdm.silogroup.org/data/derivative_storage/SENEA.csv'.
[2025-12-22T20:31:08.794648] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SENEA'.
[2025-12-22T20:31:08.794983] [INFO ] [FORECASTER] Starting predict_future for SENEA
[2025-12-22T20:31:08.795786] [DEBUG] [LOCAL     ] No optimal features file found for SENEA: ./output/feature-sets/SENEA.txt
[2025-12-22T20:31:08.795838] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:31:08.795898] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:31:08.795928] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:31:08.795985] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:31:08.852839] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:31:08.853689] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:31:08.853769] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:31:08.853801] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:31:08.975645] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:31:08.975817] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:31:08.975857] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:31:08.975885] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:31:08.979534] [DEBUG] [FORECASTER] SENEA: Forecast T+1@11:T+2@11: DOWN (p=41.98%)
[2025-12-22T20:31:08.979938] [INFO ] [FORECASTER] Completed predict_future for SENEA
[2025-12-22T20:31:08.980099] [INFO ] [sig       ] SENEA: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:31:09.115504] [INFO ] [LOCAL     ] Saved forecast: SENEA	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/SENEA.txt
[2025-12-22T20:31:09.115675] [INFO ] [sig       ] [2838/3560] Completed SENEA in 0.3s | 2.94 sym/s | Total: 16.1m | ETA: 4.1m
[2025-12-22T20:31:09.115731] [INFO ] [sig       ] [2839/3560] Forecasting SENS...
[2025-12-22T20:31:09.115762] [INFO ] [sig       ] Generating forecast for: SENS
[2025-12-22T20:31:09.115792] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SENS' from 'https://tdm.silogroup.org/data/derivative_storage/SENS.csv'.
[2025-12-22T20:31:09.126453] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SENS'.
[2025-12-22T20:31:09.126777] [INFO ] [FORECASTER] Starting predict_future for SENS
[2025-12-22T20:31:09.127533] [DEBUG] [LOCAL     ] No optimal features file found for SENS: ./output/feature-sets/SENS.txt
[2025-12-22T20:31:09.127603] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:31:09.127637] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:31:09.127665] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:31:09.127721] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:31:09.183527] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:31:09.184301] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:31:09.184381] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:31:09.184413] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:31:09.302822] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:31:09.302972] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:31:09.303012] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:31:09.303041] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:31:09.306359] [DEBUG] [FORECASTER] SENS: Forecast T+1@11:T+2@11: DOWN (p=11.94%)
[2025-12-22T20:31:09.306653] [INFO ] [FORECASTER] Completed predict_future for SENS
[2025-12-22T20:31:09.306783] [INFO ] [sig       ] SENS: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:31:09.442256] [INFO ] [LOCAL     ] Saved forecast: SENS	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/SENS.txt
[2025-12-22T20:31:09.442415] [INFO ] [sig       ] [2839/3560] Completed SENS in 0.3s | 2.94 sym/s | Total: 16.1m | ETA: 4.1m
[2025-12-22T20:31:09.442454] [INFO ] [sig       ] [2840/3560] Forecasting SERA...
[2025-12-22T20:31:09.442484] [INFO ] [sig       ] Generating forecast for: SERA
[2025-12-22T20:31:09.442513] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SERA' from 'https://tdm.silogroup.org/data/derivative_storage/SERA.csv'.
[2025-12-22T20:31:09.454311] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SERA'.
[2025-12-22T20:31:09.454741] [INFO ] [FORECASTER] Starting predict_future for SERA
[2025-12-22T20:31:09.455553] [DEBUG] [LOCAL     ] No optimal features file found for SERA: ./output/feature-sets/SERA.txt
[2025-12-22T20:31:09.455640] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:31:09.455675] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:31:09.455702] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:31:09.455759] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:31:09.520994] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:31:09.521925] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:31:09.522009] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:31:09.522042] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:31:09.647653] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:31:09.647835] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:31:09.647881] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:31:09.647910] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:31:09.651837] [DEBUG] [FORECASTER] SERA: Forecast T+1@11:T+2@11: DOWN (p=6.27%)
[2025-12-22T20:31:09.652120] [INFO ] [FORECASTER] Completed predict_future for SERA
[2025-12-22T20:31:09.652254] [INFO ] [sig       ] SERA: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:31:09.794470] [INFO ] [LOCAL     ] Saved forecast: SERA	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/SERA.txt
[2025-12-22T20:31:09.794649] [INFO ] [sig       ] [2840/3560] Completed SERA in 0.4s | 2.94 sym/s | Total: 16.1m | ETA: 4.1m
[2025-12-22T20:31:09.794692] [INFO ] [sig       ] [2841/3560] Forecasting SES...
[2025-12-22T20:31:09.794723] [INFO ] [sig       ] Generating forecast for: SES
[2025-12-22T20:31:09.794769] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SES' from 'https://tdm.silogroup.org/data/derivative_storage/SES.csv'.
[2025-12-22T20:31:09.807099] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SES'.
[2025-12-22T20:31:09.807489] [INFO ] [FORECASTER] Starting predict_future for SES
[2025-12-22T20:31:09.808300] [DEBUG] [LOCAL     ] No optimal features file found for SES: ./output/feature-sets/SES.txt
[2025-12-22T20:31:09.808353] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:31:09.808386] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:31:09.808413] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:31:09.808476] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:31:09.866978] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:31:09.867879] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:31:09.867980] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:31:09.868013] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:31:09.990369] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:31:09.990525] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:31:09.990565] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:31:09.990661] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:31:09.994036] [DEBUG] [FORECASTER] SES: Forecast T+1@11:T+2@11: DOWN (p=20.07%)
[2025-12-22T20:31:09.994323] [INFO ] [FORECASTER] Completed predict_future for SES
[2025-12-22T20:31:09.994450] [INFO ] [sig       ] SES: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:31:10.132061] [INFO ] [LOCAL     ] Saved forecast: SES	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/SES.txt
[2025-12-22T20:31:10.132201] [INFO ] [sig       ] [2841/3560] Completed SES in 0.3s | 2.94 sym/s | Total: 16.1m | ETA: 4.1m
[2025-12-22T20:31:10.132240] [INFO ] [sig       ] [2842/3560] Forecasting SEVN...
[2025-12-22T20:31:10.132269] [INFO ] [sig       ] Generating forecast for: SEVN
[2025-12-22T20:31:10.132300] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SEVN' from 'https://tdm.silogroup.org/data/derivative_storage/SEVN.csv'.
[2025-12-22T20:31:10.143077] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SEVN'.
[2025-12-22T20:31:10.143394] [INFO ] [FORECASTER] Starting predict_future for SEVN
[2025-12-22T20:31:10.144251] [DEBUG] [LOCAL     ] No optimal features file found for SEVN: ./output/feature-sets/SEVN.txt
[2025-12-22T20:31:10.144314] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:31:10.144354] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:31:10.144383] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:31:10.144441] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:31:10.202139] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:31:10.203027] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:31:10.203112] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:31:10.203145] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:31:10.334228] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:31:10.334389] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:31:10.334429] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:31:10.334458] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:31:10.337869] [DEBUG] [FORECASTER] SEVN: Forecast T+1@11:T+2@11: DOWN (p=6.77%)
[2025-12-22T20:31:10.338158] [INFO ] [FORECASTER] Completed predict_future for SEVN
[2025-12-22T20:31:10.338285] [INFO ] [sig       ] SEVN: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:31:10.474186] [INFO ] [LOCAL     ] Saved forecast: SEVN	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/SEVN.txt
[2025-12-22T20:31:10.474313] [INFO ] [sig       ] [2842/3560] Completed SEVN in 0.3s | 2.94 sym/s | Total: 16.1m | ETA: 4.1m
[2025-12-22T20:31:10.474351] [INFO ] [sig       ] [2843/3560] Forecasting SEZL...
[2025-12-22T20:31:10.474381] [INFO ] [sig       ] Generating forecast for: SEZL
[2025-12-22T20:31:10.474411] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SEZL' from 'https://tdm.silogroup.org/data/derivative_storage/SEZL.csv'.
[2025-12-22T20:31:10.486216] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SEZL'.
[2025-12-22T20:31:10.486674] [INFO ] [FORECASTER] Starting predict_future for SEZL
[2025-12-22T20:31:10.487564] [DEBUG] [LOCAL     ] No optimal features file found for SEZL: ./output/feature-sets/SEZL.txt
[2025-12-22T20:31:10.487639] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:31:10.487673] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:31:10.487700] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:31:10.487758] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:31:10.548922] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:31:10.550110] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:31:10.550191] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:31:10.550223] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:31:10.670982] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:31:10.671138] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:31:10.671178] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:31:10.671206] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:31:10.674969] [DEBUG] [FORECASTER] SEZL: Forecast T+1@11:T+2@11: DOWN (p=3.97%)
[2025-12-22T20:31:10.675255] [INFO ] [FORECASTER] Completed predict_future for SEZL
[2025-12-22T20:31:10.675397] [INFO ] [sig       ] SEZL: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:31:10.817705] [INFO ] [LOCAL     ] Saved forecast: SEZL	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/SEZL.txt
[2025-12-22T20:31:10.817887] [INFO ] [sig       ] [2843/3560] Completed SEZL in 0.3s | 2.94 sym/s | Total: 16.1m | ETA: 4.1m
[2025-12-22T20:31:10.817930] [INFO ] [sig       ] [2844/3560] Forecasting SF...
[2025-12-22T20:31:10.817964] [INFO ] [sig       ] Generating forecast for: SF
[2025-12-22T20:31:10.817995] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SF' from 'https://tdm.silogroup.org/data/derivative_storage/SF.csv'.
[2025-12-22T20:31:10.830151] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SF'.
[2025-12-22T20:31:10.830787] [INFO ] [FORECASTER] Starting predict_future for SF
[2025-12-22T20:31:10.831905] [DEBUG] [LOCAL     ] No optimal features file found for SF: ./output/feature-sets/SF.txt
[2025-12-22T20:31:10.831967] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:31:10.832019] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:31:10.832049] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:31:10.832286] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:31:10.891998] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:31:10.893118] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:31:10.893241] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:31:10.893292] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:31:11.024074] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:31:11.024232] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:31:11.024271] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:31:11.024300] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:31:11.027924] [DEBUG] [FORECASTER] SF: Forecast T+1@11:T+2@11: UP (p=58.78%)
[2025-12-22T20:31:11.028260] [INFO ] [FORECASTER] Completed predict_future for SF
[2025-12-22T20:31:11.028397] [INFO ] [sig       ] SF: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:31:11.174773] [INFO ] [LOCAL     ] Saved forecast: SF	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/SF.txt
[2025-12-22T20:31:11.174933] [INFO ] [sig       ] [2844/3560] Completed SF in 0.4s | 2.94 sym/s | Total: 16.1m | ETA: 4.1m
[2025-12-22T20:31:11.174973] [INFO ] [sig       ] [2845/3560] Forecasting SFB...
[2025-12-22T20:31:11.175003] [INFO ] [sig       ] Generating forecast for: SFB
[2025-12-22T20:31:11.175034] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFB' from 'https://tdm.silogroup.org/data/derivative_storage/SFB.csv'.
[2025-12-22T20:31:11.187405] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SFB'.
[2025-12-22T20:31:11.187831] [INFO ] [FORECASTER] Starting predict_future for SFB
[2025-12-22T20:31:11.188625] [DEBUG] [LOCAL     ] No optimal features file found for SFB: ./output/feature-sets/SFB.txt
[2025-12-22T20:31:11.188676] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:31:11.188708] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:31:11.188735] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:31:11.188790] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:31:11.247955] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:31:11.248703] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:31:11.248781] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:31:11.248814] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:31:11.364277] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:31:11.364428] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:31:11.364467] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:31:11.364497] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:31:11.367875] [DEBUG] [FORECASTER] SFB: Forecast T+1@11:T+2@11: DOWN (p=29.66%)
[2025-12-22T20:31:11.368170] [INFO ] [FORECASTER] Completed predict_future for SFB
[2025-12-22T20:31:11.368292] [INFO ] [sig       ] SFB: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:31:11.506611] [INFO ] [LOCAL     ] Saved forecast: SFB	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/SFB.txt
[2025-12-22T20:31:11.506738] [INFO ] [sig       ] [2845/3560] Completed SFB in 0.3s | 2.94 sym/s | Total: 16.1m | ETA: 4.1m
[2025-12-22T20:31:11.506778] [INFO ] [sig       ] [2846/3560] Forecasting SFBS...
[2025-12-22T20:31:11.506806] [INFO ] [sig       ] Generating forecast for: SFBS
[2025-12-22T20:31:11.506835] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFBS' from 'https://tdm.silogroup.org/data/derivative_storage/SFBS.csv'.
[2025-12-22T20:31:11.518680] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SFBS'.
[2025-12-22T20:31:11.519039] [INFO ] [FORECASTER] Starting predict_future for SFBS
[2025-12-22T20:31:11.519910] [DEBUG] [LOCAL     ] No optimal features file found for SFBS: ./output/feature-sets/SFBS.txt
[2025-12-22T20:31:11.519974] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:31:11.520013] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:31:11.520046] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:31:11.520110] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:31:11.577652] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:31:11.578307] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:31:11.578386] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:31:11.578418] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:31:11.701184] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:31:11.701334] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:31:11.701374] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:31:11.701403] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:31:11.705615] [DEBUG] [FORECASTER] SFBS: Forecast T+1@11:T+2@11: DOWN (p=43.79%)
[2025-12-22T20:31:11.705979] [INFO ] [FORECASTER] Completed predict_future for SFBS
[2025-12-22T20:31:11.706148] [INFO ] [sig       ] SFBS: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:31:11.848947] [INFO ] [LOCAL     ] Saved forecast: SFBS	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/SFBS.txt
[2025-12-22T20:31:11.849106] [INFO ] [sig       ] [2846/3560] Completed SFBS in 0.3s | 2.94 sym/s | Total: 16.1m | ETA: 4.0m
[2025-12-22T20:31:11.849146] [INFO ] [sig       ] [2847/3560] Forecasting SFIX...
[2025-12-22T20:31:11.849176] [INFO ] [sig       ] Generating forecast for: SFIX
[2025-12-22T20:31:11.849205] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFIX' from 'https://tdm.silogroup.org/data/derivative_storage/SFIX.csv'.
[2025-12-22T20:31:11.860649] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SFIX'.
[2025-12-22T20:31:11.861011] [INFO ] [FORECASTER] Starting predict_future for SFIX
[2025-12-22T20:31:11.861874] [DEBUG] [LOCAL     ] No optimal features file found for SFIX: ./output/feature-sets/SFIX.txt
[2025-12-22T20:31:11.861930] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:31:11.861970] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:31:11.862003] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:31:11.862072] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:31:11.921313] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:31:11.922111] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:31:11.922190] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:31:11.922222] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:31:12.038734] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:31:12.038870] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:31:12.038924] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:31:12.038953] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:31:12.042433] [DEBUG] [FORECASTER] SFIX: Forecast T+1@11:T+2@11: UP (p=95.95%)
[2025-12-22T20:31:12.042724] [INFO ] [FORECASTER] Completed predict_future for SFIX
[2025-12-22T20:31:12.042850] [INFO ] [sig       ] SFIX: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:31:12.178899] [INFO ] [LOCAL     ] Saved forecast: SFIX	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/SFIX.txt
[2025-12-22T20:31:12.179069] [INFO ] [sig       ] [2847/3560] Completed SFIX in 0.3s | 2.94 sym/s | Total: 16.1m | ETA: 4.0m
[2025-12-22T20:31:12.179109] [INFO ] [sig       ] [2848/3560] Forecasting SFL...
[2025-12-22T20:31:12.179139] [INFO ] [sig       ] Generating forecast for: SFL
[2025-12-22T20:31:12.179169] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFL' from 'https://tdm.silogroup.org/data/derivative_storage/SFL.csv'.
[2025-12-22T20:31:12.190620] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SFL'.
[2025-12-22T20:31:12.190975] [INFO ] [FORECASTER] Starting predict_future for SFL
[2025-12-22T20:31:12.191850] [DEBUG] [LOCAL     ] No optimal features file found for SFL: ./output/feature-sets/SFL.txt
[2025-12-22T20:31:12.191903] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:31:12.191936] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:31:12.191965] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:31:12.192023] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:31:12.249470] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:31:12.250330] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:31:12.250460] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:31:12.250494] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:31:12.377956] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:31:12.378119] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:31:12.378159] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:31:12.378188] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:31:12.381771] [DEBUG] [FORECASTER] SFL: Forecast T+1@11:T+2@11: DOWN (p=9.70%)
[2025-12-22T20:31:12.382063] [INFO ] [FORECASTER] Completed predict_future for SFL
[2025-12-22T20:31:12.382202] [INFO ] [sig       ] SFL: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:31:12.526986] [INFO ] [LOCAL     ] Saved forecast: SFL	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/SFL.txt
[2025-12-22T20:31:12.527148] [INFO ] [sig       ] [2848/3560] Completed SFL in 0.3s | 2.94 sym/s | Total: 16.1m | ETA: 4.0m
[2025-12-22T20:31:12.527188] [INFO ] [sig       ] [2849/3560] Forecasting SFLO...
[2025-12-22T20:31:12.527219] [INFO ] [sig       ] Generating forecast for: SFLO
[2025-12-22T20:31:12.527249] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFLO' from 'https://tdm.silogroup.org/data/derivative_storage/SFLO.csv'.
[2025-12-22T20:31:12.538954] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SFLO'.
[2025-12-22T20:31:12.539426] [INFO ] [FORECASTER] Starting predict_future for SFLO
[2025-12-22T20:31:12.540349] [DEBUG] [LOCAL     ] No optimal features file found for SFLO: ./output/feature-sets/SFLO.txt
[2025-12-22T20:31:12.540410] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:31:12.540445] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:31:12.540473] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:31:12.540531] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:31:12.600960] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:31:12.601882] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:31:12.601976] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:31:12.602009] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:31:12.734664] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:31:12.734824] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:31:12.734866] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:31:12.734894] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:31:12.738596] [DEBUG] [FORECASTER] SFLO: Forecast T+1@11:T+2@11: DOWN (p=46.59%)
[2025-12-22T20:31:12.738968] [INFO ] [FORECASTER] Completed predict_future for SFLO
[2025-12-22T20:31:12.739147] [INFO ] [sig       ] SFLO: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:31:12.887940] [INFO ] [LOCAL     ] Saved forecast: SFLO	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/SFLO.txt
[2025-12-22T20:31:12.888095] [INFO ] [sig       ] [2849/3560] Completed SFLO in 0.4s | 2.94 sym/s | Total: 16.1m | ETA: 4.0m
[2025-12-22T20:31:12.888136] [INFO ] [sig       ] [2850/3560] Forecasting SFM...
[2025-12-22T20:31:12.888166] [INFO ] [sig       ] Generating forecast for: SFM
[2025-12-22T20:31:12.888197] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFM' from 'https://tdm.silogroup.org/data/derivative_storage/SFM.csv'.
[2025-12-22T20:31:12.901108] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SFM'.
[2025-12-22T20:31:12.901510] [INFO ] [FORECASTER] Starting predict_future for SFM
[2025-12-22T20:31:12.902302] [DEBUG] [LOCAL     ] No optimal features file found for SFM: ./output/feature-sets/SFM.txt
[2025-12-22T20:31:12.902354] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:31:12.902386] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:31:12.902413] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:31:12.902469] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:31:12.959587] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:31:12.960488] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:31:12.960592] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:31:12.960628] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:31:13.081008] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:31:13.081172] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:31:13.081211] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:31:13.081239] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:31:13.084801] [DEBUG] [FORECASTER] SFM: Forecast T+1@11:T+2@11: UP (p=97.76%)
[2025-12-22T20:31:13.085152] [INFO ] [FORECASTER] Completed predict_future for SFM
[2025-12-22T20:31:13.085294] [INFO ] [sig       ] SFM: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:31:13.221163] [INFO ] [LOCAL     ] Saved forecast: SFM	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/SFM.txt
[2025-12-22T20:31:13.221296] [INFO ] [sig       ] [2850/3560] Completed SFM in 0.3s | 2.94 sym/s | Total: 16.2m | ETA: 4.0m
[2025-12-22T20:31:13.221334] [INFO ] [sig       ] [2851/3560] Forecasting SFNC...
[2025-12-22T20:31:13.221364] [INFO ] [sig       ] Generating forecast for: SFNC
[2025-12-22T20:31:13.221393] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFNC' from 'https://tdm.silogroup.org/data/derivative_storage/SFNC.csv'.
[2025-12-22T20:31:13.232299] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SFNC'.
[2025-12-22T20:31:13.232641] [INFO ] [FORECASTER] Starting predict_future for SFNC
[2025-12-22T20:31:13.233392] [DEBUG] [LOCAL     ] No optimal features file found for SFNC: ./output/feature-sets/SFNC.txt
[2025-12-22T20:31:13.233443] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:31:13.233502] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:31:13.233532] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:31:13.233622] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:31:13.289928] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:31:13.290642] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:31:13.290717] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:31:13.290748] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:31:13.414673] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:31:13.414848] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:31:13.414894] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:31:13.414925] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:31:13.418670] [DEBUG] [FORECASTER] SFNC: Forecast T+1@11:T+2@11: UP (p=71.25%)
[2025-12-22T20:31:13.418977] [INFO ] [FORECASTER] Completed predict_future for SFNC
[2025-12-22T20:31:13.419132] [INFO ] [sig       ] SFNC: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:31:13.553774] [INFO ] [LOCAL     ] Saved forecast: SFNC	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/SFNC.txt
[2025-12-22T20:31:13.553971] [INFO ] [sig       ] [2851/3560] Completed SFNC in 0.3s | 2.94 sym/s | Total: 16.2m | ETA: 4.0m
[2025-12-22T20:31:13.554013] [INFO ] [sig       ] [2852/3560] Forecasting SG...
[2025-12-22T20:31:13.554042] [INFO ] [sig       ] Generating forecast for: SG
[2025-12-22T20:31:13.554082] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SG' from 'https://tdm.silogroup.org/data/derivative_storage/SG.csv'.
[2025-12-22T20:31:13.565378] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SG'.
[2025-12-22T20:31:13.565771] [INFO ] [FORECASTER] Starting predict_future for SG
[2025-12-22T20:31:13.566563] [DEBUG] [LOCAL     ] No optimal features file found for SG: ./output/feature-sets/SG.txt
[2025-12-22T20:31:13.566638] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:31:13.566671] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:31:13.566697] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:31:13.566752] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:31:13.622357] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:31:13.623175] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:31:13.623252] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:31:13.623283] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:31:13.742652] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:31:13.742801] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:31:13.742839] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:31:13.742867] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:31:13.746192] [DEBUG] [FORECASTER] SG: Forecast T+1@11:T+2@11: DOWN (p=0.94%)
[2025-12-22T20:31:13.746459] [INFO ] [FORECASTER] Completed predict_future for SG
[2025-12-22T20:31:13.746598] [INFO ] [sig       ] SG: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:31:13.881996] [INFO ] [LOCAL     ] Saved forecast: SG	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/SG.txt
[2025-12-22T20:31:13.882137] [INFO ] [sig       ] [2852/3560] Completed SG in 0.3s | 2.94 sym/s | Total: 16.2m | ETA: 4.0m
[2025-12-22T20:31:13.882175] [INFO ] [sig       ] [2853/3560] Forecasting SGBX...
[2025-12-22T20:31:13.882206] [INFO ] [sig       ] Generating forecast for: SGBX
[2025-12-22T20:31:13.882236] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SGBX' from 'https://tdm.silogroup.org/data/derivative_storage/SGBX.csv'.
[2025-12-22T20:31:13.893094] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SGBX'.
[2025-12-22T20:31:13.893487] [INFO ] [FORECASTER] Starting predict_future for SGBX
[2025-12-22T20:31:13.894257] [DEBUG] [LOCAL     ] No optimal features file found for SGBX: ./output/feature-sets/SGBX.txt
[2025-12-22T20:31:13.894310] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:31:13.894341] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:31:13.894368] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:31:13.894423] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:31:13.949954] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:31:13.950619] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:31:13.950694] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:31:13.950725] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:31:14.072265] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:31:14.072418] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:31:14.072456] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:31:14.072485] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:31:14.075939] [DEBUG] [FORECASTER] SGBX: Forecast T+1@11:T+2@11: DOWN (p=3.57%)
[2025-12-22T20:31:14.076226] [INFO ] [FORECASTER] Completed predict_future for SGBX
[2025-12-22T20:31:14.076361] [INFO ] [sig       ] SGBX: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:31:14.217117] [INFO ] [LOCAL     ] Saved forecast: SGBX	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/SGBX.txt
[2025-12-22T20:31:14.217260] [INFO ] [sig       ] [2853/3560] Completed SGBX in 0.3s | 2.94 sym/s | Total: 16.2m | ETA: 4.0m
[2025-12-22T20:31:14.217301] [INFO ] [sig       ] [2854/3560] Forecasting SGC...
[2025-12-22T20:31:14.217330] [INFO ] [sig       ] Generating forecast for: SGC
[2025-12-22T20:31:14.217359] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SGC' from 'https://tdm.silogroup.org/data/derivative_storage/SGC.csv'.
[2025-12-22T20:31:14.228584] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SGC'.
[2025-12-22T20:31:14.228918] [INFO ] [FORECASTER] Starting predict_future for SGC
[2025-12-22T20:31:14.229737] [DEBUG] [LOCAL     ] No optimal features file found for SGC: ./output/feature-sets/SGC.txt
[2025-12-22T20:31:14.229790] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:31:14.229823] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:31:14.229851] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:31:14.229909] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:31:14.290542] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:31:14.291438] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:31:14.291521] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:31:14.291554] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:31:14.412449] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:31:14.412612] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:31:14.412661] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:31:14.412702] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:31:14.416142] [DEBUG] [FORECASTER] SGC: Forecast T+1@11:T+2@11: UP (p=60.20%)
[2025-12-22T20:31:14.416413] [INFO ] [FORECASTER] Completed predict_future for SGC
[2025-12-22T20:31:14.416536] [INFO ] [sig       ] SGC: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:31:14.557798] [INFO ] [LOCAL     ] Saved forecast: SGC	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/SGC.txt
[2025-12-22T20:31:14.557942] [INFO ] [sig       ] [2854/3560] Completed SGC in 0.3s | 2.94 sym/s | Total: 16.2m | ETA: 4.0m
[2025-12-22T20:31:14.557985] [INFO ] [sig       ] [2855/3560] Forecasting SGHC...
[2025-12-22T20:31:14.558023] [INFO ] [sig       ] Generating forecast for: SGHC
[2025-12-22T20:31:14.558055] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SGHC' from 'https://tdm.silogroup.org/data/derivative_storage/SGHC.csv'.
[2025-12-22T20:31:14.569213] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SGHC'.
[2025-12-22T20:31:14.569570] [INFO ] [FORECASTER] Starting predict_future for SGHC
[2025-12-22T20:31:14.570425] [DEBUG] [LOCAL     ] No optimal features file found for SGHC: ./output/feature-sets/SGHC.txt
[2025-12-22T20:31:14.570478] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:31:14.570540] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:31:14.570570] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:31:14.570655] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:31:14.629483] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:31:14.630243] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:31:14.630319] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:31:14.630351] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:31:14.750742] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:31:14.750906] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:31:14.750951] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:31:14.750985] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:31:14.754895] [DEBUG] [FORECASTER] SGHC: Forecast T+1@11:T+2@11: UP (p=73.62%)
[2025-12-22T20:31:14.755165] [INFO ] [FORECASTER] Completed predict_future for SGHC
[2025-12-22T20:31:14.755285] [INFO ] [sig       ] SGHC: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:31:14.893339] [INFO ] [LOCAL     ] Saved forecast: SGHC	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/SGHC.txt
[2025-12-22T20:31:14.893484] [INFO ] [sig       ] [2855/3560] Completed SGHC in 0.3s | 2.94 sym/s | Total: 16.2m | ETA: 4.0m
[2025-12-22T20:31:14.893524] [INFO ] [sig       ] [2856/3560] Forecasting SGRY...
[2025-12-22T20:31:14.893555] [INFO ] [sig       ] Generating forecast for: SGRY
[2025-12-22T20:31:14.893603] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SGRY' from 'https://tdm.silogroup.org/data/derivative_storage/SGRY.csv'.
[2025-12-22T20:31:14.905277] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SGRY'.
[2025-12-22T20:31:14.905736] [INFO ] [FORECASTER] Starting predict_future for SGRY
[2025-12-22T20:31:14.906767] [DEBUG] [LOCAL     ] No optimal features file found for SGRY: ./output/feature-sets/SGRY.txt
[2025-12-22T20:31:14.906832] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:31:14.906876] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:31:14.906913] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:31:14.906997] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:31:14.967960] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:31:14.968863] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:31:14.968960] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:31:14.968994] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:31:15.103692] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:31:15.103853] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:31:15.103893] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:31:15.103921] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:31:15.107348] [DEBUG] [FORECASTER] SGRY: Forecast T+1@11:T+2@11: DOWN (p=6.80%)
[2025-12-22T20:31:15.107659] [INFO ] [FORECASTER] Completed predict_future for SGRY
[2025-12-22T20:31:15.107789] [INFO ] [sig       ] SGRY: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:31:15.251021] [INFO ] [LOCAL     ] Saved forecast: SGRY	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/SGRY.txt
[2025-12-22T20:31:15.251166] [INFO ] [sig       ] [2856/3560] Completed SGRY in 0.4s | 2.94 sym/s | Total: 16.2m | ETA: 4.0m
[2025-12-22T20:31:15.251211] [INFO ] [sig       ] [2857/3560] Forecasting SHAK...
[2025-12-22T20:31:15.251241] [INFO ] [sig       ] Generating forecast for: SHAK
[2025-12-22T20:31:15.251279] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHAK' from 'https://tdm.silogroup.org/data/derivative_storage/SHAK.csv'.
[2025-12-22T20:31:15.262447] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHAK'.
[2025-12-22T20:31:15.262771] [INFO ] [FORECASTER] Starting predict_future for SHAK
[2025-12-22T20:31:15.263772] [DEBUG] [LOCAL     ] No optimal features file found for SHAK: ./output/feature-sets/SHAK.txt
[2025-12-22T20:31:15.263824] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:31:15.263855] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:31:15.263881] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:31:15.263937] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:31:15.322297] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:31:15.322993] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:31:15.323069] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:31:15.323101] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:31:15.443697] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:31:15.443851] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:31:15.443891] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:31:15.443919] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:31:15.448035] [DEBUG] [FORECASTER] SHAK: Forecast T+1@11:T+2@11: UP (p=95.12%)
[2025-12-22T20:31:15.448493] [INFO ] [FORECASTER] Completed predict_future for SHAK
[2025-12-22T20:31:15.448631] [INFO ] [sig       ] SHAK: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:31:15.588256] [INFO ] [LOCAL     ] Saved forecast: SHAK	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/SHAK.txt
[2025-12-22T20:31:15.588411] [INFO ] [sig       ] [2857/3560] Completed SHAK in 0.3s | 2.94 sym/s | Total: 16.2m | ETA: 4.0m
[2025-12-22T20:31:15.588450] [INFO ] [sig       ] [2858/3560] Forecasting SHBI...
[2025-12-22T20:31:15.588479] [INFO ] [sig       ] Generating forecast for: SHBI
[2025-12-22T20:31:15.588511] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHBI' from 'https://tdm.silogroup.org/data/derivative_storage/SHBI.csv'.
[2025-12-22T20:31:15.600002] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHBI'.
[2025-12-22T20:31:15.600408] [INFO ] [FORECASTER] Starting predict_future for SHBI
[2025-12-22T20:31:15.601251] [DEBUG] [LOCAL     ] No optimal features file found for SHBI: ./output/feature-sets/SHBI.txt
[2025-12-22T20:31:15.601304] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:31:15.601337] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:31:15.601363] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:31:15.601420] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:31:15.659425] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:31:15.660289] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:31:15.660372] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:31:15.660403] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:31:15.784398] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:31:15.784548] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:31:15.784607] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:31:15.784690] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:31:15.788079] [DEBUG] [FORECASTER] SHBI: Forecast T+1@11:T+2@11: UP (p=68.53%)
[2025-12-22T20:31:15.788394] [INFO ] [FORECASTER] Completed predict_future for SHBI
[2025-12-22T20:31:15.788527] [INFO ] [sig       ] SHBI: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:31:15.926864] [INFO ] [LOCAL     ] Saved forecast: SHBI	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/SHBI.txt
[2025-12-22T20:31:15.927018] [INFO ] [sig       ] [2858/3560] Completed SHBI in 0.3s | 2.94 sym/s | Total: 16.2m | ETA: 4.0m
[2025-12-22T20:31:15.927057] [INFO ] [sig       ] [2859/3560] Forecasting SHC...
[2025-12-22T20:31:15.927088] [INFO ] [sig       ] Generating forecast for: SHC
[2025-12-22T20:31:15.927118] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHC' from 'https://tdm.silogroup.org/data/derivative_storage/SHC.csv'.
[2025-12-22T20:31:15.938179] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHC'.
[2025-12-22T20:31:15.938553] [INFO ] [FORECASTER] Starting predict_future for SHC
[2025-12-22T20:31:15.939389] [DEBUG] [LOCAL     ] No optimal features file found for SHC: ./output/feature-sets/SHC.txt
[2025-12-22T20:31:15.939443] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:31:15.939476] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:31:15.939503] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:31:15.939560] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:31:16.000137] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:31:16.001005] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:31:16.001095] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:31:16.001129] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:31:16.122237] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:31:16.122395] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:31:16.122436] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:31:16.122464] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:31:16.125892] [DEBUG] [FORECASTER] SHC: Forecast T+1@11:T+2@11: DOWN (p=42.42%)
[2025-12-22T20:31:16.126180] [INFO ] [FORECASTER] Completed predict_future for SHC
[2025-12-22T20:31:16.126309] [INFO ] [sig       ] SHC: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:31:16.272249] [INFO ] [LOCAL     ] Saved forecast: SHC	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/SHC.txt
[2025-12-22T20:31:16.272410] [INFO ] [sig       ] [2859/3560] Completed SHC in 0.3s | 2.94 sym/s | Total: 16.2m | ETA: 4.0m
[2025-12-22T20:31:16.272453] [INFO ] [sig       ] [2860/3560] Forecasting SHCO...
[2025-12-22T20:31:16.272485] [INFO ] [sig       ] Generating forecast for: SHCO
[2025-12-22T20:31:16.272516] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHCO' from 'https://tdm.silogroup.org/data/derivative_storage/SHCO.csv'.
[2025-12-22T20:31:16.283738] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHCO'.
[2025-12-22T20:31:16.284169] [INFO ] [FORECASTER] Starting predict_future for SHCO
[2025-12-22T20:31:16.284998] [DEBUG] [LOCAL     ] No optimal features file found for SHCO: ./output/feature-sets/SHCO.txt
[2025-12-22T20:31:16.285053] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:31:16.285087] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:31:16.285116] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:31:16.285175] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:31:16.346309] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:31:16.347196] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:31:16.347283] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:31:16.347334] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:31:16.483908] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:31:16.484094] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:31:16.484141] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:31:16.484172] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:31:16.487656] [DEBUG] [FORECASTER] SHCO: Forecast T+1@11:T+2@11: DOWN (p=12.09%)
[2025-12-22T20:31:16.487917] [INFO ] [FORECASTER] Completed predict_future for SHCO
[2025-12-22T20:31:16.488055] [INFO ] [sig       ] SHCO: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:31:16.625431] [INFO ] [LOCAL     ] Saved forecast: SHCO	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/SHCO.txt
[2025-12-22T20:31:16.625563] [INFO ] [sig       ] [2860/3560] Completed SHCO in 0.4s | 2.94 sym/s | Total: 16.2m | ETA: 4.0m
[2025-12-22T20:31:16.625620] [INFO ] [sig       ] [2861/3560] Forecasting SHEL...
[2025-12-22T20:31:16.625649] [INFO ] [sig       ] Generating forecast for: SHEL
[2025-12-22T20:31:16.625678] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHEL' from 'https://tdm.silogroup.org/data/derivative_storage/SHEL.csv'.
[2025-12-22T20:31:16.639317] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHEL'.
[2025-12-22T20:31:16.639789] [INFO ] [FORECASTER] Starting predict_future for SHEL
[2025-12-22T20:31:16.640634] [DEBUG] [LOCAL     ] No optimal features file found for SHEL: ./output/feature-sets/SHEL.txt
[2025-12-22T20:31:16.640687] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:31:16.640720] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:31:16.640747] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:31:16.640804] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:31:16.700449] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:31:16.701420] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:31:16.701533] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:31:16.701567] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:31:16.825801] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:31:16.825958] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:31:16.825997] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:31:16.826025] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:31:16.829479] [DEBUG] [FORECASTER] SHEL: Forecast T+1@11:T+2@11: UP (p=54.58%)
[2025-12-22T20:31:16.829848] [INFO ] [FORECASTER] Completed predict_future for SHEL
[2025-12-22T20:31:16.829983] [INFO ] [sig       ] SHEL: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:31:16.973757] [INFO ] [LOCAL     ] Saved forecast: SHEL	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/SHEL.txt
[2025-12-22T20:31:16.973918] [INFO ] [sig       ] [2861/3560] Completed SHEL in 0.3s | 2.94 sym/s | Total: 16.2m | ETA: 4.0m
[2025-12-22T20:31:16.973958] [INFO ] [sig       ] [2862/3560] Forecasting SHEN...
[2025-12-22T20:31:16.973989] [INFO ] [sig       ] Generating forecast for: SHEN
[2025-12-22T20:31:16.974019] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHEN' from 'https://tdm.silogroup.org/data/derivative_storage/SHEN.csv'.
[2025-12-22T20:31:16.985271] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHEN'.
[2025-12-22T20:31:16.985697] [INFO ] [FORECASTER] Starting predict_future for SHEN
[2025-12-22T20:31:16.986473] [DEBUG] [LOCAL     ] No optimal features file found for SHEN: ./output/feature-sets/SHEN.txt
[2025-12-22T20:31:16.986525] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:31:16.986558] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:31:16.986633] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:31:16.986693] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:31:17.044033] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:31:17.044907] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:31:17.044989] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:31:17.045022] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:31:17.167467] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:31:17.167695] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:31:17.167738] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:31:17.167766] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:31:17.171254] [DEBUG] [FORECASTER] SHEN: Forecast T+1@11:T+2@11: UP (p=83.37%)
[2025-12-22T20:31:17.171546] [INFO ] [FORECASTER] Completed predict_future for SHEN
[2025-12-22T20:31:17.171692] [INFO ] [sig       ] SHEN: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:31:17.309772] [INFO ] [LOCAL     ] Saved forecast: SHEN	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/SHEN.txt
[2025-12-22T20:31:17.309929] [INFO ] [sig       ] [2862/3560] Completed SHEN in 0.3s | 2.94 sym/s | Total: 16.2m | ETA: 4.0m
[2025-12-22T20:31:17.309970] [INFO ] [sig       ] [2863/3560] Forecasting SHFS...
[2025-12-22T20:31:17.309999] [INFO ] [sig       ] Generating forecast for: SHFS
[2025-12-22T20:31:17.310029] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHFS' from 'https://tdm.silogroup.org/data/derivative_storage/SHFS.csv'.
[2025-12-22T20:31:17.320510] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHFS'.
[2025-12-22T20:31:17.320846] [INFO ] [FORECASTER] Starting predict_future for SHFS
[2025-12-22T20:31:17.321650] [DEBUG] [LOCAL     ] No optimal features file found for SHFS: ./output/feature-sets/SHFS.txt
[2025-12-22T20:31:17.321701] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:31:17.321734] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:31:17.321761] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:31:17.321817] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:31:17.378772] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:31:17.379637] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:31:17.379719] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:31:17.379751] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:31:17.495246] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:31:17.495398] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:31:17.495437] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:31:17.495466] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:31:17.498870] [DEBUG] [FORECASTER] SHFS: Forecast T+1@11:T+2@11: UP (p=94.74%)
[2025-12-22T20:31:17.499156] [INFO ] [FORECASTER] Completed predict_future for SHFS
[2025-12-22T20:31:17.499286] [INFO ] [sig       ] SHFS: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:31:17.636766] [INFO ] [LOCAL     ] Saved forecast: SHFS	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/SHFS.txt
[2025-12-22T20:31:17.636923] [INFO ] [sig       ] [2863/3560] Completed SHFS in 0.3s | 2.94 sym/s | Total: 16.2m | ETA: 4.0m
[2025-12-22T20:31:17.636966] [INFO ] [sig       ] [2864/3560] Forecasting SHG...
[2025-12-22T20:31:17.636995] [INFO ] [sig       ] Generating forecast for: SHG
[2025-12-22T20:31:17.637024] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHG' from 'https://tdm.silogroup.org/data/derivative_storage/SHG.csv'.
[2025-12-22T20:31:17.648536] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHG'.
[2025-12-22T20:31:17.648952] [INFO ] [FORECASTER] Starting predict_future for SHG
[2025-12-22T20:31:17.649820] [DEBUG] [LOCAL     ] No optimal features file found for SHG: ./output/feature-sets/SHG.txt
[2025-12-22T20:31:17.649871] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:31:17.649902] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:31:17.649928] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:31:17.649983] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:31:17.707142] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:31:17.707936] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:31:17.708012] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:31:17.708044] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:31:17.830434] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:31:17.830612] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:31:17.830652] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:31:17.830681] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:31:17.834345] [DEBUG] [FORECASTER] SHG: Forecast T+1@11:T+2@11: UP (p=93.90%)
[2025-12-22T20:31:17.834732] [INFO ] [FORECASTER] Completed predict_future for SHG
[2025-12-22T20:31:17.834891] [INFO ] [sig       ] SHG: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:31:17.978200] [INFO ] [LOCAL     ] Saved forecast: SHG	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/SHG.txt
[2025-12-22T20:31:17.978352] [INFO ] [sig       ] [2864/3560] Completed SHG in 0.3s | 2.94 sym/s | Total: 16.2m | ETA: 3.9m
[2025-12-22T20:31:17.978392] [INFO ] [sig       ] [2865/3560] Forecasting SHIP...
[2025-12-22T20:31:17.978420] [INFO ] [sig       ] Generating forecast for: SHIP
[2025-12-22T20:31:17.978450] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHIP' from 'https://tdm.silogroup.org/data/derivative_storage/SHIP.csv'.
[2025-12-22T20:31:17.989904] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHIP'.
[2025-12-22T20:31:17.990326] [INFO ] [FORECASTER] Starting predict_future for SHIP
[2025-12-22T20:31:17.991155] [DEBUG] [LOCAL     ] No optimal features file found for SHIP: ./output/feature-sets/SHIP.txt
[2025-12-22T20:31:17.991208] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:31:17.991239] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:31:17.991266] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:31:17.991321] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:31:18.060490] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:31:18.061397] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:31:18.061530] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:31:18.061596] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:31:18.183200] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:31:18.183364] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:31:18.183419] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:31:18.183464] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:31:18.187404] [DEBUG] [FORECASTER] SHIP: Forecast T+1@11:T+2@11: DOWN (p=13.55%)
[2025-12-22T20:31:18.187795] [INFO ] [FORECASTER] Completed predict_future for SHIP
[2025-12-22T20:31:18.187954] [INFO ] [sig       ] SHIP: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:31:18.333777] [INFO ] [LOCAL     ] Saved forecast: SHIP	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/SHIP.txt
[2025-12-22T20:31:18.333939] [INFO ] [sig       ] [2865/3560] Completed SHIP in 0.4s | 2.94 sym/s | Total: 16.2m | ETA: 3.9m
[2025-12-22T20:31:18.333989] [INFO ] [sig       ] [2866/3560] Forecasting SHLS...
[2025-12-22T20:31:18.334029] [INFO ] [sig       ] Generating forecast for: SHLS
[2025-12-22T20:31:18.334072] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHLS' from 'https://tdm.silogroup.org/data/derivative_storage/SHLS.csv'.
[2025-12-22T20:31:18.344936] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHLS'.
[2025-12-22T20:31:18.345328] [INFO ] [FORECASTER] Starting predict_future for SHLS
[2025-12-22T20:31:18.346141] [DEBUG] [LOCAL     ] No optimal features file found for SHLS: ./output/feature-sets/SHLS.txt
[2025-12-22T20:31:18.346195] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:31:18.346229] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:31:18.346257] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:31:18.346315] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:31:18.404297] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:31:18.405182] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:31:18.405262] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:31:18.405297] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:31:18.525857] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:31:18.526011] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:31:18.526051] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:31:18.526079] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:31:18.529545] [DEBUG] [FORECASTER] SHLS: Forecast T+1@11:T+2@11: UP (p=88.55%)
[2025-12-22T20:31:18.529879] [INFO ] [FORECASTER] Completed predict_future for SHLS
[2025-12-22T20:31:18.530028] [INFO ] [sig       ] SHLS: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:31:18.675201] [INFO ] [LOCAL     ] Saved forecast: SHLS	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/SHLS.txt
[2025-12-22T20:31:18.675356] [INFO ] [sig       ] [2866/3560] Completed SHLS in 0.3s | 2.94 sym/s | Total: 16.2m | ETA: 3.9m
[2025-12-22T20:31:18.675397] [INFO ] [sig       ] [2867/3560] Forecasting SHO...
[2025-12-22T20:31:18.675428] [INFO ] [sig       ] Generating forecast for: SHO
[2025-12-22T20:31:18.675458] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHO' from 'https://tdm.silogroup.org/data/derivative_storage/SHO.csv'.
[2025-12-22T20:31:18.686729] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHO'.
[2025-12-22T20:31:18.687102] [INFO ] [FORECASTER] Starting predict_future for SHO
[2025-12-22T20:31:18.687895] [DEBUG] [LOCAL     ] No optimal features file found for SHO: ./output/feature-sets/SHO.txt
[2025-12-22T20:31:18.687946] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:31:18.687977] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:31:18.688004] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:31:18.688060] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:31:18.744229] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:31:18.745053] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:31:18.745132] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:31:18.745164] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:31:18.863388] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:31:18.863541] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:31:18.863596] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:31:18.863628] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:31:18.866962] [DEBUG] [FORECASTER] SHO: Forecast T+1@11:T+2@11: UP (p=78.70%)
[2025-12-22T20:31:18.867229] [INFO ] [FORECASTER] Completed predict_future for SHO
[2025-12-22T20:31:18.867349] [INFO ] [sig       ] SHO: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:31:19.003367] [INFO ] [LOCAL     ] Saved forecast: SHO	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/SHO.txt
[2025-12-22T20:31:19.003514] [INFO ] [sig       ] [2867/3560] Completed SHO in 0.3s | 2.94 sym/s | Total: 16.2m | ETA: 3.9m
[2025-12-22T20:31:19.003554] [INFO ] [sig       ] [2868/3560] Forecasting SHOC...
[2025-12-22T20:31:19.003601] [INFO ] [sig       ] Generating forecast for: SHOC
[2025-12-22T20:31:19.003633] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHOC' from 'https://tdm.silogroup.org/data/derivative_storage/SHOC.csv'.
[2025-12-22T20:31:19.014274] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHOC'.
[2025-12-22T20:31:19.014655] [INFO ] [FORECASTER] Starting predict_future for SHOC
[2025-12-22T20:31:19.015469] [DEBUG] [LOCAL     ] No optimal features file found for SHOC: ./output/feature-sets/SHOC.txt
[2025-12-22T20:31:19.015522] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:31:19.015555] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:31:19.015605] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:31:19.015671] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:31:19.071444] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:31:19.072111] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:31:19.072188] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:31:19.072220] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:31:19.184650] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:31:19.184789] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:31:19.184826] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:31:19.184853] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:31:19.188155] [DEBUG] [FORECASTER] SHOC: Forecast T+1@11:T+2@11: UP (p=97.42%)
[2025-12-22T20:31:19.188422] [INFO ] [FORECASTER] Completed predict_future for SHOC
[2025-12-22T20:31:19.188541] [INFO ] [sig       ] SHOC: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:31:19.325819] [INFO ] [LOCAL     ] Saved forecast: SHOC	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/SHOC.txt
[2025-12-22T20:31:19.325986] [INFO ] [sig       ] [2868/3560] Completed SHOC in 0.3s | 2.94 sym/s | Total: 16.3m | ETA: 3.9m
[2025-12-22T20:31:19.326040] [INFO ] [sig       ] [2869/3560] Forecasting SHOO...
[2025-12-22T20:31:19.326081] [INFO ] [sig       ] Generating forecast for: SHOO
[2025-12-22T20:31:19.326123] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHOO' from 'https://tdm.silogroup.org/data/derivative_storage/SHOO.csv'.
[2025-12-22T20:31:19.336996] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHOO'.
[2025-12-22T20:31:19.337309] [INFO ] [FORECASTER] Starting predict_future for SHOO
[2025-12-22T20:31:19.338111] [DEBUG] [LOCAL     ] No optimal features file found for SHOO: ./output/feature-sets/SHOO.txt
[2025-12-22T20:31:19.338163] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:31:19.338196] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:31:19.338224] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:31:19.338281] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:31:19.394795] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:31:19.395381] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:31:19.395461] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:31:19.395492] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:31:19.516536] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:31:19.516683] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:31:19.516724] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:31:19.516753] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:31:19.520290] [DEBUG] [FORECASTER] SHOO: Forecast T+1@11:T+2@11: DOWN (p=13.33%)
[2025-12-22T20:31:19.520562] [INFO ] [FORECASTER] Completed predict_future for SHOO
[2025-12-22T20:31:19.520703] [INFO ] [sig       ] SHOO: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:31:19.659555] [INFO ] [LOCAL     ] Saved forecast: SHOO	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/SHOO.txt
[2025-12-22T20:31:19.659694] [INFO ] [sig       ] [2869/3560] Completed SHOO in 0.3s | 2.94 sym/s | Total: 16.3m | ETA: 3.9m
[2025-12-22T20:31:19.659732] [INFO ] [sig       ] [2870/3560] Forecasting SHOP...
[2025-12-22T20:31:19.659759] [INFO ] [sig       ] Generating forecast for: SHOP
[2025-12-22T20:31:19.659788] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHOP' from 'https://tdm.silogroup.org/data/derivative_storage/SHOP.csv'.
[2025-12-22T20:31:19.671831] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHOP'.
[2025-12-22T20:31:19.672123] [INFO ] [FORECASTER] Starting predict_future for SHOP
[2025-12-22T20:31:19.672893] [DEBUG] [LOCAL     ] No optimal features file found for SHOP: ./output/feature-sets/SHOP.txt
[2025-12-22T20:31:19.672944] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:31:19.672976] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:31:19.673003] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:31:19.673059] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:31:19.729996] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:31:19.730725] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:31:19.730802] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:31:19.730835] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:31:19.851891] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:31:19.852016] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:31:19.852058] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:31:19.852086] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:31:19.855341] [DEBUG] [FORECASTER] SHOP: Forecast T+1@11:T+2@11: UP (p=77.49%)
[2025-12-22T20:31:19.855619] [INFO ] [FORECASTER] Completed predict_future for SHOP
[2025-12-22T20:31:19.855746] [INFO ] [sig       ] SHOP: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:31:19.992123] [INFO ] [LOCAL     ] Saved forecast: SHOP	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/SHOP.txt
[2025-12-22T20:31:19.992241] [INFO ] [sig       ] [2870/3560] Completed SHOP in 0.3s | 2.94 sym/s | Total: 16.3m | ETA: 3.9m
[2025-12-22T20:31:19.992279] [INFO ] [sig       ] [2871/3560] Forecasting SHY...
[2025-12-22T20:31:19.992307] [INFO ] [sig       ] Generating forecast for: SHY
[2025-12-22T20:31:19.992337] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHY' from 'https://tdm.silogroup.org/data/derivative_storage/SHY.csv'.
[2025-12-22T20:31:20.002999] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHY'.
[2025-12-22T20:31:20.003322] [INFO ] [FORECASTER] Starting predict_future for SHY
[2025-12-22T20:31:20.004157] [DEBUG] [LOCAL     ] No optimal features file found for SHY: ./output/feature-sets/SHY.txt
[2025-12-22T20:31:20.004211] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:31:20.004247] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:31:20.004275] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:31:20.004333] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:31:20.061797] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:31:20.062412] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:31:20.062485] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:31:20.062517] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:31:20.182669] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:31:20.182800] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:31:20.182838] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:31:20.182866] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:31:20.186162] [DEBUG] [FORECASTER] SHY: Forecast T+1@11:T+2@11: UP (p=59.25%)
[2025-12-22T20:31:20.186430] [INFO ] [FORECASTER] Completed predict_future for SHY
[2025-12-22T20:31:20.186549] [INFO ] [sig       ] SHY: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:31:20.325420] [INFO ] [LOCAL     ] Saved forecast: SHY	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/SHY.txt
[2025-12-22T20:31:20.325698] [INFO ] [sig       ] [2871/3560] Completed SHY in 0.3s | 2.94 sym/s | Total: 16.3m | ETA: 3.9m
[2025-12-22T20:31:20.325750] [INFO ] [sig       ] [2872/3560] Forecasting SIBN...
[2025-12-22T20:31:20.325781] [INFO ] [sig       ] Generating forecast for: SIBN
[2025-12-22T20:31:20.325811] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIBN' from 'https://tdm.silogroup.org/data/derivative_storage/SIBN.csv'.
[2025-12-22T20:31:20.339515] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIBN'.
[2025-12-22T20:31:20.340031] [INFO ] [FORECASTER] Starting predict_future for SIBN
[2025-12-22T20:31:20.340993] [DEBUG] [LOCAL     ] No optimal features file found for SIBN: ./output/feature-sets/SIBN.txt
[2025-12-22T20:31:20.341045] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:31:20.341130] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:31:20.341159] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:31:20.341217] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:31:20.397458] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:31:20.398638] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:31:20.398743] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:31:20.398777] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:31:20.521991] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:31:20.522163] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:31:20.522205] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:31:20.522233] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:31:20.525895] [DEBUG] [FORECASTER] SIBN: Forecast T+1@11:T+2@11: DOWN (p=17.22%)
[2025-12-22T20:31:20.526170] [INFO ] [FORECASTER] Completed predict_future for SIBN
[2025-12-22T20:31:20.526308] [INFO ] [sig       ] SIBN: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:31:20.661715] [INFO ] [LOCAL     ] Saved forecast: SIBN	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/SIBN.txt
[2025-12-22T20:31:20.661890] [INFO ] [sig       ] [2872/3560] Completed SIBN in 0.3s | 2.94 sym/s | Total: 16.3m | ETA: 3.9m
[2025-12-22T20:31:20.661940] [INFO ] [sig       ] [2873/3560] Forecasting SID...
[2025-12-22T20:31:20.661970] [INFO ] [sig       ] Generating forecast for: SID
[2025-12-22T20:31:20.662000] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SID' from 'https://tdm.silogroup.org/data/derivative_storage/SID.csv'.
[2025-12-22T20:31:20.673263] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SID'.
[2025-12-22T20:31:20.673630] [INFO ] [FORECASTER] Starting predict_future for SID
[2025-12-22T20:31:20.674416] [DEBUG] [LOCAL     ] No optimal features file found for SID: ./output/feature-sets/SID.txt
[2025-12-22T20:31:20.674468] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:31:20.674501] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:31:20.674527] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:31:20.674600] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:31:20.731822] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:31:20.732490] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:31:20.732568] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:31:20.732620] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:31:20.854201] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:31:20.854369] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:31:20.854410] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:31:20.854439] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:31:20.858186] [DEBUG] [FORECASTER] SID: Forecast T+1@11:T+2@11: DOWN (p=40.93%)
[2025-12-22T20:31:20.858671] [INFO ] [FORECASTER] Completed predict_future for SID
[2025-12-22T20:31:20.858793] [INFO ] [sig       ] SID: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:31:20.995633] [INFO ] [LOCAL     ] Saved forecast: SID	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/SID.txt
[2025-12-22T20:31:20.995804] [INFO ] [sig       ] [2873/3560] Completed SID in 0.3s | 2.94 sym/s | Total: 16.3m | ETA: 3.9m
[2025-12-22T20:31:20.995845] [INFO ] [sig       ] [2874/3560] Forecasting SIEB...
[2025-12-22T20:31:20.995874] [INFO ] [sig       ] Generating forecast for: SIEB
[2025-12-22T20:31:20.995904] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIEB' from 'https://tdm.silogroup.org/data/derivative_storage/SIEB.csv'.
[2025-12-22T20:31:21.008743] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIEB'.
[2025-12-22T20:31:21.009218] [INFO ] [FORECASTER] Starting predict_future for SIEB
[2025-12-22T20:31:21.010096] [DEBUG] [LOCAL     ] No optimal features file found for SIEB: ./output/feature-sets/SIEB.txt
[2025-12-22T20:31:21.010150] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:31:21.010184] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:31:21.010212] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:31:21.010269] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:31:21.068190] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:31:21.069141] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:31:21.069235] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:31:21.069269] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:31:21.187198] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:31:21.187357] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:31:21.187397] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:31:21.187427] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:31:21.191140] [DEBUG] [FORECASTER] SIEB: Forecast T+1@11:T+2@11: UP (p=97.03%)
[2025-12-22T20:31:21.191505] [INFO ] [FORECASTER] Completed predict_future for SIEB
[2025-12-22T20:31:21.191674] [INFO ] [sig       ] SIEB: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:31:21.339425] [INFO ] [LOCAL     ] Saved forecast: SIEB	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/SIEB.txt
[2025-12-22T20:31:21.339597] [INFO ] [sig       ] [2874/3560] Completed SIEB in 0.3s | 2.94 sym/s | Total: 16.3m | ETA: 3.9m
[2025-12-22T20:31:21.339638] [INFO ] [sig       ] [2875/3560] Forecasting SIFY...
[2025-12-22T20:31:21.339669] [INFO ] [sig       ] Generating forecast for: SIFY
[2025-12-22T20:31:21.339700] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIFY' from 'https://tdm.silogroup.org/data/derivative_storage/SIFY.csv'.
[2025-12-22T20:31:21.351263] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIFY'.
[2025-12-22T20:31:21.351687] [INFO ] [FORECASTER] Starting predict_future for SIFY
[2025-12-22T20:31:21.352459] [DEBUG] [LOCAL     ] No optimal features file found for SIFY: ./output/feature-sets/SIFY.txt
[2025-12-22T20:31:21.352525] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:31:21.352558] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:31:21.352604] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:31:21.352666] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:31:21.410241] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:31:21.411086] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:31:21.411172] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:31:21.411205] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:31:21.528765] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:31:21.528919] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:31:21.528960] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:31:21.529067] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:31:21.532514] [DEBUG] [FORECASTER] SIFY: Forecast T+1@11:T+2@11: UP (p=67.38%)
[2025-12-22T20:31:21.532795] [INFO ] [FORECASTER] Completed predict_future for SIFY
[2025-12-22T20:31:21.532916] [INFO ] [sig       ] SIFY: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:31:21.668920] [INFO ] [LOCAL     ] Saved forecast: SIFY	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/SIFY.txt
[2025-12-22T20:31:21.669076] [INFO ] [sig       ] [2875/3560] Completed SIFY in 0.3s | 2.94 sym/s | Total: 16.3m | ETA: 3.9m
[2025-12-22T20:31:21.669126] [INFO ] [sig       ] [2876/3560] Forecasting SIG...
[2025-12-22T20:31:21.669158] [INFO ] [sig       ] Generating forecast for: SIG
[2025-12-22T20:31:21.669189] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIG' from 'https://tdm.silogroup.org/data/derivative_storage/SIG.csv'.
[2025-12-22T20:31:21.679784] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIG'.
[2025-12-22T20:31:21.680095] [INFO ] [FORECASTER] Starting predict_future for SIG
[2025-12-22T20:31:21.680872] [DEBUG] [LOCAL     ] No optimal features file found for SIG: ./output/feature-sets/SIG.txt
[2025-12-22T20:31:21.680924] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:31:21.680957] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:31:21.680984] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:31:21.681040] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:31:21.737407] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:31:21.738113] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:31:21.738189] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:31:21.738226] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:31:21.855949] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:31:21.856096] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:31:21.856135] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:31:21.856164] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:31:21.859479] [DEBUG] [FORECASTER] SIG: Forecast T+1@11:T+2@11: UP (p=96.70%)
[2025-12-22T20:31:21.859774] [INFO ] [FORECASTER] Completed predict_future for SIG
[2025-12-22T20:31:21.859894] [INFO ] [sig       ] SIG: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:31:21.994833] [INFO ] [LOCAL     ] Saved forecast: SIG	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/SIG.txt
[2025-12-22T20:31:21.994968] [INFO ] [sig       ] [2876/3560] Completed SIG in 0.3s | 2.94 sym/s | Total: 16.3m | ETA: 3.9m
[2025-12-22T20:31:21.995007] [INFO ] [sig       ] [2877/3560] Forecasting SIGA...
[2025-12-22T20:31:21.995036] [INFO ] [sig       ] Generating forecast for: SIGA
[2025-12-22T20:31:21.995065] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIGA' from 'https://tdm.silogroup.org/data/derivative_storage/SIGA.csv'.
[2025-12-22T20:31:22.005664] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIGA'.
[2025-12-22T20:31:22.006028] [INFO ] [FORECASTER] Starting predict_future for SIGA
[2025-12-22T20:31:22.006813] [DEBUG] [LOCAL     ] No optimal features file found for SIGA: ./output/feature-sets/SIGA.txt
[2025-12-22T20:31:22.006864] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:31:22.006896] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:31:22.006922] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:31:22.006978] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:31:22.062534] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:31:22.063173] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:31:22.063252] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:31:22.063284] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:31:22.181791] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:31:22.181941] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:31:22.181980] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:31:22.182009] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:31:22.185322] [DEBUG] [FORECASTER] SIGA: Forecast T+1@11:T+2@11: UP (p=70.98%)
[2025-12-22T20:31:22.185602] [INFO ] [FORECASTER] Completed predict_future for SIGA
[2025-12-22T20:31:22.185723] [INFO ] [sig       ] SIGA: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:31:22.322141] [INFO ] [LOCAL     ] Saved forecast: SIGA	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/SIGA.txt
[2025-12-22T20:31:22.322270] [INFO ] [sig       ] [2877/3560] Completed SIGA in 0.3s | 2.94 sym/s | Total: 16.3m | ETA: 3.9m
[2025-12-22T20:31:22.322308] [INFO ] [sig       ] [2878/3560] Forecasting SIGI...
[2025-12-22T20:31:22.322338] [INFO ] [sig       ] Generating forecast for: SIGI
[2025-12-22T20:31:22.322369] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIGI' from 'https://tdm.silogroup.org/data/derivative_storage/SIGI.csv'.
[2025-12-22T20:31:22.335019] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIGI'.
[2025-12-22T20:31:22.335335] [INFO ] [FORECASTER] Starting predict_future for SIGI
[2025-12-22T20:31:22.336115] [DEBUG] [LOCAL     ] No optimal features file found for SIGI: ./output/feature-sets/SIGI.txt
[2025-12-22T20:31:22.336166] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:31:22.336198] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:31:22.336227] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:31:22.336285] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:31:22.393770] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:31:22.394475] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:31:22.394555] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:31:22.394606] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:31:22.514436] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:31:22.514606] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:31:22.514648] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:31:22.514676] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:31:22.517976] [DEBUG] [FORECASTER] SIGI: Forecast T+1@11:T+2@11: UP (p=98.45%)
[2025-12-22T20:31:22.518238] [INFO ] [FORECASTER] Completed predict_future for SIGI
[2025-12-22T20:31:22.518356] [INFO ] [sig       ] SIGI: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:31:22.655682] [INFO ] [LOCAL     ] Saved forecast: SIGI	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/SIGI.txt
[2025-12-22T20:31:22.655844] [INFO ] [sig       ] [2878/3560] Completed SIGI in 0.3s | 2.94 sym/s | Total: 16.3m | ETA: 3.9m
[2025-12-22T20:31:22.655891] [INFO ] [sig       ] [2879/3560] Forecasting SII...
[2025-12-22T20:31:22.655922] [INFO ] [sig       ] Generating forecast for: SII
[2025-12-22T20:31:22.655953] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SII' from 'https://tdm.silogroup.org/data/derivative_storage/SII.csv'.
[2025-12-22T20:31:22.667602] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SII'.
[2025-12-22T20:31:22.667995] [INFO ] [FORECASTER] Starting predict_future for SII
[2025-12-22T20:31:22.668826] [DEBUG] [LOCAL     ] No optimal features file found for SII: ./output/feature-sets/SII.txt
[2025-12-22T20:31:22.668879] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:31:22.668911] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:31:22.668938] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:31:22.668993] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:31:22.726282] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:31:22.727355] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:31:22.727437] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:31:22.727468] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:31:22.845521] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:31:22.845693] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:31:22.845744] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:31:22.845785] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:31:22.849142] [DEBUG] [FORECASTER] SII: Forecast T+1@11:T+2@11: DOWN (p=27.98%)
[2025-12-22T20:31:22.849432] [INFO ] [FORECASTER] Completed predict_future for SII
[2025-12-22T20:31:22.849555] [INFO ] [sig       ] SII: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:31:22.986600] [INFO ] [LOCAL     ] Saved forecast: SII	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/SII.txt
[2025-12-22T20:31:22.986757] [INFO ] [sig       ] [2879/3560] Completed SII in 0.3s | 2.94 sym/s | Total: 16.3m | ETA: 3.9m
[2025-12-22T20:31:22.986806] [INFO ] [sig       ] [2880/3560] Forecasting SIMO...
[2025-12-22T20:31:22.986837] [INFO ] [sig       ] Generating forecast for: SIMO
[2025-12-22T20:31:22.986867] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIMO' from 'https://tdm.silogroup.org/data/derivative_storage/SIMO.csv'.
[2025-12-22T20:31:22.997720] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIMO'.
[2025-12-22T20:31:22.998072] [INFO ] [FORECASTER] Starting predict_future for SIMO
[2025-12-22T20:31:22.998881] [DEBUG] [LOCAL     ] No optimal features file found for SIMO: ./output/feature-sets/SIMO.txt
[2025-12-22T20:31:22.998935] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:31:22.998967] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:31:22.998994] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:31:22.999072] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:31:23.057272] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:31:23.058102] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:31:23.058181] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:31:23.058213] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:31:23.181650] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:31:23.181815] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:31:23.181856] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:31:23.181884] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:31:23.185360] [DEBUG] [FORECASTER] SIMO: Forecast T+1@11:T+2@11: DOWN (p=37.29%)
[2025-12-22T20:31:23.185685] [INFO ] [FORECASTER] Completed predict_future for SIMO
[2025-12-22T20:31:23.185809] [INFO ] [sig       ] SIMO: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:31:23.324330] [INFO ] [LOCAL     ] Saved forecast: SIMO	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/SIMO.txt
[2025-12-22T20:31:23.324697] [INFO ] [sig       ] [2880/3560] Completed SIMO in 0.3s | 2.94 sym/s | Total: 16.3m | ETA: 3.9m
[2025-12-22T20:31:23.324747] [INFO ] [sig       ] [2881/3560] Forecasting SIRI...
[2025-12-22T20:31:23.324775] [INFO ] [sig       ] Generating forecast for: SIRI
[2025-12-22T20:31:23.324806] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIRI' from 'https://tdm.silogroup.org/data/derivative_storage/SIRI.csv'.
[2025-12-22T20:31:23.336362] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIRI'.
[2025-12-22T20:31:23.336727] [INFO ] [FORECASTER] Starting predict_future for SIRI
[2025-12-22T20:31:23.337484] [DEBUG] [LOCAL     ] No optimal features file found for SIRI: ./output/feature-sets/SIRI.txt
[2025-12-22T20:31:23.337546] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:31:23.337594] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:31:23.337623] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:31:23.337679] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:31:23.399157] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:31:23.400269] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:31:23.400352] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:31:23.400597] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:31:23.525157] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:31:23.525320] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:31:23.525362] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:31:23.525390] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:31:23.529377] [DEBUG] [FORECASTER] SIRI: Forecast T+1@11:T+2@11: UP (p=98.81%)
[2025-12-22T20:31:23.529859] [INFO ] [FORECASTER] Completed predict_future for SIRI
[2025-12-22T20:31:23.529986] [INFO ] [sig       ] SIRI: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:31:23.741161] [INFO ] [LOCAL     ] Saved forecast: SIRI	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/SIRI.txt
[2025-12-22T20:31:23.741316] [INFO ] [sig       ] [2881/3560] Completed SIRI in 0.4s | 2.94 sym/s | Total: 16.3m | ETA: 3.8m
[2025-12-22T20:31:23.741354] [INFO ] [sig       ] [2882/3560] Forecasting SITC...
[2025-12-22T20:31:23.741385] [INFO ] [sig       ] Generating forecast for: SITC
[2025-12-22T20:31:23.741415] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SITC' from 'https://tdm.silogroup.org/data/derivative_storage/SITC.csv'.
[2025-12-22T20:31:23.752881] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SITC'.
[2025-12-22T20:31:23.753239] [INFO ] [FORECASTER] Starting predict_future for SITC
[2025-12-22T20:31:23.754047] [DEBUG] [LOCAL     ] No optimal features file found for SITC: ./output/feature-sets/SITC.txt
[2025-12-22T20:31:23.754099] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:31:23.754132] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:31:23.754161] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:31:23.754218] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:31:23.814280] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:31:23.815161] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:31:23.815281] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:31:23.815316] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:31:23.945650] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:31:23.945801] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:31:23.945857] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:31:23.945886] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:31:23.949371] [DEBUG] [FORECASTER] SITC: Forecast T+1@11:T+2@11: UP (p=93.57%)
[2025-12-22T20:31:23.949661] [INFO ] [FORECASTER] Completed predict_future for SITC
[2025-12-22T20:31:23.949788] [INFO ] [sig       ] SITC: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:31:24.088655] [INFO ] [LOCAL     ] Saved forecast: SITC	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/SITC.txt
[2025-12-22T20:31:24.088787] [INFO ] [sig       ] [2882/3560] Completed SITC in 0.3s | 2.94 sym/s | Total: 16.3m | ETA: 3.8m
[2025-12-22T20:31:24.088825] [INFO ] [sig       ] [2883/3560] Forecasting SITE...
[2025-12-22T20:31:24.088856] [INFO ] [sig       ] Generating forecast for: SITE
[2025-12-22T20:31:24.088886] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SITE' from 'https://tdm.silogroup.org/data/derivative_storage/SITE.csv'.
[2025-12-22T20:31:24.100346] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SITE'.
[2025-12-22T20:31:24.100720] [INFO ] [FORECASTER] Starting predict_future for SITE
[2025-12-22T20:31:24.101620] [DEBUG] [LOCAL     ] No optimal features file found for SITE: ./output/feature-sets/SITE.txt
[2025-12-22T20:31:24.101673] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:31:24.101705] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:31:24.101732] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:31:24.101789] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:31:24.161227] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:31:24.161943] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:31:24.162021] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:31:24.162055] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:31:24.284981] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:31:24.285136] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:31:24.285177] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:31:24.285206] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:31:24.288750] [DEBUG] [FORECASTER] SITE: Forecast T+1@11:T+2@11: DOWN (p=38.43%)
[2025-12-22T20:31:24.289084] [INFO ] [FORECASTER] Completed predict_future for SITE
[2025-12-22T20:31:24.289218] [INFO ] [sig       ] SITE: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:31:24.426805] [INFO ] [LOCAL     ] Saved forecast: SITE	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/SITE.txt
[2025-12-22T20:31:24.426943] [INFO ] [sig       ] [2883/3560] Completed SITE in 0.3s | 2.94 sym/s | Total: 16.3m | ETA: 3.8m
[2025-12-22T20:31:24.426982] [INFO ] [sig       ] [2884/3560] Forecasting SITM...
[2025-12-22T20:31:24.427012] [INFO ] [sig       ] Generating forecast for: SITM
[2025-12-22T20:31:24.427041] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SITM' from 'https://tdm.silogroup.org/data/derivative_storage/SITM.csv'.
[2025-12-22T20:31:24.438007] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SITM'.
[2025-12-22T20:31:24.438328] [INFO ] [FORECASTER] Starting predict_future for SITM
[2025-12-22T20:31:24.439157] [DEBUG] [LOCAL     ] No optimal features file found for SITM: ./output/feature-sets/SITM.txt
[2025-12-22T20:31:24.439208] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:31:24.439241] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:31:24.439267] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:31:24.439323] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:31:24.497953] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:31:24.498751] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:31:24.498830] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:31:24.498864] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:31:24.626440] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:31:24.626609] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:31:24.626654] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:31:24.626684] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:31:24.630206] [DEBUG] [FORECASTER] SITM: Forecast T+1@11:T+2@11: UP (p=54.21%)
[2025-12-22T20:31:24.630482] [INFO ] [FORECASTER] Completed predict_future for SITM
[2025-12-22T20:31:24.630633] [INFO ] [sig       ] SITM: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:31:24.770894] [INFO ] [LOCAL     ] Saved forecast: SITM	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/SITM.txt
[2025-12-22T20:31:24.771046] [INFO ] [sig       ] [2884/3560] Completed SITM in 0.3s | 2.94 sym/s | Total: 16.3m | ETA: 3.8m
[2025-12-22T20:31:24.771087] [INFO ] [sig       ] [2885/3560] Forecasting SIXG...
[2025-12-22T20:31:24.771116] [INFO ] [sig       ] Generating forecast for: SIXG
[2025-12-22T20:31:24.771145] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIXG' from 'https://tdm.silogroup.org/data/derivative_storage/SIXG.csv'.
[2025-12-22T20:31:24.783080] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIXG'.
[2025-12-22T20:31:24.783535] [INFO ] [FORECASTER] Starting predict_future for SIXG
[2025-12-22T20:31:24.784631] [DEBUG] [LOCAL     ] No optimal features file found for SIXG: ./output/feature-sets/SIXG.txt
[2025-12-22T20:31:24.784698] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:31:24.784763] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:31:24.784809] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:31:24.784895] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:31:24.843785] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:31:24.844745] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:31:24.844844] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:31:24.844877] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:31:24.963151] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:31:24.963300] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:31:24.963339] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:31:24.963370] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:31:24.966783] [DEBUG] [FORECASTER] SIXG: Forecast T+1@11:T+2@11: UP (p=85.88%)
[2025-12-22T20:31:24.967054] [INFO ] [FORECASTER] Completed predict_future for SIXG
[2025-12-22T20:31:24.967177] [INFO ] [sig       ] SIXG: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:31:25.102531] [INFO ] [LOCAL     ] Saved forecast: SIXG	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/SIXG.txt
[2025-12-22T20:31:25.102741] [INFO ] [sig       ] [2885/3560] Completed SIXG in 0.3s | 2.94 sym/s | Total: 16.4m | ETA: 3.8m
[2025-12-22T20:31:25.102782] [INFO ] [sig       ] [2886/3560] Forecasting SJM...
[2025-12-22T20:31:25.102813] [INFO ] [sig       ] Generating forecast for: SJM
[2025-12-22T20:31:25.102843] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SJM' from 'https://tdm.silogroup.org/data/derivative_storage/SJM.csv'.
[2025-12-22T20:31:25.114023] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SJM'.
[2025-12-22T20:31:25.114365] [INFO ] [FORECASTER] Starting predict_future for SJM
[2025-12-22T20:31:25.115182] [DEBUG] [LOCAL     ] No optimal features file found for SJM: ./output/feature-sets/SJM.txt
[2025-12-22T20:31:25.115236] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:31:25.115285] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:31:25.115316] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:31:25.115374] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:31:25.173271] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:31:25.173973] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:31:25.174052] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:31:25.174085] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:31:25.295430] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:31:25.295641] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:31:25.295685] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:31:25.295715] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:31:25.299032] [DEBUG] [FORECASTER] SJM: Forecast T+1@11:T+2@11: UP (p=78.17%)
[2025-12-22T20:31:25.299308] [INFO ] [FORECASTER] Completed predict_future for SJM
[2025-12-22T20:31:25.299433] [INFO ] [sig       ] SJM: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:31:25.438490] [INFO ] [LOCAL     ] Saved forecast: SJM	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/SJM.txt
[2025-12-22T20:31:25.438650] [INFO ] [sig       ] [2886/3560] Completed SJM in 0.3s | 2.94 sym/s | Total: 16.4m | ETA: 3.8m
[2025-12-22T20:31:25.438693] [INFO ] [sig       ] [2887/3560] Forecasting SKE...
[2025-12-22T20:31:25.438722] [INFO ] [sig       ] Generating forecast for: SKE
[2025-12-22T20:31:25.438753] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKE' from 'https://tdm.silogroup.org/data/derivative_storage/SKE.csv'.
[2025-12-22T20:31:25.452545] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKE'.
[2025-12-22T20:31:25.452910] [INFO ] [FORECASTER] Starting predict_future for SKE
[2025-12-22T20:31:25.453910] [DEBUG] [LOCAL     ] No optimal features file found for SKE: ./output/feature-sets/SKE.txt
[2025-12-22T20:31:25.453963] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:31:25.453995] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:31:25.454024] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:31:25.454083] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:31:25.514678] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:31:25.515421] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:31:25.515503] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:31:25.515757] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:31:25.639518] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:31:25.639746] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:31:25.639796] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:31:25.639826] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:31:25.643282] [DEBUG] [FORECASTER] SKE: Forecast T+1@11:T+2@11: UP (p=74.77%)
[2025-12-22T20:31:25.643622] [INFO ] [FORECASTER] Completed predict_future for SKE
[2025-12-22T20:31:25.643761] [INFO ] [sig       ] SKE: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:31:25.785823] [INFO ] [LOCAL     ] Saved forecast: SKE	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/SKE.txt
[2025-12-22T20:31:25.785978] [INFO ] [sig       ] [2887/3560] Completed SKE in 0.3s | 2.94 sym/s | Total: 16.4m | ETA: 3.8m
[2025-12-22T20:31:25.786017] [INFO ] [sig       ] [2888/3560] Forecasting SKIL...
[2025-12-22T20:31:25.786047] [INFO ] [sig       ] Generating forecast for: SKIL
[2025-12-22T20:31:25.786077] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKIL' from 'https://tdm.silogroup.org/data/derivative_storage/SKIL.csv'.
[2025-12-22T20:31:25.797044] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKIL'.
[2025-12-22T20:31:25.797388] [INFO ] [FORECASTER] Starting predict_future for SKIL
[2025-12-22T20:31:25.798157] [DEBUG] [LOCAL     ] No optimal features file found for SKIL: ./output/feature-sets/SKIL.txt
[2025-12-22T20:31:25.798208] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:31:25.798240] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:31:25.798267] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:31:25.798322] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:31:25.857701] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:31:25.858750] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:31:25.858841] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:31:25.858873] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:31:25.978842] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:31:25.979001] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:31:25.979071] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:31:25.979101] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:31:25.982391] [DEBUG] [FORECASTER] SKIL: Forecast T+1@11:T+2@11: DOWN (p=11.63%)
[2025-12-22T20:31:25.982677] [INFO ] [FORECASTER] Completed predict_future for SKIL
[2025-12-22T20:31:25.982798] [INFO ] [sig       ] SKIL: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:31:26.120676] [INFO ] [LOCAL     ] Saved forecast: SKIL	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/SKIL.txt
[2025-12-22T20:31:26.120859] [INFO ] [sig       ] [2888/3560] Completed SKIL in 0.3s | 2.94 sym/s | Total: 16.4m | ETA: 3.8m
[2025-12-22T20:31:26.120902] [INFO ] [sig       ] [2889/3560] Forecasting SKIN...
[2025-12-22T20:31:26.120934] [INFO ] [sig       ] Generating forecast for: SKIN
[2025-12-22T20:31:26.120964] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKIN' from 'https://tdm.silogroup.org/data/derivative_storage/SKIN.csv'.
[2025-12-22T20:31:26.134904] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKIN'.
[2025-12-22T20:31:26.135274] [INFO ] [FORECASTER] Starting predict_future for SKIN
[2025-12-22T20:31:26.136169] [DEBUG] [LOCAL     ] No optimal features file found for SKIN: ./output/feature-sets/SKIN.txt
[2025-12-22T20:31:26.136229] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:31:26.136294] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:31:26.136324] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:31:26.136383] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:31:26.196850] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:31:26.197826] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:31:26.197919] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:31:26.197952] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:31:26.320247] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:31:26.320402] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:31:26.320442] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:31:26.320470] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:31:26.324094] [DEBUG] [FORECASTER] SKIN: Forecast T+1@11:T+2@11: DOWN (p=7.93%)
[2025-12-22T20:31:26.324402] [INFO ] [FORECASTER] Completed predict_future for SKIN
[2025-12-22T20:31:26.324533] [INFO ] [sig       ] SKIN: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:31:26.466217] [INFO ] [LOCAL     ] Saved forecast: SKIN	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/SKIN.txt
[2025-12-22T20:31:26.466379] [INFO ] [sig       ] [2889/3560] Completed SKIN in 0.3s | 2.94 sym/s | Total: 16.4m | ETA: 3.8m
[2025-12-22T20:31:26.466428] [INFO ] [sig       ] [2890/3560] Forecasting SKLZ...
[2025-12-22T20:31:26.466459] [INFO ] [sig       ] Generating forecast for: SKLZ
[2025-12-22T20:31:26.466489] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKLZ' from 'https://tdm.silogroup.org/data/derivative_storage/SKLZ.csv'.
[2025-12-22T20:31:26.478604] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKLZ'.
[2025-12-22T20:31:26.479038] [INFO ] [FORECASTER] Starting predict_future for SKLZ
[2025-12-22T20:31:26.479887] [DEBUG] [LOCAL     ] No optimal features file found for SKLZ: ./output/feature-sets/SKLZ.txt
[2025-12-22T20:31:26.479940] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:31:26.479973] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:31:26.480000] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:31:26.480056] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:31:26.537781] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:31:26.538673] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:31:26.538763] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:31:26.538795] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:31:26.668290] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:31:26.668451] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:31:26.668493] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:31:26.668522] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:31:26.672144] [DEBUG] [FORECASTER] SKLZ: Forecast T+1@11:T+2@11: DOWN (p=13.12%)
[2025-12-22T20:31:26.672488] [INFO ] [FORECASTER] Completed predict_future for SKLZ
[2025-12-22T20:31:26.672656] [INFO ] [sig       ] SKLZ: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:31:26.815496] [INFO ] [LOCAL     ] Saved forecast: SKLZ	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/SKLZ.txt
[2025-12-22T20:31:26.815674] [INFO ] [sig       ] [2890/3560] Completed SKLZ in 0.3s | 2.94 sym/s | Total: 16.4m | ETA: 3.8m
[2025-12-22T20:31:26.815717] [INFO ] [sig       ] [2891/3560] Forecasting SKM...
[2025-12-22T20:31:26.815748] [INFO ] [sig       ] Generating forecast for: SKM
[2025-12-22T20:31:26.815779] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKM' from 'https://tdm.silogroup.org/data/derivative_storage/SKM.csv'.
[2025-12-22T20:31:26.827853] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKM'.
[2025-12-22T20:31:26.828274] [INFO ] [FORECASTER] Starting predict_future for SKM
[2025-12-22T20:31:26.829179] [DEBUG] [LOCAL     ] No optimal features file found for SKM: ./output/feature-sets/SKM.txt
[2025-12-22T20:31:26.829233] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:31:26.829267] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:31:26.829293] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:31:26.829349] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:31:26.894034] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:31:26.895002] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:31:26.895098] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:31:26.895132] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:31:27.021667] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:31:27.021823] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:31:27.021863] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:31:27.021891] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:31:27.025446] [DEBUG] [FORECASTER] SKM: Forecast T+1@11:T+2@11: DOWN (p=14.85%)
[2025-12-22T20:31:27.025782] [INFO ] [FORECASTER] Completed predict_future for SKM
[2025-12-22T20:31:27.025963] [INFO ] [sig       ] SKM: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:31:27.174363] [INFO ] [LOCAL     ] Saved forecast: SKM	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/SKM.txt
[2025-12-22T20:31:27.174521] [INFO ] [sig       ] [2891/3560] Completed SKM in 0.4s | 2.94 sym/s | Total: 16.4m | ETA: 3.8m
[2025-12-22T20:31:27.174565] [INFO ] [sig       ] [2892/3560] Forecasting SKRE...
[2025-12-22T20:31:27.174614] [INFO ] [sig       ] Generating forecast for: SKRE
[2025-12-22T20:31:27.174647] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKRE' from 'https://tdm.silogroup.org/data/derivative_storage/SKRE.csv'.
[2025-12-22T20:31:27.185838] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKRE'.
[2025-12-22T20:31:27.186251] [INFO ] [FORECASTER] Starting predict_future for SKRE
[2025-12-22T20:31:27.187076] [DEBUG] [LOCAL     ] No optimal features file found for SKRE: ./output/feature-sets/SKRE.txt
[2025-12-22T20:31:27.187129] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:31:27.187162] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:31:27.187189] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:31:27.187245] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:31:27.243595] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:31:27.244457] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:31:27.244538] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:31:27.244570] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:31:27.357866] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:31:27.358015] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:31:27.358055] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:31:27.358115] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:31:27.362775] [DEBUG] [FORECASTER] SKRE: Forecast T+1@11:T+2@11: UP (p=90.67%)
[2025-12-22T20:31:27.363071] [INFO ] [FORECASTER] Completed predict_future for SKRE
[2025-12-22T20:31:27.363208] [INFO ] [sig       ] SKRE: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:31:27.498770] [INFO ] [LOCAL     ] Saved forecast: SKRE	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/SKRE.txt
[2025-12-22T20:31:27.498908] [INFO ] [sig       ] [2892/3560] Completed SKRE in 0.3s | 2.94 sym/s | Total: 16.4m | ETA: 3.8m
[2025-12-22T20:31:27.498948] [INFO ] [sig       ] [2893/3560] Forecasting SKWD...
[2025-12-22T20:31:27.498978] [INFO ] [sig       ] Generating forecast for: SKWD
[2025-12-22T20:31:27.499026] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKWD' from 'https://tdm.silogroup.org/data/derivative_storage/SKWD.csv'.
[2025-12-22T20:31:27.512554] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKWD'.
[2025-12-22T20:31:27.513024] [INFO ] [FORECASTER] Starting predict_future for SKWD
[2025-12-22T20:31:27.514011] [DEBUG] [LOCAL     ] No optimal features file found for SKWD: ./output/feature-sets/SKWD.txt
[2025-12-22T20:31:27.514074] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:31:27.514114] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:31:27.514147] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:31:27.514225] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:31:27.571164] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:31:27.572031] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:31:27.572109] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:31:27.572142] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:31:27.691800] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:31:27.691948] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:31:27.691986] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:31:27.692032] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:31:27.696091] [DEBUG] [FORECASTER] SKWD: Forecast T+1@11:T+2@11: UP (p=97.87%)
[2025-12-22T20:31:27.696357] [INFO ] [FORECASTER] Completed predict_future for SKWD
[2025-12-22T20:31:27.696482] [INFO ] [sig       ] SKWD: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:31:27.833517] [INFO ] [LOCAL     ] Saved forecast: SKWD	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/SKWD.txt
[2025-12-22T20:31:27.833868] [INFO ] [sig       ] [2893/3560] Completed SKWD in 0.3s | 2.94 sym/s | Total: 16.4m | ETA: 3.8m
[2025-12-22T20:31:27.833910] [INFO ] [sig       ] [2894/3560] Forecasting SKY...
[2025-12-22T20:31:27.833939] [INFO ] [sig       ] Generating forecast for: SKY
[2025-12-22T20:31:27.833968] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKY' from 'https://tdm.silogroup.org/data/derivative_storage/SKY.csv'.
[2025-12-22T20:31:27.845945] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKY'.
[2025-12-22T20:31:27.846290] [INFO ] [FORECASTER] Starting predict_future for SKY
[2025-12-22T20:31:27.847066] [DEBUG] [LOCAL     ] No optimal features file found for SKY: ./output/feature-sets/SKY.txt
[2025-12-22T20:31:27.847118] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:31:27.847149] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:31:27.847176] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:31:27.847232] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:31:27.903731] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:31:27.904509] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:31:27.904605] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:31:27.904640] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:31:28.028136] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:31:28.028306] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:31:28.028353] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:31:28.028385] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:31:28.031821] [DEBUG] [FORECASTER] SKY: Forecast T+1@11:T+2@11: UP (p=62.05%)
[2025-12-22T20:31:28.032100] [INFO ] [FORECASTER] Completed predict_future for SKY
[2025-12-22T20:31:28.032222] [INFO ] [sig       ] SKY: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:31:28.170478] [INFO ] [LOCAL     ] Saved forecast: SKY	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/SKY.txt
[2025-12-22T20:31:28.170634] [INFO ] [sig       ] [2894/3560] Completed SKY in 0.3s | 2.94 sym/s | Total: 16.4m | ETA: 3.8m
[2025-12-22T20:31:28.170675] [INFO ] [sig       ] [2895/3560] Forecasting SKYH...
[2025-12-22T20:31:28.170706] [INFO ] [sig       ] Generating forecast for: SKYH
[2025-12-22T20:31:28.170738] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKYH' from 'https://tdm.silogroup.org/data/derivative_storage/SKYH.csv'.
[2025-12-22T20:31:28.181528] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKYH'.
[2025-12-22T20:31:28.181880] [INFO ] [FORECASTER] Starting predict_future for SKYH
[2025-12-22T20:31:28.182661] [DEBUG] [LOCAL     ] No optimal features file found for SKYH: ./output/feature-sets/SKYH.txt
[2025-12-22T20:31:28.182714] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:31:28.182747] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:31:28.182774] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:31:28.182831] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:31:28.238287] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:31:28.238937] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:31:28.239048] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:31:28.239082] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:31:28.354887] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:31:28.355033] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:31:28.355072] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:31:28.355101] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:31:28.358392] [DEBUG] [FORECASTER] SKYH: Forecast T+1@11:T+2@11: UP (p=68.22%)
[2025-12-22T20:31:28.358676] [INFO ] [FORECASTER] Completed predict_future for SKYH
[2025-12-22T20:31:28.358799] [INFO ] [sig       ] SKYH: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:31:28.491835] [INFO ] [LOCAL     ] Saved forecast: SKYH	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/SKYH.txt
[2025-12-22T20:31:28.491970] [INFO ] [sig       ] [2895/3560] Completed SKYH in 0.3s | 2.94 sym/s | Total: 16.4m | ETA: 3.8m
[2025-12-22T20:31:28.492008] [INFO ] [sig       ] [2896/3560] Forecasting SKYX...
[2025-12-22T20:31:28.492038] [INFO ] [sig       ] Generating forecast for: SKYX
[2025-12-22T20:31:28.492067] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKYX' from 'https://tdm.silogroup.org/data/derivative_storage/SKYX.csv'.
[2025-12-22T20:31:28.503479] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKYX'.
[2025-12-22T20:31:28.503886] [INFO ] [FORECASTER] Starting predict_future for SKYX
[2025-12-22T20:31:28.504669] [DEBUG] [LOCAL     ] No optimal features file found for SKYX: ./output/feature-sets/SKYX.txt
[2025-12-22T20:31:28.504720] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:31:28.504752] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:31:28.504779] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:31:28.504834] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:31:28.561258] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:31:28.562017] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:31:28.562098] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:31:28.562131] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:31:28.677246] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:31:28.677398] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:31:28.677438] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:31:28.677465] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:31:28.680831] [DEBUG] [FORECASTER] SKYX: Forecast T+1@11:T+2@11: UP (p=83.93%)
[2025-12-22T20:31:28.681102] [INFO ] [FORECASTER] Completed predict_future for SKYX
[2025-12-22T20:31:28.681224] [INFO ] [sig       ] SKYX: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:31:28.817470] [INFO ] [LOCAL     ] Saved forecast: SKYX	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/SKYX.txt
[2025-12-22T20:31:28.817624] [INFO ] [sig       ] [2896/3560] Completed SKYX in 0.3s | 2.94 sym/s | Total: 16.4m | ETA: 3.8m
[2025-12-22T20:31:28.817664] [INFO ] [sig       ] [2897/3560] Forecasting SKYY...
[2025-12-22T20:31:28.817694] [INFO ] [sig       ] Generating forecast for: SKYY
[2025-12-22T20:31:28.817724] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKYY' from 'https://tdm.silogroup.org/data/derivative_storage/SKYY.csv'.
[2025-12-22T20:31:28.829038] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKYY'.
[2025-12-22T20:31:28.829396] [INFO ] [FORECASTER] Starting predict_future for SKYY
[2025-12-22T20:31:28.830246] [DEBUG] [LOCAL     ] No optimal features file found for SKYY: ./output/feature-sets/SKYY.txt
[2025-12-22T20:31:28.830301] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:31:28.830334] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:31:28.830378] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:31:28.830439] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:31:28.888858] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:31:28.889675] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:31:28.889945] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:31:28.889978] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:31:29.011785] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:31:29.011928] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:31:29.011969] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:31:29.011998] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:31:29.015296] [DEBUG] [FORECASTER] SKYY: Forecast T+1@11:T+2@11: UP (p=99.24%)
[2025-12-22T20:31:29.015591] [INFO ] [FORECASTER] Completed predict_future for SKYY
[2025-12-22T20:31:29.015712] [INFO ] [sig       ] SKYY: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:31:29.148940] [INFO ] [LOCAL     ] Saved forecast: SKYY	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/SKYY.txt
[2025-12-22T20:31:29.149099] [INFO ] [sig       ] [2897/3560] Completed SKYY in 0.3s | 2.94 sym/s | Total: 16.4m | ETA: 3.8m
[2025-12-22T20:31:29.149138] [INFO ] [sig       ] [2898/3560] Forecasting SLAB...
[2025-12-22T20:31:29.149169] [INFO ] [sig       ] Generating forecast for: SLAB
[2025-12-22T20:31:29.149198] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLAB' from 'https://tdm.silogroup.org/data/derivative_storage/SLAB.csv'.
[2025-12-22T20:31:29.159676] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLAB'.
[2025-12-22T20:31:29.160030] [INFO ] [FORECASTER] Starting predict_future for SLAB
[2025-12-22T20:31:29.160805] [DEBUG] [LOCAL     ] No optimal features file found for SLAB: ./output/feature-sets/SLAB.txt
[2025-12-22T20:31:29.160856] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:31:29.160888] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:31:29.160914] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:31:29.160970] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:31:29.216085] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:31:29.216767] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:31:29.216841] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:31:29.216874] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:31:29.334438] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:31:29.334601] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:31:29.334642] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:31:29.334669] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:31:29.337962] [DEBUG] [FORECASTER] SLAB: Forecast T+1@11:T+2@11: DOWN (p=34.37%)
[2025-12-22T20:31:29.338225] [INFO ] [FORECASTER] Completed predict_future for SLAB
[2025-12-22T20:31:29.338344] [INFO ] [sig       ] SLAB: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:31:29.471647] [INFO ] [LOCAL     ] Saved forecast: SLAB	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/SLAB.txt
[2025-12-22T20:31:29.471803] [INFO ] [sig       ] [2898/3560] Completed SLAB in 0.3s | 2.94 sym/s | Total: 16.4m | ETA: 3.8m
[2025-12-22T20:31:29.471842] [INFO ] [sig       ] [2899/3560] Forecasting SLB...
[2025-12-22T20:31:29.471873] [INFO ] [sig       ] Generating forecast for: SLB
[2025-12-22T20:31:29.471903] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLB' from 'https://tdm.silogroup.org/data/derivative_storage/SLB.csv'.
[2025-12-22T20:31:29.482633] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLB'.
[2025-12-22T20:31:29.482971] [INFO ] [FORECASTER] Starting predict_future for SLB
[2025-12-22T20:31:29.483754] [DEBUG] [LOCAL     ] No optimal features file found for SLB: ./output/feature-sets/SLB.txt
[2025-12-22T20:31:29.483805] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:31:29.483837] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:31:29.483864] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:31:29.483919] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:31:29.539237] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:31:29.539962] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:31:29.540081] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:31:29.540114] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:31:29.657296] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:31:29.657448] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:31:29.657487] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:31:29.657516] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:31:29.660854] [DEBUG] [FORECASTER] SLB: Forecast T+1@11:T+2@11: DOWN (p=10.99%)
[2025-12-22T20:31:29.661123] [INFO ] [FORECASTER] Completed predict_future for SLB
[2025-12-22T20:31:29.661244] [INFO ] [sig       ] SLB: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:31:29.798345] [INFO ] [LOCAL     ] Saved forecast: SLB	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/SLB.txt
[2025-12-22T20:31:29.798477] [INFO ] [sig       ] [2899/3560] Completed SLB in 0.3s | 2.94 sym/s | Total: 16.4m | ETA: 3.7m
[2025-12-22T20:31:29.798516] [INFO ] [sig       ] [2900/3560] Forecasting SLDB...
[2025-12-22T20:31:29.798546] [INFO ] [sig       ] Generating forecast for: SLDB
[2025-12-22T20:31:29.798593] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLDB' from 'https://tdm.silogroup.org/data/derivative_storage/SLDB.csv'.
[2025-12-22T20:31:29.809324] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLDB'.
[2025-12-22T20:31:29.809731] [INFO ] [FORECASTER] Starting predict_future for SLDB
[2025-12-22T20:31:29.810504] [DEBUG] [LOCAL     ] No optimal features file found for SLDB: ./output/feature-sets/SLDB.txt
[2025-12-22T20:31:29.810555] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:31:29.810610] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:31:29.810639] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:31:29.810695] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:31:29.865845] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:31:29.866528] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:31:29.866621] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:31:29.866655] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:31:29.984304] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:31:29.984450] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:31:29.984490] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:31:29.984519] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:31:29.987829] [DEBUG] [FORECASTER] SLDB: Forecast T+1@11:T+2@11: DOWN (p=41.23%)
[2025-12-22T20:31:29.988096] [INFO ] [FORECASTER] Completed predict_future for SLDB
[2025-12-22T20:31:29.988213] [INFO ] [sig       ] SLDB: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:31:30.122483] [INFO ] [LOCAL     ] Saved forecast: SLDB	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/SLDB.txt
[2025-12-22T20:31:30.122631] [INFO ] [sig       ] [2900/3560] Completed SLDB in 0.3s | 2.94 sym/s | Total: 16.4m | ETA: 3.7m
[2025-12-22T20:31:30.122671] [INFO ] [sig       ] [2901/3560] Forecasting SLDP...
[2025-12-22T20:31:30.122701] [INFO ] [sig       ] Generating forecast for: SLDP
[2025-12-22T20:31:30.122738] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLDP' from 'https://tdm.silogroup.org/data/derivative_storage/SLDP.csv'.
[2025-12-22T20:31:30.133434] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLDP'.
[2025-12-22T20:31:30.133779] [INFO ] [FORECASTER] Starting predict_future for SLDP
[2025-12-22T20:31:30.134524] [DEBUG] [LOCAL     ] No optimal features file found for SLDP: ./output/feature-sets/SLDP.txt
[2025-12-22T20:31:30.134590] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:31:30.134624] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:31:30.134651] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:31:30.134706] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:31:30.191325] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:31:30.191989] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:31:30.192066] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:31:30.192098] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:31:30.308129] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:31:30.308277] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:31:30.308319] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:31:30.308349] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:31:30.311859] [DEBUG] [FORECASTER] SLDP: Forecast T+1@11:T+2@11: UP (p=52.75%)
[2025-12-22T20:31:30.312178] [INFO ] [FORECASTER] Completed predict_future for SLDP
[2025-12-22T20:31:30.312320] [INFO ] [sig       ] SLDP: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:31:30.447895] [INFO ] [LOCAL     ] Saved forecast: SLDP	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/SLDP.txt
[2025-12-22T20:31:30.448042] [INFO ] [sig       ] [2901/3560] Completed SLDP in 0.3s | 2.94 sym/s | Total: 16.4m | ETA: 3.7m
[2025-12-22T20:31:30.448080] [INFO ] [sig       ] [2902/3560] Forecasting SLF...
[2025-12-22T20:31:30.448110] [INFO ] [sig       ] Generating forecast for: SLF
[2025-12-22T20:31:30.448141] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLF' from 'https://tdm.silogroup.org/data/derivative_storage/SLF.csv'.
[2025-12-22T20:31:30.459154] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLF'.
[2025-12-22T20:31:30.459535] [INFO ] [FORECASTER] Starting predict_future for SLF
[2025-12-22T20:31:30.460341] [DEBUG] [LOCAL     ] No optimal features file found for SLF: ./output/feature-sets/SLF.txt
[2025-12-22T20:31:30.460393] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:31:30.460430] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:31:30.460458] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:31:30.460516] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:31:30.517708] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:31:30.518491] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:31:30.518588] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:31:30.518625] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:31:30.640799] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:31:30.640948] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:31:30.640989] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:31:30.641020] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:31:30.644377] [DEBUG] [FORECASTER] SLF: Forecast T+1@11:T+2@11: DOWN (p=8.05%)
[2025-12-22T20:31:30.644670] [INFO ] [FORECASTER] Completed predict_future for SLF
[2025-12-22T20:31:30.644795] [INFO ] [sig       ] SLF: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:31:30.784100] [INFO ] [LOCAL     ] Saved forecast: SLF	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/SLF.txt
[2025-12-22T20:31:30.784272] [INFO ] [sig       ] [2902/3560] Completed SLF in 0.3s | 2.94 sym/s | Total: 16.4m | ETA: 3.7m
[2025-12-22T20:31:30.784313] [INFO ] [sig       ] [2903/3560] Forecasting SLG...
[2025-12-22T20:31:30.784342] [INFO ] [sig       ] Generating forecast for: SLG
[2025-12-22T20:31:30.784373] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLG' from 'https://tdm.silogroup.org/data/derivative_storage/SLG.csv'.
[2025-12-22T20:31:30.795196] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLG'.
[2025-12-22T20:31:30.795544] [INFO ] [FORECASTER] Starting predict_future for SLG
[2025-12-22T20:31:30.796320] [DEBUG] [LOCAL     ] No optimal features file found for SLG: ./output/feature-sets/SLG.txt
[2025-12-22T20:31:30.796372] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:31:30.796405] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:31:30.796431] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:31:30.796487] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:31:30.854263] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:31:30.855072] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:31:30.855152] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:31:30.855186] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:31:30.978849] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:31:30.978999] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:31:30.979059] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:31:30.979088] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:31:30.982430] [DEBUG] [FORECASTER] SLG: Forecast T+1@11:T+2@11: UP (p=87.75%)
[2025-12-22T20:31:30.982717] [INFO ] [FORECASTER] Completed predict_future for SLG
[2025-12-22T20:31:30.982841] [INFO ] [sig       ] SLG: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:31:31.122769] [INFO ] [LOCAL     ] Saved forecast: SLG	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/SLG.txt
[2025-12-22T20:31:31.122912] [INFO ] [sig       ] [2903/3560] Completed SLG in 0.3s | 2.94 sym/s | Total: 16.5m | ETA: 3.7m
[2025-12-22T20:31:31.122953] [INFO ] [sig       ] [2904/3560] Forecasting SLGN...
[2025-12-22T20:31:31.122983] [INFO ] [sig       ] Generating forecast for: SLGN
[2025-12-22T20:31:31.123014] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLGN' from 'https://tdm.silogroup.org/data/derivative_storage/SLGN.csv'.
[2025-12-22T20:31:31.134180] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLGN'.
[2025-12-22T20:31:31.134542] [INFO ] [FORECASTER] Starting predict_future for SLGN
[2025-12-22T20:31:31.135344] [DEBUG] [LOCAL     ] No optimal features file found for SLGN: ./output/feature-sets/SLGN.txt
[2025-12-22T20:31:31.135398] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:31:31.135434] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:31:31.135461] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:31:31.135517] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:31:31.193597] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:31:31.194291] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:31:31.194370] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:31:31.194402] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:31:31.314779] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:31:31.314941] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:31:31.314982] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:31:31.315011] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:31:31.318504] [DEBUG] [FORECASTER] SLGN: Forecast T+1@11:T+2@11: UP (p=94.12%)
[2025-12-22T20:31:31.318796] [INFO ] [FORECASTER] Completed predict_future for SLGN
[2025-12-22T20:31:31.318920] [INFO ] [sig       ] SLGN: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:31:31.456021] [INFO ] [LOCAL     ] Saved forecast: SLGN	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/SLGN.txt
[2025-12-22T20:31:31.456147] [INFO ] [sig       ] [2904/3560] Completed SLGN in 0.3s | 2.94 sym/s | Total: 16.5m | ETA: 3.7m
[2025-12-22T20:31:31.456184] [INFO ] [sig       ] [2905/3560] Forecasting SLM...
[2025-12-22T20:31:31.456214] [INFO ] [sig       ] Generating forecast for: SLM
[2025-12-22T20:31:31.456243] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLM' from 'https://tdm.silogroup.org/data/derivative_storage/SLM.csv'.
[2025-12-22T20:31:31.467680] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLM'.
[2025-12-22T20:31:31.468075] [INFO ] [FORECASTER] Starting predict_future for SLM
[2025-12-22T20:31:31.468879] [DEBUG] [LOCAL     ] No optimal features file found for SLM: ./output/feature-sets/SLM.txt
[2025-12-22T20:31:31.468931] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:31:31.468964] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:31:31.468991] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:31:31.469073] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:31:31.526045] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:31:31.526734] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:31:31.526813] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:31:31.526846] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:31:31.644797] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:31:31.644945] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:31:31.644984] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:31:31.645014] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:31:31.648380] [DEBUG] [FORECASTER] SLM: Forecast T+1@11:T+2@11: DOWN (p=38.79%)
[2025-12-22T20:31:31.648680] [INFO ] [FORECASTER] Completed predict_future for SLM
[2025-12-22T20:31:31.648807] [INFO ] [sig       ] SLM: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:31:31.784233] [INFO ] [LOCAL     ] Saved forecast: SLM	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/SLM.txt
[2025-12-22T20:31:31.784377] [INFO ] [sig       ] [2905/3560] Completed SLM in 0.3s | 2.94 sym/s | Total: 16.5m | ETA: 3.7m
[2025-12-22T20:31:31.784416] [INFO ] [sig       ] [2906/3560] Forecasting SLN...
[2025-12-22T20:31:31.784445] [INFO ] [sig       ] Generating forecast for: SLN
[2025-12-22T20:31:31.784476] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLN' from 'https://tdm.silogroup.org/data/derivative_storage/SLN.csv'.
[2025-12-22T20:31:31.795044] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLN'.
[2025-12-22T20:31:31.795361] [INFO ] [FORECASTER] Starting predict_future for SLN
[2025-12-22T20:31:31.796132] [DEBUG] [LOCAL     ] No optimal features file found for SLN: ./output/feature-sets/SLN.txt
[2025-12-22T20:31:31.796182] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:31:31.796241] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:31:31.796269] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:31:31.796326] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:31:31.854875] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:31:31.855534] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:31:31.855630] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:31:31.855665] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:31:31.974303] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:31:31.974449] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:31:31.974488] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:31:31.974519] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:31:31.977926] [DEBUG] [FORECASTER] SLN: Forecast T+1@11:T+2@11: DOWN (p=0.64%)
[2025-12-22T20:31:31.978199] [INFO ] [FORECASTER] Completed predict_future for SLN
[2025-12-22T20:31:31.978323] [INFO ] [sig       ] SLN: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:31:32.115378] [INFO ] [LOCAL     ] Saved forecast: SLN	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/SLN.txt
[2025-12-22T20:31:32.115510] [INFO ] [sig       ] [2906/3560] Completed SLN in 0.3s | 2.94 sym/s | Total: 16.5m | ETA: 3.7m
[2025-12-22T20:31:32.115549] [INFO ] [sig       ] [2907/3560] Forecasting SLNO...
[2025-12-22T20:31:32.115597] [INFO ] [sig       ] Generating forecast for: SLNO
[2025-12-22T20:31:32.115630] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLNO' from 'https://tdm.silogroup.org/data/derivative_storage/SLNO.csv'.
[2025-12-22T20:31:32.126467] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLNO'.
[2025-12-22T20:31:32.126828] [INFO ] [FORECASTER] Starting predict_future for SLNO
[2025-12-22T20:31:32.127628] [DEBUG] [LOCAL     ] No optimal features file found for SLNO: ./output/feature-sets/SLNO.txt
[2025-12-22T20:31:32.127681] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:31:32.127714] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:31:32.127743] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:31:32.127801] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:31:32.185256] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:31:32.186042] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:31:32.186119] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:31:32.186151] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:31:32.305693] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:31:32.305844] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:31:32.305890] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:31:32.305929] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:31:32.309355] [DEBUG] [FORECASTER] SLNO: Forecast T+1@11:T+2@11: DOWN (p=14.24%)
[2025-12-22T20:31:32.309676] [INFO ] [FORECASTER] Completed predict_future for SLNO
[2025-12-22T20:31:32.309805] [INFO ] [sig       ] SLNO: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:31:32.443859] [INFO ] [LOCAL     ] Saved forecast: SLNO	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/SLNO.txt
[2025-12-22T20:31:32.443986] [INFO ] [sig       ] [2907/3560] Completed SLNO in 0.3s | 2.94 sym/s | Total: 16.5m | ETA: 3.7m
[2025-12-22T20:31:32.444025] [INFO ] [sig       ] [2908/3560] Forecasting SLP...
[2025-12-22T20:31:32.444053] [INFO ] [sig       ] Generating forecast for: SLP
[2025-12-22T20:31:32.444084] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLP' from 'https://tdm.silogroup.org/data/derivative_storage/SLP.csv'.
[2025-12-22T20:31:32.455651] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLP'.
[2025-12-22T20:31:32.456004] [INFO ] [FORECASTER] Starting predict_future for SLP
[2025-12-22T20:31:32.456779] [DEBUG] [LOCAL     ] No optimal features file found for SLP: ./output/feature-sets/SLP.txt
[2025-12-22T20:31:32.456830] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:31:32.456862] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:31:32.456889] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:31:32.456960] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:31:32.514286] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:31:32.514980] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:31:32.515059] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:31:32.515093] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:31:32.633476] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:31:32.633646] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:31:32.633686] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:31:32.633716] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:31:32.637081] [DEBUG] [FORECASTER] SLP: Forecast T+1@11:T+2@11: UP (p=69.62%)
[2025-12-22T20:31:32.637353] [INFO ] [FORECASTER] Completed predict_future for SLP
[2025-12-22T20:31:32.637481] [INFO ] [sig       ] SLP: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:31:32.779260] [INFO ] [LOCAL     ] Saved forecast: SLP	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/SLP.txt
[2025-12-22T20:31:32.779398] [INFO ] [sig       ] [2908/3560] Completed SLP in 0.3s | 2.94 sym/s | Total: 16.5m | ETA: 3.7m
[2025-12-22T20:31:32.779436] [INFO ] [sig       ] [2909/3560] Forecasting SLQD...
[2025-12-22T20:31:32.779465] [INFO ] [sig       ] Generating forecast for: SLQD
[2025-12-22T20:31:32.779495] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLQD' from 'https://tdm.silogroup.org/data/derivative_storage/SLQD.csv'.
[2025-12-22T20:31:32.790656] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLQD'.
[2025-12-22T20:31:32.790986] [INFO ] [FORECASTER] Starting predict_future for SLQD
[2025-12-22T20:31:32.791790] [DEBUG] [LOCAL     ] No optimal features file found for SLQD: ./output/feature-sets/SLQD.txt
[2025-12-22T20:31:32.791841] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:31:32.791873] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:31:32.791898] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:31:32.791954] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:31:32.848128] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:31:32.849044] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:31:32.849130] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:31:32.849161] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:31:32.968286] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:31:32.968432] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:31:32.968471] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:31:32.968530] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:31:32.972001] [DEBUG] [FORECASTER] SLQD: Forecast T+1@11:T+2@11: UP (p=95.51%)
[2025-12-22T20:31:32.972265] [INFO ] [FORECASTER] Completed predict_future for SLQD
[2025-12-22T20:31:32.972386] [INFO ] [sig       ] SLQD: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:31:33.108216] [INFO ] [LOCAL     ] Saved forecast: SLQD	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/SLQD.txt
[2025-12-22T20:31:33.108346] [INFO ] [sig       ] [2909/3560] Completed SLQD in 0.3s | 2.94 sym/s | Total: 16.5m | ETA: 3.7m
[2025-12-22T20:31:33.108385] [INFO ] [sig       ] [2910/3560] Forecasting SLRC...
[2025-12-22T20:31:33.108414] [INFO ] [sig       ] Generating forecast for: SLRC
[2025-12-22T20:31:33.108444] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLRC' from 'https://tdm.silogroup.org/data/derivative_storage/SLRC.csv'.
[2025-12-22T20:31:33.122654] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLRC'.
[2025-12-22T20:31:33.123030] [INFO ] [FORECASTER] Starting predict_future for SLRC
[2025-12-22T20:31:33.123838] [DEBUG] [LOCAL     ] No optimal features file found for SLRC: ./output/feature-sets/SLRC.txt
[2025-12-22T20:31:33.123904] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:31:33.123937] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:31:33.123963] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:31:33.124017] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:31:33.180009] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:31:33.180738] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:31:33.180816] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:31:33.180848] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:31:33.294803] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:31:33.294953] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:31:33.294992] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:31:33.295021] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:31:33.298378] [DEBUG] [FORECASTER] SLRC: Forecast T+1@11:T+2@11: DOWN (p=3.94%)
[2025-12-22T20:31:33.298661] [INFO ] [FORECASTER] Completed predict_future for SLRC
[2025-12-22T20:31:33.298782] [INFO ] [sig       ] SLRC: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:31:33.432705] [INFO ] [LOCAL     ] Saved forecast: SLRC	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/SLRC.txt
[2025-12-22T20:31:33.432834] [INFO ] [sig       ] [2910/3560] Completed SLRC in 0.3s | 2.94 sym/s | Total: 16.5m | ETA: 3.7m
[2025-12-22T20:31:33.432872] [INFO ] [sig       ] [2911/3560] Forecasting SLS...
[2025-12-22T20:31:33.432902] [INFO ] [sig       ] Generating forecast for: SLS
[2025-12-22T20:31:33.432931] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLS' from 'https://tdm.silogroup.org/data/derivative_storage/SLS.csv'.
[2025-12-22T20:31:33.443710] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLS'.
[2025-12-22T20:31:33.444048] [INFO ] [FORECASTER] Starting predict_future for SLS
[2025-12-22T20:31:33.444820] [DEBUG] [LOCAL     ] No optimal features file found for SLS: ./output/feature-sets/SLS.txt
[2025-12-22T20:31:33.444871] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:31:33.444904] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:31:33.444931] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:31:33.444987] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:31:33.500770] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:31:33.501487] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:31:33.501568] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:31:33.501619] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:31:33.617110] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:31:33.617262] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:31:33.617302] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:31:33.617330] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:31:33.620659] [DEBUG] [FORECASTER] SLS: Forecast T+1@11:T+2@11: DOWN (p=26.84%)
[2025-12-22T20:31:33.620928] [INFO ] [FORECASTER] Completed predict_future for SLS
[2025-12-22T20:31:33.621046] [INFO ] [sig       ] SLS: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:31:33.755967] [INFO ] [LOCAL     ] Saved forecast: SLS	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/SLS.txt
[2025-12-22T20:31:33.756127] [INFO ] [sig       ] [2911/3560] Completed SLS in 0.3s | 2.94 sym/s | Total: 16.5m | ETA: 3.7m
[2025-12-22T20:31:33.756166] [INFO ] [sig       ] [2912/3560] Forecasting SLVM...
[2025-12-22T20:31:33.756194] [INFO ] [sig       ] Generating forecast for: SLVM
[2025-12-22T20:31:33.756225] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLVM' from 'https://tdm.silogroup.org/data/derivative_storage/SLVM.csv'.
[2025-12-22T20:31:33.767072] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLVM'.
[2025-12-22T20:31:33.767467] [INFO ] [FORECASTER] Starting predict_future for SLVM
[2025-12-22T20:31:33.768268] [DEBUG] [LOCAL     ] No optimal features file found for SLVM: ./output/feature-sets/SLVM.txt
[2025-12-22T20:31:33.768320] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:31:33.768351] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:31:33.768377] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:31:33.768431] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:31:33.829253] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:31:33.830162] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:31:33.830244] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:31:33.830279] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:31:33.952910] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:31:33.953071] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:31:33.953115] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:31:33.953144] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:31:33.956664] [DEBUG] [FORECASTER] SLVM: Forecast T+1@11:T+2@11: UP (p=76.40%)
[2025-12-22T20:31:33.956956] [INFO ] [FORECASTER] Completed predict_future for SLVM
[2025-12-22T20:31:33.957086] [INFO ] [sig       ] SLVM: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:31:34.099798] [INFO ] [LOCAL     ] Saved forecast: SLVM	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/SLVM.txt
[2025-12-22T20:31:34.099951] [INFO ] [sig       ] [2912/3560] Completed SLVM in 0.3s | 2.94 sym/s | Total: 16.5m | ETA: 3.7m
[2025-12-22T20:31:34.099992] [INFO ] [sig       ] [2913/3560] Forecasting SLVO...
[2025-12-22T20:31:34.100024] [INFO ] [sig       ] Generating forecast for: SLVO
[2025-12-22T20:31:34.100054] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLVO' from 'https://tdm.silogroup.org/data/derivative_storage/SLVO.csv'.
[2025-12-22T20:31:34.110875] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLVO'.
[2025-12-22T20:31:34.111259] [INFO ] [FORECASTER] Starting predict_future for SLVO
[2025-12-22T20:31:34.112072] [DEBUG] [LOCAL     ] No optimal features file found for SLVO: ./output/feature-sets/SLVO.txt
[2025-12-22T20:31:34.112125] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:31:34.112159] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:31:34.112187] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:31:34.112246] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:31:34.169787] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:31:34.170744] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:31:34.170830] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:31:34.170864] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:31:34.290005] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:31:34.290159] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:31:34.290198] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:31:34.290227] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:31:34.293608] [DEBUG] [FORECASTER] SLVO: Forecast T+1@11:T+2@11: UP (p=94.81%)
[2025-12-22T20:31:34.293929] [INFO ] [FORECASTER] Completed predict_future for SLVO
[2025-12-22T20:31:34.294085] [INFO ] [sig       ] SLVO: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:31:34.437417] [INFO ] [LOCAL     ] Saved forecast: SLVO	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/SLVO.txt
[2025-12-22T20:31:34.437608] [INFO ] [sig       ] [2913/3560] Completed SLVO in 0.3s | 2.94 sym/s | Total: 16.5m | ETA: 3.7m
[2025-12-22T20:31:34.437652] [INFO ] [sig       ] [2914/3560] Forecasting SLXN...
[2025-12-22T20:31:34.437682] [INFO ] [sig       ] Generating forecast for: SLXN
[2025-12-22T20:31:34.437715] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLXN' from 'https://tdm.silogroup.org/data/derivative_storage/SLXN.csv'.
[2025-12-22T20:31:34.449401] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLXN'.
[2025-12-22T20:31:34.449856] [INFO ] [FORECASTER] Starting predict_future for SLXN
[2025-12-22T20:31:34.450744] [DEBUG] [LOCAL     ] No optimal features file found for SLXN: ./output/feature-sets/SLXN.txt
[2025-12-22T20:31:34.450796] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:31:34.450829] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:31:34.450857] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:31:34.450913] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:31:34.508870] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:31:34.509830] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:31:34.509916] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:31:34.509947] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:31:34.623881] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:31:34.624032] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:31:34.624072] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:31:34.624100] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:31:34.627425] [DEBUG] [FORECASTER] SLXN: Forecast T+1@11:T+2@11: UP (p=95.69%)
[2025-12-22T20:31:34.627726] [INFO ] [FORECASTER] Completed predict_future for SLXN
[2025-12-22T20:31:34.627849] [INFO ] [sig       ] SLXN: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:31:34.768358] [INFO ] [LOCAL     ] Saved forecast: SLXN	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/SLXN.txt
[2025-12-22T20:31:34.768497] [INFO ] [sig       ] [2914/3560] Completed SLXN in 0.3s | 2.94 sym/s | Total: 16.5m | ETA: 3.7m
[2025-12-22T20:31:34.768536] [INFO ] [sig       ] [2915/3560] Forecasting SM...
[2025-12-22T20:31:34.768566] [INFO ] [sig       ] Generating forecast for: SM
[2025-12-22T20:31:34.768613] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SM' from 'https://tdm.silogroup.org/data/derivative_storage/SM.csv'.
[2025-12-22T20:31:34.779873] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SM'.
[2025-12-22T20:31:34.780212] [INFO ] [FORECASTER] Starting predict_future for SM
[2025-12-22T20:31:34.780999] [DEBUG] [LOCAL     ] No optimal features file found for SM: ./output/feature-sets/SM.txt
[2025-12-22T20:31:34.781050] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:31:34.781082] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:31:34.781108] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:31:34.781164] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:31:34.837134] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:31:34.837883] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:31:34.837959] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:31:34.837991] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:31:34.957068] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:31:34.957217] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:31:34.957255] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:31:34.957284] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:31:34.960633] [DEBUG] [FORECASTER] SM: Forecast T+1@11:T+2@11: UP (p=88.82%)
[2025-12-22T20:31:34.960916] [INFO ] [FORECASTER] Completed predict_future for SM
[2025-12-22T20:31:34.961035] [INFO ] [sig       ] SM: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:31:35.094617] [INFO ] [LOCAL     ] Saved forecast: SM	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/SM.txt
[2025-12-22T20:31:35.094754] [INFO ] [sig       ] [2915/3560] Completed SM in 0.3s | 2.94 sym/s | Total: 16.5m | ETA: 3.7m
[2025-12-22T20:31:35.094792] [INFO ] [sig       ] [2916/3560] Forecasting SMBC...
[2025-12-22T20:31:35.094822] [INFO ] [sig       ] Generating forecast for: SMBC
[2025-12-22T20:31:35.094851] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMBC' from 'https://tdm.silogroup.org/data/derivative_storage/SMBC.csv'.
[2025-12-22T20:31:35.105367] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMBC'.
[2025-12-22T20:31:35.105727] [INFO ] [FORECASTER] Starting predict_future for SMBC
[2025-12-22T20:31:35.106478] [DEBUG] [LOCAL     ] No optimal features file found for SMBC: ./output/feature-sets/SMBC.txt
[2025-12-22T20:31:35.106533] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:31:35.106564] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:31:35.106621] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:31:35.106677] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:31:35.162036] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:31:35.162695] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:31:35.162796] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:31:35.162829] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:31:35.280546] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:31:35.280712] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:31:35.280751] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:31:35.280779] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:31:35.284056] [DEBUG] [FORECASTER] SMBC: Forecast T+1@11:T+2@11: UP (p=83.63%)
[2025-12-22T20:31:35.284335] [INFO ] [FORECASTER] Completed predict_future for SMBC
[2025-12-22T20:31:35.284457] [INFO ] [sig       ] SMBC: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:31:35.418110] [INFO ] [LOCAL     ] Saved forecast: SMBC	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/SMBC.txt
[2025-12-22T20:31:35.418233] [INFO ] [sig       ] [2916/3560] Completed SMBC in 0.3s | 2.94 sym/s | Total: 16.5m | ETA: 3.6m
[2025-12-22T20:31:35.418272] [INFO ] [sig       ] [2917/3560] Forecasting SMBK...
[2025-12-22T20:31:35.418301] [INFO ] [sig       ] Generating forecast for: SMBK
[2025-12-22T20:31:35.418330] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMBK' from 'https://tdm.silogroup.org/data/derivative_storage/SMBK.csv'.
[2025-12-22T20:31:35.429147] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMBK'.
[2025-12-22T20:31:35.429486] [INFO ] [FORECASTER] Starting predict_future for SMBK
[2025-12-22T20:31:35.430250] [DEBUG] [LOCAL     ] No optimal features file found for SMBK: ./output/feature-sets/SMBK.txt
[2025-12-22T20:31:35.430300] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:31:35.430332] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:31:35.430359] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:31:35.430414] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:31:35.486650] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:31:35.487382] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:31:35.487460] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:31:35.487492] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:31:35.603486] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:31:35.603648] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:31:35.603704] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:31:35.603734] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:31:35.607021] [DEBUG] [FORECASTER] SMBK: Forecast T+1@11:T+2@11: DOWN (p=39.99%)
[2025-12-22T20:31:35.607288] [INFO ] [FORECASTER] Completed predict_future for SMBK
[2025-12-22T20:31:35.607406] [INFO ] [sig       ] SMBK: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:31:35.741161] [INFO ] [LOCAL     ] Saved forecast: SMBK	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/SMBK.txt
[2025-12-22T20:31:35.741293] [INFO ] [sig       ] [2917/3560] Completed SMBK in 0.3s | 2.94 sym/s | Total: 16.5m | ETA: 3.6m
[2025-12-22T20:31:35.741332] [INFO ] [sig       ] [2918/3560] Forecasting SMCI...
[2025-12-22T20:31:35.741361] [INFO ] [sig       ] Generating forecast for: SMCI
[2025-12-22T20:31:35.741391] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMCI' from 'https://tdm.silogroup.org/data/derivative_storage/SMCI.csv'.
[2025-12-22T20:31:35.752612] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMCI'.
[2025-12-22T20:31:35.752950] [INFO ] [FORECASTER] Starting predict_future for SMCI
[2025-12-22T20:31:35.753722] [DEBUG] [LOCAL     ] No optimal features file found for SMCI: ./output/feature-sets/SMCI.txt
[2025-12-22T20:31:35.753772] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:31:35.753803] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:31:35.753829] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:31:35.753884] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:31:35.810469] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:31:35.811161] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:31:35.811238] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:31:35.811270] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:31:35.937604] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:31:35.937755] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:31:35.937800] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:31:35.937828] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:31:35.941171] [DEBUG] [FORECASTER] SMCI: Forecast T+1@11:T+2@11: UP (p=98.99%)
[2025-12-22T20:31:35.941437] [INFO ] [FORECASTER] Completed predict_future for SMCI
[2025-12-22T20:31:35.941561] [INFO ] [sig       ] SMCI: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:31:36.075975] [INFO ] [LOCAL     ] Saved forecast: SMCI	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/SMCI.txt
[2025-12-22T20:31:36.076109] [INFO ] [sig       ] [2918/3560] Completed SMCI in 0.3s | 2.94 sym/s | Total: 16.5m | ETA: 3.6m
[2025-12-22T20:31:36.076150] [INFO ] [sig       ] [2919/3560] Forecasting SMCX...
[2025-12-22T20:31:36.076180] [INFO ] [sig       ] Generating forecast for: SMCX
[2025-12-22T20:31:36.076210] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMCX' from 'https://tdm.silogroup.org/data/derivative_storage/SMCX.csv'.
[2025-12-22T20:31:36.087195] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMCX'.
[2025-12-22T20:31:36.087488] [INFO ] [FORECASTER] Starting predict_future for SMCX
[2025-12-22T20:31:36.088259] [DEBUG] [LOCAL     ] No optimal features file found for SMCX: ./output/feature-sets/SMCX.txt
[2025-12-22T20:31:36.088310] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:31:36.088343] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:31:36.088370] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:31:36.088426] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:31:36.144374] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:31:36.145023] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:31:36.145096] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:31:36.145127] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:31:36.274652] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:31:36.274830] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:31:36.274869] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:31:36.274898] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:31:36.278311] [DEBUG] [FORECASTER] SMCX: Forecast T+1@11:T+2@11: UP (p=65.31%)
[2025-12-22T20:31:36.278601] [INFO ] [FORECASTER] Completed predict_future for SMCX
[2025-12-22T20:31:36.278726] [INFO ] [sig       ] SMCX: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:31:36.414233] [INFO ] [LOCAL     ] Saved forecast: SMCX	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/SMCX.txt
[2025-12-22T20:31:36.414414] [INFO ] [sig       ] [2919/3560] Completed SMCX in 0.3s | 2.94 sym/s | Total: 16.5m | ETA: 3.6m
[2025-12-22T20:31:36.414454] [INFO ] [sig       ] [2920/3560] Forecasting SMFG...
[2025-12-22T20:31:36.414484] [INFO ] [sig       ] Generating forecast for: SMFG
[2025-12-22T20:31:36.414515] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMFG' from 'https://tdm.silogroup.org/data/derivative_storage/SMFG.csv'.
[2025-12-22T20:31:36.426027] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMFG'.
[2025-12-22T20:31:36.426450] [INFO ] [FORECASTER] Starting predict_future for SMFG
[2025-12-22T20:31:36.427265] [DEBUG] [LOCAL     ] No optimal features file found for SMFG: ./output/feature-sets/SMFG.txt
[2025-12-22T20:31:36.427318] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:31:36.427351] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:31:36.427378] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:31:36.427434] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:31:36.484708] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:31:36.485619] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:31:36.485700] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:31:36.485732] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:31:36.609173] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:31:36.609330] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:31:36.609369] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:31:36.609398] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:31:36.612705] [DEBUG] [FORECASTER] SMFG: Forecast T+1@11:T+2@11: DOWN (p=0.70%)
[2025-12-22T20:31:36.612980] [INFO ] [FORECASTER] Completed predict_future for SMFG
[2025-12-22T20:31:36.613100] [INFO ] [sig       ] SMFG: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:31:36.750434] [INFO ] [LOCAL     ] Saved forecast: SMFG	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/SMFG.txt
[2025-12-22T20:31:36.750612] [INFO ] [sig       ] [2920/3560] Completed SMFG in 0.3s | 2.94 sym/s | Total: 16.5m | ETA: 3.6m
[2025-12-22T20:31:36.750654] [INFO ] [sig       ] [2921/3560] Forecasting SMH...
[2025-12-22T20:31:36.750683] [INFO ] [sig       ] Generating forecast for: SMH
[2025-12-22T20:31:36.750714] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMH' from 'https://tdm.silogroup.org/data/derivative_storage/SMH.csv'.
[2025-12-22T20:31:36.762328] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMH'.
[2025-12-22T20:31:36.762713] [INFO ] [FORECASTER] Starting predict_future for SMH
[2025-12-22T20:31:36.763510] [DEBUG] [LOCAL     ] No optimal features file found for SMH: ./output/feature-sets/SMH.txt
[2025-12-22T20:31:36.763563] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:31:36.763643] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:31:36.763674] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:31:36.763731] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:31:36.819429] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:31:36.820072] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:31:36.820149] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:31:36.820181] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:31:36.941528] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:31:36.941694] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:31:36.941734] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:31:36.941763] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:31:36.945095] [DEBUG] [FORECASTER] SMH: Forecast T+1@11:T+2@11: UP (p=66.65%)
[2025-12-22T20:31:36.945359] [INFO ] [FORECASTER] Completed predict_future for SMH
[2025-12-22T20:31:36.945480] [INFO ] [sig       ] SMH: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:31:37.079409] [INFO ] [LOCAL     ] Saved forecast: SMH	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/SMH.txt
[2025-12-22T20:31:37.079541] [INFO ] [sig       ] [2921/3560] Completed SMH in 0.3s | 2.94 sym/s | Total: 16.6m | ETA: 3.6m
[2025-12-22T20:31:37.079607] [INFO ] [sig       ] [2922/3560] Forecasting SMHI...
[2025-12-22T20:31:37.079644] [INFO ] [sig       ] Generating forecast for: SMHI
[2025-12-22T20:31:37.079687] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMHI' from 'https://tdm.silogroup.org/data/derivative_storage/SMHI.csv'.
[2025-12-22T20:31:37.090875] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMHI'.
[2025-12-22T20:31:37.091210] [INFO ] [FORECASTER] Starting predict_future for SMHI
[2025-12-22T20:31:37.091981] [DEBUG] [LOCAL     ] No optimal features file found for SMHI: ./output/feature-sets/SMHI.txt
[2025-12-22T20:31:37.092032] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:31:37.092063] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:31:37.092090] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:31:37.092146] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:31:37.148443] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:31:37.149092] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:31:37.149168] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:31:37.149200] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:31:37.261932] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:31:37.262085] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:31:37.262126] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:31:37.262155] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:31:37.265529] [DEBUG] [FORECASTER] SMHI: Forecast T+1@11:T+2@11: DOWN (p=19.53%)
[2025-12-22T20:31:37.265822] [INFO ] [FORECASTER] Completed predict_future for SMHI
[2025-12-22T20:31:37.265946] [INFO ] [sig       ] SMHI: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:31:37.401103] [INFO ] [LOCAL     ] Saved forecast: SMHI	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/SMHI.txt
[2025-12-22T20:31:37.401232] [INFO ] [sig       ] [2922/3560] Completed SMHI in 0.3s | 2.94 sym/s | Total: 16.6m | ETA: 3.6m
[2025-12-22T20:31:37.401270] [INFO ] [sig       ] [2923/3560] Forecasting SMHX...
[2025-12-22T20:31:37.401299] [INFO ] [sig       ] Generating forecast for: SMHX
[2025-12-22T20:31:37.401328] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMHX' from 'https://tdm.silogroup.org/data/derivative_storage/SMHX.csv'.
[2025-12-22T20:31:37.412339] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMHX'.
[2025-12-22T20:31:37.412729] [INFO ] [FORECASTER] Starting predict_future for SMHX
[2025-12-22T20:31:37.413483] [DEBUG] [LOCAL     ] No optimal features file found for SMHX: ./output/feature-sets/SMHX.txt
[2025-12-22T20:31:37.413533] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:31:37.413611] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:31:37.413641] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:31:37.413698] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:31:37.469235] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:31:37.469941] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:31:37.470017] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:31:37.470049] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:31:37.586438] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:31:37.586617] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:31:37.586658] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:31:37.586686] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:31:37.589990] [DEBUG] [FORECASTER] SMHX: Forecast T+1@11:T+2@11: UP (p=87.97%)
[2025-12-22T20:31:37.590262] [INFO ] [FORECASTER] Completed predict_future for SMHX
[2025-12-22T20:31:37.590383] [INFO ] [sig       ] SMHX: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:31:37.728333] [INFO ] [LOCAL     ] Saved forecast: SMHX	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/SMHX.txt
[2025-12-22T20:31:37.728504] [INFO ] [sig       ] [2923/3560] Completed SMHX in 0.3s | 2.94 sym/s | Total: 16.6m | ETA: 3.6m
[2025-12-22T20:31:37.728544] [INFO ] [sig       ] [2924/3560] Forecasting SMID...
[2025-12-22T20:31:37.728595] [INFO ] [sig       ] Generating forecast for: SMID
[2025-12-22T20:31:37.728631] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMID' from 'https://tdm.silogroup.org/data/derivative_storage/SMID.csv'.
[2025-12-22T20:31:37.739447] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMID'.
[2025-12-22T20:31:37.739889] [INFO ] [FORECASTER] Starting predict_future for SMID
[2025-12-22T20:31:37.740736] [DEBUG] [LOCAL     ] No optimal features file found for SMID: ./output/feature-sets/SMID.txt
[2025-12-22T20:31:37.740789] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:31:37.740822] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:31:37.740849] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:31:37.740905] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:31:37.797117] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:31:37.797980] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:31:37.798063] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:31:37.798096] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:31:37.913685] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:31:37.914036] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:31:37.914097] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:31:37.914140] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:31:37.919173] [DEBUG] [FORECASTER] SMID: Forecast T+1@11:T+2@11: DOWN (p=0.87%)
[2025-12-22T20:31:37.919598] [INFO ] [FORECASTER] Completed predict_future for SMID
[2025-12-22T20:31:37.919786] [INFO ] [sig       ] SMID: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:31:38.066450] [INFO ] [LOCAL     ] Saved forecast: SMID	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/SMID.txt
[2025-12-22T20:31:38.066639] [INFO ] [sig       ] [2924/3560] Completed SMID in 0.3s | 2.94 sym/s | Total: 16.6m | ETA: 3.6m
[2025-12-22T20:31:38.066692] [INFO ] [sig       ] [2925/3560] Forecasting SMPL...
[2025-12-22T20:31:38.066724] [INFO ] [sig       ] Generating forecast for: SMPL
[2025-12-22T20:31:38.066758] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMPL' from 'https://tdm.silogroup.org/data/derivative_storage/SMPL.csv'.
[2025-12-22T20:31:38.077923] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMPL'.
[2025-12-22T20:31:38.078261] [INFO ] [FORECASTER] Starting predict_future for SMPL
[2025-12-22T20:31:38.079076] [DEBUG] [LOCAL     ] No optimal features file found for SMPL: ./output/feature-sets/SMPL.txt
[2025-12-22T20:31:38.079130] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:31:38.079164] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:31:38.079193] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:31:38.079251] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:31:38.137286] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:31:38.138165] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:31:38.138248] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:31:38.138282] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:31:38.256408] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:31:38.256589] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:31:38.256632] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:31:38.256662] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:31:38.260304] [DEBUG] [FORECASTER] SMPL: Forecast T+1@11:T+2@11: DOWN (p=6.60%)
[2025-12-22T20:31:38.260627] [INFO ] [FORECASTER] Completed predict_future for SMPL
[2025-12-22T20:31:38.260759] [INFO ] [sig       ] SMPL: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:31:38.396042] [INFO ] [LOCAL     ] Saved forecast: SMPL	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/SMPL.txt
[2025-12-22T20:31:38.396201] [INFO ] [sig       ] [2925/3560] Completed SMPL in 0.3s | 2.94 sym/s | Total: 16.6m | ETA: 3.6m
[2025-12-22T20:31:38.396241] [INFO ] [sig       ] [2926/3560] Forecasting SMTC...
[2025-12-22T20:31:38.396271] [INFO ] [sig       ] Generating forecast for: SMTC
[2025-12-22T20:31:38.396301] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMTC' from 'https://tdm.silogroup.org/data/derivative_storage/SMTC.csv'.
[2025-12-22T20:31:38.408007] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMTC'.
[2025-12-22T20:31:38.408373] [INFO ] [FORECASTER] Starting predict_future for SMTC
[2025-12-22T20:31:38.409179] [DEBUG] [LOCAL     ] No optimal features file found for SMTC: ./output/feature-sets/SMTC.txt
[2025-12-22T20:31:38.409231] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:31:38.409262] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:31:38.409289] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:31:38.409344] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:31:38.467590] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:31:38.468496] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:31:38.468595] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:31:38.468631] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:31:38.587300] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:31:38.587467] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:31:38.587530] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:31:38.587615] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:31:38.591259] [DEBUG] [FORECASTER] SMTC: Forecast T+1@11:T+2@11: DOWN (p=2.07%)
[2025-12-22T20:31:38.591627] [INFO ] [FORECASTER] Completed predict_future for SMTC
[2025-12-22T20:31:38.591792] [INFO ] [sig       ] SMTC: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:31:38.728086] [INFO ] [LOCAL     ] Saved forecast: SMTC	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/SMTC.txt
[2025-12-22T20:31:38.728250] [INFO ] [sig       ] [2926/3560] Completed SMTC in 0.3s | 2.94 sym/s | Total: 16.6m | ETA: 3.6m
[2025-12-22T20:31:38.728291] [INFO ] [sig       ] [2927/3560] Forecasting SMTI...
[2025-12-22T20:31:38.728321] [INFO ] [sig       ] Generating forecast for: SMTI
[2025-12-22T20:31:38.728352] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMTI' from 'https://tdm.silogroup.org/data/derivative_storage/SMTI.csv'.
[2025-12-22T20:31:38.739499] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMTI'.
[2025-12-22T20:31:38.739956] [INFO ] [FORECASTER] Starting predict_future for SMTI
[2025-12-22T20:31:38.740784] [DEBUG] [LOCAL     ] No optimal features file found for SMTI: ./output/feature-sets/SMTI.txt
[2025-12-22T20:31:38.740837] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:31:38.740875] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:31:38.740911] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:31:38.740986] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:31:38.799675] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:31:38.800534] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:31:38.800633] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:31:38.800668] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:31:38.919193] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:31:38.919347] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:31:38.919388] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:31:38.919417] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:31:38.922799] [DEBUG] [FORECASTER] SMTI: Forecast T+1@11:T+2@11: UP (p=73.75%)
[2025-12-22T20:31:38.923068] [INFO ] [FORECASTER] Completed predict_future for SMTI
[2025-12-22T20:31:38.923189] [INFO ] [sig       ] SMTI: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:31:39.059454] [INFO ] [LOCAL     ] Saved forecast: SMTI	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/SMTI.txt
[2025-12-22T20:31:39.059610] [INFO ] [sig       ] [2927/3560] Completed SMTI in 0.3s | 2.94 sym/s | Total: 16.6m | ETA: 3.6m
[2025-12-22T20:31:39.059653] [INFO ] [sig       ] [2928/3560] Forecasting SMWB...
[2025-12-22T20:31:39.059683] [INFO ] [sig       ] Generating forecast for: SMWB
[2025-12-22T20:31:39.059714] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMWB' from 'https://tdm.silogroup.org/data/derivative_storage/SMWB.csv'.
[2025-12-22T20:31:39.071911] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMWB'.
[2025-12-22T20:31:39.072314] [INFO ] [FORECASTER] Starting predict_future for SMWB
[2025-12-22T20:31:39.073241] [DEBUG] [LOCAL     ] No optimal features file found for SMWB: ./output/feature-sets/SMWB.txt
[2025-12-22T20:31:39.073308] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:31:39.073355] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:31:39.073396] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:31:39.073481] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:31:39.135270] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:31:39.136111] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:31:39.136194] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:31:39.136228] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:31:39.263993] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:31:39.264162] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:31:39.264215] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:31:39.264299] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:31:39.267845] [DEBUG] [FORECASTER] SMWB: Forecast T+1@11:T+2@11: DOWN (p=4.89%)
[2025-12-22T20:31:39.268124] [INFO ] [FORECASTER] Completed predict_future for SMWB
[2025-12-22T20:31:39.268251] [INFO ] [sig       ] SMWB: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:31:39.423827] [INFO ] [LOCAL     ] Saved forecast: SMWB	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/SMWB.txt
[2025-12-22T20:31:39.424003] [INFO ] [sig       ] [2928/3560] Completed SMWB in 0.4s | 2.94 sym/s | Total: 16.6m | ETA: 3.6m
[2025-12-22T20:31:39.424051] [INFO ] [sig       ] [2929/3560] Forecasting SMX...
[2025-12-22T20:31:39.424081] [INFO ] [sig       ] Generating forecast for: SMX
[2025-12-22T20:31:39.424112] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMX' from 'https://tdm.silogroup.org/data/derivative_storage/SMX.csv'.
[2025-12-22T20:31:39.435997] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMX'.
[2025-12-22T20:31:39.436356] [INFO ] [FORECASTER] Starting predict_future for SMX
[2025-12-22T20:31:39.437195] [DEBUG] [LOCAL     ] No optimal features file found for SMX: ./output/feature-sets/SMX.txt
[2025-12-22T20:31:39.437248] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:31:39.437282] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:31:39.437310] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:31:39.437365] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:31:39.500310] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:31:39.501096] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:31:39.501179] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:31:39.501212] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:31:39.600185] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:31:39.600335] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:31:39.600374] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:31:39.600402] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:31:39.603720] [DEBUG] [FORECASTER] SMX: Forecast T+1@11:T+2@11: UP (p=61.19%)
[2025-12-22T20:31:39.603990] [INFO ] [FORECASTER] Completed predict_future for SMX
[2025-12-22T20:31:39.604114] [INFO ] [sig       ] SMX: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:31:39.741186] [INFO ] [LOCAL     ] Saved forecast: SMX	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/SMX.txt
[2025-12-22T20:31:39.741321] [INFO ] [sig       ] [2929/3560] Completed SMX in 0.3s | 2.94 sym/s | Total: 16.6m | ETA: 3.6m
[2025-12-22T20:31:39.741358] [INFO ] [sig       ] [2930/3560] Forecasting SN...
[2025-12-22T20:31:39.741386] [INFO ] [sig       ] Generating forecast for: SN
[2025-12-22T20:31:39.741415] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SN' from 'https://tdm.silogroup.org/data/derivative_storage/SN.csv'.
[2025-12-22T20:31:39.752834] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SN'.
[2025-12-22T20:31:39.753227] [INFO ] [FORECASTER] Starting predict_future for SN
[2025-12-22T20:31:39.754045] [DEBUG] [LOCAL     ] No optimal features file found for SN: ./output/feature-sets/SN.txt
[2025-12-22T20:31:39.754097] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:31:39.754130] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:31:39.754156] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:31:39.754214] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:31:39.811298] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:31:39.812234] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:31:39.812334] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:31:39.812367] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:31:39.936341] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:31:39.936491] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:31:39.936530] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:31:39.936559] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:31:39.939975] [DEBUG] [FORECASTER] SN: Forecast T+1@11:T+2@11: UP (p=94.97%)
[2025-12-22T20:31:39.940240] [INFO ] [FORECASTER] Completed predict_future for SN
[2025-12-22T20:31:39.940361] [INFO ] [sig       ] SN: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:31:40.079441] [INFO ] [LOCAL     ] Saved forecast: SN	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/SN.txt
[2025-12-22T20:31:40.079647] [INFO ] [sig       ] [2930/3560] Completed SN in 0.3s | 2.94 sym/s | Total: 16.6m | ETA: 3.6m
[2025-12-22T20:31:40.079711] [INFO ] [sig       ] [2931/3560] Forecasting SNA...
[2025-12-22T20:31:40.079748] [INFO ] [sig       ] Generating forecast for: SNA
[2025-12-22T20:31:40.079782] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNA' from 'https://tdm.silogroup.org/data/derivative_storage/SNA.csv'.
[2025-12-22T20:31:40.090970] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNA'.
[2025-12-22T20:31:40.091270] [INFO ] [FORECASTER] Starting predict_future for SNA
[2025-12-22T20:31:40.092044] [DEBUG] [LOCAL     ] No optimal features file found for SNA: ./output/feature-sets/SNA.txt
[2025-12-22T20:31:40.092096] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:31:40.092128] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:31:40.092154] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:31:40.092210] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:31:40.148954] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:31:40.149713] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:31:40.149800] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:31:40.149832] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:31:40.266851] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:31:40.267002] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:31:40.267040] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:31:40.267068] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:31:40.270401] [DEBUG] [FORECASTER] SNA: Forecast T+1@11:T+2@11: UP (p=75.76%)
[2025-12-22T20:31:40.270712] [INFO ] [FORECASTER] Completed predict_future for SNA
[2025-12-22T20:31:40.270839] [INFO ] [sig       ] SNA: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:31:40.407107] [INFO ] [LOCAL     ] Saved forecast: SNA	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/SNA.txt
[2025-12-22T20:31:40.407267] [INFO ] [sig       ] [2931/3560] Completed SNA in 0.3s | 2.94 sym/s | Total: 16.6m | ETA: 3.6m
[2025-12-22T20:31:40.407309] [INFO ] [sig       ] [2932/3560] Forecasting SNAP...
[2025-12-22T20:31:40.407338] [INFO ] [sig       ] Generating forecast for: SNAP
[2025-12-22T20:31:40.407368] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNAP' from 'https://tdm.silogroup.org/data/derivative_storage/SNAP.csv'.
[2025-12-22T20:31:40.418469] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNAP'.
[2025-12-22T20:31:40.418895] [INFO ] [FORECASTER] Starting predict_future for SNAP
[2025-12-22T20:31:40.419823] [DEBUG] [LOCAL     ] No optimal features file found for SNAP: ./output/feature-sets/SNAP.txt
[2025-12-22T20:31:40.419878] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:31:40.419909] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:31:40.419974] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:31:40.420033] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:31:40.477696] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:31:40.478537] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:31:40.478636] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:31:40.478671] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:31:40.596540] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:31:40.596707] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:31:40.596746] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:31:40.596775] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:31:40.600170] [DEBUG] [FORECASTER] SNAP: Forecast T+1@11:T+2@11: UP (p=55.70%)
[2025-12-22T20:31:40.600445] [INFO ] [FORECASTER] Completed predict_future for SNAP
[2025-12-22T20:31:40.600569] [INFO ] [sig       ] SNAP: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:31:40.735708] [INFO ] [LOCAL     ] Saved forecast: SNAP	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/SNAP.txt
[2025-12-22T20:31:40.735861] [INFO ] [sig       ] [2932/3560] Completed SNAP in 0.3s | 2.94 sym/s | Total: 16.6m | ETA: 3.6m
[2025-12-22T20:31:40.735900] [INFO ] [sig       ] [2933/3560] Forecasting SNCY...
[2025-12-22T20:31:40.735930] [INFO ] [sig       ] Generating forecast for: SNCY
[2025-12-22T20:31:40.735960] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNCY' from 'https://tdm.silogroup.org/data/derivative_storage/SNCY.csv'.
[2025-12-22T20:31:40.747095] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNCY'.
[2025-12-22T20:31:40.747493] [INFO ] [FORECASTER] Starting predict_future for SNCY
[2025-12-22T20:31:40.748267] [DEBUG] [LOCAL     ] No optimal features file found for SNCY: ./output/feature-sets/SNCY.txt
[2025-12-22T20:31:40.748319] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:31:40.748350] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:31:40.748377] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:31:40.748433] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:31:40.806234] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:31:40.807086] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:31:40.807202] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:31:40.807238] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:31:40.927959] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:31:40.928337] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:31:40.928408] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:31:40.928446] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:31:40.932742] [DEBUG] [FORECASTER] SNCY: Forecast T+1@11:T+2@11: UP (p=96.67%)
[2025-12-22T20:31:40.933051] [INFO ] [FORECASTER] Completed predict_future for SNCY
[2025-12-22T20:31:40.933195] [INFO ] [sig       ] SNCY: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:31:41.071116] [INFO ] [LOCAL     ] Saved forecast: SNCY	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/SNCY.txt
[2025-12-22T20:31:41.071275] [INFO ] [sig       ] [2933/3560] Completed SNCY in 0.3s | 2.94 sym/s | Total: 16.6m | ETA: 3.6m
[2025-12-22T20:31:41.071313] [INFO ] [sig       ] [2934/3560] Forecasting SND...
[2025-12-22T20:31:41.071345] [INFO ] [sig       ] Generating forecast for: SND
[2025-12-22T20:31:41.071375] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SND' from 'https://tdm.silogroup.org/data/derivative_storage/SND.csv'.
[2025-12-22T20:31:41.082463] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SND'.
[2025-12-22T20:31:41.082793] [INFO ] [FORECASTER] Starting predict_future for SND
[2025-12-22T20:31:41.083616] [DEBUG] [LOCAL     ] No optimal features file found for SND: ./output/feature-sets/SND.txt
[2025-12-22T20:31:41.083670] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:31:41.083704] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:31:41.083731] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:31:41.083787] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:31:41.140438] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:31:41.141197] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:31:41.141273] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:31:41.141305] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:31:41.259760] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:31:41.259909] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:31:41.259947] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:31:41.259976] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:31:41.263253] [DEBUG] [FORECASTER] SND: Forecast T+1@11:T+2@11: UP (p=82.82%)
[2025-12-22T20:31:41.263519] [INFO ] [FORECASTER] Completed predict_future for SND
[2025-12-22T20:31:41.263660] [INFO ] [sig       ] SND: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:31:41.398204] [INFO ] [LOCAL     ] Saved forecast: SND	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/SND.txt
[2025-12-22T20:31:41.398321] [INFO ] [sig       ] [2934/3560] Completed SND in 0.3s | 2.94 sym/s | Total: 16.6m | ETA: 3.5m
[2025-12-22T20:31:41.398360] [INFO ] [sig       ] [2935/3560] Forecasting SNDL...
[2025-12-22T20:31:41.398388] [INFO ] [sig       ] Generating forecast for: SNDL
[2025-12-22T20:31:41.398417] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNDL' from 'https://tdm.silogroup.org/data/derivative_storage/SNDL.csv'.
[2025-12-22T20:31:41.409421] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNDL'.
[2025-12-22T20:31:41.409748] [INFO ] [FORECASTER] Starting predict_future for SNDL
[2025-12-22T20:31:41.410484] [DEBUG] [LOCAL     ] No optimal features file found for SNDL: ./output/feature-sets/SNDL.txt
[2025-12-22T20:31:41.410535] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:31:41.410591] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:31:41.410626] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:31:41.410687] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:31:41.467046] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:31:41.467707] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:31:41.467786] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:31:41.467818] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:31:41.586701] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:31:41.586851] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:31:41.586891] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:31:41.586918] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:31:41.590208] [DEBUG] [FORECASTER] SNDL: Forecast T+1@11:T+2@11: UP (p=96.85%)
[2025-12-22T20:31:41.590471] [INFO ] [FORECASTER] Completed predict_future for SNDL
[2025-12-22T20:31:41.590609] [INFO ] [sig       ] SNDL: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:31:41.728865] [INFO ] [LOCAL     ] Saved forecast: SNDL	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/SNDL.txt
[2025-12-22T20:31:41.729026] [INFO ] [sig       ] [2935/3560] Completed SNDL in 0.3s | 2.94 sym/s | Total: 16.6m | ETA: 3.5m
[2025-12-22T20:31:41.729072] [INFO ] [sig       ] [2936/3560] Forecasting SNDX...
[2025-12-22T20:31:41.729102] [INFO ] [sig       ] Generating forecast for: SNDX
[2025-12-22T20:31:41.729139] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNDX' from 'https://tdm.silogroup.org/data/derivative_storage/SNDX.csv'.
[2025-12-22T20:31:41.740655] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNDX'.
[2025-12-22T20:31:41.740941] [INFO ] [FORECASTER] Starting predict_future for SNDX
[2025-12-22T20:31:41.741702] [DEBUG] [LOCAL     ] No optimal features file found for SNDX: ./output/feature-sets/SNDX.txt
[2025-12-22T20:31:41.741754] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:31:41.741787] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:31:41.741814] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:31:41.741869] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:31:41.800518] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:31:41.801398] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:31:41.801481] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:31:41.801515] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:31:41.922011] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:31:41.922164] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:31:41.922203] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:31:41.922234] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:31:41.925648] [DEBUG] [FORECASTER] SNDX: Forecast T+1@11:T+2@11: UP (p=98.54%)
[2025-12-22T20:31:41.925913] [INFO ] [FORECASTER] Completed predict_future for SNDX
[2025-12-22T20:31:41.926033] [INFO ] [sig       ] SNDX: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:31:42.065719] [INFO ] [LOCAL     ] Saved forecast: SNDX	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/SNDX.txt
[2025-12-22T20:31:42.065873] [INFO ] [sig       ] [2936/3560] Completed SNDX in 0.3s | 2.94 sym/s | Total: 16.6m | ETA: 3.5m
[2025-12-22T20:31:42.065914] [INFO ] [sig       ] [2937/3560] Forecasting SNES...
[2025-12-22T20:31:42.065943] [INFO ] [sig       ] Generating forecast for: SNES
[2025-12-22T20:31:42.065974] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNES' from 'https://tdm.silogroup.org/data/derivative_storage/SNES.csv'.
[2025-12-22T20:31:42.076215] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNES'.
[2025-12-22T20:31:42.076535] [INFO ] [FORECASTER] Starting predict_future for SNES
[2025-12-22T20:31:42.077308] [DEBUG] [LOCAL     ] No optimal features file found for SNES: ./output/feature-sets/SNES.txt
[2025-12-22T20:31:42.077359] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:31:42.077391] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:31:42.077436] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:31:42.077492] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:31:42.134006] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:31:42.134668] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:31:42.134741] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:31:42.134773] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:31:42.249590] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:31:42.249744] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:31:42.249783] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:31:42.249811] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:31:42.253097] [DEBUG] [FORECASTER] SNES: Forecast T+1@11:T+2@11: DOWN (p=36.80%)
[2025-12-22T20:31:42.253360] [INFO ] [FORECASTER] Completed predict_future for SNES
[2025-12-22T20:31:42.253481] [INFO ] [sig       ] SNES: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:31:42.389384] [INFO ] [LOCAL     ] Saved forecast: SNES	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/SNES.txt
[2025-12-22T20:31:42.389536] [INFO ] [sig       ] [2937/3560] Completed SNES in 0.3s | 2.94 sym/s | Total: 16.6m | ETA: 3.5m
[2025-12-22T20:31:42.389596] [INFO ] [sig       ] [2938/3560] Forecasting SNEX...
[2025-12-22T20:31:42.389628] [INFO ] [sig       ] Generating forecast for: SNEX
[2025-12-22T20:31:42.389660] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNEX' from 'https://tdm.silogroup.org/data/derivative_storage/SNEX.csv'.
[2025-12-22T20:31:42.400792] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNEX'.
[2025-12-22T20:31:42.401165] [INFO ] [FORECASTER] Starting predict_future for SNEX
[2025-12-22T20:31:42.402042] [DEBUG] [LOCAL     ] No optimal features file found for SNEX: ./output/feature-sets/SNEX.txt
[2025-12-22T20:31:42.402095] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:31:42.402128] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:31:42.402155] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:31:42.402213] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:31:42.458625] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:31:42.459556] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:31:42.459674] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:31:42.459707] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:31:42.581493] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:31:42.581673] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:31:42.581716] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:31:42.581745] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:31:42.585207] [DEBUG] [FORECASTER] SNEX: Forecast T+1@11:T+2@11: UP (p=91.70%)
[2025-12-22T20:31:42.585494] [INFO ] [FORECASTER] Completed predict_future for SNEX
[2025-12-22T20:31:42.585642] [INFO ] [sig       ] SNEX: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:31:42.726412] [INFO ] [LOCAL     ] Saved forecast: SNEX	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/SNEX.txt
[2025-12-22T20:31:42.726590] [INFO ] [sig       ] [2938/3560] Completed SNEX in 0.3s | 2.94 sym/s | Total: 16.6m | ETA: 3.5m
[2025-12-22T20:31:42.726633] [INFO ] [sig       ] [2939/3560] Forecasting SNFCA...
[2025-12-22T20:31:42.726662] [INFO ] [sig       ] Generating forecast for: SNFCA
[2025-12-22T20:31:42.726695] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNFCA' from 'https://tdm.silogroup.org/data/derivative_storage/SNFCA.csv'.
[2025-12-22T20:31:42.738073] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNFCA'.
[2025-12-22T20:31:42.738458] [INFO ] [FORECASTER] Starting predict_future for SNFCA
[2025-12-22T20:31:42.739288] [DEBUG] [LOCAL     ] No optimal features file found for SNFCA: ./output/feature-sets/SNFCA.txt
[2025-12-22T20:31:42.739340] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:31:42.739373] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:31:42.739400] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:31:42.739455] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:31:42.795436] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:31:42.796290] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:31:42.796368] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:31:42.796401] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:31:42.918340] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:31:42.918498] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:31:42.918539] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:31:42.918607] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:31:42.922776] [DEBUG] [FORECASTER] SNFCA: Forecast T+1@11:T+2@11: UP (p=51.10%)
[2025-12-22T20:31:42.923306] [INFO ] [FORECASTER] Completed predict_future for SNFCA
[2025-12-22T20:31:42.923459] [INFO ] [sig       ] SNFCA: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:31:43.071696] [INFO ] [LOCAL     ] Saved forecast: SNFCA	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/SNFCA.txt
[2025-12-22T20:31:43.071851] [INFO ] [sig       ] [2939/3560] Completed SNFCA in 0.3s | 2.94 sym/s | Total: 16.7m | ETA: 3.5m
[2025-12-22T20:31:43.071891] [INFO ] [sig       ] [2940/3560] Forecasting SNGX...
[2025-12-22T20:31:43.071922] [INFO ] [sig       ] Generating forecast for: SNGX
[2025-12-22T20:31:43.071954] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNGX' from 'https://tdm.silogroup.org/data/derivative_storage/SNGX.csv'.
[2025-12-22T20:31:43.082669] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNGX'.
[2025-12-22T20:31:43.083049] [INFO ] [FORECASTER] Starting predict_future for SNGX
[2025-12-22T20:31:43.083846] [DEBUG] [LOCAL     ] No optimal features file found for SNGX: ./output/feature-sets/SNGX.txt
[2025-12-22T20:31:43.083899] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:31:43.083983] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:31:43.084012] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:31:43.084068] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:31:43.140341] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:31:43.141210] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:31:43.141289] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:31:43.141322] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:31:43.261217] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:31:43.261395] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:31:43.261445] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:31:43.261475] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:31:43.264903] [DEBUG] [FORECASTER] SNGX: Forecast T+1@11:T+2@11: DOWN (p=38.90%)
[2025-12-22T20:31:43.265168] [INFO ] [FORECASTER] Completed predict_future for SNGX
[2025-12-22T20:31:43.265288] [INFO ] [sig       ] SNGX: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:31:43.400871] [INFO ] [LOCAL     ] Saved forecast: SNGX	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/SNGX.txt
[2025-12-22T20:31:43.400992] [INFO ] [sig       ] [2940/3560] Completed SNGX in 0.3s | 2.94 sym/s | Total: 16.7m | ETA: 3.5m
[2025-12-22T20:31:43.401032] [INFO ] [sig       ] [2941/3560] Forecasting SNN...
[2025-12-22T20:31:43.401061] [INFO ] [sig       ] Generating forecast for: SNN
[2025-12-22T20:31:43.401090] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNN' from 'https://tdm.silogroup.org/data/derivative_storage/SNN.csv'.
[2025-12-22T20:31:43.412081] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNN'.
[2025-12-22T20:31:43.412394] [INFO ] [FORECASTER] Starting predict_future for SNN
[2025-12-22T20:31:43.413171] [DEBUG] [LOCAL     ] No optimal features file found for SNN: ./output/feature-sets/SNN.txt
[2025-12-22T20:31:43.413222] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:31:43.413253] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:31:43.413280] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:31:43.413335] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:31:43.470046] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:31:43.470729] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:31:43.470807] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:31:43.470840] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:31:43.588657] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:31:43.588808] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:31:43.588847] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:31:43.588876] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:31:43.592188] [DEBUG] [FORECASTER] SNN: Forecast T+1@11:T+2@11: DOWN (p=34.53%)
[2025-12-22T20:31:43.592450] [INFO ] [FORECASTER] Completed predict_future for SNN
[2025-12-22T20:31:43.592587] [INFO ] [sig       ] SNN: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:31:43.728588] [INFO ] [LOCAL     ] Saved forecast: SNN	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/SNN.txt
[2025-12-22T20:31:43.728713] [INFO ] [sig       ] [2941/3560] Completed SNN in 0.3s | 2.94 sym/s | Total: 16.7m | ETA: 3.5m
[2025-12-22T20:31:43.728754] [INFO ] [sig       ] [2942/3560] Forecasting SNOA...
[2025-12-22T20:31:43.728781] [INFO ] [sig       ] Generating forecast for: SNOA
[2025-12-22T20:31:43.728810] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNOA' from 'https://tdm.silogroup.org/data/derivative_storage/SNOA.csv'.
[2025-12-22T20:31:43.739652] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNOA'.
[2025-12-22T20:31:43.739967] [INFO ] [FORECASTER] Starting predict_future for SNOA
[2025-12-22T20:31:43.740739] [DEBUG] [LOCAL     ] No optimal features file found for SNOA: ./output/feature-sets/SNOA.txt
[2025-12-22T20:31:43.740790] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:31:43.740822] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:31:43.740848] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:31:43.740904] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:31:43.799178] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:31:43.799814] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:31:43.799888] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:31:43.800086] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:31:43.919556] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:31:43.919719] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:31:43.919757] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:31:43.919785] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:31:43.923106] [DEBUG] [FORECASTER] SNOA: Forecast T+1@11:T+2@11: UP (p=66.70%)
[2025-12-22T20:31:43.923372] [INFO ] [FORECASTER] Completed predict_future for SNOA
[2025-12-22T20:31:43.923491] [INFO ] [sig       ] SNOA: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:31:44.065421] [INFO ] [LOCAL     ] Saved forecast: SNOA	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/SNOA.txt
[2025-12-22T20:31:44.065589] [INFO ] [sig       ] [2942/3560] Completed SNOA in 0.3s | 2.94 sym/s | Total: 16.7m | ETA: 3.5m
[2025-12-22T20:31:44.065631] [INFO ] [sig       ] [2943/3560] Forecasting SNPS...
[2025-12-22T20:31:44.065662] [INFO ] [sig       ] Generating forecast for: SNPS
[2025-12-22T20:31:44.065693] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNPS' from 'https://tdm.silogroup.org/data/derivative_storage/SNPS.csv'.
[2025-12-22T20:31:44.076732] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNPS'.
[2025-12-22T20:31:44.077058] [INFO ] [FORECASTER] Starting predict_future for SNPS
[2025-12-22T20:31:44.077830] [DEBUG] [LOCAL     ] No optimal features file found for SNPS: ./output/feature-sets/SNPS.txt
[2025-12-22T20:31:44.077882] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:31:44.077914] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:31:44.077939] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:31:44.078014] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:31:44.134943] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:31:44.135542] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:31:44.135633] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:31:44.135666] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:31:44.255747] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:31:44.255915] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:31:44.255956] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:31:44.256016] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:31:44.259324] [DEBUG] [FORECASTER] SNPS: Forecast T+1@11:T+2@11: UP (p=68.47%)
[2025-12-22T20:31:44.259604] [INFO ] [FORECASTER] Completed predict_future for SNPS
[2025-12-22T20:31:44.259727] [INFO ] [sig       ] SNPS: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:31:44.395306] [INFO ] [LOCAL     ] Saved forecast: SNPS	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/SNPS.txt
[2025-12-22T20:31:44.395434] [INFO ] [sig       ] [2943/3560] Completed SNPS in 0.3s | 2.94 sym/s | Total: 16.7m | ETA: 3.5m
[2025-12-22T20:31:44.395472] [INFO ] [sig       ] [2944/3560] Forecasting SNTI...
[2025-12-22T20:31:44.395501] [INFO ] [sig       ] Generating forecast for: SNTI
[2025-12-22T20:31:44.395531] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNTI' from 'https://tdm.silogroup.org/data/derivative_storage/SNTI.csv'.
[2025-12-22T20:31:44.406061] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNTI'.
[2025-12-22T20:31:44.406371] [INFO ] [FORECASTER] Starting predict_future for SNTI
[2025-12-22T20:31:44.407148] [DEBUG] [LOCAL     ] No optimal features file found for SNTI: ./output/feature-sets/SNTI.txt
[2025-12-22T20:31:44.407199] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:31:44.407231] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:31:44.407257] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:31:44.407312] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:31:44.465156] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:31:44.465816] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:31:44.465893] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:31:44.465927] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:31:44.590883] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:31:44.591029] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:31:44.591067] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:31:44.591096] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:31:44.594385] [DEBUG] [FORECASTER] SNTI: Forecast T+1@11:T+2@11: UP (p=53.42%)
[2025-12-22T20:31:44.594666] [INFO ] [FORECASTER] Completed predict_future for SNTI
[2025-12-22T20:31:44.594793] [INFO ] [sig       ] SNTI: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:31:44.735171] [INFO ] [LOCAL     ] Saved forecast: SNTI	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/SNTI.txt
[2025-12-22T20:31:44.735332] [INFO ] [sig       ] [2944/3560] Completed SNTI in 0.3s | 2.94 sym/s | Total: 16.7m | ETA: 3.5m
[2025-12-22T20:31:44.735381] [INFO ] [sig       ] [2945/3560] Forecasting SNX...
[2025-12-22T20:31:44.735410] [INFO ] [sig       ] Generating forecast for: SNX
[2025-12-22T20:31:44.735440] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNX' from 'https://tdm.silogroup.org/data/derivative_storage/SNX.csv'.
[2025-12-22T20:31:44.747481] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNX'.
[2025-12-22T20:31:44.747905] [INFO ] [FORECASTER] Starting predict_future for SNX
[2025-12-22T20:31:44.748715] [DEBUG] [LOCAL     ] No optimal features file found for SNX: ./output/feature-sets/SNX.txt
[2025-12-22T20:31:44.748782] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:31:44.748814] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:31:44.748840] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:31:44.748896] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:31:44.807061] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:31:44.807973] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:31:44.808056] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:31:44.808089] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:31:44.927516] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:31:44.927684] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:31:44.927725] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:31:44.927754] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:31:44.931170] [DEBUG] [FORECASTER] SNX: Forecast T+1@11:T+2@11: UP (p=95.72%)
[2025-12-22T20:31:44.931450] [INFO ] [FORECASTER] Completed predict_future for SNX
[2025-12-22T20:31:44.931598] [INFO ] [sig       ] SNX: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:31:45.073813] [INFO ] [LOCAL     ] Saved forecast: SNX	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/SNX.txt
[2025-12-22T20:31:45.073981] [INFO ] [sig       ] [2945/3560] Completed SNX in 0.3s | 2.94 sym/s | Total: 16.7m | ETA: 3.5m
[2025-12-22T20:31:45.074032] [INFO ] [sig       ] [2946/3560] Forecasting SNY...
[2025-12-22T20:31:45.074075] [INFO ] [sig       ] Generating forecast for: SNY
[2025-12-22T20:31:45.074117] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNY' from 'https://tdm.silogroup.org/data/derivative_storage/SNY.csv'.
[2025-12-22T20:31:45.085870] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNY'.
[2025-12-22T20:31:45.086241] [INFO ] [FORECASTER] Starting predict_future for SNY
[2025-12-22T20:31:45.087074] [DEBUG] [LOCAL     ] No optimal features file found for SNY: ./output/feature-sets/SNY.txt
[2025-12-22T20:31:45.087130] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:31:45.087163] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:31:45.087190] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:31:45.087248] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:31:45.147514] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:31:45.148357] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:31:45.148453] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:31:45.148490] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:31:45.268426] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:31:45.268593] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:31:45.268636] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:31:45.268666] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:31:45.272151] [DEBUG] [FORECASTER] SNY: Forecast T+1@11:T+2@11: UP (p=98.61%)
[2025-12-22T20:31:45.272441] [INFO ] [FORECASTER] Completed predict_future for SNY
[2025-12-22T20:31:45.272587] [INFO ] [sig       ] SNY: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:31:45.420584] [INFO ] [LOCAL     ] Saved forecast: SNY	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/SNY.txt
[2025-12-22T20:31:45.420737] [INFO ] [sig       ] [2946/3560] Completed SNY in 0.3s | 2.94 sym/s | Total: 16.7m | ETA: 3.5m
[2025-12-22T20:31:45.420778] [INFO ] [sig       ] [2947/3560] Forecasting SO...
[2025-12-22T20:31:45.420807] [INFO ] [sig       ] Generating forecast for: SO
[2025-12-22T20:31:45.420840] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SO' from 'https://tdm.silogroup.org/data/derivative_storage/SO.csv'.
[2025-12-22T20:31:45.432200] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SO'.
[2025-12-22T20:31:45.432593] [INFO ] [FORECASTER] Starting predict_future for SO
[2025-12-22T20:31:45.433362] [DEBUG] [LOCAL     ] No optimal features file found for SO: ./output/feature-sets/SO.txt
[2025-12-22T20:31:45.433416] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:31:45.433451] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:31:45.433479] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:31:45.433537] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:31:45.499549] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:31:45.500529] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:31:45.500651] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:31:45.500695] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:31:45.625397] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:31:45.625556] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:31:45.625616] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:31:45.625647] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:31:45.629570] [DEBUG] [FORECASTER] SO: Forecast T+1@11:T+2@11: DOWN (p=32.94%)
[2025-12-22T20:31:45.629894] [INFO ] [FORECASTER] Completed predict_future for SO
[2025-12-22T20:31:45.630026] [INFO ] [sig       ] SO: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:31:45.775317] [INFO ] [LOCAL     ] Saved forecast: SO	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/SO.txt
[2025-12-22T20:31:45.775502] [INFO ] [sig       ] [2947/3560] Completed SO in 0.4s | 2.94 sym/s | Total: 16.7m | ETA: 3.5m
[2025-12-22T20:31:45.775566] [INFO ] [sig       ] [2948/3560] Forecasting SOCL...
[2025-12-22T20:31:45.775670] [INFO ] [sig       ] Generating forecast for: SOCL
[2025-12-22T20:31:45.775711] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOCL' from 'https://tdm.silogroup.org/data/derivative_storage/SOCL.csv'.
[2025-12-22T20:31:45.786502] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOCL'.
[2025-12-22T20:31:45.786887] [INFO ] [FORECASTER] Starting predict_future for SOCL
[2025-12-22T20:31:45.787728] [DEBUG] [LOCAL     ] No optimal features file found for SOCL: ./output/feature-sets/SOCL.txt
[2025-12-22T20:31:45.787787] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:31:45.787820] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:31:45.787848] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:31:45.787905] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:31:45.849445] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:31:45.850388] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:31:45.850473] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:31:45.850508] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:31:45.955734] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:31:45.955882] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:31:45.955921] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:31:45.955948] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:31:45.959268] [DEBUG] [FORECASTER] SOCL: Forecast T+1@11:T+2@11: UP (p=90.60%)
[2025-12-22T20:31:45.959531] [INFO ] [FORECASTER] Completed predict_future for SOCL
[2025-12-22T20:31:45.959670] [INFO ] [sig       ] SOCL: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:31:46.094235] [INFO ] [LOCAL     ] Saved forecast: SOCL	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/SOCL.txt
[2025-12-22T20:31:46.094355] [INFO ] [sig       ] [2948/3560] Completed SOCL in 0.3s | 2.94 sym/s | Total: 16.7m | ETA: 3.5m
[2025-12-22T20:31:46.094411] [INFO ] [sig       ] [2949/3560] Forecasting SOFI...
[2025-12-22T20:31:46.094442] [INFO ] [sig       ] Generating forecast for: SOFI
[2025-12-22T20:31:46.094472] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOFI' from 'https://tdm.silogroup.org/data/derivative_storage/SOFI.csv'.
[2025-12-22T20:31:46.104839] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOFI'.
[2025-12-22T20:31:46.105123] [INFO ] [FORECASTER] Starting predict_future for SOFI
[2025-12-22T20:31:46.105898] [DEBUG] [LOCAL     ] No optimal features file found for SOFI: ./output/feature-sets/SOFI.txt
[2025-12-22T20:31:46.105950] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:31:46.105981] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:31:46.106007] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:31:46.106063] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:31:46.162024] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:31:46.162635] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:31:46.162711] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:31:46.162742] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:31:46.282869] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:31:46.283058] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:31:46.283097] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:31:46.283125] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:31:46.286485] [DEBUG] [FORECASTER] SOFI: Forecast T+1@11:T+2@11: DOWN (p=7.28%)
[2025-12-22T20:31:46.286779] [INFO ] [FORECASTER] Completed predict_future for SOFI
[2025-12-22T20:31:46.286901] [INFO ] [sig       ] SOFI: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:31:46.421029] [INFO ] [LOCAL     ] Saved forecast: SOFI	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/SOFI.txt
[2025-12-22T20:31:46.421144] [INFO ] [sig       ] [2949/3560] Completed SOFI in 0.3s | 2.94 sym/s | Total: 16.7m | ETA: 3.5m
[2025-12-22T20:31:46.421183] [INFO ] [sig       ] [2950/3560] Forecasting SOGP...
[2025-12-22T20:31:46.421212] [INFO ] [sig       ] Generating forecast for: SOGP
[2025-12-22T20:31:46.421240] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOGP' from 'https://tdm.silogroup.org/data/derivative_storage/SOGP.csv'.
[2025-12-22T20:31:46.432332] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOGP'.
[2025-12-22T20:31:46.432666] [INFO ] [FORECASTER] Starting predict_future for SOGP
[2025-12-22T20:31:46.433421] [DEBUG] [LOCAL     ] No optimal features file found for SOGP: ./output/feature-sets/SOGP.txt
[2025-12-22T20:31:46.433472] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:31:46.433504] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:31:46.433532] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:31:46.433613] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:31:46.489316] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:31:46.490006] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:31:46.490111] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:31:46.490144] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:31:46.600282] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:31:46.600430] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:31:46.600468] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:31:46.600497] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:31:46.603808] [DEBUG] [FORECASTER] SOGP: Forecast T+1@11:T+2@11: DOWN (p=20.98%)
[2025-12-22T20:31:46.604088] [INFO ] [FORECASTER] Completed predict_future for SOGP
[2025-12-22T20:31:46.604210] [INFO ] [sig       ] SOGP: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:31:46.737668] [INFO ] [LOCAL     ] Saved forecast: SOGP	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/SOGP.txt
[2025-12-22T20:31:46.737792] [INFO ] [sig       ] [2950/3560] Completed SOGP in 0.3s | 2.94 sym/s | Total: 16.7m | ETA: 3.5m
[2025-12-22T20:31:46.737833] [INFO ] [sig       ] [2951/3560] Forecasting SOJC...
[2025-12-22T20:31:46.737877] [INFO ] [sig       ] Generating forecast for: SOJC
[2025-12-22T20:31:46.737908] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOJC' from 'https://tdm.silogroup.org/data/derivative_storage/SOJC.csv'.
[2025-12-22T20:31:46.748493] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOJC'.
[2025-12-22T20:31:46.748858] [INFO ] [FORECASTER] Starting predict_future for SOJC
[2025-12-22T20:31:46.749673] [DEBUG] [LOCAL     ] No optimal features file found for SOJC: ./output/feature-sets/SOJC.txt
[2025-12-22T20:31:46.749725] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:31:46.749758] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:31:46.749786] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:31:46.749842] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:31:46.805403] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:31:46.806055] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:31:46.806135] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:31:46.806166] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:31:46.921255] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:31:46.921404] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:31:46.921443] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:31:46.921472] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:31:46.924800] [DEBUG] [FORECASTER] SOJC: Forecast T+1@11:T+2@11: DOWN (p=20.54%)
[2025-12-22T20:31:46.925066] [INFO ] [FORECASTER] Completed predict_future for SOJC
[2025-12-22T20:31:46.925185] [INFO ] [sig       ] SOJC: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:31:47.059315] [INFO ] [LOCAL     ] Saved forecast: SOJC	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/SOJC.txt
[2025-12-22T20:31:47.059442] [INFO ] [sig       ] [2951/3560] Completed SOJC in 0.3s | 2.94 sym/s | Total: 16.7m | ETA: 3.4m
[2025-12-22T20:31:47.059480] [INFO ] [sig       ] [2952/3560] Forecasting SOJD...
[2025-12-22T20:31:47.059510] [INFO ] [sig       ] Generating forecast for: SOJD
[2025-12-22T20:31:47.059541] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOJD' from 'https://tdm.silogroup.org/data/derivative_storage/SOJD.csv'.
[2025-12-22T20:31:47.070483] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOJD'.
[2025-12-22T20:31:47.070834] [INFO ] [FORECASTER] Starting predict_future for SOJD
[2025-12-22T20:31:47.071628] [DEBUG] [LOCAL     ] No optimal features file found for SOJD: ./output/feature-sets/SOJD.txt
[2025-12-22T20:31:47.071680] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:31:47.071713] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:31:47.071744] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:31:47.071800] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:31:47.127725] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:31:47.128374] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:31:47.128450] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:31:47.128483] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:31:47.246720] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:31:47.246898] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:31:47.246938] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:31:47.246966] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:31:47.250324] [DEBUG] [FORECASTER] SOJD: Forecast T+1@11:T+2@11: UP (p=96.57%)
[2025-12-22T20:31:47.250611] [INFO ] [FORECASTER] Completed predict_future for SOJD
[2025-12-22T20:31:47.250735] [INFO ] [sig       ] SOJD: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:31:47.387314] [INFO ] [LOCAL     ] Saved forecast: SOJD	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/SOJD.txt
[2025-12-22T20:31:47.387447] [INFO ] [sig       ] [2952/3560] Completed SOJD in 0.3s | 2.94 sym/s | Total: 16.7m | ETA: 3.4m
[2025-12-22T20:31:47.387486] [INFO ] [sig       ] [2953/3560] Forecasting SOJE...
[2025-12-22T20:31:47.387514] [INFO ] [sig       ] Generating forecast for: SOJE
[2025-12-22T20:31:47.387543] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOJE' from 'https://tdm.silogroup.org/data/derivative_storage/SOJE.csv'.
[2025-12-22T20:31:47.397977] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOJE'.
[2025-12-22T20:31:47.398305] [INFO ] [FORECASTER] Starting predict_future for SOJE
[2025-12-22T20:31:47.399146] [DEBUG] [LOCAL     ] No optimal features file found for SOJE: ./output/feature-sets/SOJE.txt
[2025-12-22T20:31:47.399198] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:31:47.399230] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:31:47.399255] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:31:47.399310] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:31:47.455500] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:31:47.456148] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:31:47.456224] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:31:47.456256] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:31:47.575649] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:31:47.575788] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:31:47.575827] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:31:47.575856] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:31:47.579185] [DEBUG] [FORECASTER] SOJE: Forecast T+1@11:T+2@11: DOWN (p=1.87%)
[2025-12-22T20:31:47.579454] [INFO ] [FORECASTER] Completed predict_future for SOJE
[2025-12-22T20:31:47.579591] [INFO ] [sig       ] SOJE: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:31:47.714804] [INFO ] [LOCAL     ] Saved forecast: SOJE	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/SOJE.txt
[2025-12-22T20:31:47.714965] [INFO ] [sig       ] [2953/3560] Completed SOJE in 0.3s | 2.94 sym/s | Total: 16.7m | ETA: 3.4m
[2025-12-22T20:31:47.715004] [INFO ] [sig       ] [2954/3560] Forecasting SON...
[2025-12-22T20:31:47.715034] [INFO ] [sig       ] Generating forecast for: SON
[2025-12-22T20:31:47.715064] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SON' from 'https://tdm.silogroup.org/data/derivative_storage/SON.csv'.
[2025-12-22T20:31:47.726528] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SON'.
[2025-12-22T20:31:47.726905] [INFO ] [FORECASTER] Starting predict_future for SON
[2025-12-22T20:31:47.727761] [DEBUG] [LOCAL     ] No optimal features file found for SON: ./output/feature-sets/SON.txt
[2025-12-22T20:31:47.727815] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:31:47.727849] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:31:47.727877] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:31:47.727938] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:31:47.785015] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:31:47.785709] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:31:47.785813] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:31:47.785863] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:31:47.903059] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:31:47.903203] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:31:47.903242] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:31:47.903271] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:31:47.906548] [DEBUG] [FORECASTER] SON: Forecast T+1@11:T+2@11: UP (p=98.15%)
[2025-12-22T20:31:47.906831] [INFO ] [FORECASTER] Completed predict_future for SON
[2025-12-22T20:31:47.906954] [INFO ] [sig       ] SON: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:31:48.044870] [INFO ] [LOCAL     ] Saved forecast: SON	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/SON.txt
[2025-12-22T20:31:48.045006] [INFO ] [sig       ] [2954/3560] Completed SON in 0.3s | 2.94 sym/s | Total: 16.7m | ETA: 3.4m
[2025-12-22T20:31:48.045047] [INFO ] [sig       ] [2955/3560] Forecasting SONO...
[2025-12-22T20:31:48.045075] [INFO ] [sig       ] Generating forecast for: SONO
[2025-12-22T20:31:48.045104] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SONO' from 'https://tdm.silogroup.org/data/derivative_storage/SONO.csv'.
[2025-12-22T20:31:48.056664] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SONO'.
[2025-12-22T20:31:48.056989] [INFO ] [FORECASTER] Starting predict_future for SONO
[2025-12-22T20:31:48.057831] [DEBUG] [LOCAL     ] No optimal features file found for SONO: ./output/feature-sets/SONO.txt
[2025-12-22T20:31:48.057884] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:31:48.057916] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:31:48.057943] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:31:48.057998] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:31:48.115516] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:31:48.116232] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:31:48.116313] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:31:48.116346] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:31:48.233121] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:31:48.233270] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:31:48.233308] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:31:48.233336] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:31:48.236623] [DEBUG] [FORECASTER] SONO: Forecast T+1@11:T+2@11: UP (p=84.78%)
[2025-12-22T20:31:48.236894] [INFO ] [FORECASTER] Completed predict_future for SONO
[2025-12-22T20:31:48.237015] [INFO ] [sig       ] SONO: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:31:48.372226] [INFO ] [LOCAL     ] Saved forecast: SONO	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/SONO.txt
[2025-12-22T20:31:48.372356] [INFO ] [sig       ] [2955/3560] Completed SONO in 0.3s | 2.94 sym/s | Total: 16.7m | ETA: 3.4m
[2025-12-22T20:31:48.372395] [INFO ] [sig       ] [2956/3560] Forecasting SOPA...
[2025-12-22T20:31:48.372424] [INFO ] [sig       ] Generating forecast for: SOPA
[2025-12-22T20:31:48.372453] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOPA' from 'https://tdm.silogroup.org/data/derivative_storage/SOPA.csv'.
[2025-12-22T20:31:48.383103] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOPA'.
[2025-12-22T20:31:48.383452] [INFO ] [FORECASTER] Starting predict_future for SOPA
[2025-12-22T20:31:48.384473] [DEBUG] [LOCAL     ] No optimal features file found for SOPA: ./output/feature-sets/SOPA.txt
[2025-12-22T20:31:48.384525] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:31:48.384596] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:31:48.384633] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:31:48.384691] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:31:48.442079] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:31:48.442762] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:31:48.442837] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:31:48.442873] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:31:48.563366] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:31:48.563513] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:31:48.563551] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:31:48.563597] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:31:48.566883] [DEBUG] [FORECASTER] SOPA: Forecast T+1@11:T+2@11: UP (p=96.98%)
[2025-12-22T20:31:48.567145] [INFO ] [FORECASTER] Completed predict_future for SOPA
[2025-12-22T20:31:48.567263] [INFO ] [sig       ] SOPA: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:31:48.705356] [INFO ] [LOCAL     ] Saved forecast: SOPA	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/SOPA.txt
[2025-12-22T20:31:48.705515] [INFO ] [sig       ] [2956/3560] Completed SOPA in 0.3s | 2.94 sym/s | Total: 16.7m | ETA: 3.4m
[2025-12-22T20:31:48.705554] [INFO ] [sig       ] [2957/3560] Forecasting SOPH...
[2025-12-22T20:31:48.705603] [INFO ] [sig       ] Generating forecast for: SOPH
[2025-12-22T20:31:48.705635] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOPH' from 'https://tdm.silogroup.org/data/derivative_storage/SOPH.csv'.
[2025-12-22T20:31:48.716986] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOPH'.
[2025-12-22T20:31:48.717334] [INFO ] [FORECASTER] Starting predict_future for SOPH
[2025-12-22T20:31:48.718127] [DEBUG] [LOCAL     ] No optimal features file found for SOPH: ./output/feature-sets/SOPH.txt
[2025-12-22T20:31:48.718179] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:31:48.718242] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:31:48.718270] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:31:48.718328] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:31:48.780568] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:31:48.781302] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:31:48.781380] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:31:48.781412] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:31:48.904829] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:31:48.904977] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:31:48.905023] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:31:48.905064] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:31:48.908784] [DEBUG] [FORECASTER] SOPH: Forecast T+1@11:T+2@11: DOWN (p=42.03%)
[2025-12-22T20:31:48.909080] [INFO ] [FORECASTER] Completed predict_future for SOPH
[2025-12-22T20:31:48.909206] [INFO ] [sig       ] SOPH: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:31:49.054319] [INFO ] [LOCAL     ] Saved forecast: SOPH	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/SOPH.txt
[2025-12-22T20:31:49.054451] [INFO ] [sig       ] [2957/3560] Completed SOPH in 0.3s | 2.94 sym/s | Total: 16.8m | ETA: 3.4m
[2025-12-22T20:31:49.054497] [INFO ] [sig       ] [2958/3560] Forecasting SOUN...
[2025-12-22T20:31:49.054540] [INFO ] [sig       ] Generating forecast for: SOUN
[2025-12-22T20:31:49.054591] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOUN' from 'https://tdm.silogroup.org/data/derivative_storage/SOUN.csv'.
[2025-12-22T20:31:49.066163] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOUN'.
[2025-12-22T20:31:49.066505] [INFO ] [FORECASTER] Starting predict_future for SOUN
[2025-12-22T20:31:49.067334] [DEBUG] [LOCAL     ] No optimal features file found for SOUN: ./output/feature-sets/SOUN.txt
[2025-12-22T20:31:49.067391] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:31:49.067431] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:31:49.067459] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:31:49.067517] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:31:49.130349] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:31:49.131282] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:31:49.131379] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:31:49.131424] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:31:49.256543] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:31:49.256702] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:31:49.256742] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:31:49.256772] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:31:49.261196] [DEBUG] [FORECASTER] SOUN: Forecast T+1@11:T+2@11: UP (p=90.07%)
[2025-12-22T20:31:49.261470] [INFO ] [FORECASTER] Completed predict_future for SOUN
[2025-12-22T20:31:49.261611] [INFO ] [sig       ] SOUN: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:31:49.407399] [INFO ] [LOCAL     ] Saved forecast: SOUN	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/SOUN.txt
[2025-12-22T20:31:49.407537] [INFO ] [sig       ] [2958/3560] Completed SOUN in 0.4s | 2.94 sym/s | Total: 16.8m | ETA: 3.4m
[2025-12-22T20:31:49.407594] [INFO ] [sig       ] [2959/3560] Forecasting SOXQ...
[2025-12-22T20:31:49.407629] [INFO ] [sig       ] Generating forecast for: SOXQ
[2025-12-22T20:31:49.407659] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOXQ' from 'https://tdm.silogroup.org/data/derivative_storage/SOXQ.csv'.
[2025-12-22T20:31:49.418881] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOXQ'.
[2025-12-22T20:31:49.419228] [INFO ] [FORECASTER] Starting predict_future for SOXQ
[2025-12-22T20:31:49.420042] [DEBUG] [LOCAL     ] No optimal features file found for SOXQ: ./output/feature-sets/SOXQ.txt
[2025-12-22T20:31:49.420096] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:31:49.420128] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:31:49.420155] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:31:49.420210] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:31:49.481552] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:31:49.482272] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:31:49.482356] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:31:49.482402] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:31:49.615495] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:31:49.615679] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:31:49.615725] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:31:49.615754] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:31:49.619335] [DEBUG] [FORECASTER] SOXQ: Forecast T+1@11:T+2@11: DOWN (p=42.17%)
[2025-12-22T20:31:49.619699] [INFO ] [FORECASTER] Completed predict_future for SOXQ
[2025-12-22T20:31:49.619831] [INFO ] [sig       ] SOXQ: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:31:49.768356] [INFO ] [LOCAL     ] Saved forecast: SOXQ	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/SOXQ.txt
[2025-12-22T20:31:49.768514] [INFO ] [sig       ] [2959/3560] Completed SOXQ in 0.4s | 2.94 sym/s | Total: 16.8m | ETA: 3.4m
[2025-12-22T20:31:49.768598] [INFO ] [sig       ] [2960/3560] Forecasting SOXX...
[2025-12-22T20:31:49.768634] [INFO ] [sig       ] Generating forecast for: SOXX
[2025-12-22T20:31:49.768665] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOXX' from 'https://tdm.silogroup.org/data/derivative_storage/SOXX.csv'.
[2025-12-22T20:31:49.780284] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOXX'.
[2025-12-22T20:31:49.780647] [INFO ] [FORECASTER] Starting predict_future for SOXX
[2025-12-22T20:31:49.781478] [DEBUG] [LOCAL     ] No optimal features file found for SOXX: ./output/feature-sets/SOXX.txt
[2025-12-22T20:31:49.781532] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:31:49.781564] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:31:49.781611] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:31:49.781675] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:31:49.846282] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:31:49.847008] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:31:49.847087] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:31:49.847120] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:31:49.977096] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:31:49.977247] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:31:49.977305] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:31:49.977385] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:31:49.981011] [DEBUG] [FORECASTER] SOXX: Forecast T+1@11:T+2@11: UP (p=77.69%)
[2025-12-22T20:31:49.981299] [INFO ] [FORECASTER] Completed predict_future for SOXX
[2025-12-22T20:31:49.981428] [INFO ] [sig       ] SOXX: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:31:50.127071] [INFO ] [LOCAL     ] Saved forecast: SOXX	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/SOXX.txt
[2025-12-22T20:31:50.127221] [INFO ] [sig       ] [2960/3560] Completed SOXX in 0.4s | 2.94 sym/s | Total: 16.8m | ETA: 3.4m
[2025-12-22T20:31:50.127270] [INFO ] [sig       ] [2961/3560] Forecasting SPAI...
[2025-12-22T20:31:50.127308] [INFO ] [sig       ] Generating forecast for: SPAI
[2025-12-22T20:31:50.127354] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPAI' from 'https://tdm.silogroup.org/data/derivative_storage/SPAI.csv'.
[2025-12-22T20:31:50.138391] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPAI'.
[2025-12-22T20:31:50.138766] [INFO ] [FORECASTER] Starting predict_future for SPAI
[2025-12-22T20:31:50.139706] [DEBUG] [LOCAL     ] No optimal features file found for SPAI: ./output/feature-sets/SPAI.txt
[2025-12-22T20:31:50.139768] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:31:50.139822] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:31:50.139871] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:31:50.139969] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:31:50.203254] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:31:50.204018] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:31:50.204098] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:31:50.204130] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:31:50.328186] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:31:50.328306] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:31:50.328345] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:31:50.328374] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:31:50.331811] [DEBUG] [FORECASTER] SPAI: Forecast T+1@11:T+2@11: UP (p=55.74%)
[2025-12-22T20:31:50.332081] [INFO ] [FORECASTER] Completed predict_future for SPAI
[2025-12-22T20:31:50.332243] [INFO ] [sig       ] SPAI: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:31:50.476365] [INFO ] [LOCAL     ] Saved forecast: SPAI	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/SPAI.txt
[2025-12-22T20:31:50.476528] [INFO ] [sig       ] [2961/3560] Completed SPAI in 0.3s | 2.94 sym/s | Total: 16.8m | ETA: 3.4m
[2025-12-22T20:31:50.476600] [INFO ] [sig       ] [2962/3560] Forecasting SPB...
[2025-12-22T20:31:50.476636] [INFO ] [sig       ] Generating forecast for: SPB
[2025-12-22T20:31:50.476668] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPB' from 'https://tdm.silogroup.org/data/derivative_storage/SPB.csv'.
[2025-12-22T20:31:50.488041] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPB'.
[2025-12-22T20:31:50.488373] [INFO ] [FORECASTER] Starting predict_future for SPB
[2025-12-22T20:31:50.489202] [DEBUG] [LOCAL     ] No optimal features file found for SPB: ./output/feature-sets/SPB.txt
[2025-12-22T20:31:50.489255] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:31:50.489287] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:31:50.489315] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:31:50.489372] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:31:50.552161] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:31:50.552939] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:31:50.553026] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:31:50.553066] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:31:50.681675] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:31:50.681820] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:31:50.681860] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:31:50.681900] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:31:50.685470] [DEBUG] [FORECASTER] SPB: Forecast T+1@11:T+2@11: DOWN (p=23.92%)
[2025-12-22T20:31:50.685775] [INFO ] [FORECASTER] Completed predict_future for SPB
[2025-12-22T20:31:50.685903] [INFO ] [sig       ] SPB: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:31:50.834472] [INFO ] [LOCAL     ] Saved forecast: SPB	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/SPB.txt
[2025-12-22T20:31:50.834631] [INFO ] [sig       ] [2962/3560] Completed SPB in 0.4s | 2.94 sym/s | Total: 16.8m | ETA: 3.4m
[2025-12-22T20:31:50.834674] [INFO ] [sig       ] [2963/3560] Forecasting SPCB...
[2025-12-22T20:31:50.834703] [INFO ] [sig       ] Generating forecast for: SPCB
[2025-12-22T20:31:50.834733] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPCB' from 'https://tdm.silogroup.org/data/derivative_storage/SPCB.csv'.
[2025-12-22T20:31:50.845737] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPCB'.
[2025-12-22T20:31:50.846108] [INFO ] [FORECASTER] Starting predict_future for SPCB
[2025-12-22T20:31:50.847042] [DEBUG] [LOCAL     ] No optimal features file found for SPCB: ./output/feature-sets/SPCB.txt
[2025-12-22T20:31:50.847099] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:31:50.847146] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:31:50.847189] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:31:50.847261] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:31:50.909315] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:31:50.910073] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:31:50.910151] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:31:50.910183] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:31:51.041872] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:31:51.042022] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:31:51.042078] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:31:51.042109] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:31:51.045707] [DEBUG] [FORECASTER] SPCB: Forecast T+1@11:T+2@11: DOWN (p=13.94%)
[2025-12-22T20:31:51.046016] [INFO ] [FORECASTER] Completed predict_future for SPCB
[2025-12-22T20:31:51.046145] [INFO ] [sig       ] SPCB: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:31:51.192191] [INFO ] [LOCAL     ] Saved forecast: SPCB	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/SPCB.txt
[2025-12-22T20:31:51.192333] [INFO ] [sig       ] [2963/3560] Completed SPCB in 0.4s | 2.94 sym/s | Total: 16.8m | ETA: 3.4m
[2025-12-22T20:31:51.192374] [INFO ] [sig       ] [2964/3560] Forecasting SPCE...
[2025-12-22T20:31:51.192404] [INFO ] [sig       ] Generating forecast for: SPCE
[2025-12-22T20:31:51.192433] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPCE' from 'https://tdm.silogroup.org/data/derivative_storage/SPCE.csv'.
[2025-12-22T20:31:51.203991] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPCE'.
[2025-12-22T20:31:51.204336] [INFO ] [FORECASTER] Starting predict_future for SPCE
[2025-12-22T20:31:51.205184] [DEBUG] [LOCAL     ] No optimal features file found for SPCE: ./output/feature-sets/SPCE.txt
[2025-12-22T20:31:51.205237] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:31:51.205271] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:31:51.205299] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:31:51.205357] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:31:51.267006] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:31:51.267748] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:31:51.267826] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:31:51.267858] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:31:51.392963] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:31:51.393116] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:31:51.393168] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:31:51.393203] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:31:51.396737] [DEBUG] [FORECASTER] SPCE: Forecast T+1@11:T+2@11: DOWN (p=6.56%)
[2025-12-22T20:31:51.397018] [INFO ] [FORECASTER] Completed predict_future for SPCE
[2025-12-22T20:31:51.397141] [INFO ] [sig       ] SPCE: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:31:51.539903] [INFO ] [LOCAL     ] Saved forecast: SPCE	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/SPCE.txt
[2025-12-22T20:31:51.540069] [INFO ] [sig       ] [2964/3560] Completed SPCE in 0.3s | 2.94 sym/s | Total: 16.8m | ETA: 3.4m
[2025-12-22T20:31:51.540124] [INFO ] [sig       ] [2965/3560] Forecasting SPE...
[2025-12-22T20:31:51.540158] [INFO ] [sig       ] Generating forecast for: SPE
[2025-12-22T20:31:51.540189] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPE' from 'https://tdm.silogroup.org/data/derivative_storage/SPE.csv'.
[2025-12-22T20:31:51.550827] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPE'.
[2025-12-22T20:31:51.551167] [INFO ] [FORECASTER] Starting predict_future for SPE
[2025-12-22T20:31:51.551973] [DEBUG] [LOCAL     ] No optimal features file found for SPE: ./output/feature-sets/SPE.txt
[2025-12-22T20:31:51.552027] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:31:51.552059] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:31:51.552086] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:31:51.552143] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:31:51.614638] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:31:51.615391] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:31:51.615511] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:31:51.615547] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:31:51.745493] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:31:51.745662] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:31:51.745705] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:31:51.745735] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:31:51.749479] [DEBUG] [FORECASTER] SPE: Forecast T+1@11:T+2@11: UP (p=77.80%)
[2025-12-22T20:31:51.749781] [INFO ] [FORECASTER] Completed predict_future for SPE
[2025-12-22T20:31:51.749910] [INFO ] [sig       ] SPE: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:31:51.892767] [INFO ] [LOCAL     ] Saved forecast: SPE	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/SPE.txt
[2025-12-22T20:31:51.892899] [INFO ] [sig       ] [2965/3560] Completed SPE in 0.4s | 2.94 sym/s | Total: 16.8m | ETA: 3.4m
[2025-12-22T20:31:51.892939] [INFO ] [sig       ] [2966/3560] Forecasting SPFI...
[2025-12-22T20:31:51.892968] [INFO ] [sig       ] Generating forecast for: SPFI
[2025-12-22T20:31:51.893004] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPFI' from 'https://tdm.silogroup.org/data/derivative_storage/SPFI.csv'.
[2025-12-22T20:31:51.904372] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPFI'.
[2025-12-22T20:31:51.904722] [INFO ] [FORECASTER] Starting predict_future for SPFI
[2025-12-22T20:31:51.905490] [DEBUG] [LOCAL     ] No optimal features file found for SPFI: ./output/feature-sets/SPFI.txt
[2025-12-22T20:31:51.905542] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:31:51.905594] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:31:51.905624] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:31:51.905702] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:31:51.966551] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:31:51.967276] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:31:51.967356] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:31:51.967394] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:31:52.092957] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:31:52.093109] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:31:52.093159] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:31:52.093199] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:31:52.096838] [DEBUG] [FORECASTER] SPFI: Forecast T+1@11:T+2@11: DOWN (p=4.72%)
[2025-12-22T20:31:52.097115] [INFO ] [FORECASTER] Completed predict_future for SPFI
[2025-12-22T20:31:52.097238] [INFO ] [sig       ] SPFI: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:31:52.241031] [INFO ] [LOCAL     ] Saved forecast: SPFI	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/SPFI.txt
[2025-12-22T20:31:52.241172] [INFO ] [sig       ] [2966/3560] Completed SPFI in 0.3s | 2.94 sym/s | Total: 16.8m | ETA: 3.4m
[2025-12-22T20:31:52.241212] [INFO ] [sig       ] [2967/3560] Forecasting SPG...
[2025-12-22T20:31:52.241241] [INFO ] [sig       ] Generating forecast for: SPG
[2025-12-22T20:31:52.241270] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPG' from 'https://tdm.silogroup.org/data/derivative_storage/SPG.csv'.
[2025-12-22T20:31:52.253141] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPG'.
[2025-12-22T20:31:52.253514] [INFO ] [FORECASTER] Starting predict_future for SPG
[2025-12-22T20:31:52.254317] [DEBUG] [LOCAL     ] No optimal features file found for SPG: ./output/feature-sets/SPG.txt
[2025-12-22T20:31:52.254370] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:31:52.254419] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:31:52.254449] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:31:52.254506] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:31:52.314928] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:31:52.315766] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:31:52.315873] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:31:52.315907] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:31:52.442286] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:31:52.442434] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:31:52.442474] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:31:52.442502] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:31:52.446120] [DEBUG] [FORECASTER] SPG: Forecast T+1@11:T+2@11: DOWN (p=49.88%)
[2025-12-22T20:31:52.446398] [INFO ] [FORECASTER] Completed predict_future for SPG
[2025-12-22T20:31:52.446521] [INFO ] [sig       ] SPG: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:31:52.590699] [INFO ] [LOCAL     ] Saved forecast: SPG	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/SPG.txt
[2025-12-22T20:31:52.590855] [INFO ] [sig       ] [2967/3560] Completed SPG in 0.3s | 2.94 sym/s | Total: 16.8m | ETA: 3.4m
[2025-12-22T20:31:52.590907] [INFO ] [sig       ] [2968/3560] Forecasting SPGI...
[2025-12-22T20:31:52.590941] [INFO ] [sig       ] Generating forecast for: SPGI
[2025-12-22T20:31:52.590971] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPGI' from 'https://tdm.silogroup.org/data/derivative_storage/SPGI.csv'.
[2025-12-22T20:31:52.602680] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPGI'.
[2025-12-22T20:31:52.603044] [INFO ] [FORECASTER] Starting predict_future for SPGI
[2025-12-22T20:31:52.603909] [DEBUG] [LOCAL     ] No optimal features file found for SPGI: ./output/feature-sets/SPGI.txt
[2025-12-22T20:31:52.603967] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:31:52.604000] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:31:52.604027] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:31:52.604084] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:31:52.666729] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:31:52.667428] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:31:52.667516] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:31:52.667563] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:31:52.797686] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:31:52.797836] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:31:52.797875] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:31:52.797903] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:31:52.801557] [DEBUG] [FORECASTER] SPGI: Forecast T+1@11:T+2@11: DOWN (p=27.30%)
[2025-12-22T20:31:52.801857] [INFO ] [FORECASTER] Completed predict_future for SPGI
[2025-12-22T20:31:52.801984] [INFO ] [sig       ] SPGI: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:31:52.946304] [INFO ] [LOCAL     ] Saved forecast: SPGI	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/SPGI.txt
[2025-12-22T20:31:52.946440] [INFO ] [sig       ] [2968/3560] Completed SPGI in 0.4s | 2.94 sym/s | Total: 16.8m | ETA: 3.4m
[2025-12-22T20:31:52.946479] [INFO ] [sig       ] [2969/3560] Forecasting SPH...
[2025-12-22T20:31:52.946509] [INFO ] [sig       ] Generating forecast for: SPH
[2025-12-22T20:31:52.946539] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPH' from 'https://tdm.silogroup.org/data/derivative_storage/SPH.csv'.
[2025-12-22T20:31:52.958398] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPH'.
[2025-12-22T20:31:52.958779] [INFO ] [FORECASTER] Starting predict_future for SPH
[2025-12-22T20:31:52.959643] [DEBUG] [LOCAL     ] No optimal features file found for SPH: ./output/feature-sets/SPH.txt
[2025-12-22T20:31:52.959698] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:31:52.959742] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:31:52.959776] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:31:52.959835] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:31:53.020416] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:31:53.021166] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:31:53.021244] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:31:53.021289] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:31:53.146024] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:31:53.146373] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:31:53.146412] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:31:53.146441] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:31:53.150297] [DEBUG] [FORECASTER] SPH: Forecast T+1@11:T+2@11: DOWN (p=18.96%)
[2025-12-22T20:31:53.150591] [INFO ] [FORECASTER] Completed predict_future for SPH
[2025-12-22T20:31:53.150719] [INFO ] [sig       ] SPH: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:31:53.296025] [INFO ] [LOCAL     ] Saved forecast: SPH	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/SPH.txt
[2025-12-22T20:31:53.296169] [INFO ] [sig       ] [2969/3560] Completed SPH in 0.3s | 2.94 sym/s | Total: 16.8m | ETA: 3.3m
[2025-12-22T20:31:53.296211] [INFO ] [sig       ] [2970/3560] Forecasting SPOK...
[2025-12-22T20:31:53.296241] [INFO ] [sig       ] Generating forecast for: SPOK
[2025-12-22T20:31:53.296272] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPOK' from 'https://tdm.silogroup.org/data/derivative_storage/SPOK.csv'.
[2025-12-22T20:31:53.307500] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPOK'.
[2025-12-22T20:31:53.307817] [INFO ] [FORECASTER] Starting predict_future for SPOK
[2025-12-22T20:31:53.308679] [DEBUG] [LOCAL     ] No optimal features file found for SPOK: ./output/feature-sets/SPOK.txt
[2025-12-22T20:31:53.308736] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:31:53.308770] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:31:53.308798] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:31:53.308857] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:31:53.366722] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:31:53.367647] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:31:53.367727] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:31:53.367759] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:31:53.486078] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:31:53.486235] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:31:53.486275] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:31:53.486303] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:31:53.489743] [DEBUG] [FORECASTER] SPOK: Forecast T+1@11:T+2@11: DOWN (p=12.88%)
[2025-12-22T20:31:53.490026] [INFO ] [FORECASTER] Completed predict_future for SPOK
[2025-12-22T20:31:53.490152] [INFO ] [sig       ] SPOK: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:31:53.627417] [INFO ] [LOCAL     ] Saved forecast: SPOK	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/SPOK.txt
[2025-12-22T20:31:53.627595] [INFO ] [sig       ] [2970/3560] Completed SPOK in 0.3s | 2.94 sym/s | Total: 16.8m | ETA: 3.3m
[2025-12-22T20:31:53.627638] [INFO ] [sig       ] [2971/3560] Forecasting SPRC...
[2025-12-22T20:31:53.627674] [INFO ] [sig       ] Generating forecast for: SPRC
[2025-12-22T20:31:53.627705] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPRC' from 'https://tdm.silogroup.org/data/derivative_storage/SPRC.csv'.
[2025-12-22T20:31:53.638208] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPRC'.
[2025-12-22T20:31:53.638541] [INFO ] [FORECASTER] Starting predict_future for SPRC
[2025-12-22T20:31:53.639358] [DEBUG] [LOCAL     ] No optimal features file found for SPRC: ./output/feature-sets/SPRC.txt
[2025-12-22T20:31:53.639409] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:31:53.639441] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:31:53.639467] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:31:53.639523] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:31:53.697868] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:31:53.698504] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:31:53.698607] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:31:53.698649] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:31:53.819426] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:31:53.819598] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:31:53.819640] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:31:53.819669] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:31:53.823079] [DEBUG] [FORECASTER] SPRC: Forecast T+1@11:T+2@11: DOWN (p=34.29%)
[2025-12-22T20:31:53.823512] [INFO ] [FORECASTER] Completed predict_future for SPRC
[2025-12-22T20:31:53.823667] [INFO ] [sig       ] SPRC: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:31:53.971865] [INFO ] [LOCAL     ] Saved forecast: SPRC	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/SPRC.txt
[2025-12-22T20:31:53.971994] [INFO ] [sig       ] [2971/3560] Completed SPRC in 0.3s | 2.94 sym/s | Total: 16.8m | ETA: 3.3m
[2025-12-22T20:31:53.972033] [INFO ] [sig       ] [2972/3560] Forecasting SPRO...
[2025-12-22T20:31:53.972063] [INFO ] [sig       ] Generating forecast for: SPRO
[2025-12-22T20:31:53.972093] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPRO' from 'https://tdm.silogroup.org/data/derivative_storage/SPRO.csv'.
[2025-12-22T20:31:53.983540] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPRO'.
[2025-12-22T20:31:53.983918] [INFO ] [FORECASTER] Starting predict_future for SPRO
[2025-12-22T20:31:53.984713] [DEBUG] [LOCAL     ] No optimal features file found for SPRO: ./output/feature-sets/SPRO.txt
[2025-12-22T20:31:53.984766] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:31:53.984798] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:31:53.984826] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:31:53.984883] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:31:54.044381] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:31:54.045063] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:31:54.045138] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:31:54.045170] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:31:54.168816] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:31:54.168965] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:31:54.169022] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:31:54.169056] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:31:54.172403] [DEBUG] [FORECASTER] SPRO: Forecast T+1@11:T+2@11: DOWN (p=1.73%)
[2025-12-22T20:31:54.172684] [INFO ] [FORECASTER] Completed predict_future for SPRO
[2025-12-22T20:31:54.172803] [INFO ] [sig       ] SPRO: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:31:54.313779] [INFO ] [LOCAL     ] Saved forecast: SPRO	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/SPRO.txt
[2025-12-22T20:31:54.313929] [INFO ] [sig       ] [2972/3560] Completed SPRO in 0.3s | 2.94 sym/s | Total: 16.8m | ETA: 3.3m
[2025-12-22T20:31:54.313968] [INFO ] [sig       ] [2973/3560] Forecasting SPRX...
[2025-12-22T20:31:54.313997] [INFO ] [sig       ] Generating forecast for: SPRX
[2025-12-22T20:31:54.314026] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPRX' from 'https://tdm.silogroup.org/data/derivative_storage/SPRX.csv'.
[2025-12-22T20:31:54.326855] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPRX'.
[2025-12-22T20:31:54.327240] [INFO ] [FORECASTER] Starting predict_future for SPRX
[2025-12-22T20:31:54.328151] [DEBUG] [LOCAL     ] No optimal features file found for SPRX: ./output/feature-sets/SPRX.txt
[2025-12-22T20:31:54.328206] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:31:54.328241] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:31:54.328269] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:31:54.328329] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:31:54.391139] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:31:54.391916] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:31:54.391995] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:31:54.392028] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:31:54.515201] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:31:54.515340] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:31:54.515384] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:31:54.515426] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:31:54.519058] [DEBUG] [FORECASTER] SPRX: Forecast T+1@11:T+2@11: DOWN (p=34.34%)
[2025-12-22T20:31:54.519403] [INFO ] [FORECASTER] Completed predict_future for SPRX
[2025-12-22T20:31:54.519592] [INFO ] [sig       ] SPRX: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:31:54.668438] [INFO ] [LOCAL     ] Saved forecast: SPRX	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/SPRX.txt
[2025-12-22T20:31:54.668600] [INFO ] [sig       ] [2973/3560] Completed SPRX in 0.4s | 2.94 sym/s | Total: 16.8m | ETA: 3.3m
[2025-12-22T20:31:54.668643] [INFO ] [sig       ] [2974/3560] Forecasting SPRY...
[2025-12-22T20:31:54.668671] [INFO ] [sig       ] Generating forecast for: SPRY
[2025-12-22T20:31:54.668700] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPRY' from 'https://tdm.silogroup.org/data/derivative_storage/SPRY.csv'.
[2025-12-22T20:31:54.681103] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPRY'.
[2025-12-22T20:31:54.681477] [INFO ] [FORECASTER] Starting predict_future for SPRY
[2025-12-22T20:31:54.682544] [DEBUG] [LOCAL     ] No optimal features file found for SPRY: ./output/feature-sets/SPRY.txt
[2025-12-22T20:31:54.682614] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:31:54.682675] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:31:54.682704] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:31:54.682761] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:31:54.747791] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:31:54.748538] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:31:54.748641] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:31:54.748688] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:31:54.870505] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:31:54.870672] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:31:54.870712] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:31:54.870774] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:31:54.874114] [DEBUG] [FORECASTER] SPRY: Forecast T+1@11:T+2@11: UP (p=61.65%)
[2025-12-22T20:31:54.874381] [INFO ] [FORECASTER] Completed predict_future for SPRY
[2025-12-22T20:31:54.874503] [INFO ] [sig       ] SPRY: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:31:55.009830] [INFO ] [LOCAL     ] Saved forecast: SPRY	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/SPRY.txt
[2025-12-22T20:31:55.009974] [INFO ] [sig       ] [2974/3560] Completed SPRY in 0.3s | 2.94 sym/s | Total: 16.8m | ETA: 3.3m
[2025-12-22T20:31:55.010022] [INFO ] [sig       ] [2975/3560] Forecasting SPSC...
[2025-12-22T20:31:55.010058] [INFO ] [sig       ] Generating forecast for: SPSC
[2025-12-22T20:31:55.010095] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPSC' from 'https://tdm.silogroup.org/data/derivative_storage/SPSC.csv'.
[2025-12-22T20:31:55.021441] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPSC'.
[2025-12-22T20:31:55.021800] [INFO ] [FORECASTER] Starting predict_future for SPSC
[2025-12-22T20:31:55.022548] [DEBUG] [LOCAL     ] No optimal features file found for SPSC: ./output/feature-sets/SPSC.txt
[2025-12-22T20:31:55.022618] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:31:55.022652] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:31:55.022679] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:31:55.022734] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:31:55.077928] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:31:55.078618] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:31:55.078695] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:31:55.078726] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:31:55.195617] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:31:55.195771] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:31:55.195809] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:31:55.195837] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:31:55.199158] [DEBUG] [FORECASTER] SPSC: Forecast T+1@11:T+2@11: UP (p=59.04%)
[2025-12-22T20:31:55.199639] [INFO ] [FORECASTER] Completed predict_future for SPSC
[2025-12-22T20:31:55.199759] [INFO ] [sig       ] SPSC: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:31:55.335213] [INFO ] [LOCAL     ] Saved forecast: SPSC	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/SPSC.txt
[2025-12-22T20:31:55.335348] [INFO ] [sig       ] [2975/3560] Completed SPSC in 0.3s | 2.94 sym/s | Total: 16.9m | ETA: 3.3m
[2025-12-22T20:31:55.335388] [INFO ] [sig       ] [2976/3560] Forecasting SPWH...
[2025-12-22T20:31:55.335417] [INFO ] [sig       ] Generating forecast for: SPWH
[2025-12-22T20:31:55.335446] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPWH' from 'https://tdm.silogroup.org/data/derivative_storage/SPWH.csv'.
[2025-12-22T20:31:55.346743] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPWH'.
[2025-12-22T20:31:55.347077] [INFO ] [FORECASTER] Starting predict_future for SPWH
[2025-12-22T20:31:55.347857] [DEBUG] [LOCAL     ] No optimal features file found for SPWH: ./output/feature-sets/SPWH.txt
[2025-12-22T20:31:55.347909] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:31:55.347942] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:31:55.347969] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:31:55.348026] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:31:55.403301] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:31:55.403975] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:31:55.404052] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:31:55.404099] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:31:55.526045] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:31:55.526192] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:31:55.526231] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:31:55.526259] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:31:55.529542] [DEBUG] [FORECASTER] SPWH: Forecast T+1@11:T+2@11: DOWN (p=30.90%)
[2025-12-22T20:31:55.529828] [INFO ] [FORECASTER] Completed predict_future for SPWH
[2025-12-22T20:31:55.529948] [INFO ] [sig       ] SPWH: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:31:55.663848] [INFO ] [LOCAL     ] Saved forecast: SPWH	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/SPWH.txt
[2025-12-22T20:31:55.663979] [INFO ] [sig       ] [2976/3560] Completed SPWH in 0.3s | 2.94 sym/s | Total: 16.9m | ETA: 3.3m
[2025-12-22T20:31:55.664017] [INFO ] [sig       ] [2977/3560] Forecasting SPXC...
[2025-12-22T20:31:55.664046] [INFO ] [sig       ] Generating forecast for: SPXC
[2025-12-22T20:31:55.664076] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPXC' from 'https://tdm.silogroup.org/data/derivative_storage/SPXC.csv'.
[2025-12-22T20:31:55.674802] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPXC'.
[2025-12-22T20:31:55.675145] [INFO ] [FORECASTER] Starting predict_future for SPXC
[2025-12-22T20:31:55.675923] [DEBUG] [LOCAL     ] No optimal features file found for SPXC: ./output/feature-sets/SPXC.txt
[2025-12-22T20:31:55.675975] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:31:55.676006] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:31:55.676033] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:31:55.676093] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:31:55.731564] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:31:55.732238] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:31:55.732315] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:31:55.732347] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:31:55.853870] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:31:55.854028] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:31:55.854066] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:31:55.854129] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:31:55.857447] [DEBUG] [FORECASTER] SPXC: Forecast T+1@11:T+2@11: DOWN (p=9.61%)
[2025-12-22T20:31:55.857733] [INFO ] [FORECASTER] Completed predict_future for SPXC
[2025-12-22T20:31:55.857856] [INFO ] [sig       ] SPXC: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:31:55.994755] [INFO ] [LOCAL     ] Saved forecast: SPXC	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/SPXC.txt
[2025-12-22T20:31:55.994894] [INFO ] [sig       ] [2977/3560] Completed SPXC in 0.3s | 2.94 sym/s | Total: 16.9m | ETA: 3.3m
[2025-12-22T20:31:55.994936] [INFO ] [sig       ] [2978/3560] Forecasting SPXX...
[2025-12-22T20:31:55.994966] [INFO ] [sig       ] Generating forecast for: SPXX
[2025-12-22T20:31:55.994996] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPXX' from 'https://tdm.silogroup.org/data/derivative_storage/SPXX.csv'.
[2025-12-22T20:31:56.005784] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPXX'.
[2025-12-22T20:31:56.006120] [INFO ] [FORECASTER] Starting predict_future for SPXX
[2025-12-22T20:31:56.006894] [DEBUG] [LOCAL     ] No optimal features file found for SPXX: ./output/feature-sets/SPXX.txt
[2025-12-22T20:31:56.006945] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:31:56.006977] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:31:56.007039] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:31:56.007098] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:31:56.064255] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:31:56.064936] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:31:56.065016] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:31:56.065047] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:31:56.183729] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:31:56.183879] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:31:56.183917] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:31:56.183945] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:31:56.187421] [DEBUG] [FORECASTER] SPXX: Forecast T+1@11:T+2@11: DOWN (p=13.22%)
[2025-12-22T20:31:56.187704] [INFO ] [FORECASTER] Completed predict_future for SPXX
[2025-12-22T20:31:56.187824] [INFO ] [sig       ] SPXX: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:31:56.322204] [INFO ] [LOCAL     ] Saved forecast: SPXX	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/SPXX.txt
[2025-12-22T20:31:56.322356] [INFO ] [sig       ] [2978/3560] Completed SPXX in 0.3s | 2.94 sym/s | Total: 16.9m | ETA: 3.3m
[2025-12-22T20:31:56.322399] [INFO ] [sig       ] [2979/3560] Forecasting SQM...
[2025-12-22T20:31:56.322429] [INFO ] [sig       ] Generating forecast for: SQM
[2025-12-22T20:31:56.322460] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SQM' from 'https://tdm.silogroup.org/data/derivative_storage/SQM.csv'.
[2025-12-22T20:31:56.332944] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SQM'.
[2025-12-22T20:31:56.333228] [INFO ] [FORECASTER] Starting predict_future for SQM
[2025-12-22T20:31:56.334036] [DEBUG] [LOCAL     ] No optimal features file found for SQM: ./output/feature-sets/SQM.txt
[2025-12-22T20:31:56.334089] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:31:56.334122] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:31:56.334149] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:31:56.334206] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:31:56.389546] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:31:56.390175] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:31:56.390250] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:31:56.390280] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:31:56.510724] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:31:56.510870] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:31:56.510908] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:31:56.510937] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:31:56.514174] [DEBUG] [FORECASTER] SQM: Forecast T+1@11:T+2@11: UP (p=74.34%)
[2025-12-22T20:31:56.514440] [INFO ] [FORECASTER] Completed predict_future for SQM
[2025-12-22T20:31:56.514557] [INFO ] [sig       ] SQM: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:31:56.647584] [INFO ] [LOCAL     ] Saved forecast: SQM	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/SQM.txt
[2025-12-22T20:31:56.647709] [INFO ] [sig       ] [2979/3560] Completed SQM in 0.3s | 2.94 sym/s | Total: 16.9m | ETA: 3.3m
[2025-12-22T20:31:56.647747] [INFO ] [sig       ] [2980/3560] Forecasting SQNS...
[2025-12-22T20:31:56.647776] [INFO ] [sig       ] Generating forecast for: SQNS
[2025-12-22T20:31:56.647804] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SQNS' from 'https://tdm.silogroup.org/data/derivative_storage/SQNS.csv'.
[2025-12-22T20:31:56.658194] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SQNS'.
[2025-12-22T20:31:56.658517] [INFO ] [FORECASTER] Starting predict_future for SQNS
[2025-12-22T20:31:56.659363] [DEBUG] [LOCAL     ] No optimal features file found for SQNS: ./output/feature-sets/SQNS.txt
[2025-12-22T20:31:56.659414] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:31:56.659445] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:31:56.659472] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:31:56.659527] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:31:56.714516] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:31:56.715163] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:31:56.715239] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:31:56.715270] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:31:56.825551] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:31:56.825701] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:31:56.825739] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:31:56.825767] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:31:56.829058] [DEBUG] [FORECASTER] SQNS: Forecast T+1@11:T+2@11: UP (p=65.80%)
[2025-12-22T20:31:56.829323] [INFO ] [FORECASTER] Completed predict_future for SQNS
[2025-12-22T20:31:56.829441] [INFO ] [sig       ] SQNS: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:31:56.962981] [INFO ] [LOCAL     ] Saved forecast: SQNS	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/SQNS.txt
[2025-12-22T20:31:56.963096] [INFO ] [sig       ] [2980/3560] Completed SQNS in 0.3s | 2.94 sym/s | Total: 16.9m | ETA: 3.3m
[2025-12-22T20:31:56.963133] [INFO ] [sig       ] [2981/3560] Forecasting SQQQ...
[2025-12-22T20:31:56.963162] [INFO ] [sig       ] Generating forecast for: SQQQ
[2025-12-22T20:31:56.963191] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SQQQ' from 'https://tdm.silogroup.org/data/derivative_storage/SQQQ.csv'.
[2025-12-22T20:31:56.974129] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SQQQ'.
[2025-12-22T20:31:56.974447] [INFO ] [FORECASTER] Starting predict_future for SQQQ
[2025-12-22T20:31:56.975224] [DEBUG] [LOCAL     ] No optimal features file found for SQQQ: ./output/feature-sets/SQQQ.txt
[2025-12-22T20:31:56.975276] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:31:56.975308] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:31:56.975335] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:31:56.975391] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:31:57.030892] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:31:57.031477] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:31:57.031562] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:31:57.031622] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:31:57.151513] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:31:57.151697] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:31:57.151745] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:31:57.151774] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:31:57.155051] [DEBUG] [FORECASTER] SQQQ: Forecast T+1@11:T+2@11: UP (p=66.51%)
[2025-12-22T20:31:57.155322] [INFO ] [FORECASTER] Completed predict_future for SQQQ
[2025-12-22T20:31:57.155443] [INFO ] [sig       ] SQQQ: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:31:57.290167] [INFO ] [LOCAL     ] Saved forecast: SQQQ	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/SQQQ.txt
[2025-12-22T20:31:57.290468] [INFO ] [sig       ] [2981/3560] Completed SQQQ in 0.3s | 2.94 sym/s | Total: 16.9m | ETA: 3.3m
[2025-12-22T20:31:57.290517] [INFO ] [sig       ] [2982/3560] Forecasting SRAD...
[2025-12-22T20:31:57.290549] [INFO ] [sig       ] Generating forecast for: SRAD
[2025-12-22T20:31:57.290606] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRAD' from 'https://tdm.silogroup.org/data/derivative_storage/SRAD.csv'.
[2025-12-22T20:31:57.302372] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRAD'.
[2025-12-22T20:31:57.302730] [INFO ] [FORECASTER] Starting predict_future for SRAD
[2025-12-22T20:31:57.303526] [DEBUG] [LOCAL     ] No optimal features file found for SRAD: ./output/feature-sets/SRAD.txt
[2025-12-22T20:31:57.303596] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:31:57.303630] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:31:57.303657] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:31:57.303712] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:31:57.359731] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:31:57.360362] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:31:57.360441] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:31:57.360472] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:31:57.480178] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:31:57.480361] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:31:57.480404] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:31:57.480433] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:31:57.483899] [DEBUG] [FORECASTER] SRAD: Forecast T+1@11:T+2@11: DOWN (p=18.57%)
[2025-12-22T20:31:57.484174] [INFO ] [FORECASTER] Completed predict_future for SRAD
[2025-12-22T20:31:57.484296] [INFO ] [sig       ] SRAD: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:31:57.620689] [INFO ] [LOCAL     ] Saved forecast: SRAD	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/SRAD.txt
[2025-12-22T20:31:57.620831] [INFO ] [sig       ] [2982/3560] Completed SRAD in 0.3s | 2.94 sym/s | Total: 16.9m | ETA: 3.3m
[2025-12-22T20:31:57.620872] [INFO ] [sig       ] [2983/3560] Forecasting SRBK...
[2025-12-22T20:31:57.620902] [INFO ] [sig       ] Generating forecast for: SRBK
[2025-12-22T20:31:57.620933] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRBK' from 'https://tdm.silogroup.org/data/derivative_storage/SRBK.csv'.
[2025-12-22T20:31:57.631766] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRBK'.
[2025-12-22T20:31:57.632117] [INFO ] [FORECASTER] Starting predict_future for SRBK
[2025-12-22T20:31:57.632922] [DEBUG] [LOCAL     ] No optimal features file found for SRBK: ./output/feature-sets/SRBK.txt
[2025-12-22T20:31:57.632974] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:31:57.633007] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:31:57.633034] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:31:57.633095] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:31:57.689640] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:31:57.690525] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:31:57.690626] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:31:57.690661] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:31:57.808142] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:31:57.808294] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:31:57.808333] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:31:57.808364] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:31:57.811729] [DEBUG] [FORECASTER] SRBK: Forecast T+1@11:T+2@11: DOWN (p=16.94%)
[2025-12-22T20:31:57.812007] [INFO ] [FORECASTER] Completed predict_future for SRBK
[2025-12-22T20:31:57.812138] [INFO ] [sig       ] SRBK: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:31:57.952811] [INFO ] [LOCAL     ] Saved forecast: SRBK	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/SRBK.txt
[2025-12-22T20:31:57.952968] [INFO ] [sig       ] [2983/3560] Completed SRBK in 0.3s | 2.94 sym/s | Total: 16.9m | ETA: 3.3m
[2025-12-22T20:31:57.953010] [INFO ] [sig       ] [2984/3560] Forecasting SRCE...
[2025-12-22T20:31:57.953040] [INFO ] [sig       ] Generating forecast for: SRCE
[2025-12-22T20:31:57.953070] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRCE' from 'https://tdm.silogroup.org/data/derivative_storage/SRCE.csv'.
[2025-12-22T20:31:57.964323] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRCE'.
[2025-12-22T20:31:57.964717] [INFO ] [FORECASTER] Starting predict_future for SRCE
[2025-12-22T20:31:57.965518] [DEBUG] [LOCAL     ] No optimal features file found for SRCE: ./output/feature-sets/SRCE.txt
[2025-12-22T20:31:57.965595] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:31:57.965632] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:31:57.965661] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:31:57.965718] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:31:58.023690] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:31:58.024469] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:31:58.024602] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:31:58.024639] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:31:58.147146] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:31:58.147297] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:31:58.147339] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:31:58.147378] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:31:58.150867] [DEBUG] [FORECASTER] SRCE: Forecast T+1@11:T+2@11: UP (p=51.94%)
[2025-12-22T20:31:58.151140] [INFO ] [FORECASTER] Completed predict_future for SRCE
[2025-12-22T20:31:58.151264] [INFO ] [sig       ] SRCE: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:31:58.287483] [INFO ] [LOCAL     ] Saved forecast: SRCE	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/SRCE.txt
[2025-12-22T20:31:58.287628] [INFO ] [sig       ] [2984/3560] Completed SRCE in 0.3s | 2.94 sym/s | Total: 16.9m | ETA: 3.3m
[2025-12-22T20:31:58.287669] [INFO ] [sig       ] [2985/3560] Forecasting SRE...
[2025-12-22T20:31:58.287698] [INFO ] [sig       ] Generating forecast for: SRE
[2025-12-22T20:31:58.287730] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRE' from 'https://tdm.silogroup.org/data/derivative_storage/SRE.csv'.
[2025-12-22T20:31:58.298744] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRE'.
[2025-12-22T20:31:58.299098] [INFO ] [FORECASTER] Starting predict_future for SRE
[2025-12-22T20:31:58.299909] [DEBUG] [LOCAL     ] No optimal features file found for SRE: ./output/feature-sets/SRE.txt
[2025-12-22T20:31:58.299962] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:31:58.299995] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:31:58.300025] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:31:58.300094] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:31:58.358472] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:31:58.359126] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:31:58.359203] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:31:58.359260] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:31:58.476118] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:31:58.476272] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:31:58.476313] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:31:58.476342] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:31:58.479838] [DEBUG] [FORECASTER] SRE: Forecast T+1@11:T+2@11: DOWN (p=42.37%)
[2025-12-22T20:31:58.480107] [INFO ] [FORECASTER] Completed predict_future for SRE
[2025-12-22T20:31:58.480226] [INFO ] [sig       ] SRE: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:31:58.617263] [INFO ] [LOCAL     ] Saved forecast: SRE	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/SRE.txt
[2025-12-22T20:31:58.617457] [INFO ] [sig       ] [2985/3560] Completed SRE in 0.3s | 2.94 sym/s | Total: 16.9m | ETA: 3.3m
[2025-12-22T20:31:58.617515] [INFO ] [sig       ] [2986/3560] Forecasting SREA...
[2025-12-22T20:31:58.617562] [INFO ] [sig       ] Generating forecast for: SREA
[2025-12-22T20:31:58.617633] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SREA' from 'https://tdm.silogroup.org/data/derivative_storage/SREA.csv'.
[2025-12-22T20:31:58.631185] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SREA'.
[2025-12-22T20:31:58.631566] [INFO ] [FORECASTER] Starting predict_future for SREA
[2025-12-22T20:31:58.632381] [DEBUG] [LOCAL     ] No optimal features file found for SREA: ./output/feature-sets/SREA.txt
[2025-12-22T20:31:58.632435] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:31:58.632466] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:31:58.632493] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:31:58.632550] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:31:58.703967] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:31:58.704871] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:31:58.704957] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:31:58.704991] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:31:58.819324] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:31:58.819470] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:31:58.819510] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:31:58.819539] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:31:58.822872] [DEBUG] [FORECASTER] SREA: Forecast T+1@11:T+2@11: UP (p=95.44%)
[2025-12-22T20:31:58.823135] [INFO ] [FORECASTER] Completed predict_future for SREA
[2025-12-22T20:31:58.823256] [INFO ] [sig       ] SREA: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:31:58.956358] [INFO ] [LOCAL     ] Saved forecast: SREA	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/SREA.txt
[2025-12-22T20:31:58.956479] [INFO ] [sig       ] [2986/3560] Completed SREA in 0.3s | 2.94 sym/s | Total: 16.9m | ETA: 3.3m
[2025-12-22T20:31:58.956518] [INFO ] [sig       ] [2987/3560] Forecasting SRFM...
[2025-12-22T20:31:58.956548] [INFO ] [sig       ] Generating forecast for: SRFM
[2025-12-22T20:31:58.956596] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRFM' from 'https://tdm.silogroup.org/data/derivative_storage/SRFM.csv'.
[2025-12-22T20:31:58.967588] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRFM'.
[2025-12-22T20:31:58.967916] [INFO ] [FORECASTER] Starting predict_future for SRFM
[2025-12-22T20:31:58.968693] [DEBUG] [LOCAL     ] No optimal features file found for SRFM: ./output/feature-sets/SRFM.txt
[2025-12-22T20:31:58.968745] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:31:58.968777] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:31:58.968805] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:31:58.968861] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:31:59.023981] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:31:59.024606] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:31:59.024682] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:31:59.024714] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:31:59.137649] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:31:59.137787] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:31:59.137824] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:31:59.137853] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:31:59.141111] [DEBUG] [FORECASTER] SRFM: Forecast T+1@11:T+2@11: UP (p=62.68%)
[2025-12-22T20:31:59.141371] [INFO ] [FORECASTER] Completed predict_future for SRFM
[2025-12-22T20:31:59.141488] [INFO ] [sig       ] SRFM: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:31:59.275647] [INFO ] [LOCAL     ] Saved forecast: SRFM	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/SRFM.txt
[2025-12-22T20:31:59.275801] [INFO ] [sig       ] [2987/3560] Completed SRFM in 0.3s | 2.94 sym/s | Total: 16.9m | ETA: 3.2m
[2025-12-22T20:31:59.275842] [INFO ] [sig       ] [2988/3560] Forecasting SRG...
[2025-12-22T20:31:59.275871] [INFO ] [sig       ] Generating forecast for: SRG
[2025-12-22T20:31:59.275901] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRG' from 'https://tdm.silogroup.org/data/derivative_storage/SRG.csv'.
[2025-12-22T20:31:59.286279] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRG'.
[2025-12-22T20:31:59.286647] [INFO ] [FORECASTER] Starting predict_future for SRG
[2025-12-22T20:31:59.287417] [DEBUG] [LOCAL     ] No optimal features file found for SRG: ./output/feature-sets/SRG.txt
[2025-12-22T20:31:59.287470] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:31:59.287501] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:31:59.287527] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:31:59.287600] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:31:59.344056] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:31:59.345064] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:31:59.345145] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:31:59.345178] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:31:59.463710] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:31:59.463858] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:31:59.463900] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:31:59.463927] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:31:59.467207] [DEBUG] [FORECASTER] SRG: Forecast T+1@11:T+2@11: UP (p=54.43%)
[2025-12-22T20:31:59.467473] [INFO ] [FORECASTER] Completed predict_future for SRG
[2025-12-22T20:31:59.467611] [INFO ] [sig       ] SRG: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:31:59.601068] [INFO ] [LOCAL     ] Saved forecast: SRG	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/SRG.txt
[2025-12-22T20:31:59.601221] [INFO ] [sig       ] [2988/3560] Completed SRG in 0.3s | 2.94 sym/s | Total: 16.9m | ETA: 3.2m
[2025-12-22T20:31:59.601267] [INFO ] [sig       ] [2989/3560] Forecasting SRI...
[2025-12-22T20:31:59.601298] [INFO ] [sig       ] Generating forecast for: SRI
[2025-12-22T20:31:59.601327] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRI' from 'https://tdm.silogroup.org/data/derivative_storage/SRI.csv'.
[2025-12-22T20:31:59.612513] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRI'.
[2025-12-22T20:31:59.612887] [INFO ] [FORECASTER] Starting predict_future for SRI
[2025-12-22T20:31:59.613802] [DEBUG] [LOCAL     ] No optimal features file found for SRI: ./output/feature-sets/SRI.txt
[2025-12-22T20:31:59.613856] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:31:59.613889] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:31:59.613917] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:31:59.613975] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:31:59.675489] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:31:59.676169] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:31:59.676248] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:31:59.676281] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:31:59.800686] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:31:59.800837] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:31:59.800878] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:31:59.800907] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:31:59.804620] [DEBUG] [FORECASTER] SRI: Forecast T+1@11:T+2@11: UP (p=96.66%)
[2025-12-22T20:31:59.804965] [INFO ] [FORECASTER] Completed predict_future for SRI
[2025-12-22T20:31:59.805100] [INFO ] [sig       ] SRI: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:31:59.949740] [INFO ] [LOCAL     ] Saved forecast: SRI	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/SRI.txt
[2025-12-22T20:31:59.949877] [INFO ] [sig       ] [2989/3560] Completed SRI in 0.3s | 2.94 sym/s | Total: 16.9m | ETA: 3.2m
[2025-12-22T20:31:59.949918] [INFO ] [sig       ] [2990/3560] Forecasting SRRK...
[2025-12-22T20:31:59.949948] [INFO ] [sig       ] Generating forecast for: SRRK
[2025-12-22T20:31:59.949978] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRRK' from 'https://tdm.silogroup.org/data/derivative_storage/SRRK.csv'.
[2025-12-22T20:31:59.961230] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRRK'.
[2025-12-22T20:31:59.961601] [INFO ] [FORECASTER] Starting predict_future for SRRK
[2025-12-22T20:31:59.962420] [DEBUG] [LOCAL     ] No optimal features file found for SRRK: ./output/feature-sets/SRRK.txt
[2025-12-22T20:31:59.962474] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:31:59.962507] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:31:59.962535] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:31:59.962611] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:32:00.025250] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:32:00.026114] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:32:00.026198] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:32:00.026231] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:32:00.157960] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:32:00.158073] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:32:00.158113] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:32:00.158144] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:32:00.161646] [DEBUG] [FORECASTER] SRRK: Forecast T+1@11:T+2@11: DOWN (p=3.99%)
[2025-12-22T20:32:00.161934] [INFO ] [FORECASTER] Completed predict_future for SRRK
[2025-12-22T20:32:00.162071] [INFO ] [sig       ] SRRK: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:32:00.314481] [INFO ] [LOCAL     ] Saved forecast: SRRK	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/SRRK.txt
[2025-12-22T20:32:00.314644] [INFO ] [sig       ] [2990/3560] Completed SRRK in 0.4s | 2.94 sym/s | Total: 16.9m | ETA: 3.2m
[2025-12-22T20:32:00.314685] [INFO ] [sig       ] [2991/3560] Forecasting SRTS...
[2025-12-22T20:32:00.314714] [INFO ] [sig       ] Generating forecast for: SRTS
[2025-12-22T20:32:00.314744] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRTS' from 'https://tdm.silogroup.org/data/derivative_storage/SRTS.csv'.
[2025-12-22T20:32:00.325777] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRTS'.
[2025-12-22T20:32:00.326141] [INFO ] [FORECASTER] Starting predict_future for SRTS
[2025-12-22T20:32:00.326908] [DEBUG] [LOCAL     ] No optimal features file found for SRTS: ./output/feature-sets/SRTS.txt
[2025-12-22T20:32:00.327004] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:32:00.327075] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:32:00.327103] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:32:00.327160] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:32:00.382607] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:32:00.383333] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:32:00.383412] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:32:00.383445] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:32:00.501149] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:32:00.501502] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:32:00.501542] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:32:00.501587] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:32:00.505073] [DEBUG] [FORECASTER] SRTS: Forecast T+1@11:T+2@11: UP (p=54.13%)
[2025-12-22T20:32:00.505347] [INFO ] [FORECASTER] Completed predict_future for SRTS
[2025-12-22T20:32:00.505638] [INFO ] [sig       ] SRTS: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:32:00.640567] [INFO ] [LOCAL     ] Saved forecast: SRTS	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/SRTS.txt
[2025-12-22T20:32:00.640724] [INFO ] [sig       ] [2991/3560] Completed SRTS in 0.3s | 2.94 sym/s | Total: 16.9m | ETA: 3.2m
[2025-12-22T20:32:00.640765] [INFO ] [sig       ] [2992/3560] Forecasting SSB...
[2025-12-22T20:32:00.640794] [INFO ] [sig       ] Generating forecast for: SSB
[2025-12-22T20:32:00.640824] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSB' from 'https://tdm.silogroup.org/data/derivative_storage/SSB.csv'.
[2025-12-22T20:32:00.651586] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSB'.
[2025-12-22T20:32:00.651939] [INFO ] [FORECASTER] Starting predict_future for SSB
[2025-12-22T20:32:00.652718] [DEBUG] [LOCAL     ] No optimal features file found for SSB: ./output/feature-sets/SSB.txt
[2025-12-22T20:32:00.652771] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:32:00.652803] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:32:00.652830] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:32:00.652887] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:32:00.708159] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:32:00.708898] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:32:00.708976] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:32:00.709033] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:32:00.832971] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:32:00.833123] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:32:00.833164] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:32:00.833200] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:32:00.836755] [DEBUG] [FORECASTER] SSB: Forecast T+1@11:T+2@11: DOWN (p=5.65%)
[2025-12-22T20:32:00.837030] [INFO ] [FORECASTER] Completed predict_future for SSB
[2025-12-22T20:32:00.837156] [INFO ] [sig       ] SSB: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:32:00.971887] [INFO ] [LOCAL     ] Saved forecast: SSB	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/SSB.txt
[2025-12-22T20:32:00.972047] [INFO ] [sig       ] [2992/3560] Completed SSB in 0.3s | 2.94 sym/s | Total: 16.9m | ETA: 3.2m
[2025-12-22T20:32:00.972086] [INFO ] [sig       ] [2993/3560] Forecasting SSD...
[2025-12-22T20:32:00.972114] [INFO ] [sig       ] Generating forecast for: SSD
[2025-12-22T20:32:00.972150] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSD' from 'https://tdm.silogroup.org/data/derivative_storage/SSD.csv'.
[2025-12-22T20:32:00.983822] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSD'.
[2025-12-22T20:32:00.984248] [INFO ] [FORECASTER] Starting predict_future for SSD
[2025-12-22T20:32:00.985145] [DEBUG] [LOCAL     ] No optimal features file found for SSD: ./output/feature-sets/SSD.txt
[2025-12-22T20:32:00.985199] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:32:00.985233] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:32:00.985275] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:32:00.985359] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:32:01.043965] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:32:01.044861] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:32:01.044967] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:32:01.045002] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:32:01.171623] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:32:01.171776] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:32:01.171816] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:32:01.171844] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:32:01.175851] [DEBUG] [FORECASTER] SSD: Forecast T+1@11:T+2@11: UP (p=68.62%)
[2025-12-22T20:32:01.176133] [INFO ] [FORECASTER] Completed predict_future for SSD
[2025-12-22T20:32:01.176256] [INFO ] [sig       ] SSD: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:32:01.315290] [INFO ] [LOCAL     ] Saved forecast: SSD	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/SSD.txt
[2025-12-22T20:32:01.315431] [INFO ] [sig       ] [2993/3560] Completed SSD in 0.3s | 2.94 sym/s | Total: 17.0m | ETA: 3.2m
[2025-12-22T20:32:01.315470] [INFO ] [sig       ] [2994/3560] Forecasting SSL...
[2025-12-22T20:32:01.315499] [INFO ] [sig       ] Generating forecast for: SSL
[2025-12-22T20:32:01.315530] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSL' from 'https://tdm.silogroup.org/data/derivative_storage/SSL.csv'.
[2025-12-22T20:32:01.326783] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSL'.
[2025-12-22T20:32:01.327147] [INFO ] [FORECASTER] Starting predict_future for SSL
[2025-12-22T20:32:01.327938] [DEBUG] [LOCAL     ] No optimal features file found for SSL: ./output/feature-sets/SSL.txt
[2025-12-22T20:32:01.327990] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:32:01.328021] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:32:01.328048] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:32:01.328104] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:32:01.385230] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:32:01.385940] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:32:01.386017] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:32:01.386049] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:32:01.505600] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:32:01.505756] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:32:01.505795] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:32:01.505847] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:32:01.509188] [DEBUG] [FORECASTER] SSL: Forecast T+1@11:T+2@11: UP (p=96.21%)
[2025-12-22T20:32:01.509468] [INFO ] [FORECASTER] Completed predict_future for SSL
[2025-12-22T20:32:01.509615] [INFO ] [sig       ] SSL: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:32:01.647298] [INFO ] [LOCAL     ] Saved forecast: SSL	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/SSL.txt
[2025-12-22T20:32:01.647442] [INFO ] [sig       ] [2994/3560] Completed SSL in 0.3s | 2.94 sym/s | Total: 17.0m | ETA: 3.2m
[2025-12-22T20:32:01.647489] [INFO ] [sig       ] [2995/3560] Forecasting SSNC...
[2025-12-22T20:32:01.647520] [INFO ] [sig       ] Generating forecast for: SSNC
[2025-12-22T20:32:01.647550] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSNC' from 'https://tdm.silogroup.org/data/derivative_storage/SSNC.csv'.
[2025-12-22T20:32:01.658417] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSNC'.
[2025-12-22T20:32:01.658789] [INFO ] [FORECASTER] Starting predict_future for SSNC
[2025-12-22T20:32:01.659610] [DEBUG] [LOCAL     ] No optimal features file found for SSNC: ./output/feature-sets/SSNC.txt
[2025-12-22T20:32:01.659665] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:32:01.659696] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:32:01.659722] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:32:01.659777] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:32:01.716865] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:32:01.717640] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:32:01.717885] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:32:01.717922] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:32:01.838858] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:32:01.839025] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:32:01.839064] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:32:01.839093] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:32:01.842479] [DEBUG] [FORECASTER] SSNC: Forecast T+1@11:T+2@11: DOWN (p=10.88%)
[2025-12-22T20:32:01.842759] [INFO ] [FORECASTER] Completed predict_future for SSNC
[2025-12-22T20:32:01.842880] [INFO ] [sig       ] SSNC: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:32:01.981490] [INFO ] [LOCAL     ] Saved forecast: SSNC	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/SSNC.txt
[2025-12-22T20:32:01.981671] [INFO ] [sig       ] [2995/3560] Completed SSNC in 0.3s | 2.94 sym/s | Total: 17.0m | ETA: 3.2m
[2025-12-22T20:32:01.981713] [INFO ] [sig       ] [2996/3560] Forecasting SSP...
[2025-12-22T20:32:01.981742] [INFO ] [sig       ] Generating forecast for: SSP
[2025-12-22T20:32:01.981783] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSP' from 'https://tdm.silogroup.org/data/derivative_storage/SSP.csv'.
[2025-12-22T20:32:01.993860] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSP'.
[2025-12-22T20:32:01.994265] [INFO ] [FORECASTER] Starting predict_future for SSP
[2025-12-22T20:32:01.995126] [DEBUG] [LOCAL     ] No optimal features file found for SSP: ./output/feature-sets/SSP.txt
[2025-12-22T20:32:01.995183] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:32:01.995226] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:32:01.995255] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:32:01.995319] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:32:02.054685] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:32:02.055518] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:32:02.055647] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:32:02.055684] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:32:02.175411] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:32:02.175564] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:32:02.175622] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:32:02.175652] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:32:02.179131] [DEBUG] [FORECASTER] SSP: Forecast T+1@11:T+2@11: UP (p=76.14%)
[2025-12-22T20:32:02.179412] [INFO ] [FORECASTER] Completed predict_future for SSP
[2025-12-22T20:32:02.179557] [INFO ] [sig       ] SSP: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:32:02.319912] [INFO ] [LOCAL     ] Saved forecast: SSP	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/SSP.txt
[2025-12-22T20:32:02.320062] [INFO ] [sig       ] [2996/3560] Completed SSP in 0.3s | 2.94 sym/s | Total: 17.0m | ETA: 3.2m
[2025-12-22T20:32:02.320100] [INFO ] [sig       ] [2997/3560] Forecasting SSRM...
[2025-12-22T20:32:02.320131] [INFO ] [sig       ] Generating forecast for: SSRM
[2025-12-22T20:32:02.320161] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSRM' from 'https://tdm.silogroup.org/data/derivative_storage/SSRM.csv'.
[2025-12-22T20:32:02.331337] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSRM'.
[2025-12-22T20:32:02.331750] [INFO ] [FORECASTER] Starting predict_future for SSRM
[2025-12-22T20:32:02.332551] [DEBUG] [LOCAL     ] No optimal features file found for SSRM: ./output/feature-sets/SSRM.txt
[2025-12-22T20:32:02.332625] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:32:02.332659] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:32:02.332687] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:32:02.332744] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:32:02.395732] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:32:02.396513] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:32:02.396617] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:32:02.396654] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:32:02.518357] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:32:02.518505] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:32:02.518544] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:32:02.518588] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:32:02.521892] [DEBUG] [FORECASTER] SSRM: Forecast T+1@11:T+2@11: UP (p=95.27%)
[2025-12-22T20:32:02.522154] [INFO ] [FORECASTER] Completed predict_future for SSRM
[2025-12-22T20:32:02.522271] [INFO ] [sig       ] SSRM: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:32:02.661459] [INFO ] [LOCAL     ] Saved forecast: SSRM	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/SSRM.txt
[2025-12-22T20:32:02.661602] [INFO ] [sig       ] [2997/3560] Completed SSRM in 0.3s | 2.94 sym/s | Total: 17.0m | ETA: 3.2m
[2025-12-22T20:32:02.661644] [INFO ] [sig       ] [2998/3560] Forecasting SSSS...
[2025-12-22T20:32:02.661672] [INFO ] [sig       ] Generating forecast for: SSSS
[2025-12-22T20:32:02.661701] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSSS' from 'https://tdm.silogroup.org/data/derivative_storage/SSSS.csv'.
[2025-12-22T20:32:02.672510] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSSS'.
[2025-12-22T20:32:02.672862] [INFO ] [FORECASTER] Starting predict_future for SSSS
[2025-12-22T20:32:02.673695] [DEBUG] [LOCAL     ] No optimal features file found for SSSS: ./output/feature-sets/SSSS.txt
[2025-12-22T20:32:02.673749] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:32:02.673782] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:32:02.673811] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:32:02.673868] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:32:02.732824] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:32:02.733664] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:32:02.733748] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:32:02.733782] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:32:02.865529] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:32:02.865703] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:32:02.865761] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:32:02.865791] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:32:02.869318] [DEBUG] [FORECASTER] SSSS: Forecast T+1@11:T+2@11: DOWN (p=43.82%)
[2025-12-22T20:32:02.869628] [INFO ] [FORECASTER] Completed predict_future for SSSS
[2025-12-22T20:32:02.869771] [INFO ] [sig       ] SSSS: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:32:03.009053] [INFO ] [LOCAL     ] Saved forecast: SSSS	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/SSSS.txt
[2025-12-22T20:32:03.009196] [INFO ] [sig       ] [2998/3560] Completed SSSS in 0.3s | 2.94 sym/s | Total: 17.0m | ETA: 3.2m
[2025-12-22T20:32:03.009236] [INFO ] [sig       ] [2999/3560] Forecasting SSTI...
[2025-12-22T20:32:03.009266] [INFO ] [sig       ] Generating forecast for: SSTI
[2025-12-22T20:32:03.009296] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSTI' from 'https://tdm.silogroup.org/data/derivative_storage/SSTI.csv'.
[2025-12-22T20:32:03.020353] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSTI'.
[2025-12-22T20:32:03.020686] [INFO ] [FORECASTER] Starting predict_future for SSTI
[2025-12-22T20:32:03.021428] [DEBUG] [LOCAL     ] No optimal features file found for SSTI: ./output/feature-sets/SSTI.txt
[2025-12-22T20:32:03.021480] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:32:03.021512] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:32:03.021539] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:32:03.021614] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:32:03.081478] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:32:03.082303] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:32:03.082385] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:32:03.082419] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:32:03.207648] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:32:03.207796] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:32:03.207836] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:32:03.207865] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:32:03.211302] [DEBUG] [FORECASTER] SSTI: Forecast T+1@11:T+2@11: UP (p=93.89%)
[2025-12-22T20:32:03.211605] [INFO ] [FORECASTER] Completed predict_future for SSTI
[2025-12-22T20:32:03.211730] [INFO ] [sig       ] SSTI: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:32:03.351254] [INFO ] [LOCAL     ] Saved forecast: SSTI	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/SSTI.txt
[2025-12-22T20:32:03.351402] [INFO ] [sig       ] [2999/3560] Completed SSTI in 0.3s | 2.94 sym/s | Total: 17.0m | ETA: 3.2m
[2025-12-22T20:32:03.351461] [INFO ] [sig       ] [3000/3560] Forecasting SSTK...
[2025-12-22T20:32:03.351504] [INFO ] [sig       ] Generating forecast for: SSTK
[2025-12-22T20:32:03.351540] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSTK' from 'https://tdm.silogroup.org/data/derivative_storage/SSTK.csv'.
[2025-12-22T20:32:03.363246] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSTK'.
[2025-12-22T20:32:03.363586] [INFO ] [FORECASTER] Starting predict_future for SSTK
[2025-12-22T20:32:03.364642] [DEBUG] [LOCAL     ] No optimal features file found for SSTK: ./output/feature-sets/SSTK.txt
[2025-12-22T20:32:03.364705] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:32:03.364748] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:32:03.364776] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:32:03.364831] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:32:03.423644] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:32:03.424315] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:32:03.424394] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:32:03.424428] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:32:03.554015] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:32:03.554176] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:32:03.554226] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:32:03.554264] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:32:03.557977] [DEBUG] [FORECASTER] SSTK: Forecast T+1@11:T+2@11: DOWN (p=8.56%)
[2025-12-22T20:32:03.558390] [INFO ] [FORECASTER] Completed predict_future for SSTK
[2025-12-22T20:32:03.558595] [INFO ] [sig       ] SSTK: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:32:03.767274] [INFO ] [LOCAL     ] Saved forecast: SSTK	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/SSTK.txt
[2025-12-22T20:32:03.767501] [INFO ] [sig       ] [3000/3560] Completed SSTK in 0.4s | 2.94 sym/s | Total: 17.0m | ETA: 3.2m
[2025-12-22T20:32:03.767564] [INFO ] [sig       ] [3001/3560] Forecasting SSYS...
[2025-12-22T20:32:03.767639] [INFO ] [sig       ] Generating forecast for: SSYS
[2025-12-22T20:32:03.767688] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSYS' from 'https://tdm.silogroup.org/data/derivative_storage/SSYS.csv'.
[2025-12-22T20:32:03.783808] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSYS'.
[2025-12-22T20:32:03.784316] [INFO ] [FORECASTER] Starting predict_future for SSYS
[2025-12-22T20:32:03.785438] [DEBUG] [LOCAL     ] No optimal features file found for SSYS: ./output/feature-sets/SSYS.txt
[2025-12-22T20:32:03.785510] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:32:03.785557] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:32:03.785635] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:32:03.785727] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:32:03.857890] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:32:03.858827] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:32:03.858950] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:32:03.858984] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:32:04.011998] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:32:04.012214] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:32:04.012291] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:32:04.012358] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:32:04.017310] [DEBUG] [FORECASTER] SSYS: Forecast T+1@11:T+2@11: DOWN (p=31.86%)
[2025-12-22T20:32:04.017833] [INFO ] [FORECASTER] Completed predict_future for SSYS
[2025-12-22T20:32:04.018050] [INFO ] [sig       ] SSYS: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:32:04.253381] [INFO ] [LOCAL     ] Saved forecast: SSYS	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/SSYS.txt
[2025-12-22T20:32:04.253637] [INFO ] [sig       ] [3001/3560] Completed SSYS in 0.5s | 2.94 sym/s | Total: 17.0m | ETA: 3.2m
[2025-12-22T20:32:04.253708] [INFO ] [sig       ] [3002/3560] Forecasting STAA...
[2025-12-22T20:32:04.253745] [INFO ] [sig       ] Generating forecast for: STAA
[2025-12-22T20:32:04.253775] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STAA' from 'https://tdm.silogroup.org/data/derivative_storage/STAA.csv'.
[2025-12-22T20:32:04.280426] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STAA'.
[2025-12-22T20:32:04.281009] [INFO ] [FORECASTER] Starting predict_future for STAA
[2025-12-22T20:32:04.282265] [DEBUG] [LOCAL     ] No optimal features file found for STAA: ./output/feature-sets/STAA.txt
[2025-12-22T20:32:04.282515] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:32:04.282624] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:32:04.282667] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:32:04.282749] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:32:04.378454] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:32:04.379509] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:32:04.379623] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:32:04.379660] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:32:04.555400] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:32:04.555616] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:32:04.555683] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:32:04.555732] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:32:04.561140] [DEBUG] [FORECASTER] STAA: Forecast T+1@11:T+2@11: UP (p=75.05%)
[2025-12-22T20:32:04.561666] [INFO ] [FORECASTER] Completed predict_future for STAA
[2025-12-22T20:32:04.561877] [INFO ] [sig       ] STAA: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:32:04.782389] [INFO ] [LOCAL     ] Saved forecast: STAA	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/STAA.txt
[2025-12-22T20:32:04.782624] [INFO ] [sig       ] [3002/3560] Completed STAA in 0.5s | 2.94 sym/s | Total: 17.0m | ETA: 3.2m
[2025-12-22T20:32:04.782695] [INFO ] [sig       ] [3003/3560] Forecasting STAG...
[2025-12-22T20:32:04.782748] [INFO ] [sig       ] Generating forecast for: STAG
[2025-12-22T20:32:04.782810] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STAG' from 'https://tdm.silogroup.org/data/derivative_storage/STAG.csv'.
[2025-12-22T20:32:04.797923] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STAG'.
[2025-12-22T20:32:04.798366] [INFO ] [FORECASTER] Starting predict_future for STAG
[2025-12-22T20:32:04.799433] [DEBUG] [LOCAL     ] No optimal features file found for STAG: ./output/feature-sets/STAG.txt
[2025-12-22T20:32:04.799501] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:32:04.799544] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:32:04.799608] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:32:04.799698] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:32:04.876257] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:32:04.877350] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:32:04.877482] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:32:04.877527] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:32:05.007380] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:32:05.007539] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:32:05.007603] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:32:05.007635] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:32:05.011175] [DEBUG] [FORECASTER] STAG: Forecast T+1@11:T+2@11: DOWN (p=41.19%)
[2025-12-22T20:32:05.011489] [INFO ] [FORECASTER] Completed predict_future for STAG
[2025-12-22T20:32:05.011668] [INFO ] [sig       ] STAG: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:32:05.154770] [INFO ] [LOCAL     ] Saved forecast: STAG	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/STAG.txt
[2025-12-22T20:32:05.154909] [INFO ] [sig       ] [3003/3560] Completed STAG in 0.4s | 2.94 sym/s | Total: 17.0m | ETA: 3.2m
[2025-12-22T20:32:05.154949] [INFO ] [sig       ] [3004/3560] Forecasting STBA...
[2025-12-22T20:32:05.154978] [INFO ] [sig       ] Generating forecast for: STBA
[2025-12-22T20:32:05.155008] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STBA' from 'https://tdm.silogroup.org/data/derivative_storage/STBA.csv'.
[2025-12-22T20:32:05.166057] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STBA'.
[2025-12-22T20:32:05.166384] [INFO ] [FORECASTER] Starting predict_future for STBA
[2025-12-22T20:32:05.167180] [DEBUG] [LOCAL     ] No optimal features file found for STBA: ./output/feature-sets/STBA.txt
[2025-12-22T20:32:05.167233] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:32:05.167266] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:32:05.167292] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:32:05.167348] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:32:05.224195] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:32:05.224896] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:32:05.224973] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:32:05.225005] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:32:05.342369] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:32:05.342506] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:32:05.342545] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:32:05.342590] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:32:05.345859] [DEBUG] [FORECASTER] STBA: Forecast T+1@11:T+2@11: DOWN (p=13.85%)
[2025-12-22T20:32:05.346125] [INFO ] [FORECASTER] Completed predict_future for STBA
[2025-12-22T20:32:05.346243] [INFO ] [sig       ] STBA: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:32:05.482555] [INFO ] [LOCAL     ] Saved forecast: STBA	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/STBA.txt
[2025-12-22T20:32:05.482713] [INFO ] [sig       ] [3004/3560] Completed STBA in 0.3s | 2.94 sym/s | Total: 17.0m | ETA: 3.2m
[2025-12-22T20:32:05.482754] [INFO ] [sig       ] [3005/3560] Forecasting STC...
[2025-12-22T20:32:05.482783] [INFO ] [sig       ] Generating forecast for: STC
[2025-12-22T20:32:05.482812] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STC' from 'https://tdm.silogroup.org/data/derivative_storage/STC.csv'.
[2025-12-22T20:32:05.493283] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STC'.
[2025-12-22T20:32:05.493623] [INFO ] [FORECASTER] Starting predict_future for STC
[2025-12-22T20:32:05.494409] [DEBUG] [LOCAL     ] No optimal features file found for STC: ./output/feature-sets/STC.txt
[2025-12-22T20:32:05.494461] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:32:05.494493] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:32:05.494520] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:32:05.494600] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:32:05.550806] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:32:05.551412] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:32:05.551488] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:32:05.551520] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:32:05.665442] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:32:05.665612] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:32:05.665653] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:32:05.665682] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:32:05.669043] [DEBUG] [FORECASTER] STC: Forecast T+1@11:T+2@11: DOWN (p=7.27%)
[2025-12-22T20:32:05.669322] [INFO ] [FORECASTER] Completed predict_future for STC
[2025-12-22T20:32:05.669444] [INFO ] [sig       ] STC: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:32:05.807369] [INFO ] [LOCAL     ] Saved forecast: STC	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/STC.txt
[2025-12-22T20:32:05.807503] [INFO ] [sig       ] [3005/3560] Completed STC in 0.3s | 2.94 sym/s | Total: 17.0m | ETA: 3.1m
[2025-12-22T20:32:05.807563] [INFO ] [sig       ] [3006/3560] Forecasting STE...
[2025-12-22T20:32:05.807612] [INFO ] [sig       ] Generating forecast for: STE
[2025-12-22T20:32:05.807644] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STE' from 'https://tdm.silogroup.org/data/derivative_storage/STE.csv'.
[2025-12-22T20:32:05.818686] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STE'.
[2025-12-22T20:32:05.819049] [INFO ] [FORECASTER] Starting predict_future for STE
[2025-12-22T20:32:05.819859] [DEBUG] [LOCAL     ] No optimal features file found for STE: ./output/feature-sets/STE.txt
[2025-12-22T20:32:05.819911] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:32:05.819942] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:32:05.819968] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:32:05.820022] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:32:05.878047] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:32:05.878909] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:32:05.878992] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:32:05.879047] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:32:06.001686] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:32:06.001845] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:32:06.001886] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:32:06.001914] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:32:06.005320] [DEBUG] [FORECASTER] STE: Forecast T+1@11:T+2@11: DOWN (p=20.07%)
[2025-12-22T20:32:06.005636] [INFO ] [FORECASTER] Completed predict_future for STE
[2025-12-22T20:32:06.005767] [INFO ] [sig       ] STE: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:32:06.143092] [INFO ] [LOCAL     ] Saved forecast: STE	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/STE.txt
[2025-12-22T20:32:06.143243] [INFO ] [sig       ] [3006/3560] Completed STE in 0.3s | 2.94 sym/s | Total: 17.0m | ETA: 3.1m
[2025-12-22T20:32:06.143285] [INFO ] [sig       ] [3007/3560] Forecasting STEL...
[2025-12-22T20:32:06.143316] [INFO ] [sig       ] Generating forecast for: STEL
[2025-12-22T20:32:06.143348] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STEL' from 'https://tdm.silogroup.org/data/derivative_storage/STEL.csv'.
[2025-12-22T20:32:06.158872] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STEL'.
[2025-12-22T20:32:06.159228] [INFO ] [FORECASTER] Starting predict_future for STEL
[2025-12-22T20:32:06.160028] [DEBUG] [LOCAL     ] No optimal features file found for STEL: ./output/feature-sets/STEL.txt
[2025-12-22T20:32:06.160081] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:32:06.160115] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:32:06.160143] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:32:06.160199] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:32:06.216948] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:32:06.217677] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:32:06.217753] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:32:06.217787] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:32:06.337767] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:32:06.337919] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:32:06.337960] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:32:06.337990] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:32:06.341370] [DEBUG] [FORECASTER] STEL: Forecast T+1@11:T+2@11: DOWN (p=21.83%)
[2025-12-22T20:32:06.341677] [INFO ] [FORECASTER] Completed predict_future for STEL
[2025-12-22T20:32:06.341812] [INFO ] [sig       ] STEL: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:32:06.477924] [INFO ] [LOCAL     ] Saved forecast: STEL	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/STEL.txt
[2025-12-22T20:32:06.478061] [INFO ] [sig       ] [3007/3560] Completed STEL in 0.3s | 2.94 sym/s | Total: 17.0m | ETA: 3.1m
[2025-12-22T20:32:06.478101] [INFO ] [sig       ] [3008/3560] Forecasting STEM...
[2025-12-22T20:32:06.478130] [INFO ] [sig       ] Generating forecast for: STEM
[2025-12-22T20:32:06.478160] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STEM' from 'https://tdm.silogroup.org/data/derivative_storage/STEM.csv'.
[2025-12-22T20:32:06.489510] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STEM'.
[2025-12-22T20:32:06.489855] [INFO ] [FORECASTER] Starting predict_future for STEM
[2025-12-22T20:32:06.490645] [DEBUG] [LOCAL     ] No optimal features file found for STEM: ./output/feature-sets/STEM.txt
[2025-12-22T20:32:06.490696] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:32:06.490754] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:32:06.490782] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:32:06.490839] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:32:06.549382] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:32:06.550283] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:32:06.550373] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:32:06.550409] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:32:06.670327] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:32:06.670475] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:32:06.670514] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:32:06.670542] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:32:06.673869] [DEBUG] [FORECASTER] STEM: Forecast T+1@11:T+2@11: UP (p=96.98%)
[2025-12-22T20:32:06.674138] [INFO ] [FORECASTER] Completed predict_future for STEM
[2025-12-22T20:32:06.674257] [INFO ] [sig       ] STEM: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:32:06.811077] [INFO ] [LOCAL     ] Saved forecast: STEM	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/STEM.txt
[2025-12-22T20:32:06.811227] [INFO ] [sig       ] [3008/3560] Completed STEM in 0.3s | 2.94 sym/s | Total: 17.0m | ETA: 3.1m
[2025-12-22T20:32:06.811277] [INFO ] [sig       ] [3009/3560] Forecasting STEP...
[2025-12-22T20:32:06.811312] [INFO ] [sig       ] Generating forecast for: STEP
[2025-12-22T20:32:06.811349] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STEP' from 'https://tdm.silogroup.org/data/derivative_storage/STEP.csv'.
[2025-12-22T20:32:06.823466] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STEP'.
[2025-12-22T20:32:06.823886] [INFO ] [FORECASTER] Starting predict_future for STEP
[2025-12-22T20:32:06.824714] [DEBUG] [LOCAL     ] No optimal features file found for STEP: ./output/feature-sets/STEP.txt
[2025-12-22T20:32:06.824767] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:32:06.824800] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:32:06.824827] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:32:06.824898] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:32:06.882600] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:32:06.883441] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:32:06.883521] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:32:06.883554] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:32:07.001839] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:32:07.001995] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:32:07.002033] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:32:07.002096] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:32:07.005475] [DEBUG] [FORECASTER] STEP: Forecast T+1@11:T+2@11: DOWN (p=4.45%)
[2025-12-22T20:32:07.005779] [INFO ] [FORECASTER] Completed predict_future for STEP
[2025-12-22T20:32:07.005908] [INFO ] [sig       ] STEP: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:32:07.141033] [INFO ] [LOCAL     ] Saved forecast: STEP	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/STEP.txt
[2025-12-22T20:32:07.141180] [INFO ] [sig       ] [3009/3560] Completed STEP in 0.3s | 2.94 sym/s | Total: 17.1m | ETA: 3.1m
[2025-12-22T20:32:07.141219] [INFO ] [sig       ] [3010/3560] Forecasting STHO...
[2025-12-22T20:32:07.141249] [INFO ] [sig       ] Generating forecast for: STHO
[2025-12-22T20:32:07.141283] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STHO' from 'https://tdm.silogroup.org/data/derivative_storage/STHO.csv'.
[2025-12-22T20:32:07.152150] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STHO'.
[2025-12-22T20:32:07.152522] [INFO ] [FORECASTER] Starting predict_future for STHO
[2025-12-22T20:32:07.153298] [DEBUG] [LOCAL     ] No optimal features file found for STHO: ./output/feature-sets/STHO.txt
[2025-12-22T20:32:07.153351] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:32:07.153383] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:32:07.153410] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:32:07.153466] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:32:07.209196] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:32:07.209939] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:32:07.210020] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:32:07.210052] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:32:07.326846] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:32:07.326995] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:32:07.327034] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:32:07.327062] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:32:07.330729] [DEBUG] [FORECASTER] STHO: Forecast T+1@11:T+2@11: DOWN (p=49.89%)
[2025-12-22T20:32:07.330993] [INFO ] [FORECASTER] Completed predict_future for STHO
[2025-12-22T20:32:07.331114] [INFO ] [sig       ] STHO: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:32:07.467010] [INFO ] [LOCAL     ] Saved forecast: STHO	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/STHO.txt
[2025-12-22T20:32:07.467161] [INFO ] [sig       ] [3010/3560] Completed STHO in 0.3s | 2.94 sym/s | Total: 17.1m | ETA: 3.1m
[2025-12-22T20:32:07.467200] [INFO ] [sig       ] [3011/3560] Forecasting STI...
[2025-12-22T20:32:07.467230] [INFO ] [sig       ] Generating forecast for: STI
[2025-12-22T20:32:07.467261] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STI' from 'https://tdm.silogroup.org/data/derivative_storage/STI.csv'.
[2025-12-22T20:32:07.478090] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STI'.
[2025-12-22T20:32:07.478448] [INFO ] [FORECASTER] Starting predict_future for STI
[2025-12-22T20:32:07.479248] [DEBUG] [LOCAL     ] No optimal features file found for STI: ./output/feature-sets/STI.txt
[2025-12-22T20:32:07.479300] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:32:07.479332] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:32:07.479357] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:32:07.479413] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:32:07.536399] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:32:07.537194] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:32:07.537294] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:32:07.537326] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:32:07.658198] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:32:07.658350] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:32:07.658389] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:32:07.658448] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:32:07.661996] [DEBUG] [FORECASTER] STI: Forecast T+1@11:T+2@11: UP (p=95.38%)
[2025-12-22T20:32:07.662292] [INFO ] [FORECASTER] Completed predict_future for STI
[2025-12-22T20:32:07.662426] [INFO ] [sig       ] STI: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:32:07.796658] [INFO ] [LOCAL     ] Saved forecast: STI	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/STI.txt
[2025-12-22T20:32:07.796807] [INFO ] [sig       ] [3011/3560] Completed STI in 0.3s | 2.94 sym/s | Total: 17.1m | ETA: 3.1m
[2025-12-22T20:32:07.796848] [INFO ] [sig       ] [3012/3560] Forecasting STIM...
[2025-12-22T20:32:07.796887] [INFO ] [sig       ] Generating forecast for: STIM
[2025-12-22T20:32:07.796926] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STIM' from 'https://tdm.silogroup.org/data/derivative_storage/STIM.csv'.
[2025-12-22T20:32:07.807984] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STIM'.
[2025-12-22T20:32:07.808359] [INFO ] [FORECASTER] Starting predict_future for STIM
[2025-12-22T20:32:07.809204] [DEBUG] [LOCAL     ] No optimal features file found for STIM: ./output/feature-sets/STIM.txt
[2025-12-22T20:32:07.809258] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:32:07.809289] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:32:07.809315] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:32:07.809372] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:32:07.868015] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:32:07.868869] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:32:07.868949] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:32:07.868981] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:32:07.988532] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:32:07.988701] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:32:07.988741] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:32:07.988769] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:32:07.995376] [DEBUG] [FORECASTER] STIM: Forecast T+1@11:T+2@11: DOWN (p=2.23%)
[2025-12-22T20:32:07.995680] [INFO ] [FORECASTER] Completed predict_future for STIM
[2025-12-22T20:32:07.995803] [INFO ] [sig       ] STIM: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:32:08.190018] [INFO ] [LOCAL     ] Saved forecast: STIM	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/STIM.txt
[2025-12-22T20:32:08.190166] [INFO ] [sig       ] [3012/3560] Completed STIM in 0.4s | 2.94 sym/s | Total: 17.1m | ETA: 3.1m
[2025-12-22T20:32:08.190213] [INFO ] [sig       ] [3013/3560] Forecasting STK...
[2025-12-22T20:32:08.190257] [INFO ] [sig       ] Generating forecast for: STK
[2025-12-22T20:32:08.190291] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STK' from 'https://tdm.silogroup.org/data/derivative_storage/STK.csv'.
[2025-12-22T20:32:08.202887] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STK'.
[2025-12-22T20:32:08.203307] [INFO ] [FORECASTER] Starting predict_future for STK
[2025-12-22T20:32:08.204123] [DEBUG] [LOCAL     ] No optimal features file found for STK: ./output/feature-sets/STK.txt
[2025-12-22T20:32:08.204176] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:32:08.204207] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:32:08.204250] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:32:08.204308] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:32:08.261957] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:32:08.262813] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:32:08.262895] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:32:08.262928] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:32:08.382836] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:32:08.382982] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:32:08.383019] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:32:08.383048] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:32:08.386365] [DEBUG] [FORECASTER] STK: Forecast T+1@11:T+2@11: UP (p=60.83%)
[2025-12-22T20:32:08.386665] [INFO ] [FORECASTER] Completed predict_future for STK
[2025-12-22T20:32:08.386799] [INFO ] [sig       ] STK: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:32:08.524063] [INFO ] [LOCAL     ] Saved forecast: STK	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/STK.txt
[2025-12-22T20:32:08.524220] [INFO ] [sig       ] [3013/3560] Completed STK in 0.3s | 2.94 sym/s | Total: 17.1m | ETA: 3.1m
[2025-12-22T20:32:08.524259] [INFO ] [sig       ] [3014/3560] Forecasting STKH...
[2025-12-22T20:32:08.524290] [INFO ] [sig       ] Generating forecast for: STKH
[2025-12-22T20:32:08.524322] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STKH' from 'https://tdm.silogroup.org/data/derivative_storage/STKH.csv'.
[2025-12-22T20:32:08.534741] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STKH'.
[2025-12-22T20:32:08.535106] [INFO ] [FORECASTER] Starting predict_future for STKH
[2025-12-22T20:32:08.535888] [DEBUG] [LOCAL     ] No optimal features file found for STKH: ./output/feature-sets/STKH.txt
[2025-12-22T20:32:08.535939] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:32:08.535971] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:32:08.535998] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:32:08.536054] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:32:08.592824] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:32:08.593682] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:32:08.593764] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:32:08.593796] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:32:08.702930] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:32:08.703080] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:32:08.703119] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:32:08.703147] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:32:08.706879] [DEBUG] [FORECASTER] STKH: Forecast T+1@11:T+2@11: UP (p=97.03%)
[2025-12-22T20:32:08.707202] [INFO ] [FORECASTER] Completed predict_future for STKH
[2025-12-22T20:32:08.707340] [INFO ] [sig       ] STKH: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:32:08.845886] [INFO ] [LOCAL     ] Saved forecast: STKH	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/STKH.txt
[2025-12-22T20:32:08.846043] [INFO ] [sig       ] [3014/3560] Completed STKH in 0.3s | 2.94 sym/s | Total: 17.1m | ETA: 3.1m
[2025-12-22T20:32:08.846081] [INFO ] [sig       ] [3015/3560] Forecasting STKL...
[2025-12-22T20:32:08.846111] [INFO ] [sig       ] Generating forecast for: STKL
[2025-12-22T20:32:08.846141] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STKL' from 'https://tdm.silogroup.org/data/derivative_storage/STKL.csv'.
[2025-12-22T20:32:08.857123] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STKL'.
[2025-12-22T20:32:08.857501] [INFO ] [FORECASTER] Starting predict_future for STKL
[2025-12-22T20:32:08.858309] [DEBUG] [LOCAL     ] No optimal features file found for STKL: ./output/feature-sets/STKL.txt
[2025-12-22T20:32:08.858361] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:32:08.858394] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:32:08.858421] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:32:08.858477] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:32:08.915027] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:32:08.915883] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:32:08.915963] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:32:08.915995] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:32:09.041531] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:32:09.041723] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:32:09.041763] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:32:09.041792] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:32:09.045129] [DEBUG] [FORECASTER] STKL: Forecast T+1@11:T+2@11: UP (p=91.55%)
[2025-12-22T20:32:09.045394] [INFO ] [FORECASTER] Completed predict_future for STKL
[2025-12-22T20:32:09.045516] [INFO ] [sig       ] STKL: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:32:09.180342] [INFO ] [LOCAL     ] Saved forecast: STKL	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/STKL.txt
[2025-12-22T20:32:09.180500] [INFO ] [sig       ] [3015/3560] Completed STKL in 0.3s | 2.94 sym/s | Total: 17.1m | ETA: 3.1m
[2025-12-22T20:32:09.180540] [INFO ] [sig       ] [3016/3560] Forecasting STKS...
[2025-12-22T20:32:09.180588] [INFO ] [sig       ] Generating forecast for: STKS
[2025-12-22T20:32:09.180621] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STKS' from 'https://tdm.silogroup.org/data/derivative_storage/STKS.csv'.
[2025-12-22T20:32:09.191128] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STKS'.
[2025-12-22T20:32:09.191532] [INFO ] [FORECASTER] Starting predict_future for STKS
[2025-12-22T20:32:09.192375] [DEBUG] [LOCAL     ] No optimal features file found for STKS: ./output/feature-sets/STKS.txt
[2025-12-22T20:32:09.192427] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:32:09.192459] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:32:09.192486] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:32:09.192542] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:32:09.249728] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:32:09.250558] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:32:09.250655] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:32:09.250687] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:32:09.370053] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:32:09.370209] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:32:09.370248] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:32:09.370276] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:32:09.373745] [DEBUG] [FORECASTER] STKS: Forecast T+1@11:T+2@11: DOWN (p=19.76%)
[2025-12-22T20:32:09.374070] [INFO ] [FORECASTER] Completed predict_future for STKS
[2025-12-22T20:32:09.374204] [INFO ] [sig       ] STKS: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:32:09.514412] [INFO ] [LOCAL     ] Saved forecast: STKS	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/STKS.txt
[2025-12-22T20:32:09.514595] [INFO ] [sig       ] [3016/3560] Completed STKS in 0.3s | 2.94 sym/s | Total: 17.1m | ETA: 3.1m
[2025-12-22T20:32:09.514636] [INFO ] [sig       ] [3017/3560] Forecasting STLA...
[2025-12-22T20:32:09.514665] [INFO ] [sig       ] Generating forecast for: STLA
[2025-12-22T20:32:09.514704] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STLA' from 'https://tdm.silogroup.org/data/derivative_storage/STLA.csv'.
[2025-12-22T20:32:09.527301] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STLA'.
[2025-12-22T20:32:09.527713] [INFO ] [FORECASTER] Starting predict_future for STLA
[2025-12-22T20:32:09.528529] [DEBUG] [LOCAL     ] No optimal features file found for STLA: ./output/feature-sets/STLA.txt
[2025-12-22T20:32:09.528608] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:32:09.528662] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:32:09.528690] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:32:09.528747] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:32:09.586117] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:32:09.586986] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:32:09.587070] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:32:09.587103] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:32:09.708550] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:32:09.708744] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:32:09.708796] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:32:09.708826] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:32:09.712616] [DEBUG] [FORECASTER] STLA: Forecast T+1@11:T+2@11: DOWN (p=30.69%)
[2025-12-22T20:32:09.712918] [INFO ] [FORECASTER] Completed predict_future for STLA
[2025-12-22T20:32:09.713055] [INFO ] [sig       ] STLA: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:32:09.850019] [INFO ] [LOCAL     ] Saved forecast: STLA	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/STLA.txt
[2025-12-22T20:32:09.850175] [INFO ] [sig       ] [3017/3560] Completed STLA in 0.3s | 2.94 sym/s | Total: 17.1m | ETA: 3.1m
[2025-12-22T20:32:09.850216] [INFO ] [sig       ] [3018/3560] Forecasting STLD...
[2025-12-22T20:32:09.850245] [INFO ] [sig       ] Generating forecast for: STLD
[2025-12-22T20:32:09.850283] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STLD' from 'https://tdm.silogroup.org/data/derivative_storage/STLD.csv'.
[2025-12-22T20:32:09.862342] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STLD'.
[2025-12-22T20:32:09.862886] [INFO ] [FORECASTER] Starting predict_future for STLD
[2025-12-22T20:32:09.863846] [DEBUG] [LOCAL     ] No optimal features file found for STLD: ./output/feature-sets/STLD.txt
[2025-12-22T20:32:09.863897] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:32:09.863928] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:32:09.863955] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:32:09.864010] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:32:09.923199] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:32:09.924080] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:32:09.924200] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:32:09.924234] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:32:10.048012] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:32:10.048175] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:32:10.048215] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:32:10.048243] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:32:10.052022] [DEBUG] [FORECASTER] STLD: Forecast T+1@11:T+2@11: DOWN (p=22.73%)
[2025-12-22T20:32:10.052304] [INFO ] [FORECASTER] Completed predict_future for STLD
[2025-12-22T20:32:10.052429] [INFO ] [sig       ] STLD: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:32:10.191718] [INFO ] [LOCAL     ] Saved forecast: STLD	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/STLD.txt
[2025-12-22T20:32:10.191874] [INFO ] [sig       ] [3018/3560] Completed STLD in 0.3s | 2.94 sym/s | Total: 17.1m | ETA: 3.1m
[2025-12-22T20:32:10.191913] [INFO ] [sig       ] [3019/3560] Forecasting STM...
[2025-12-22T20:32:10.191944] [INFO ] [sig       ] Generating forecast for: STM
[2025-12-22T20:32:10.191974] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STM' from 'https://tdm.silogroup.org/data/derivative_storage/STM.csv'.
[2025-12-22T20:32:10.203741] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STM'.
[2025-12-22T20:32:10.204112] [INFO ] [FORECASTER] Starting predict_future for STM
[2025-12-22T20:32:10.204914] [DEBUG] [LOCAL     ] No optimal features file found for STM: ./output/feature-sets/STM.txt
[2025-12-22T20:32:10.204968] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:32:10.205002] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:32:10.205030] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:32:10.205088] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:32:10.265249] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:32:10.266104] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:32:10.266189] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:32:10.266223] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:32:10.388391] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:32:10.388535] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:32:10.388599] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:32:10.388639] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:32:10.392043] [DEBUG] [FORECASTER] STM: Forecast T+1@11:T+2@11: UP (p=92.32%)
[2025-12-22T20:32:10.392317] [INFO ] [FORECASTER] Completed predict_future for STM
[2025-12-22T20:32:10.392442] [INFO ] [sig       ] STM: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:32:10.533400] [INFO ] [LOCAL     ] Saved forecast: STM	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/STM.txt
[2025-12-22T20:32:10.533759] [INFO ] [sig       ] [3019/3560] Completed STM in 0.3s | 2.94 sym/s | Total: 17.1m | ETA: 3.1m
[2025-12-22T20:32:10.533800] [INFO ] [sig       ] [3020/3560] Forecasting STN...
[2025-12-22T20:32:10.533829] [INFO ] [sig       ] Generating forecast for: STN
[2025-12-22T20:32:10.533860] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STN' from 'https://tdm.silogroup.org/data/derivative_storage/STN.csv'.
[2025-12-22T20:32:10.544923] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STN'.
[2025-12-22T20:32:10.545316] [INFO ] [FORECASTER] Starting predict_future for STN
[2025-12-22T20:32:10.546138] [DEBUG] [LOCAL     ] No optimal features file found for STN: ./output/feature-sets/STN.txt
[2025-12-22T20:32:10.546193] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:32:10.546226] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:32:10.546254] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:32:10.546316] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:32:10.604736] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:32:10.605614] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:32:10.605700] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:32:10.605734] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:32:10.723854] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:32:10.724007] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:32:10.724047] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:32:10.724091] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:32:10.727426] [DEBUG] [FORECASTER] STN: Forecast T+1@11:T+2@11: DOWN (p=37.93%)
[2025-12-22T20:32:10.727718] [INFO ] [FORECASTER] Completed predict_future for STN
[2025-12-22T20:32:10.727844] [INFO ] [sig       ] STN: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:32:10.868893] [INFO ] [LOCAL     ] Saved forecast: STN	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/STN.txt
[2025-12-22T20:32:10.869106] [INFO ] [sig       ] [3020/3560] Completed STN in 0.3s | 2.94 sym/s | Total: 17.1m | ETA: 3.1m
[2025-12-22T20:32:10.869151] [INFO ] [sig       ] [3021/3560] Forecasting STNE...
[2025-12-22T20:32:10.869181] [INFO ] [sig       ] Generating forecast for: STNE
[2025-12-22T20:32:10.869221] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STNE' from 'https://tdm.silogroup.org/data/derivative_storage/STNE.csv'.
[2025-12-22T20:32:10.880860] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STNE'.
[2025-12-22T20:32:10.881200] [INFO ] [FORECASTER] Starting predict_future for STNE
[2025-12-22T20:32:10.882005] [DEBUG] [LOCAL     ] No optimal features file found for STNE: ./output/feature-sets/STNE.txt
[2025-12-22T20:32:10.882056] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:32:10.882088] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:32:10.882115] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:32:10.882171] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:32:10.939857] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:32:10.940677] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:32:10.940776] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:32:10.940810] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:32:11.065501] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:32:11.065658] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:32:11.065697] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:32:11.065725] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:32:11.068985] [DEBUG] [FORECASTER] STNE: Forecast T+1@11:T+2@11: DOWN (p=9.30%)
[2025-12-22T20:32:11.069285] [INFO ] [FORECASTER] Completed predict_future for STNE
[2025-12-22T20:32:11.069412] [INFO ] [sig       ] STNE: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:32:11.205126] [INFO ] [LOCAL     ] Saved forecast: STNE	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/STNE.txt
[2025-12-22T20:32:11.205287] [INFO ] [sig       ] [3021/3560] Completed STNE in 0.3s | 2.94 sym/s | Total: 17.1m | ETA: 3.1m
[2025-12-22T20:32:11.205327] [INFO ] [sig       ] [3022/3560] Forecasting STOK...
[2025-12-22T20:32:11.205360] [INFO ] [sig       ] Generating forecast for: STOK
[2025-12-22T20:32:11.205392] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STOK' from 'https://tdm.silogroup.org/data/derivative_storage/STOK.csv'.
[2025-12-22T20:32:11.216091] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STOK'.
[2025-12-22T20:32:11.216406] [INFO ] [FORECASTER] Starting predict_future for STOK
[2025-12-22T20:32:11.217186] [DEBUG] [LOCAL     ] No optimal features file found for STOK: ./output/feature-sets/STOK.txt
[2025-12-22T20:32:11.217238] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:32:11.217270] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:32:11.217297] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:32:11.217352] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:32:11.275356] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:32:11.276222] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:32:11.276306] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:32:11.276340] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:32:11.406565] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:32:11.406737] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:32:11.406777] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:32:11.406815] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:32:11.410295] [DEBUG] [FORECASTER] STOK: Forecast T+1@11:T+2@11: DOWN (p=4.43%)
[2025-12-22T20:32:11.410595] [INFO ] [FORECASTER] Completed predict_future for STOK
[2025-12-22T20:32:11.410723] [INFO ] [sig       ] STOK: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:32:11.562752] [INFO ] [LOCAL     ] Saved forecast: STOK	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/STOK.txt
[2025-12-22T20:32:11.562910] [INFO ] [sig       ] [3022/3560] Completed STOK in 0.4s | 2.94 sym/s | Total: 17.1m | ETA: 3.0m
[2025-12-22T20:32:11.562950] [INFO ] [sig       ] [3023/3560] Forecasting STRA...
[2025-12-22T20:32:11.562979] [INFO ] [sig       ] Generating forecast for: STRA
[2025-12-22T20:32:11.563009] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STRA' from 'https://tdm.silogroup.org/data/derivative_storage/STRA.csv'.
[2025-12-22T20:32:11.575391] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STRA'.
[2025-12-22T20:32:11.575783] [INFO ] [FORECASTER] Starting predict_future for STRA
[2025-12-22T20:32:11.576547] [DEBUG] [LOCAL     ] No optimal features file found for STRA: ./output/feature-sets/STRA.txt
[2025-12-22T20:32:11.576618] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:32:11.576652] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:32:11.576680] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:32:11.576737] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:32:11.634911] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:32:11.635832] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:32:11.635924] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:32:11.635959] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:32:11.755890] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:32:11.756045] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:32:11.756084] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:32:11.756112] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:32:11.760332] [DEBUG] [FORECASTER] STRA: Forecast T+1@11:T+2@11: DOWN (p=10.10%)
[2025-12-22T20:32:11.760832] [INFO ] [FORECASTER] Completed predict_future for STRA
[2025-12-22T20:32:11.761018] [INFO ] [sig       ] STRA: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:32:11.901801] [INFO ] [LOCAL     ] Saved forecast: STRA	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/STRA.txt
[2025-12-22T20:32:11.901959] [INFO ] [sig       ] [3023/3560] Completed STRA in 0.3s | 2.94 sym/s | Total: 17.1m | ETA: 3.0m
[2025-12-22T20:32:11.901998] [INFO ] [sig       ] [3024/3560] Forecasting STRL...
[2025-12-22T20:32:11.902028] [INFO ] [sig       ] Generating forecast for: STRL
[2025-12-22T20:32:11.902058] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STRL' from 'https://tdm.silogroup.org/data/derivative_storage/STRL.csv'.
[2025-12-22T20:32:11.915117] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STRL'.
[2025-12-22T20:32:11.915481] [INFO ] [FORECASTER] Starting predict_future for STRL
[2025-12-22T20:32:11.916243] [DEBUG] [LOCAL     ] No optimal features file found for STRL: ./output/feature-sets/STRL.txt
[2025-12-22T20:32:11.916294] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:32:11.916326] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:32:11.916353] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:32:11.916449] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:32:11.972392] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:32:11.973132] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:32:11.973208] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:32:11.973240] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:32:12.096788] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:32:12.096937] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:32:12.096977] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:32:12.097007] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:32:12.100444] [DEBUG] [FORECASTER] STRL: Forecast T+1@11:T+2@11: DOWN (p=5.92%)
[2025-12-22T20:32:12.100741] [INFO ] [FORECASTER] Completed predict_future for STRL
[2025-12-22T20:32:12.100863] [INFO ] [sig       ] STRL: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:32:12.238758] [INFO ] [LOCAL     ] Saved forecast: STRL	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/STRL.txt
[2025-12-22T20:32:12.238889] [INFO ] [sig       ] [3024/3560] Completed STRL in 0.3s | 2.94 sym/s | Total: 17.1m | ETA: 3.0m
[2025-12-22T20:32:12.238927] [INFO ] [sig       ] [3025/3560] Forecasting STRS...
[2025-12-22T20:32:12.238956] [INFO ] [sig       ] Generating forecast for: STRS
[2025-12-22T20:32:12.238985] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STRS' from 'https://tdm.silogroup.org/data/derivative_storage/STRS.csv'.
[2025-12-22T20:32:12.249054] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STRS'.
[2025-12-22T20:32:12.249347] [INFO ] [FORECASTER] Starting predict_future for STRS
[2025-12-22T20:32:12.250152] [DEBUG] [LOCAL     ] No optimal features file found for STRS: ./output/feature-sets/STRS.txt
[2025-12-22T20:32:12.250205] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:32:12.250291] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:32:12.250320] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:32:12.250377] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:32:12.313372] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:32:12.314351] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:32:12.314434] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:32:12.314468] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:32:12.409881] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:32:12.410028] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:32:12.410071] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:32:12.410109] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:32:12.413687] [DEBUG] [FORECASTER] STRS: Forecast T+1@11:T+2@11: DOWN (p=18.83%)
[2025-12-22T20:32:12.413962] [INFO ] [FORECASTER] Completed predict_future for STRS
[2025-12-22T20:32:12.414090] [INFO ] [sig       ] STRS: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:32:12.552794] [INFO ] [LOCAL     ] Saved forecast: STRS	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/STRS.txt
[2025-12-22T20:32:12.552951] [INFO ] [sig       ] [3025/3560] Completed STRS in 0.3s | 2.94 sym/s | Total: 17.1m | ETA: 3.0m
[2025-12-22T20:32:12.552992] [INFO ] [sig       ] [3026/3560] Forecasting STSS...
[2025-12-22T20:32:12.553022] [INFO ] [sig       ] Generating forecast for: STSS
[2025-12-22T20:32:12.553052] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STSS' from 'https://tdm.silogroup.org/data/derivative_storage/STSS.csv'.
[2025-12-22T20:32:12.563976] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STSS'.
[2025-12-22T20:32:12.564387] [INFO ] [FORECASTER] Starting predict_future for STSS
[2025-12-22T20:32:12.565213] [DEBUG] [LOCAL     ] No optimal features file found for STSS: ./output/feature-sets/STSS.txt
[2025-12-22T20:32:12.565296] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:32:12.565331] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:32:12.565358] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:32:12.565415] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:32:12.624713] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:32:12.625570] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:32:12.625677] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:32:12.625711] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:32:12.753217] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:32:12.753382] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:32:12.753426] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:32:12.753456] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:32:12.757430] [DEBUG] [FORECASTER] STSS: Forecast T+1@11:T+2@11: DOWN (p=11.29%)
[2025-12-22T20:32:12.757793] [INFO ] [FORECASTER] Completed predict_future for STSS
[2025-12-22T20:32:12.757937] [INFO ] [sig       ] STSS: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:32:12.907284] [INFO ] [LOCAL     ] Saved forecast: STSS	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/STSS.txt
[2025-12-22T20:32:12.907436] [INFO ] [sig       ] [3026/3560] Completed STSS in 0.4s | 2.94 sym/s | Total: 17.1m | ETA: 3.0m
[2025-12-22T20:32:12.907477] [INFO ] [sig       ] [3027/3560] Forecasting STTK...
[2025-12-22T20:32:12.907516] [INFO ] [sig       ] Generating forecast for: STTK
[2025-12-22T20:32:12.907558] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STTK' from 'https://tdm.silogroup.org/data/derivative_storage/STTK.csv'.
[2025-12-22T20:32:12.920039] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STTK'.
[2025-12-22T20:32:12.920429] [INFO ] [FORECASTER] Starting predict_future for STTK
[2025-12-22T20:32:12.921326] [DEBUG] [LOCAL     ] No optimal features file found for STTK: ./output/feature-sets/STTK.txt
[2025-12-22T20:32:12.921385] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:32:12.921436] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:32:12.921477] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:32:12.921560] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:32:12.983034] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:32:12.983933] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:32:12.984018] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:32:12.984053] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:32:13.114836] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:32:13.115014] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:32:13.115077] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:32:13.115125] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:32:13.119094] [DEBUG] [FORECASTER] STTK: Forecast T+1@11:T+2@11: UP (p=88.55%)
[2025-12-22T20:32:13.119409] [INFO ] [FORECASTER] Completed predict_future for STTK
[2025-12-22T20:32:13.119551] [INFO ] [sig       ] STTK: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:32:13.269266] [INFO ] [LOCAL     ] Saved forecast: STTK	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/STTK.txt
[2025-12-22T20:32:13.269534] [INFO ] [sig       ] [3027/3560] Completed STTK in 0.4s | 2.94 sym/s | Total: 17.2m | ETA: 3.0m
[2025-12-22T20:32:13.269615] [INFO ] [sig       ] [3028/3560] Forecasting STVN...
[2025-12-22T20:32:13.269651] [INFO ] [sig       ] Generating forecast for: STVN
[2025-12-22T20:32:13.269684] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STVN' from 'https://tdm.silogroup.org/data/derivative_storage/STVN.csv'.
[2025-12-22T20:32:13.283379] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STVN'.
[2025-12-22T20:32:13.283793] [INFO ] [FORECASTER] Starting predict_future for STVN
[2025-12-22T20:32:13.284703] [DEBUG] [LOCAL     ] No optimal features file found for STVN: ./output/feature-sets/STVN.txt
[2025-12-22T20:32:13.284757] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:32:13.284790] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:32:13.284819] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:32:13.284877] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:32:13.341152] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:32:13.341952] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:32:13.342052] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:32:13.342085] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:32:13.458640] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:32:13.458791] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:32:13.458830] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:32:13.458899] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:32:13.462304] [DEBUG] [FORECASTER] STVN: Forecast T+1@11:T+2@11: DOWN (p=28.40%)
[2025-12-22T20:32:13.462595] [INFO ] [FORECASTER] Completed predict_future for STVN
[2025-12-22T20:32:13.462725] [INFO ] [sig       ] STVN: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:32:13.599226] [INFO ] [LOCAL     ] Saved forecast: STVN	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/STVN.txt
[2025-12-22T20:32:13.599356] [INFO ] [sig       ] [3028/3560] Completed STVN in 0.3s | 2.94 sym/s | Total: 17.2m | ETA: 3.0m
[2025-12-22T20:32:13.599395] [INFO ] [sig       ] [3029/3560] Forecasting STWD...
[2025-12-22T20:32:13.599425] [INFO ] [sig       ] Generating forecast for: STWD
[2025-12-22T20:32:13.599458] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STWD' from 'https://tdm.silogroup.org/data/derivative_storage/STWD.csv'.
[2025-12-22T20:32:13.610856] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STWD'.
[2025-12-22T20:32:13.611173] [INFO ] [FORECASTER] Starting predict_future for STWD
[2025-12-22T20:32:13.611976] [DEBUG] [LOCAL     ] No optimal features file found for STWD: ./output/feature-sets/STWD.txt
[2025-12-22T20:32:13.612030] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:32:13.612064] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:32:13.612091] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:32:13.612148] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:32:13.669392] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:32:13.670015] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:32:13.670091] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:32:13.670122] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:32:13.786770] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:32:13.786916] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:32:13.786957] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:32:13.786986] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:32:13.793547] [DEBUG] [FORECASTER] STWD: Forecast T+1@11:T+2@11: UP (p=57.11%)
[2025-12-22T20:32:13.793851] [INFO ] [FORECASTER] Completed predict_future for STWD
[2025-12-22T20:32:13.793984] [INFO ] [sig       ] STWD: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:32:13.929780] [INFO ] [LOCAL     ] Saved forecast: STWD	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/STWD.txt
[2025-12-22T20:32:13.929932] [INFO ] [sig       ] [3029/3560] Completed STWD in 0.3s | 2.94 sym/s | Total: 17.2m | ETA: 3.0m
[2025-12-22T20:32:13.929973] [INFO ] [sig       ] [3030/3560] Forecasting STX...
[2025-12-22T20:32:13.930003] [INFO ] [sig       ] Generating forecast for: STX
[2025-12-22T20:32:13.930033] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STX' from 'https://tdm.silogroup.org/data/derivative_storage/STX.csv'.
[2025-12-22T20:32:13.940943] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STX'.
[2025-12-22T20:32:13.941252] [INFO ] [FORECASTER] Starting predict_future for STX
[2025-12-22T20:32:13.942039] [DEBUG] [LOCAL     ] No optimal features file found for STX: ./output/feature-sets/STX.txt
[2025-12-22T20:32:13.942091] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:32:13.942123] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:32:13.942150] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:32:13.942206] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:32:13.999296] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:32:13.999987] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:32:14.000062] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:32:14.000095] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:32:14.120674] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:32:14.120821] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:32:14.120859] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:32:14.120888] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:32:14.124163] [DEBUG] [FORECASTER] STX: Forecast T+1@11:T+2@11: UP (p=96.76%)
[2025-12-22T20:32:14.124427] [INFO ] [FORECASTER] Completed predict_future for STX
[2025-12-22T20:32:14.124547] [INFO ] [sig       ] STX: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:32:14.259916] [INFO ] [LOCAL     ] Saved forecast: STX	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/STX.txt
[2025-12-22T20:32:14.260046] [INFO ] [sig       ] [3030/3560] Completed STX in 0.3s | 2.94 sym/s | Total: 17.2m | ETA: 3.0m
[2025-12-22T20:32:14.260085] [INFO ] [sig       ] [3031/3560] Forecasting STXE...
[2025-12-22T20:32:14.260114] [INFO ] [sig       ] Generating forecast for: STXE
[2025-12-22T20:32:14.260143] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STXE' from 'https://tdm.silogroup.org/data/derivative_storage/STXE.csv'.
[2025-12-22T20:32:14.270424] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STXE'.
[2025-12-22T20:32:14.270742] [INFO ] [FORECASTER] Starting predict_future for STXE
[2025-12-22T20:32:14.271490] [DEBUG] [LOCAL     ] No optimal features file found for STXE: ./output/feature-sets/STXE.txt
[2025-12-22T20:32:14.271540] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:32:14.271588] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:32:14.271618] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:32:14.271674] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:32:14.327895] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:32:14.328506] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:32:14.328597] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:32:14.328631] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:32:14.434972] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:32:14.435117] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:32:14.435155] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:32:14.435183] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:32:14.438846] [DEBUG] [FORECASTER] STXE: Forecast T+1@11:T+2@11: DOWN (p=40.78%)
[2025-12-22T20:32:14.439168] [INFO ] [FORECASTER] Completed predict_future for STXE
[2025-12-22T20:32:14.439291] [INFO ] [sig       ] STXE: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:32:14.579475] [INFO ] [LOCAL     ] Saved forecast: STXE	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/STXE.txt
[2025-12-22T20:32:14.579636] [INFO ] [sig       ] [3031/3560] Completed STXE in 0.3s | 2.94 sym/s | Total: 17.2m | ETA: 3.0m
[2025-12-22T20:32:14.579684] [INFO ] [sig       ] [3032/3560] Forecasting STXG...
[2025-12-22T20:32:14.579713] [INFO ] [sig       ] Generating forecast for: STXG
[2025-12-22T20:32:14.579743] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STXG' from 'https://tdm.silogroup.org/data/derivative_storage/STXG.csv'.
[2025-12-22T20:32:14.590143] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STXG'.
[2025-12-22T20:32:14.590454] [INFO ] [FORECASTER] Starting predict_future for STXG
[2025-12-22T20:32:14.591273] [DEBUG] [LOCAL     ] No optimal features file found for STXG: ./output/feature-sets/STXG.txt
[2025-12-22T20:32:14.591324] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:32:14.591356] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:32:14.591383] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:32:14.591439] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:32:14.647957] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:32:14.648614] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:32:14.648688] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:32:14.648720] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:32:14.756867] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:32:14.757014] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:32:14.757052] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:32:14.757080] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:32:14.760395] [DEBUG] [FORECASTER] STXG: Forecast T+1@11:T+2@11: DOWN (p=10.92%)
[2025-12-22T20:32:14.760684] [INFO ] [FORECASTER] Completed predict_future for STXG
[2025-12-22T20:32:14.760802] [INFO ] [sig       ] STXG: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:32:14.895754] [INFO ] [LOCAL     ] Saved forecast: STXG	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/STXG.txt
[2025-12-22T20:32:14.895883] [INFO ] [sig       ] [3032/3560] Completed STXG in 0.3s | 2.94 sym/s | Total: 17.2m | ETA: 3.0m
[2025-12-22T20:32:14.895922] [INFO ] [sig       ] [3033/3560] Forecasting SUI...
[2025-12-22T20:32:14.895952] [INFO ] [sig       ] Generating forecast for: SUI
[2025-12-22T20:32:14.895982] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUI' from 'https://tdm.silogroup.org/data/derivative_storage/SUI.csv'.
[2025-12-22T20:32:14.906944] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUI'.
[2025-12-22T20:32:14.907228] [INFO ] [FORECASTER] Starting predict_future for SUI
[2025-12-22T20:32:14.908007] [DEBUG] [LOCAL     ] No optimal features file found for SUI: ./output/feature-sets/SUI.txt
[2025-12-22T20:32:14.908059] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:32:14.908091] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:32:14.908118] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:32:14.908174] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:32:14.965051] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:32:14.965719] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:32:14.965795] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:32:14.965827] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:32:15.083918] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:32:15.084100] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:32:15.084140] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:32:15.084170] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:32:15.087481] [DEBUG] [FORECASTER] SUI: Forecast T+1@11:T+2@11: UP (p=85.95%)
[2025-12-22T20:32:15.087762] [INFO ] [FORECASTER] Completed predict_future for SUI
[2025-12-22T20:32:15.087883] [INFO ] [sig       ] SUI: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:32:15.222200] [INFO ] [LOCAL     ] Saved forecast: SUI	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/SUI.txt
[2025-12-22T20:32:15.222328] [INFO ] [sig       ] [3033/3560] Completed SUI in 0.3s | 2.94 sym/s | Total: 17.2m | ETA: 3.0m
[2025-12-22T20:32:15.222371] [INFO ] [sig       ] [3034/3560] Forecasting SUN...
[2025-12-22T20:32:15.222399] [INFO ] [sig       ] Generating forecast for: SUN
[2025-12-22T20:32:15.222428] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUN' from 'https://tdm.silogroup.org/data/derivative_storage/SUN.csv'.
[2025-12-22T20:32:15.232819] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUN'.
[2025-12-22T20:32:15.233150] [INFO ] [FORECASTER] Starting predict_future for SUN
[2025-12-22T20:32:15.233923] [DEBUG] [LOCAL     ] No optimal features file found for SUN: ./output/feature-sets/SUN.txt
[2025-12-22T20:32:15.233974] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:32:15.234006] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:32:15.234033] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:32:15.234088] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:32:15.290871] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:32:15.291500] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:32:15.291611] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:32:15.291645] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:32:15.411775] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:32:15.411948] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:32:15.411989] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:32:15.412017] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:32:15.415457] [DEBUG] [FORECASTER] SUN: Forecast T+1@11:T+2@11: DOWN (p=40.74%)
[2025-12-22T20:32:15.415764] [INFO ] [FORECASTER] Completed predict_future for SUN
[2025-12-22T20:32:15.415899] [INFO ] [sig       ] SUN: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:32:15.560385] [INFO ] [LOCAL     ] Saved forecast: SUN	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/SUN.txt
[2025-12-22T20:32:15.560546] [INFO ] [sig       ] [3034/3560] Completed SUN in 0.3s | 2.94 sym/s | Total: 17.2m | ETA: 3.0m
[2025-12-22T20:32:15.560603] [INFO ] [sig       ] [3035/3560] Forecasting SUNS...
[2025-12-22T20:32:15.560635] [INFO ] [sig       ] Generating forecast for: SUNS
[2025-12-22T20:32:15.560664] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUNS' from 'https://tdm.silogroup.org/data/derivative_storage/SUNS.csv'.
[2025-12-22T20:32:15.572041] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUNS'.
[2025-12-22T20:32:15.572432] [INFO ] [FORECASTER] Starting predict_future for SUNS
[2025-12-22T20:32:15.573264] [DEBUG] [LOCAL     ] No optimal features file found for SUNS: ./output/feature-sets/SUNS.txt
[2025-12-22T20:32:15.573321] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:32:15.573353] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:32:15.573382] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:32:15.573438] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:32:15.632363] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:32:15.633220] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:32:15.633333] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:32:15.633366] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:32:15.752403] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:32:15.752552] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:32:15.752609] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:32:15.752643] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:32:15.755989] [DEBUG] [FORECASTER] SUNS: Forecast T+1@11:T+2@11: DOWN (p=32.86%)
[2025-12-22T20:32:15.756264] [INFO ] [FORECASTER] Completed predict_future for SUNS
[2025-12-22T20:32:15.756385] [INFO ] [sig       ] SUNS: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:32:15.894957] [INFO ] [LOCAL     ] Saved forecast: SUNS	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/SUNS.txt
[2025-12-22T20:32:15.895082] [INFO ] [sig       ] [3035/3560] Completed SUNS in 0.3s | 2.94 sym/s | Total: 17.2m | ETA: 3.0m
[2025-12-22T20:32:15.895129] [INFO ] [sig       ] [3036/3560] Forecasting SUPN...
[2025-12-22T20:32:15.895159] [INFO ] [sig       ] Generating forecast for: SUPN
[2025-12-22T20:32:15.895189] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUPN' from 'https://tdm.silogroup.org/data/derivative_storage/SUPN.csv'.
[2025-12-22T20:32:15.906927] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUPN'.
[2025-12-22T20:32:15.907231] [INFO ] [FORECASTER] Starting predict_future for SUPN
[2025-12-22T20:32:15.908003] [DEBUG] [LOCAL     ] No optimal features file found for SUPN: ./output/feature-sets/SUPN.txt
[2025-12-22T20:32:15.908054] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:32:15.908086] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:32:15.908113] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:32:15.908169] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:32:15.966635] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:32:15.967248] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:32:15.967321] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:32:15.967353] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:32:16.092116] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:32:16.092280] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:32:16.092324] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:32:16.092354] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:32:16.095734] [DEBUG] [FORECASTER] SUPN: Forecast T+1@11:T+2@11: UP (p=87.71%)
[2025-12-22T20:32:16.096008] [INFO ] [FORECASTER] Completed predict_future for SUPN
[2025-12-22T20:32:16.096134] [INFO ] [sig       ] SUPN: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:32:16.231182] [INFO ] [LOCAL     ] Saved forecast: SUPN	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/SUPN.txt
[2025-12-22T20:32:16.231311] [INFO ] [sig       ] [3036/3560] Completed SUPN in 0.3s | 2.94 sym/s | Total: 17.2m | ETA: 3.0m
[2025-12-22T20:32:16.231349] [INFO ] [sig       ] [3037/3560] Forecasting SURG...
[2025-12-22T20:32:16.231377] [INFO ] [sig       ] Generating forecast for: SURG
[2025-12-22T20:32:16.231407] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SURG' from 'https://tdm.silogroup.org/data/derivative_storage/SURG.csv'.
[2025-12-22T20:32:16.242815] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SURG'.
[2025-12-22T20:32:16.243143] [INFO ] [FORECASTER] Starting predict_future for SURG
[2025-12-22T20:32:16.243934] [DEBUG] [LOCAL     ] No optimal features file found for SURG: ./output/feature-sets/SURG.txt
[2025-12-22T20:32:16.244024] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:32:16.244059] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:32:16.244088] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:32:16.244146] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:32:16.301996] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:32:16.302689] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:32:16.302765] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:32:16.302799] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:32:16.418587] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:32:16.418739] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:32:16.418779] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:32:16.418808] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:32:16.422201] [DEBUG] [FORECASTER] SURG: Forecast T+1@11:T+2@11: DOWN (p=48.61%)
[2025-12-22T20:32:16.422477] [INFO ] [FORECASTER] Completed predict_future for SURG
[2025-12-22T20:32:16.422623] [INFO ] [sig       ] SURG: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:32:16.560270] [INFO ] [LOCAL     ] Saved forecast: SURG	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/SURG.txt
[2025-12-22T20:32:16.560405] [INFO ] [sig       ] [3037/3560] Completed SURG in 0.3s | 2.94 sym/s | Total: 17.2m | ETA: 3.0m
[2025-12-22T20:32:16.560444] [INFO ] [sig       ] [3038/3560] Forecasting SUSB...
[2025-12-22T20:32:16.560473] [INFO ] [sig       ] Generating forecast for: SUSB
[2025-12-22T20:32:16.560502] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUSB' from 'https://tdm.silogroup.org/data/derivative_storage/SUSB.csv'.
[2025-12-22T20:32:16.571263] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUSB'.
[2025-12-22T20:32:16.571611] [INFO ] [FORECASTER] Starting predict_future for SUSB
[2025-12-22T20:32:16.572365] [DEBUG] [LOCAL     ] No optimal features file found for SUSB: ./output/feature-sets/SUSB.txt
[2025-12-22T20:32:16.572416] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:32:16.572449] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:32:16.572475] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:32:16.572535] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:32:16.628998] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:32:16.629661] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:32:16.629735] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:32:16.629767] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:32:16.748416] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:32:16.748555] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:32:16.748609] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:32:16.748639] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:32:16.751989] [DEBUG] [FORECASTER] SUSB: Forecast T+1@11:T+2@11: UP (p=82.17%)
[2025-12-22T20:32:16.752255] [INFO ] [FORECASTER] Completed predict_future for SUSB
[2025-12-22T20:32:16.752375] [INFO ] [sig       ] SUSB: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:32:16.891182] [INFO ] [LOCAL     ] Saved forecast: SUSB	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/SUSB.txt
[2025-12-22T20:32:16.891344] [INFO ] [sig       ] [3038/3560] Completed SUSB in 0.3s | 2.94 sym/s | Total: 17.2m | ETA: 3.0m
[2025-12-22T20:32:16.891385] [INFO ] [sig       ] [3039/3560] Forecasting SUSC...
[2025-12-22T20:32:16.891415] [INFO ] [sig       ] Generating forecast for: SUSC
[2025-12-22T20:32:16.891445] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUSC' from 'https://tdm.silogroup.org/data/derivative_storage/SUSC.csv'.
[2025-12-22T20:32:16.902226] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUSC'.
[2025-12-22T20:32:16.902560] [INFO ] [FORECASTER] Starting predict_future for SUSC
[2025-12-22T20:32:16.903350] [DEBUG] [LOCAL     ] No optimal features file found for SUSC: ./output/feature-sets/SUSC.txt
[2025-12-22T20:32:16.903401] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:32:16.903433] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:32:16.903460] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:32:16.903522] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:32:16.959659] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:32:16.960289] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:32:16.960362] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:32:16.960393] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:32:17.076317] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:32:17.076459] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:32:17.076499] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:32:17.076530] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:32:17.079851] [DEBUG] [FORECASTER] SUSC: Forecast T+1@11:T+2@11: DOWN (p=7.82%)
[2025-12-22T20:32:17.080115] [INFO ] [FORECASTER] Completed predict_future for SUSC
[2025-12-22T20:32:17.080232] [INFO ] [sig       ] SUSC: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:32:17.217920] [INFO ] [LOCAL     ] Saved forecast: SUSC	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/SUSC.txt
[2025-12-22T20:32:17.218050] [INFO ] [sig       ] [3039/3560] Completed SUSC in 0.3s | 2.94 sym/s | Total: 17.2m | ETA: 3.0m
[2025-12-22T20:32:17.218089] [INFO ] [sig       ] [3040/3560] Forecasting SUSL...
[2025-12-22T20:32:17.218118] [INFO ] [sig       ] Generating forecast for: SUSL
[2025-12-22T20:32:17.218147] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUSL' from 'https://tdm.silogroup.org/data/derivative_storage/SUSL.csv'.
[2025-12-22T20:32:17.229932] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUSL'.
[2025-12-22T20:32:17.230250] [INFO ] [FORECASTER] Starting predict_future for SUSL
[2025-12-22T20:32:17.231218] [DEBUG] [LOCAL     ] No optimal features file found for SUSL: ./output/feature-sets/SUSL.txt
[2025-12-22T20:32:17.231270] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:32:17.231302] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:32:17.231329] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:32:17.231385] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:32:17.288694] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:32:17.289416] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:32:17.289491] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:32:17.289523] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:32:17.408356] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:32:17.408503] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:32:17.408541] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:32:17.408585] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:32:17.411931] [DEBUG] [FORECASTER] SUSL: Forecast T+1@11:T+2@11: DOWN (p=0.53%)
[2025-12-22T20:32:17.412194] [INFO ] [FORECASTER] Completed predict_future for SUSL
[2025-12-22T20:32:17.412313] [INFO ] [sig       ] SUSL: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:32:17.550150] [INFO ] [LOCAL     ] Saved forecast: SUSL	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/SUSL.txt
[2025-12-22T20:32:17.550289] [INFO ] [sig       ] [3040/3560] Completed SUSL in 0.3s | 2.94 sym/s | Total: 17.2m | ETA: 2.9m
[2025-12-22T20:32:17.550352] [INFO ] [sig       ] [3041/3560] Forecasting SUUN...
[2025-12-22T20:32:17.550384] [INFO ] [sig       ] Generating forecast for: SUUN
[2025-12-22T20:32:17.550414] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUUN' from 'https://tdm.silogroup.org/data/derivative_storage/SUUN.csv'.
[2025-12-22T20:32:17.561563] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUUN'.
[2025-12-22T20:32:17.561901] [INFO ] [FORECASTER] Starting predict_future for SUUN
[2025-12-22T20:32:17.562683] [DEBUG] [LOCAL     ] No optimal features file found for SUUN: ./output/feature-sets/SUUN.txt
[2025-12-22T20:32:17.562734] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:32:17.562766] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:32:17.562793] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:32:17.562849] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:32:17.622347] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:32:17.623154] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:32:17.623231] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:32:17.623263] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:32:17.744311] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:32:17.744474] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:32:17.744513] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:32:17.744542] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:32:17.747859] [DEBUG] [FORECASTER] SUUN: Forecast T+1@11:T+2@11: UP (p=60.02%)
[2025-12-22T20:32:17.748126] [INFO ] [FORECASTER] Completed predict_future for SUUN
[2025-12-22T20:32:17.748244] [INFO ] [sig       ] SUUN: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:32:17.883272] [INFO ] [LOCAL     ] Saved forecast: SUUN	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/SUUN.txt
[2025-12-22T20:32:17.883407] [INFO ] [sig       ] [3041/3560] Completed SUUN in 0.3s | 2.94 sym/s | Total: 17.2m | ETA: 2.9m
[2025-12-22T20:32:17.883450] [INFO ] [sig       ] [3042/3560] Forecasting SUZ...
[2025-12-22T20:32:17.883480] [INFO ] [sig       ] Generating forecast for: SUZ
[2025-12-22T20:32:17.883510] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUZ' from 'https://tdm.silogroup.org/data/derivative_storage/SUZ.csv'.
[2025-12-22T20:32:17.894173] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUZ'.
[2025-12-22T20:32:17.894537] [INFO ] [FORECASTER] Starting predict_future for SUZ
[2025-12-22T20:32:17.895306] [DEBUG] [LOCAL     ] No optimal features file found for SUZ: ./output/feature-sets/SUZ.txt
[2025-12-22T20:32:17.895357] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:32:17.895426] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:32:17.895455] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:32:17.895512] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:32:17.952526] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:32:17.953293] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:32:17.953370] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:32:17.953403] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:32:18.076283] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:32:18.076439] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:32:18.076478] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:32:18.076507] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:32:18.079947] [DEBUG] [FORECASTER] SUZ: Forecast T+1@11:T+2@11: UP (p=74.14%)
[2025-12-22T20:32:18.080287] [INFO ] [FORECASTER] Completed predict_future for SUZ
[2025-12-22T20:32:18.080419] [INFO ] [sig       ] SUZ: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:32:18.218365] [INFO ] [LOCAL     ] Saved forecast: SUZ	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/SUZ.txt
[2025-12-22T20:32:18.218514] [INFO ] [sig       ] [3042/3560] Completed SUZ in 0.3s | 2.94 sym/s | Total: 17.2m | ETA: 2.9m
[2025-12-22T20:32:18.218553] [INFO ] [sig       ] [3043/3560] Forecasting SVC...
[2025-12-22T20:32:18.218606] [INFO ] [sig       ] Generating forecast for: SVC
[2025-12-22T20:32:18.218639] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SVC' from 'https://tdm.silogroup.org/data/derivative_storage/SVC.csv'.
[2025-12-22T20:32:18.229772] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SVC'.
[2025-12-22T20:32:18.230119] [INFO ] [FORECASTER] Starting predict_future for SVC
[2025-12-22T20:32:18.230954] [DEBUG] [LOCAL     ] No optimal features file found for SVC: ./output/feature-sets/SVC.txt
[2025-12-22T20:32:18.231009] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:32:18.231043] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:32:18.231071] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:32:18.231129] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:32:18.288818] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:32:18.289504] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:32:18.289599] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:32:18.289633] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:32:18.405212] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:32:18.405359] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:32:18.405400] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:32:18.405430] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:32:18.408838] [DEBUG] [FORECASTER] SVC: Forecast T+1@11:T+2@11: UP (p=98.65%)
[2025-12-22T20:32:18.409137] [INFO ] [FORECASTER] Completed predict_future for SVC
[2025-12-22T20:32:18.409265] [INFO ] [sig       ] SVC: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:32:18.546081] [INFO ] [LOCAL     ] Saved forecast: SVC	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/SVC.txt
[2025-12-22T20:32:18.546222] [INFO ] [sig       ] [3043/3560] Completed SVC in 0.3s | 2.94 sym/s | Total: 17.2m | ETA: 2.9m
[2025-12-22T20:32:18.546261] [INFO ] [sig       ] [3044/3560] Forecasting SVCO...
[2025-12-22T20:32:18.546291] [INFO ] [sig       ] Generating forecast for: SVCO
[2025-12-22T20:32:18.546321] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SVCO' from 'https://tdm.silogroup.org/data/derivative_storage/SVCO.csv'.
[2025-12-22T20:32:18.556660] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SVCO'.
[2025-12-22T20:32:18.556987] [INFO ] [FORECASTER] Starting predict_future for SVCO
[2025-12-22T20:32:18.557767] [DEBUG] [LOCAL     ] No optimal features file found for SVCO: ./output/feature-sets/SVCO.txt
[2025-12-22T20:32:18.557818] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:32:18.557850] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:32:18.557877] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:32:18.557933] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:32:18.616853] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:32:18.617830] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:32:18.617910] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:32:18.617942] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:32:18.734068] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:32:18.734224] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:32:18.734307] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:32:18.734346] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:32:18.737692] [DEBUG] [FORECASTER] SVCO: Forecast T+1@11:T+2@11: UP (p=74.33%)
[2025-12-22T20:32:18.737960] [INFO ] [FORECASTER] Completed predict_future for SVCO
[2025-12-22T20:32:18.738078] [INFO ] [sig       ] SVCO: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:32:18.873497] [INFO ] [LOCAL     ] Saved forecast: SVCO	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/SVCO.txt
[2025-12-22T20:32:18.873658] [INFO ] [sig       ] [3044/3560] Completed SVCO in 0.3s | 2.94 sym/s | Total: 17.2m | ETA: 2.9m
[2025-12-22T20:32:18.873699] [INFO ] [sig       ] [3045/3560] Forecasting SVRA...
[2025-12-22T20:32:18.873728] [INFO ] [sig       ] Generating forecast for: SVRA
[2025-12-22T20:32:18.873758] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SVRA' from 'https://tdm.silogroup.org/data/derivative_storage/SVRA.csv'.
[2025-12-22T20:32:18.884951] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SVRA'.
[2025-12-22T20:32:18.885305] [INFO ] [FORECASTER] Starting predict_future for SVRA
[2025-12-22T20:32:18.886083] [DEBUG] [LOCAL     ] No optimal features file found for SVRA: ./output/feature-sets/SVRA.txt
[2025-12-22T20:32:18.886134] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:32:18.886165] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:32:18.886192] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:32:18.886247] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:32:18.942912] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:32:18.943721] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:32:18.943799] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:32:18.943831] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:32:19.060561] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:32:19.060731] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:32:19.060769] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:32:19.060828] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:32:19.064184] [DEBUG] [FORECASTER] SVRA: Forecast T+1@11:T+2@11: UP (p=85.04%)
[2025-12-22T20:32:19.064452] [INFO ] [FORECASTER] Completed predict_future for SVRA
[2025-12-22T20:32:19.064591] [INFO ] [sig       ] SVRA: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:32:19.199695] [INFO ] [LOCAL     ] Saved forecast: SVRA	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/SVRA.txt
[2025-12-22T20:32:19.199834] [INFO ] [sig       ] [3045/3560] Completed SVRA in 0.3s | 2.94 sym/s | Total: 17.3m | ETA: 2.9m
[2025-12-22T20:32:19.199872] [INFO ] [sig       ] [3046/3560] Forecasting SWBI...
[2025-12-22T20:32:19.199903] [INFO ] [sig       ] Generating forecast for: SWBI
[2025-12-22T20:32:19.199933] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SWBI' from 'https://tdm.silogroup.org/data/derivative_storage/SWBI.csv'.
[2025-12-22T20:32:19.210524] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SWBI'.
[2025-12-22T20:32:19.210864] [INFO ] [FORECASTER] Starting predict_future for SWBI
[2025-12-22T20:32:19.211645] [DEBUG] [LOCAL     ] No optimal features file found for SWBI: ./output/feature-sets/SWBI.txt
[2025-12-22T20:32:19.211697] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:32:19.211729] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:32:19.211757] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:32:19.211813] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:32:19.270558] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:32:19.271243] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:32:19.271317] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:32:19.271349] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:32:19.387475] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:32:19.387635] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:32:19.387675] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:32:19.387703] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:32:19.390982] [DEBUG] [FORECASTER] SWBI: Forecast T+1@11:T+2@11: UP (p=83.10%)
[2025-12-22T20:32:19.391247] [INFO ] [FORECASTER] Completed predict_future for SWBI
[2025-12-22T20:32:19.391369] [INFO ] [sig       ] SWBI: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:32:19.530161] [INFO ] [LOCAL     ] Saved forecast: SWBI	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/SWBI.txt
[2025-12-22T20:32:19.530316] [INFO ] [sig       ] [3046/3560] Completed SWBI in 0.3s | 2.94 sym/s | Total: 17.3m | ETA: 2.9m
[2025-12-22T20:32:19.530357] [INFO ] [sig       ] [3047/3560] Forecasting SWIM...
[2025-12-22T20:32:19.530386] [INFO ] [sig       ] Generating forecast for: SWIM
[2025-12-22T20:32:19.530416] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SWIM' from 'https://tdm.silogroup.org/data/derivative_storage/SWIM.csv'.
[2025-12-22T20:32:19.541892] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SWIM'.
[2025-12-22T20:32:19.542285] [INFO ] [FORECASTER] Starting predict_future for SWIM
[2025-12-22T20:32:19.543146] [DEBUG] [LOCAL     ] No optimal features file found for SWIM: ./output/feature-sets/SWIM.txt
[2025-12-22T20:32:19.543201] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:32:19.543234] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:32:19.543261] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:32:19.543319] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:32:19.601432] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:32:19.602296] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:32:19.602378] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:32:19.602410] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:32:19.721801] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:32:19.721949] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:32:19.721988] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:32:19.722017] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:32:19.725309] [DEBUG] [FORECASTER] SWIM: Forecast T+1@11:T+2@11: DOWN (p=19.16%)
[2025-12-22T20:32:19.725593] [INFO ] [FORECASTER] Completed predict_future for SWIM
[2025-12-22T20:32:19.725713] [INFO ] [sig       ] SWIM: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:32:19.869513] [INFO ] [LOCAL     ] Saved forecast: SWIM	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/SWIM.txt
[2025-12-22T20:32:19.869662] [INFO ] [sig       ] [3047/3560] Completed SWIM in 0.3s | 2.94 sym/s | Total: 17.3m | ETA: 2.9m
[2025-12-22T20:32:19.869703] [INFO ] [sig       ] [3048/3560] Forecasting SWK...
[2025-12-22T20:32:19.869734] [INFO ] [sig       ] Generating forecast for: SWK
[2025-12-22T20:32:19.869765] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SWK' from 'https://tdm.silogroup.org/data/derivative_storage/SWK.csv'.
[2025-12-22T20:32:19.881091] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SWK'.
[2025-12-22T20:32:19.881421] [INFO ] [FORECASTER] Starting predict_future for SWK
[2025-12-22T20:32:19.882265] [DEBUG] [LOCAL     ] No optimal features file found for SWK: ./output/feature-sets/SWK.txt
[2025-12-22T20:32:19.882320] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:32:19.882378] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:32:19.882410] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:32:19.882470] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:32:19.938781] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:32:19.939462] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:32:19.939542] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:32:19.939591] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:32:20.059939] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:32:20.060102] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:32:20.060146] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:32:20.060175] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:32:20.063617] [DEBUG] [FORECASTER] SWK: Forecast T+1@11:T+2@11: DOWN (p=10.64%)
[2025-12-22T20:32:20.063890] [INFO ] [FORECASTER] Completed predict_future for SWK
[2025-12-22T20:32:20.064012] [INFO ] [sig       ] SWK: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:32:20.199616] [INFO ] [LOCAL     ] Saved forecast: SWK	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/SWK.txt
[2025-12-22T20:32:20.199747] [INFO ] [sig       ] [3048/3560] Completed SWK in 0.3s | 2.94 sym/s | Total: 17.3m | ETA: 2.9m
[2025-12-22T20:32:20.199788] [INFO ] [sig       ] [3049/3560] Forecasting SWKS...
[2025-12-22T20:32:20.199818] [INFO ] [sig       ] Generating forecast for: SWKS
[2025-12-22T20:32:20.199848] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SWKS' from 'https://tdm.silogroup.org/data/derivative_storage/SWKS.csv'.
[2025-12-22T20:32:20.210728] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SWKS'.
[2025-12-22T20:32:20.211021] [INFO ] [FORECASTER] Starting predict_future for SWKS
[2025-12-22T20:32:20.211801] [DEBUG] [LOCAL     ] No optimal features file found for SWKS: ./output/feature-sets/SWKS.txt
[2025-12-22T20:32:20.211851] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:32:20.211884] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:32:20.211911] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:32:20.211967] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:32:20.267983] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:32:20.268601] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:32:20.268674] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:32:20.268707] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:32:20.386848] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:32:20.386989] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:32:20.387030] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:32:20.387057] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:32:20.390564] [DEBUG] [FORECASTER] SWKS: Forecast T+1@11:T+2@11: DOWN (p=39.60%)
[2025-12-22T20:32:20.390864] [INFO ] [FORECASTER] Completed predict_future for SWKS
[2025-12-22T20:32:20.390989] [INFO ] [sig       ] SWKS: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:32:20.525511] [INFO ] [LOCAL     ] Saved forecast: SWKS	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/SWKS.txt
[2025-12-22T20:32:20.525668] [INFO ] [sig       ] [3049/3560] Completed SWKS in 0.3s | 2.94 sym/s | Total: 17.3m | ETA: 2.9m
[2025-12-22T20:32:20.525709] [INFO ] [sig       ] [3050/3560] Forecasting SWX...
[2025-12-22T20:32:20.525739] [INFO ] [sig       ] Generating forecast for: SWX
[2025-12-22T20:32:20.525769] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SWX' from 'https://tdm.silogroup.org/data/derivative_storage/SWX.csv'.
[2025-12-22T20:32:20.535731] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SWX'.
[2025-12-22T20:32:20.536082] [INFO ] [FORECASTER] Starting predict_future for SWX
[2025-12-22T20:32:20.536865] [DEBUG] [LOCAL     ] No optimal features file found for SWX: ./output/feature-sets/SWX.txt
[2025-12-22T20:32:20.536916] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:32:20.536948] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:32:20.536975] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:32:20.537031] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:32:20.592526] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:32:20.593189] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:32:20.593263] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:32:20.593295] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:32:20.706946] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:32:20.707091] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:32:20.707129] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:32:20.707157] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:32:20.710491] [DEBUG] [FORECASTER] SWX: Forecast T+1@11:T+2@11: UP (p=80.99%)
[2025-12-22T20:32:20.710780] [INFO ] [FORECASTER] Completed predict_future for SWX
[2025-12-22T20:32:20.710899] [INFO ] [sig       ] SWX: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:32:20.847090] [INFO ] [LOCAL     ] Saved forecast: SWX	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/SWX.txt
[2025-12-22T20:32:20.847221] [INFO ] [sig       ] [3050/3560] Completed SWX in 0.3s | 2.94 sym/s | Total: 17.3m | ETA: 2.9m
[2025-12-22T20:32:20.847259] [INFO ] [sig       ] [3051/3560] Forecasting SWZ...
[2025-12-22T20:32:20.847288] [INFO ] [sig       ] Generating forecast for: SWZ
[2025-12-22T20:32:20.847317] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SWZ' from 'https://tdm.silogroup.org/data/derivative_storage/SWZ.csv'.
[2025-12-22T20:32:20.857352] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SWZ'.
[2025-12-22T20:32:20.857659] [INFO ] [FORECASTER] Starting predict_future for SWZ
[2025-12-22T20:32:20.858412] [DEBUG] [LOCAL     ] No optimal features file found for SWZ: ./output/feature-sets/SWZ.txt
[2025-12-22T20:32:20.858463] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:32:20.858494] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:32:20.858520] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:32:20.858592] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:32:20.913972] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:32:20.914742] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:32:20.914819] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:32:20.914850] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:32:21.021393] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:32:21.021537] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:32:21.021594] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:32:21.021628] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:32:21.024904] [DEBUG] [FORECASTER] SWZ: Forecast T+1@11:T+2@11: UP (p=93.67%)
[2025-12-22T20:32:21.025170] [INFO ] [FORECASTER] Completed predict_future for SWZ
[2025-12-22T20:32:21.025289] [INFO ] [sig       ] SWZ: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:32:21.161418] [INFO ] [LOCAL     ] Saved forecast: SWZ	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/SWZ.txt
[2025-12-22T20:32:21.161592] [INFO ] [sig       ] [3051/3560] Completed SWZ in 0.3s | 2.94 sym/s | Total: 17.3m | ETA: 2.9m
[2025-12-22T20:32:21.161633] [INFO ] [sig       ] [3052/3560] Forecasting SXC...
[2025-12-22T20:32:21.161673] [INFO ] [sig       ] Generating forecast for: SXC
[2025-12-22T20:32:21.161705] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SXC' from 'https://tdm.silogroup.org/data/derivative_storage/SXC.csv'.
[2025-12-22T20:32:21.173321] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SXC'.
[2025-12-22T20:32:21.173736] [INFO ] [FORECASTER] Starting predict_future for SXC
[2025-12-22T20:32:21.174522] [DEBUG] [LOCAL     ] No optimal features file found for SXC: ./output/feature-sets/SXC.txt
[2025-12-22T20:32:21.174593] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:32:21.174627] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:32:21.174655] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:32:21.174711] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:32:21.234439] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:32:21.235297] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:32:21.235410] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:32:21.235444] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:32:21.357058] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:32:21.357205] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:32:21.357246] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:32:21.357276] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:32:21.360712] [DEBUG] [FORECASTER] SXC: Forecast T+1@11:T+2@11: UP (p=91.99%)
[2025-12-22T20:32:21.361175] [INFO ] [FORECASTER] Completed predict_future for SXC
[2025-12-22T20:32:21.361297] [INFO ] [sig       ] SXC: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:32:21.501489] [INFO ] [LOCAL     ] Saved forecast: SXC	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/SXC.txt
[2025-12-22T20:32:21.501668] [INFO ] [sig       ] [3052/3560] Completed SXC in 0.3s | 2.94 sym/s | Total: 17.3m | ETA: 2.9m
[2025-12-22T20:32:21.501712] [INFO ] [sig       ] [3053/3560] Forecasting SXI...
[2025-12-22T20:32:21.501745] [INFO ] [sig       ] Generating forecast for: SXI
[2025-12-22T20:32:21.501776] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SXI' from 'https://tdm.silogroup.org/data/derivative_storage/SXI.csv'.
[2025-12-22T20:32:21.513093] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SXI'.
[2025-12-22T20:32:21.513425] [INFO ] [FORECASTER] Starting predict_future for SXI
[2025-12-22T20:32:21.514291] [DEBUG] [LOCAL     ] No optimal features file found for SXI: ./output/feature-sets/SXI.txt
[2025-12-22T20:32:21.514345] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:32:21.514378] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:32:21.514405] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:32:21.514467] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:32:21.572254] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:32:21.573030] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:32:21.573108] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:32:21.573143] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:32:21.702909] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:32:21.703088] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:32:21.703146] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:32:21.703193] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:32:21.708444] [DEBUG] [FORECASTER] SXI: Forecast T+1@11:T+2@11: UP (p=85.82%)
[2025-12-22T20:32:21.708896] [INFO ] [FORECASTER] Completed predict_future for SXI
[2025-12-22T20:32:21.709133] [INFO ] [sig       ] SXI: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:32:21.854562] [INFO ] [LOCAL     ] Saved forecast: SXI	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/SXI.txt
[2025-12-22T20:32:21.854719] [INFO ] [sig       ] [3053/3560] Completed SXI in 0.4s | 2.94 sym/s | Total: 17.3m | ETA: 2.9m
[2025-12-22T20:32:21.854758] [INFO ] [sig       ] [3054/3560] Forecasting SXTC...
[2025-12-22T20:32:21.854788] [INFO ] [sig       ] Generating forecast for: SXTC
[2025-12-22T20:32:21.854819] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SXTC' from 'https://tdm.silogroup.org/data/derivative_storage/SXTC.csv'.
[2025-12-22T20:32:21.865217] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SXTC'.
[2025-12-22T20:32:21.865596] [INFO ] [FORECASTER] Starting predict_future for SXTC
[2025-12-22T20:32:21.866477] [DEBUG] [LOCAL     ] No optimal features file found for SXTC: ./output/feature-sets/SXTC.txt
[2025-12-22T20:32:21.866531] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:32:21.866564] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:32:21.866620] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:32:21.866678] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:32:21.924175] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:32:21.924940] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:32:21.925021] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:32:21.925056] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:32:22.041072] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:32:22.041220] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:32:22.041259] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:32:22.041288] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:32:22.044692] [DEBUG] [FORECASTER] SXTC: Forecast T+1@11:T+2@11: DOWN (p=2.65%)
[2025-12-22T20:32:22.044963] [INFO ] [FORECASTER] Completed predict_future for SXTC
[2025-12-22T20:32:22.045082] [INFO ] [sig       ] SXTC: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:32:22.181199] [INFO ] [LOCAL     ] Saved forecast: SXTC	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/SXTC.txt
[2025-12-22T20:32:22.181328] [INFO ] [sig       ] [3054/3560] Completed SXTC in 0.3s | 2.94 sym/s | Total: 17.3m | ETA: 2.9m
[2025-12-22T20:32:22.181366] [INFO ] [sig       ] [3055/3560] Forecasting SY...
[2025-12-22T20:32:22.181395] [INFO ] [sig       ] Generating forecast for: SY
[2025-12-22T20:32:22.181425] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SY' from 'https://tdm.silogroup.org/data/derivative_storage/SY.csv'.
[2025-12-22T20:32:22.192064] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SY'.
[2025-12-22T20:32:22.192386] [INFO ] [FORECASTER] Starting predict_future for SY
[2025-12-22T20:32:22.193187] [DEBUG] [LOCAL     ] No optimal features file found for SY: ./output/feature-sets/SY.txt
[2025-12-22T20:32:22.193240] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:32:22.193274] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:32:22.193302] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:32:22.193360] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:32:22.253453] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:32:22.254292] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:32:22.254374] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:32:22.254407] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:32:22.374165] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:32:22.374308] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:32:22.374349] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:32:22.374395] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:32:22.377881] [DEBUG] [FORECASTER] SY: Forecast T+1@11:T+2@11: DOWN (p=4.80%)
[2025-12-22T20:32:22.378159] [INFO ] [FORECASTER] Completed predict_future for SY
[2025-12-22T20:32:22.378282] [INFO ] [sig       ] SY: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:32:22.515895] [INFO ] [LOCAL     ] Saved forecast: SY	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/SY.txt
[2025-12-22T20:32:22.516081] [INFO ] [sig       ] [3055/3560] Completed SY in 0.3s | 2.94 sym/s | Total: 17.3m | ETA: 2.9m
[2025-12-22T20:32:22.516138] [INFO ] [sig       ] [3056/3560] Forecasting SYF...
[2025-12-22T20:32:22.516180] [INFO ] [sig       ] Generating forecast for: SYF
[2025-12-22T20:32:22.516222] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SYF' from 'https://tdm.silogroup.org/data/derivative_storage/SYF.csv'.
[2025-12-22T20:32:22.527633] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SYF'.
[2025-12-22T20:32:22.527965] [INFO ] [FORECASTER] Starting predict_future for SYF
[2025-12-22T20:32:22.528735] [DEBUG] [LOCAL     ] No optimal features file found for SYF: ./output/feature-sets/SYF.txt
[2025-12-22T20:32:22.528786] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:32:22.528818] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:32:22.528846] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:32:22.528902] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:32:22.585124] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:32:22.585834] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:32:22.585909] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:32:22.585941] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:32:22.709901] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:32:22.710047] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:32:22.710086] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:32:22.710114] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:32:22.713411] [DEBUG] [FORECASTER] SYF: Forecast T+1@11:T+2@11: UP (p=82.25%)
[2025-12-22T20:32:22.713717] [INFO ] [FORECASTER] Completed predict_future for SYF
[2025-12-22T20:32:22.713836] [INFO ] [sig       ] SYF: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:32:22.848332] [INFO ] [LOCAL     ] Saved forecast: SYF	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/SYF.txt
[2025-12-22T20:32:22.848485] [INFO ] [sig       ] [3056/3560] Completed SYF in 0.3s | 2.94 sym/s | Total: 17.3m | ETA: 2.9m
[2025-12-22T20:32:22.848524] [INFO ] [sig       ] [3057/3560] Forecasting SYK...
[2025-12-22T20:32:22.848553] [INFO ] [sig       ] Generating forecast for: SYK
[2025-12-22T20:32:22.848603] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SYK' from 'https://tdm.silogroup.org/data/derivative_storage/SYK.csv'.
[2025-12-22T20:32:22.859191] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SYK'.
[2025-12-22T20:32:22.859522] [INFO ] [FORECASTER] Starting predict_future for SYK
[2025-12-22T20:32:22.860296] [DEBUG] [LOCAL     ] No optimal features file found for SYK: ./output/feature-sets/SYK.txt
[2025-12-22T20:32:22.860347] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:32:22.860379] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:32:22.860406] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:32:22.860461] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:32:22.916234] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:32:22.916969] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:32:22.917046] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:32:22.917078] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:32:23.035755] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:32:23.035908] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:32:23.035949] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:32:23.035979] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:32:23.039427] [DEBUG] [FORECASTER] SYK: Forecast T+1@11:T+2@11: UP (p=87.67%)
[2025-12-22T20:32:23.039743] [INFO ] [FORECASTER] Completed predict_future for SYK
[2025-12-22T20:32:23.039874] [INFO ] [sig       ] SYK: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:32:23.177632] [INFO ] [LOCAL     ] Saved forecast: SYK	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/SYK.txt
[2025-12-22T20:32:23.177786] [INFO ] [sig       ] [3057/3560] Completed SYK in 0.3s | 2.94 sym/s | Total: 17.3m | ETA: 2.8m
[2025-12-22T20:32:23.177826] [INFO ] [sig       ] [3058/3560] Forecasting SYM...
[2025-12-22T20:32:23.177855] [INFO ] [sig       ] Generating forecast for: SYM
[2025-12-22T20:32:23.177885] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SYM' from 'https://tdm.silogroup.org/data/derivative_storage/SYM.csv'.
[2025-12-22T20:32:23.189263] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SYM'.
[2025-12-22T20:32:23.189669] [INFO ] [FORECASTER] Starting predict_future for SYM
[2025-12-22T20:32:23.190440] [DEBUG] [LOCAL     ] No optimal features file found for SYM: ./output/feature-sets/SYM.txt
[2025-12-22T20:32:23.190494] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:32:23.190527] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:32:23.190553] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:32:23.190637] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:32:23.246477] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:32:23.247303] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:32:23.247382] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:32:23.247415] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:32:23.372059] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:32:23.372335] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:32:23.372376] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:32:23.372405] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:32:23.375846] [DEBUG] [FORECASTER] SYM: Forecast T+1@11:T+2@11: DOWN (p=31.43%)
[2025-12-22T20:32:23.376134] [INFO ] [FORECASTER] Completed predict_future for SYM
[2025-12-22T20:32:23.376261] [INFO ] [sig       ] SYM: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:32:23.515104] [INFO ] [LOCAL     ] Saved forecast: SYM	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/SYM.txt
[2025-12-22T20:32:23.515265] [INFO ] [sig       ] [3058/3560] Completed SYM in 0.3s | 2.94 sym/s | Total: 17.3m | ETA: 2.8m
[2025-12-22T20:32:23.515305] [INFO ] [sig       ] [3059/3560] Forecasting SYNA...
[2025-12-22T20:32:23.515333] [INFO ] [sig       ] Generating forecast for: SYNA
[2025-12-22T20:32:23.515363] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SYNA' from 'https://tdm.silogroup.org/data/derivative_storage/SYNA.csv'.
[2025-12-22T20:32:23.530332] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SYNA'.
[2025-12-22T20:32:23.531095] [INFO ] [FORECASTER] Starting predict_future for SYNA
[2025-12-22T20:32:23.532567] [DEBUG] [LOCAL     ] No optimal features file found for SYNA: ./output/feature-sets/SYNA.txt
[2025-12-22T20:32:23.532662] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:32:23.532975] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:32:23.533026] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:32:23.533148] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:32:23.597376] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:32:23.598604] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:32:23.598705] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:32:23.598740] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:32:23.721949] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:32:23.722180] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:32:23.722226] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:32:23.722255] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:32:23.726246] [DEBUG] [FORECASTER] SYNA: Forecast T+1@11:T+2@11: UP (p=95.34%)
[2025-12-22T20:32:23.726594] [INFO ] [FORECASTER] Completed predict_future for SYNA
[2025-12-22T20:32:23.726734] [INFO ] [sig       ] SYNA: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:32:23.877043] [INFO ] [LOCAL     ] Saved forecast: SYNA	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/SYNA.txt
[2025-12-22T20:32:23.877268] [INFO ] [sig       ] [3059/3560] Completed SYNA in 0.4s | 2.94 sym/s | Total: 17.3m | ETA: 2.8m
[2025-12-22T20:32:23.877314] [INFO ] [sig       ] [3060/3560] Forecasting SYRE...
[2025-12-22T20:32:23.877345] [INFO ] [sig       ] Generating forecast for: SYRE
[2025-12-22T20:32:23.877378] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SYRE' from 'https://tdm.silogroup.org/data/derivative_storage/SYRE.csv'.
[2025-12-22T20:32:23.890614] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SYRE'.
[2025-12-22T20:32:23.891045] [INFO ] [FORECASTER] Starting predict_future for SYRE
[2025-12-22T20:32:23.891868] [DEBUG] [LOCAL     ] No optimal features file found for SYRE: ./output/feature-sets/SYRE.txt
[2025-12-22T20:32:23.891919] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:32:23.891952] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:32:23.891979] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:32:23.892035] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:32:23.950515] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:32:23.951452] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:32:23.951536] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:32:23.951589] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:32:24.070566] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:32:24.070740] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:32:24.070780] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:32:24.070808] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:32:24.074550] [DEBUG] [FORECASTER] SYRE: Forecast T+1@11:T+2@11: UP (p=86.44%)
[2025-12-22T20:32:24.074878] [INFO ] [FORECASTER] Completed predict_future for SYRE
[2025-12-22T20:32:24.075194] [INFO ] [sig       ] SYRE: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:32:24.215918] [INFO ] [LOCAL     ] Saved forecast: SYRE	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/SYRE.txt
[2025-12-22T20:32:24.216085] [INFO ] [sig       ] [3060/3560] Completed SYRE in 0.3s | 2.94 sym/s | Total: 17.3m | ETA: 2.8m
[2025-12-22T20:32:24.216125] [INFO ] [sig       ] [3061/3560] Forecasting SYY...
[2025-12-22T20:32:24.216155] [INFO ] [sig       ] Generating forecast for: SYY
[2025-12-22T20:32:24.216185] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SYY' from 'https://tdm.silogroup.org/data/derivative_storage/SYY.csv'.
[2025-12-22T20:32:24.228484] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SYY'.
[2025-12-22T20:32:24.228859] [INFO ] [FORECASTER] Starting predict_future for SYY
[2025-12-22T20:32:24.229866] [DEBUG] [LOCAL     ] No optimal features file found for SYY: ./output/feature-sets/SYY.txt
[2025-12-22T20:32:24.229971] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:32:24.230017] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:32:24.230054] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:32:24.230133] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:32:24.298309] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:32:24.299224] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:32:24.299304] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:32:24.299337] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:32:24.421304] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:32:24.421505] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:32:24.421546] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:32:24.421592] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:32:24.425075] [DEBUG] [FORECASTER] SYY: Forecast T+1@11:T+2@11: DOWN (p=40.34%)
[2025-12-22T20:32:24.425376] [INFO ] [FORECASTER] Completed predict_future for SYY
[2025-12-22T20:32:24.425510] [INFO ] [sig       ] SYY: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:32:24.563489] [INFO ] [LOCAL     ] Saved forecast: SYY	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/SYY.txt
[2025-12-22T20:32:24.563661] [INFO ] [sig       ] [3061/3560] Completed SYY in 0.3s | 2.94 sym/s | Total: 17.3m | ETA: 2.8m
[2025-12-22T20:32:24.563703] [INFO ] [sig       ] [3062/3560] Forecasting TAC...
[2025-12-22T20:32:24.563732] [INFO ] [sig       ] Generating forecast for: TAC
[2025-12-22T20:32:24.563763] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TAC' from 'https://tdm.silogroup.org/data/derivative_storage/TAC.csv'.
[2025-12-22T20:32:24.578191] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TAC'.
[2025-12-22T20:32:24.578694] [INFO ] [FORECASTER] Starting predict_future for TAC
[2025-12-22T20:32:24.579671] [DEBUG] [LOCAL     ] No optimal features file found for TAC: ./output/feature-sets/TAC.txt
[2025-12-22T20:32:24.579727] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:32:24.579763] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:32:24.579791] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:32:24.579855] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:32:24.642793] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:32:24.643739] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:32:24.643824] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:32:24.643857] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:32:24.762760] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:32:24.762922] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:32:24.762961] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:32:24.763032] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:32:24.766419] [DEBUG] [FORECASTER] TAC: Forecast T+1@11:T+2@11: UP (p=51.61%)
[2025-12-22T20:32:24.766727] [INFO ] [FORECASTER] Completed predict_future for TAC
[2025-12-22T20:32:24.766860] [INFO ] [sig       ] TAC: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:32:24.901838] [INFO ] [LOCAL     ] Saved forecast: TAC	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/TAC.txt
[2025-12-22T20:32:24.901995] [INFO ] [sig       ] [3062/3560] Completed TAC in 0.3s | 2.94 sym/s | Total: 17.3m | ETA: 2.8m
[2025-12-22T20:32:24.902035] [INFO ] [sig       ] [3063/3560] Forecasting TAK...
[2025-12-22T20:32:24.902066] [INFO ] [sig       ] Generating forecast for: TAK
[2025-12-22T20:32:24.902097] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TAK' from 'https://tdm.silogroup.org/data/derivative_storage/TAK.csv'.
[2025-12-22T20:32:24.913683] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TAK'.
[2025-12-22T20:32:24.914025] [INFO ] [FORECASTER] Starting predict_future for TAK
[2025-12-22T20:32:24.914814] [DEBUG] [LOCAL     ] No optimal features file found for TAK: ./output/feature-sets/TAK.txt
[2025-12-22T20:32:24.914865] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:32:24.914897] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:32:24.914922] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:32:24.914978] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:32:24.970201] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:32:24.971016] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:32:24.971096] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:32:24.971128] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:32:25.086315] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:32:25.086476] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:32:25.086516] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:32:25.086544] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:32:25.089932] [DEBUG] [FORECASTER] TAK: Forecast T+1@11:T+2@11: UP (p=89.72%)
[2025-12-22T20:32:25.090222] [INFO ] [FORECASTER] Completed predict_future for TAK
[2025-12-22T20:32:25.090350] [INFO ] [sig       ] TAK: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:32:25.227185] [INFO ] [LOCAL     ] Saved forecast: TAK	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/TAK.txt
[2025-12-22T20:32:25.227347] [INFO ] [sig       ] [3063/3560] Completed TAK in 0.3s | 2.94 sym/s | Total: 17.4m | ETA: 2.8m
[2025-12-22T20:32:25.227386] [INFO ] [sig       ] [3064/3560] Forecasting TAL...
[2025-12-22T20:32:25.227418] [INFO ] [sig       ] Generating forecast for: TAL
[2025-12-22T20:32:25.227448] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TAL' from 'https://tdm.silogroup.org/data/derivative_storage/TAL.csv'.
[2025-12-22T20:32:25.239886] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TAL'.
[2025-12-22T20:32:25.240260] [INFO ] [FORECASTER] Starting predict_future for TAL
[2025-12-22T20:32:25.241055] [DEBUG] [LOCAL     ] No optimal features file found for TAL: ./output/feature-sets/TAL.txt
[2025-12-22T20:32:25.241108] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:32:25.241139] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:32:25.241166] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:32:25.241222] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:32:25.297153] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:32:25.297905] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:32:25.297981] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:32:25.298014] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:32:25.414149] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:32:25.414301] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:32:25.414340] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:32:25.414369] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:32:25.417681] [DEBUG] [FORECASTER] TAL: Forecast T+1@11:T+2@11: DOWN (p=34.97%)
[2025-12-22T20:32:25.417962] [INFO ] [FORECASTER] Completed predict_future for TAL
[2025-12-22T20:32:25.418085] [INFO ] [sig       ] TAL: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:32:25.554538] [INFO ] [LOCAL     ] Saved forecast: TAL	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/TAL.txt
[2025-12-22T20:32:25.554704] [INFO ] [sig       ] [3064/3560] Completed TAL in 0.3s | 2.94 sym/s | Total: 17.4m | ETA: 2.8m
[2025-12-22T20:32:25.554757] [INFO ] [sig       ] [3065/3560] Forecasting TALK...
[2025-12-22T20:32:25.554789] [INFO ] [sig       ] Generating forecast for: TALK
[2025-12-22T20:32:25.554820] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TALK' from 'https://tdm.silogroup.org/data/derivative_storage/TALK.csv'.
[2025-12-22T20:32:25.566235] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TALK'.
[2025-12-22T20:32:25.566598] [INFO ] [FORECASTER] Starting predict_future for TALK
[2025-12-22T20:32:25.567353] [DEBUG] [LOCAL     ] No optimal features file found for TALK: ./output/feature-sets/TALK.txt
[2025-12-22T20:32:25.567404] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:32:25.567435] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:32:25.567462] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:32:25.567517] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:32:25.622938] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:32:25.623787] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:32:25.623869] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:32:25.623900] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:32:25.740164] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:32:25.740320] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:32:25.740360] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:32:25.740388] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:32:25.743721] [DEBUG] [FORECASTER] TALK: Forecast T+1@11:T+2@11: UP (p=79.67%)
[2025-12-22T20:32:25.743989] [INFO ] [FORECASTER] Completed predict_future for TALK
[2025-12-22T20:32:25.744111] [INFO ] [sig       ] TALK: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:32:25.878528] [INFO ] [LOCAL     ] Saved forecast: TALK	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/TALK.txt
[2025-12-22T20:32:25.878713] [INFO ] [sig       ] [3065/3560] Completed TALK in 0.3s | 2.94 sym/s | Total: 17.4m | ETA: 2.8m
[2025-12-22T20:32:25.878755] [INFO ] [sig       ] [3066/3560] Forecasting TALO...
[2025-12-22T20:32:25.878786] [INFO ] [sig       ] Generating forecast for: TALO
[2025-12-22T20:32:25.878814] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TALO' from 'https://tdm.silogroup.org/data/derivative_storage/TALO.csv'.
[2025-12-22T20:32:25.890464] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TALO'.
[2025-12-22T20:32:25.890848] [INFO ] [FORECASTER] Starting predict_future for TALO
[2025-12-22T20:32:25.891669] [DEBUG] [LOCAL     ] No optimal features file found for TALO: ./output/feature-sets/TALO.txt
[2025-12-22T20:32:25.891733] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:32:25.891778] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:32:25.891812] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:32:25.891893] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:32:25.950234] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:32:25.951147] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:32:25.951228] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:32:25.951262] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:32:26.079099] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:32:26.079275] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:32:26.079326] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:32:26.079369] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:32:26.083158] [DEBUG] [FORECASTER] TALO: Forecast T+1@11:T+2@11: UP (p=71.45%)
[2025-12-22T20:32:26.083507] [INFO ] [FORECASTER] Completed predict_future for TALO
[2025-12-22T20:32:26.083671] [INFO ] [sig       ] TALO: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:32:26.224624] [INFO ] [LOCAL     ] Saved forecast: TALO	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/TALO.txt
[2025-12-22T20:32:26.224815] [INFO ] [sig       ] [3066/3560] Completed TALO in 0.3s | 2.94 sym/s | Total: 17.4m | ETA: 2.8m
[2025-12-22T20:32:26.224879] [INFO ] [sig       ] [3067/3560] Forecasting TAOP...
[2025-12-22T20:32:26.224927] [INFO ] [sig       ] Generating forecast for: TAOP
[2025-12-22T20:32:26.224972] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TAOP' from 'https://tdm.silogroup.org/data/derivative_storage/TAOP.csv'.
[2025-12-22T20:32:26.236204] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TAOP'.
[2025-12-22T20:32:26.236570] [INFO ] [FORECASTER] Starting predict_future for TAOP
[2025-12-22T20:32:26.237362] [DEBUG] [LOCAL     ] No optimal features file found for TAOP: ./output/feature-sets/TAOP.txt
[2025-12-22T20:32:26.237415] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:32:26.237447] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:32:26.237474] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:32:26.237530] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:32:26.293345] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:32:26.294059] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:32:26.294137] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:32:26.294168] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:32:26.409818] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:32:26.409973] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:32:26.410012] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:32:26.410039] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:32:26.413673] [DEBUG] [FORECASTER] TAOP: Forecast T+1@11:T+2@11: DOWN (p=6.37%)
[2025-12-22T20:32:26.413952] [INFO ] [FORECASTER] Completed predict_future for TAOP
[2025-12-22T20:32:26.414074] [INFO ] [sig       ] TAOP: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:32:26.554752] [INFO ] [LOCAL     ] Saved forecast: TAOP	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/TAOP.txt
[2025-12-22T20:32:26.554894] [INFO ] [sig       ] [3067/3560] Completed TAOP in 0.3s | 2.94 sym/s | Total: 17.4m | ETA: 2.8m
[2025-12-22T20:32:26.554934] [INFO ] [sig       ] [3068/3560] Forecasting TAP...
[2025-12-22T20:32:26.554963] [INFO ] [sig       ] Generating forecast for: TAP
[2025-12-22T20:32:26.554993] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TAP' from 'https://tdm.silogroup.org/data/derivative_storage/TAP.csv'.
[2025-12-22T20:32:26.566063] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TAP'.
[2025-12-22T20:32:26.566432] [INFO ] [FORECASTER] Starting predict_future for TAP
[2025-12-22T20:32:26.567215] [DEBUG] [LOCAL     ] No optimal features file found for TAP: ./output/feature-sets/TAP.txt
[2025-12-22T20:32:26.567268] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:32:26.567300] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:32:26.567327] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:32:26.567383] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:32:26.626781] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:32:26.627643] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:32:26.627723] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:32:26.627756] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:32:26.746765] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:32:26.746925] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:32:26.746982] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:32:26.747011] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:32:26.750483] [DEBUG] [FORECASTER] TAP: Forecast T+1@11:T+2@11: UP (p=80.03%)
[2025-12-22T20:32:26.750793] [INFO ] [FORECASTER] Completed predict_future for TAP
[2025-12-22T20:32:26.750922] [INFO ] [sig       ] TAP: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:32:26.887132] [INFO ] [LOCAL     ] Saved forecast: TAP	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/TAP.txt
[2025-12-22T20:32:26.887298] [INFO ] [sig       ] [3068/3560] Completed TAP in 0.3s | 2.94 sym/s | Total: 17.4m | ETA: 2.8m
[2025-12-22T20:32:26.887339] [INFO ] [sig       ] [3069/3560] Forecasting TARA...
[2025-12-22T20:32:26.887368] [INFO ] [sig       ] Generating forecast for: TARA
[2025-12-22T20:32:26.887397] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TARA' from 'https://tdm.silogroup.org/data/derivative_storage/TARA.csv'.
[2025-12-22T20:32:26.898768] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TARA'.
[2025-12-22T20:32:26.899140] [INFO ] [FORECASTER] Starting predict_future for TARA
[2025-12-22T20:32:26.900005] [DEBUG] [LOCAL     ] No optimal features file found for TARA: ./output/feature-sets/TARA.txt
[2025-12-22T20:32:26.900057] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:32:26.900088] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:32:26.900114] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:32:26.900169] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:32:26.956480] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:32:26.957101] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:32:26.957212] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:32:26.957245] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:32:27.072914] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:32:27.073072] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:32:27.073112] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:32:27.073140] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:32:27.076444] [DEBUG] [FORECASTER] TARA: Forecast T+1@11:T+2@11: DOWN (p=30.69%)
[2025-12-22T20:32:27.076732] [INFO ] [FORECASTER] Completed predict_future for TARA
[2025-12-22T20:32:27.076852] [INFO ] [sig       ] TARA: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:32:27.211516] [INFO ] [LOCAL     ] Saved forecast: TARA	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/TARA.txt
[2025-12-22T20:32:27.211660] [INFO ] [sig       ] [3069/3560] Completed TARA in 0.3s | 2.94 sym/s | Total: 17.4m | ETA: 2.8m
[2025-12-22T20:32:27.211700] [INFO ] [sig       ] [3070/3560] Forecasting TARK...
[2025-12-22T20:32:27.211730] [INFO ] [sig       ] Generating forecast for: TARK
[2025-12-22T20:32:27.211764] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TARK' from 'https://tdm.silogroup.org/data/derivative_storage/TARK.csv'.
[2025-12-22T20:32:27.222563] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TARK'.
[2025-12-22T20:32:27.222918] [INFO ] [FORECASTER] Starting predict_future for TARK
[2025-12-22T20:32:27.223700] [DEBUG] [LOCAL     ] No optimal features file found for TARK: ./output/feature-sets/TARK.txt
[2025-12-22T20:32:27.223752] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:32:27.223783] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:32:27.223809] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:32:27.223864] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:32:27.279751] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:32:27.280418] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:32:27.280494] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:32:27.280526] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:32:27.404756] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:32:27.404937] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:32:27.404987] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:32:27.405019] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:32:27.408427] [DEBUG] [FORECASTER] TARK: Forecast T+1@11:T+2@11: UP (p=75.87%)
[2025-12-22T20:32:27.408711] [INFO ] [FORECASTER] Completed predict_future for TARK
[2025-12-22T20:32:27.408833] [INFO ] [sig       ] TARK: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:32:27.545158] [INFO ] [LOCAL     ] Saved forecast: TARK	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/TARK.txt
[2025-12-22T20:32:27.545323] [INFO ] [sig       ] [3070/3560] Completed TARK in 0.3s | 2.94 sym/s | Total: 17.4m | ETA: 2.8m
[2025-12-22T20:32:27.545363] [INFO ] [sig       ] [3071/3560] Forecasting TARS...
[2025-12-22T20:32:27.545392] [INFO ] [sig       ] Generating forecast for: TARS
[2025-12-22T20:32:27.545422] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TARS' from 'https://tdm.silogroup.org/data/derivative_storage/TARS.csv'.
[2025-12-22T20:32:27.556673] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TARS'.
[2025-12-22T20:32:27.557076] [INFO ] [FORECASTER] Starting predict_future for TARS
[2025-12-22T20:32:27.557863] [DEBUG] [LOCAL     ] No optimal features file found for TARS: ./output/feature-sets/TARS.txt
[2025-12-22T20:32:27.557915] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:32:27.557947] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:32:27.557974] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:32:27.558030] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:32:27.614494] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:32:27.615197] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:32:27.615276] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:32:27.615309] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:32:27.737972] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:32:27.738129] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:32:27.738168] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:32:27.738196] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:32:27.741520] [DEBUG] [FORECASTER] TARS: Forecast T+1@11:T+2@11: UP (p=63.94%)
[2025-12-22T20:32:27.741807] [INFO ] [FORECASTER] Completed predict_future for TARS
[2025-12-22T20:32:27.741928] [INFO ] [sig       ] TARS: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:32:27.876952] [INFO ] [LOCAL     ] Saved forecast: TARS	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/TARS.txt
[2025-12-22T20:32:27.877091] [INFO ] [sig       ] [3071/3560] Completed TARS in 0.3s | 2.94 sym/s | Total: 17.4m | ETA: 2.8m
[2025-12-22T20:32:27.877129] [INFO ] [sig       ] [3072/3560] Forecasting TASK...
[2025-12-22T20:32:27.877158] [INFO ] [sig       ] Generating forecast for: TASK
[2025-12-22T20:32:27.877187] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TASK' from 'https://tdm.silogroup.org/data/derivative_storage/TASK.csv'.
[2025-12-22T20:32:27.888195] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TASK'.
[2025-12-22T20:32:27.888492] [INFO ] [FORECASTER] Starting predict_future for TASK
[2025-12-22T20:32:27.889282] [DEBUG] [LOCAL     ] No optimal features file found for TASK: ./output/feature-sets/TASK.txt
[2025-12-22T20:32:27.889334] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:32:27.889404] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:32:27.889434] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:32:27.889490] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:32:27.946137] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:32:27.946810] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:32:27.946885] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:32:27.946917] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:32:28.065558] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:32:28.065734] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:32:28.065773] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:32:28.065802] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:32:28.072896] [DEBUG] [FORECASTER] TASK: Forecast T+1@11:T+2@11: DOWN (p=15.51%)
[2025-12-22T20:32:28.073494] [INFO ] [FORECASTER] Completed predict_future for TASK
[2025-12-22T20:32:28.073700] [INFO ] [sig       ] TASK: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:32:28.209346] [INFO ] [LOCAL     ] Saved forecast: TASK	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/TASK.txt
[2025-12-22T20:32:28.209552] [INFO ] [sig       ] [3072/3560] Completed TASK in 0.3s | 2.94 sym/s | Total: 17.4m | ETA: 2.8m
[2025-12-22T20:32:28.209616] [INFO ] [sig       ] [3073/3560] Forecasting TAYD...
[2025-12-22T20:32:28.209648] [INFO ] [sig       ] Generating forecast for: TAYD
[2025-12-22T20:32:28.209679] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TAYD' from 'https://tdm.silogroup.org/data/derivative_storage/TAYD.csv'.
[2025-12-22T20:32:28.220493] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TAYD'.
[2025-12-22T20:32:28.220912] [INFO ] [FORECASTER] Starting predict_future for TAYD
[2025-12-22T20:32:28.221735] [DEBUG] [LOCAL     ] No optimal features file found for TAYD: ./output/feature-sets/TAYD.txt
[2025-12-22T20:32:28.221787] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:32:28.221819] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:32:28.221846] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:32:28.221901] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:32:28.278716] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:32:28.280126] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:32:28.280280] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:32:28.280314] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:32:28.387780] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:32:28.387928] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:32:28.387971] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:32:28.388000] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:32:28.391354] [DEBUG] [FORECASTER] TAYD: Forecast T+1@11:T+2@11: DOWN (p=6.03%)
[2025-12-22T20:32:28.391653] [INFO ] [FORECASTER] Completed predict_future for TAYD
[2025-12-22T20:32:28.391780] [INFO ] [sig       ] TAYD: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:32:28.525192] [INFO ] [LOCAL     ] Saved forecast: TAYD	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/TAYD.txt
[2025-12-22T20:32:28.525337] [INFO ] [sig       ] [3073/3560] Completed TAYD in 0.3s | 2.94 sym/s | Total: 17.4m | ETA: 2.8m
[2025-12-22T20:32:28.525375] [INFO ] [sig       ] [3074/3560] Forecasting TBB...
[2025-12-22T20:32:28.525404] [INFO ] [sig       ] Generating forecast for: TBB
[2025-12-22T20:32:28.525433] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBB' from 'https://tdm.silogroup.org/data/derivative_storage/TBB.csv'.
[2025-12-22T20:32:28.536295] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBB'.
[2025-12-22T20:32:28.536728] [INFO ] [FORECASTER] Starting predict_future for TBB
[2025-12-22T20:32:28.537508] [DEBUG] [LOCAL     ] No optimal features file found for TBB: ./output/feature-sets/TBB.txt
[2025-12-22T20:32:28.537563] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:32:28.537625] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:32:28.537657] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:32:28.537716] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:32:28.593163] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:32:28.593927] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:32:28.594005] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:32:28.594038] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:32:28.709382] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:32:28.709541] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:32:28.709597] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:32:28.709627] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:32:28.712978] [DEBUG] [FORECASTER] TBB: Forecast T+1@11:T+2@11: UP (p=52.06%)
[2025-12-22T20:32:28.713252] [INFO ] [FORECASTER] Completed predict_future for TBB
[2025-12-22T20:32:28.713371] [INFO ] [sig       ] TBB: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:32:28.847083] [INFO ] [LOCAL     ] Saved forecast: TBB	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/TBB.txt
[2025-12-22T20:32:28.847224] [INFO ] [sig       ] [3074/3560] Completed TBB in 0.3s | 2.94 sym/s | Total: 17.4m | ETA: 2.8m
[2025-12-22T20:32:28.847262] [INFO ] [sig       ] [3075/3560] Forecasting TBBK...
[2025-12-22T20:32:28.847293] [INFO ] [sig       ] Generating forecast for: TBBK
[2025-12-22T20:32:28.847323] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBBK' from 'https://tdm.silogroup.org/data/derivative_storage/TBBK.csv'.
[2025-12-22T20:32:28.858417] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBBK'.
[2025-12-22T20:32:28.858793] [INFO ] [FORECASTER] Starting predict_future for TBBK
[2025-12-22T20:32:28.862809] [DEBUG] [LOCAL     ] No optimal features file found for TBBK: ./output/feature-sets/TBBK.txt
[2025-12-22T20:32:28.862882] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:32:28.862916] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:32:28.862942] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:32:28.862997] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:32:28.918746] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:32:28.919550] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:32:28.919645] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:32:28.919678] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:32:29.037381] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:32:29.037537] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:32:29.037596] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:32:29.037627] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:32:29.041080] [DEBUG] [FORECASTER] TBBK: Forecast T+1@11:T+2@11: DOWN (p=39.16%)
[2025-12-22T20:32:29.041350] [INFO ] [FORECASTER] Completed predict_future for TBBK
[2025-12-22T20:32:29.041472] [INFO ] [sig       ] TBBK: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:32:29.176344] [INFO ] [LOCAL     ] Saved forecast: TBBK	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/TBBK.txt
[2025-12-22T20:32:29.176490] [INFO ] [sig       ] [3075/3560] Completed TBBK in 0.3s | 2.94 sym/s | Total: 17.4m | ETA: 2.7m
[2025-12-22T20:32:29.176537] [INFO ] [sig       ] [3076/3560] Forecasting TBI...
[2025-12-22T20:32:29.176566] [INFO ] [sig       ] Generating forecast for: TBI
[2025-12-22T20:32:29.176615] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBI' from 'https://tdm.silogroup.org/data/derivative_storage/TBI.csv'.
[2025-12-22T20:32:29.187746] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBI'.
[2025-12-22T20:32:29.188122] [INFO ] [FORECASTER] Starting predict_future for TBI
[2025-12-22T20:32:29.188909] [DEBUG] [LOCAL     ] No optimal features file found for TBI: ./output/feature-sets/TBI.txt
[2025-12-22T20:32:29.188959] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:32:29.189052] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:32:29.189080] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:32:29.189137] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:32:29.244281] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:32:29.245069] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:32:29.245149] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:32:29.245181] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:32:29.373997] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:32:29.374144] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:32:29.374183] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:32:29.374211] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:32:29.377511] [DEBUG] [FORECASTER] TBI: Forecast T+1@11:T+2@11: DOWN (p=7.04%)
[2025-12-22T20:32:29.377798] [INFO ] [FORECASTER] Completed predict_future for TBI
[2025-12-22T20:32:29.377925] [INFO ] [sig       ] TBI: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:32:29.511524] [INFO ] [LOCAL     ] Saved forecast: TBI	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/TBI.txt
[2025-12-22T20:32:29.511680] [INFO ] [sig       ] [3076/3560] Completed TBI in 0.3s | 2.94 sym/s | Total: 17.4m | ETA: 2.7m
[2025-12-22T20:32:29.511721] [INFO ] [sig       ] [3077/3560] Forecasting TBIL...
[2025-12-22T20:32:29.511751] [INFO ] [sig       ] Generating forecast for: TBIL
[2025-12-22T20:32:29.511785] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBIL' from 'https://tdm.silogroup.org/data/derivative_storage/TBIL.csv'.
[2025-12-22T20:32:29.523332] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBIL'.
[2025-12-22T20:32:29.523720] [INFO ] [FORECASTER] Starting predict_future for TBIL
[2025-12-22T20:32:29.524505] [DEBUG] [LOCAL     ] No optimal features file found for TBIL: ./output/feature-sets/TBIL.txt
[2025-12-22T20:32:29.524558] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:32:29.524611] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:32:29.524641] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:32:29.524697] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:32:29.580398] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:32:29.581118] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:32:29.581197] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:32:29.581229] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:32:29.643088] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:32:29.643281] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:32:29.643348] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:32:29.643399] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:32:29.647205] [DEBUG] [FORECASTER] TBIL: Forecast T+1@11:T+2@11: UP (p=99.73%)
[2025-12-22T20:32:29.647528] [INFO ] [FORECASTER] Completed predict_future for TBIL
[2025-12-22T20:32:29.647699] [INFO ] [sig       ] TBIL: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:32:29.792740] [INFO ] [LOCAL     ] Saved forecast: TBIL	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/TBIL.txt
[2025-12-22T20:32:29.792884] [INFO ] [sig       ] [3077/3560] Completed TBIL in 0.3s | 2.94 sym/s | Total: 17.4m | ETA: 2.7m
[2025-12-22T20:32:29.792923] [INFO ] [sig       ] [3078/3560] Forecasting TBLA...
[2025-12-22T20:32:29.792953] [INFO ] [sig       ] Generating forecast for: TBLA
[2025-12-22T20:32:29.792982] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBLA' from 'https://tdm.silogroup.org/data/derivative_storage/TBLA.csv'.
[2025-12-22T20:32:29.804505] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBLA'.
[2025-12-22T20:32:29.804893] [INFO ] [FORECASTER] Starting predict_future for TBLA
[2025-12-22T20:32:29.805720] [DEBUG] [LOCAL     ] No optimal features file found for TBLA: ./output/feature-sets/TBLA.txt
[2025-12-22T20:32:29.805782] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:32:29.805816] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:32:29.805843] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:32:29.805900] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:32:29.866091] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:32:29.866871] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:32:29.866950] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:32:29.866983] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:32:29.995523] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:32:29.995700] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:32:29.995740] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:32:29.995768] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:32:29.999187] [DEBUG] [FORECASTER] TBLA: Forecast T+1@11:T+2@11: DOWN (p=10.78%)
[2025-12-22T20:32:29.999489] [INFO ] [FORECASTER] Completed predict_future for TBLA
[2025-12-22T20:32:29.999640] [INFO ] [sig       ] TBLA: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:32:30.143144] [INFO ] [LOCAL     ] Saved forecast: TBLA	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/TBLA.txt
[2025-12-22T20:32:30.143304] [INFO ] [sig       ] [3078/3560] Completed TBLA in 0.4s | 2.94 sym/s | Total: 17.4m | ETA: 2.7m
[2025-12-22T20:32:30.143343] [INFO ] [sig       ] [3079/3560] Forecasting TBLD...
[2025-12-22T20:32:30.143378] [INFO ] [sig       ] Generating forecast for: TBLD
[2025-12-22T20:32:30.143424] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBLD' from 'https://tdm.silogroup.org/data/derivative_storage/TBLD.csv'.
[2025-12-22T20:32:30.155497] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBLD'.
[2025-12-22T20:32:30.155929] [INFO ] [FORECASTER] Starting predict_future for TBLD
[2025-12-22T20:32:30.156758] [DEBUG] [LOCAL     ] No optimal features file found for TBLD: ./output/feature-sets/TBLD.txt
[2025-12-22T20:32:30.156812] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:32:30.156843] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:32:30.156873] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:32:30.156930] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:32:30.217706] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:32:30.218467] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:32:30.218549] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:32:30.218599] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:32:30.346356] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:32:30.346507] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:32:30.346547] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:32:30.346664] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:32:30.350001] [DEBUG] [FORECASTER] TBLD: Forecast T+1@11:T+2@11: DOWN (p=29.40%)
[2025-12-22T20:32:30.350266] [INFO ] [FORECASTER] Completed predict_future for TBLD
[2025-12-22T20:32:30.350390] [INFO ] [sig       ] TBLD: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:32:30.487805] [INFO ] [LOCAL     ] Saved forecast: TBLD	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/TBLD.txt
[2025-12-22T20:32:30.487976] [INFO ] [sig       ] [3079/3560] Completed TBLD in 0.3s | 2.94 sym/s | Total: 17.4m | ETA: 2.7m
[2025-12-22T20:32:30.488016] [INFO ] [sig       ] [3080/3560] Forecasting TBPH...
[2025-12-22T20:32:30.488046] [INFO ] [sig       ] Generating forecast for: TBPH
[2025-12-22T20:32:30.488077] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBPH' from 'https://tdm.silogroup.org/data/derivative_storage/TBPH.csv'.
[2025-12-22T20:32:30.499479] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBPH'.
[2025-12-22T20:32:30.499833] [INFO ] [FORECASTER] Starting predict_future for TBPH
[2025-12-22T20:32:30.500602] [DEBUG] [LOCAL     ] No optimal features file found for TBPH: ./output/feature-sets/TBPH.txt
[2025-12-22T20:32:30.500654] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:32:30.500686] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:32:30.500712] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:32:30.500767] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:32:30.556238] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:32:30.557007] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:32:30.557086] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:32:30.557118] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:32:30.672742] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:32:30.672905] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:32:30.672944] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:32:30.672972] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:32:30.676296] [DEBUG] [FORECASTER] TBPH: Forecast T+1@11:T+2@11: DOWN (p=28.00%)
[2025-12-22T20:32:30.676585] [INFO ] [FORECASTER] Completed predict_future for TBPH
[2025-12-22T20:32:30.676710] [INFO ] [sig       ] TBPH: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:32:30.810784] [INFO ] [LOCAL     ] Saved forecast: TBPH	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/TBPH.txt
[2025-12-22T20:32:30.810931] [INFO ] [sig       ] [3080/3560] Completed TBPH in 0.3s | 2.94 sym/s | Total: 17.4m | ETA: 2.7m
[2025-12-22T20:32:30.810970] [INFO ] [sig       ] [3081/3560] Forecasting TBRG...
[2025-12-22T20:32:30.810998] [INFO ] [sig       ] Generating forecast for: TBRG
[2025-12-22T20:32:30.811028] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBRG' from 'https://tdm.silogroup.org/data/derivative_storage/TBRG.csv'.
[2025-12-22T20:32:30.822330] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBRG'.
[2025-12-22T20:32:30.822699] [INFO ] [FORECASTER] Starting predict_future for TBRG
[2025-12-22T20:32:30.823457] [DEBUG] [LOCAL     ] No optimal features file found for TBRG: ./output/feature-sets/TBRG.txt
[2025-12-22T20:32:30.823508] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:32:30.823539] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:32:30.823565] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:32:30.823648] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:32:30.878918] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:32:30.879674] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:32:30.879768] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:32:30.879801] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:32:30.999038] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:32:30.999220] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:32:30.999260] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:32:30.999288] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:32:31.002701] [DEBUG] [FORECASTER] TBRG: Forecast T+1@11:T+2@11: UP (p=92.78%)
[2025-12-22T20:32:31.002980] [INFO ] [FORECASTER] Completed predict_future for TBRG
[2025-12-22T20:32:31.003104] [INFO ] [sig       ] TBRG: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:32:31.136891] [INFO ] [LOCAL     ] Saved forecast: TBRG	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/TBRG.txt
[2025-12-22T20:32:31.137047] [INFO ] [sig       ] [3081/3560] Completed TBRG in 0.3s | 2.94 sym/s | Total: 17.5m | ETA: 2.7m
[2025-12-22T20:32:31.137086] [INFO ] [sig       ] [3082/3560] Forecasting TCBI...
[2025-12-22T20:32:31.137115] [INFO ] [sig       ] Generating forecast for: TCBI
[2025-12-22T20:32:31.137147] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCBI' from 'https://tdm.silogroup.org/data/derivative_storage/TCBI.csv'.
[2025-12-22T20:32:31.148298] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCBI'.
[2025-12-22T20:32:31.148681] [INFO ] [FORECASTER] Starting predict_future for TCBI
[2025-12-22T20:32:31.150903] [DEBUG] [LOCAL     ] No optimal features file found for TCBI: ./output/feature-sets/TCBI.txt
[2025-12-22T20:32:31.150964] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:32:31.150996] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:32:31.151022] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:32:31.151077] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:32:31.206368] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:32:31.207123] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:32:31.207201] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:32:31.207233] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:32:31.325500] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:32:31.325678] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:32:31.325718] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:32:31.325746] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:32:31.329058] [DEBUG] [FORECASTER] TCBI: Forecast T+1@11:T+2@11: DOWN (p=22.42%)
[2025-12-22T20:32:31.329331] [INFO ] [FORECASTER] Completed predict_future for TCBI
[2025-12-22T20:32:31.329454] [INFO ] [sig       ] TCBI: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:32:31.463722] [INFO ] [LOCAL     ] Saved forecast: TCBI	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/TCBI.txt
[2025-12-22T20:32:31.463867] [INFO ] [sig       ] [3082/3560] Completed TCBI in 0.3s | 2.94 sym/s | Total: 17.5m | ETA: 2.7m
[2025-12-22T20:32:31.463908] [INFO ] [sig       ] [3083/3560] Forecasting TCBIO...
[2025-12-22T20:32:31.463937] [INFO ] [sig       ] Generating forecast for: TCBIO
[2025-12-22T20:32:31.463966] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCBIO' from 'https://tdm.silogroup.org/data/derivative_storage/TCBIO.csv'.
[2025-12-22T20:32:31.474700] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCBIO'.
[2025-12-22T20:32:31.475051] [INFO ] [FORECASTER] Starting predict_future for TCBIO
[2025-12-22T20:32:31.475838] [DEBUG] [LOCAL     ] No optimal features file found for TCBIO: ./output/feature-sets/TCBIO.txt
[2025-12-22T20:32:31.475889] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:32:31.475958] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:32:31.475988] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:32:31.476044] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:32:31.531436] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:32:31.532198] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:32:31.532275] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:32:31.532308] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:32:31.640520] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:32:31.640698] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:32:31.640747] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:32:31.640777] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:32:31.644139] [DEBUG] [FORECASTER] TCBIO: Forecast T+1@11:T+2@11: DOWN (p=8.14%)
[2025-12-22T20:32:31.644405] [INFO ] [FORECASTER] Completed predict_future for TCBIO
[2025-12-22T20:32:31.644526] [INFO ] [sig       ] TCBIO: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:32:31.777812] [INFO ] [LOCAL     ] Saved forecast: TCBIO	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/TCBIO.txt
[2025-12-22T20:32:31.777948] [INFO ] [sig       ] [3083/3560] Completed TCBIO in 0.3s | 2.94 sym/s | Total: 17.5m | ETA: 2.7m
[2025-12-22T20:32:31.777986] [INFO ] [sig       ] [3084/3560] Forecasting TCBK...
[2025-12-22T20:32:31.778015] [INFO ] [sig       ] Generating forecast for: TCBK
[2025-12-22T20:32:31.778045] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCBK' from 'https://tdm.silogroup.org/data/derivative_storage/TCBK.csv'.
[2025-12-22T20:32:31.789224] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCBK'.
[2025-12-22T20:32:31.789615] [INFO ] [FORECASTER] Starting predict_future for TCBK
[2025-12-22T20:32:31.790373] [DEBUG] [LOCAL     ] No optimal features file found for TCBK: ./output/feature-sets/TCBK.txt
[2025-12-22T20:32:31.790424] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:32:31.790455] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:32:31.790481] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:32:31.790540] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:32:31.847152] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:32:31.847871] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:32:31.847949] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:32:31.847980] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:32:31.964774] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:32:31.964929] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:32:31.964968] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:32:31.964996] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:32:31.968275] [DEBUG] [FORECASTER] TCBK: Forecast T+1@11:T+2@11: DOWN (p=26.74%)
[2025-12-22T20:32:31.968539] [INFO ] [FORECASTER] Completed predict_future for TCBK
[2025-12-22T20:32:31.968678] [INFO ] [sig       ] TCBK: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:32:32.102661] [INFO ] [LOCAL     ] Saved forecast: TCBK	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/TCBK.txt
[2025-12-22T20:32:32.102805] [INFO ] [sig       ] [3084/3560] Completed TCBK in 0.3s | 2.94 sym/s | Total: 17.5m | ETA: 2.7m
[2025-12-22T20:32:32.102846] [INFO ] [sig       ] [3085/3560] Forecasting TCBX...
[2025-12-22T20:32:32.102874] [INFO ] [sig       ] Generating forecast for: TCBX
[2025-12-22T20:32:32.102903] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCBX' from 'https://tdm.silogroup.org/data/derivative_storage/TCBX.csv'.
[2025-12-22T20:32:32.113711] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCBX'.
[2025-12-22T20:32:32.114114] [INFO ] [FORECASTER] Starting predict_future for TCBX
[2025-12-22T20:32:32.114892] [DEBUG] [LOCAL     ] No optimal features file found for TCBX: ./output/feature-sets/TCBX.txt
[2025-12-22T20:32:32.114943] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:32:32.114975] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:32:32.115002] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:32:32.115062] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:32:32.170165] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:32:32.170852] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:32:32.170929] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:32:32.170960] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:32:32.290187] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:32:32.290343] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:32:32.290382] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:32:32.290410] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:32:32.293684] [DEBUG] [FORECASTER] TCBX: Forecast T+1@11:T+2@11: DOWN (p=11.30%)
[2025-12-22T20:32:32.293957] [INFO ] [FORECASTER] Completed predict_future for TCBX
[2025-12-22T20:32:32.294075] [INFO ] [sig       ] TCBX: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:32:32.427119] [INFO ] [LOCAL     ] Saved forecast: TCBX	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/TCBX.txt
[2025-12-22T20:32:32.427262] [INFO ] [sig       ] [3085/3560] Completed TCBX in 0.3s | 2.94 sym/s | Total: 17.5m | ETA: 2.7m
[2025-12-22T20:32:32.427302] [INFO ] [sig       ] [3086/3560] Forecasting TCMD...
[2025-12-22T20:32:32.427331] [INFO ] [sig       ] Generating forecast for: TCMD
[2025-12-22T20:32:32.427361] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCMD' from 'https://tdm.silogroup.org/data/derivative_storage/TCMD.csv'.
[2025-12-22T20:32:32.438627] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCMD'.
[2025-12-22T20:32:32.438968] [INFO ] [FORECASTER] Starting predict_future for TCMD
[2025-12-22T20:32:32.439787] [DEBUG] [LOCAL     ] No optimal features file found for TCMD: ./output/feature-sets/TCMD.txt
[2025-12-22T20:32:32.439837] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:32:32.439873] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:32:32.439900] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:32:32.439956] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:32:32.495284] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:32:32.496071] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:32:32.496203] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:32:32.496236] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:32:32.619354] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:32:32.619515] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:32:32.619557] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:32:32.619605] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:32:32.622917] [DEBUG] [FORECASTER] TCMD: Forecast T+1@11:T+2@11: DOWN (p=48.23%)
[2025-12-22T20:32:32.623198] [INFO ] [FORECASTER] Completed predict_future for TCMD
[2025-12-22T20:32:32.623321] [INFO ] [sig       ] TCMD: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:32:32.756698] [INFO ] [LOCAL     ] Saved forecast: TCMD	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/TCMD.txt
[2025-12-22T20:32:32.756841] [INFO ] [sig       ] [3086/3560] Completed TCMD in 0.3s | 2.94 sym/s | Total: 17.5m | ETA: 2.7m
[2025-12-22T20:32:32.756881] [INFO ] [sig       ] [3087/3560] Forecasting TCOM...
[2025-12-22T20:32:32.756924] [INFO ] [sig       ] Generating forecast for: TCOM
[2025-12-22T20:32:32.756957] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCOM' from 'https://tdm.silogroup.org/data/derivative_storage/TCOM.csv'.
[2025-12-22T20:32:32.767755] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCOM'.
[2025-12-22T20:32:32.768078] [INFO ] [FORECASTER] Starting predict_future for TCOM
[2025-12-22T20:32:32.768855] [DEBUG] [LOCAL     ] No optimal features file found for TCOM: ./output/feature-sets/TCOM.txt
[2025-12-22T20:32:32.768910] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:32:32.768942] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:32:32.768969] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:32:32.769052] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:32:32.824027] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:32:32.824716] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:32:32.824793] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:32:32.824824] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:32:32.942203] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:32:32.942357] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:32:32.942396] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:32:32.942425] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:32:32.945803] [DEBUG] [FORECASTER] TCOM: Forecast T+1@11:T+2@11: DOWN (p=17.77%)
[2025-12-22T20:32:32.946077] [INFO ] [FORECASTER] Completed predict_future for TCOM
[2025-12-22T20:32:32.946200] [INFO ] [sig       ] TCOM: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:32:33.080214] [INFO ] [LOCAL     ] Saved forecast: TCOM	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/TCOM.txt
[2025-12-22T20:32:33.080368] [INFO ] [sig       ] [3087/3560] Completed TCOM in 0.3s | 2.94 sym/s | Total: 17.5m | ETA: 2.7m
[2025-12-22T20:32:33.080408] [INFO ] [sig       ] [3088/3560] Forecasting TCPC...
[2025-12-22T20:32:33.080439] [INFO ] [sig       ] Generating forecast for: TCPC
[2025-12-22T20:32:33.080469] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCPC' from 'https://tdm.silogroup.org/data/derivative_storage/TCPC.csv'.
[2025-12-22T20:32:33.091314] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCPC'.
[2025-12-22T20:32:33.091676] [INFO ] [FORECASTER] Starting predict_future for TCPC
[2025-12-22T20:32:33.092423] [DEBUG] [LOCAL     ] No optimal features file found for TCPC: ./output/feature-sets/TCPC.txt
[2025-12-22T20:32:33.092474] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:32:33.092505] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:32:33.092531] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:32:33.092610] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:32:33.147598] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:32:33.148268] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:32:33.148345] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:32:33.148376] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:32:33.267311] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:32:33.267467] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:32:33.267505] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:32:33.267533] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:32:33.270855] [DEBUG] [FORECASTER] TCPC: Forecast T+1@11:T+2@11: UP (p=88.52%)
[2025-12-22T20:32:33.271130] [INFO ] [FORECASTER] Completed predict_future for TCPC
[2025-12-22T20:32:33.271255] [INFO ] [sig       ] TCPC: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:32:33.404219] [INFO ] [LOCAL     ] Saved forecast: TCPC	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/TCPC.txt
[2025-12-22T20:32:33.404350] [INFO ] [sig       ] [3088/3560] Completed TCPC in 0.3s | 2.94 sym/s | Total: 17.5m | ETA: 2.7m
[2025-12-22T20:32:33.404389] [INFO ] [sig       ] [3089/3560] Forecasting TCX...
[2025-12-22T20:32:33.404418] [INFO ] [sig       ] Generating forecast for: TCX
[2025-12-22T20:32:33.404448] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCX' from 'https://tdm.silogroup.org/data/derivative_storage/TCX.csv'.
[2025-12-22T20:32:33.415191] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCX'.
[2025-12-22T20:32:33.415512] [INFO ] [FORECASTER] Starting predict_future for TCX
[2025-12-22T20:32:33.416278] [DEBUG] [LOCAL     ] No optimal features file found for TCX: ./output/feature-sets/TCX.txt
[2025-12-22T20:32:33.416329] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:32:33.416361] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:32:33.416388] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:32:33.416444] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:32:33.471336] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:32:33.471973] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:32:33.472050] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:32:33.472082] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:32:33.582484] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:32:33.582648] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:32:33.582688] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:32:33.582717] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:32:33.586005] [DEBUG] [FORECASTER] TCX: Forecast T+1@11:T+2@11: DOWN (p=4.23%)
[2025-12-22T20:32:33.586277] [INFO ] [FORECASTER] Completed predict_future for TCX
[2025-12-22T20:32:33.586396] [INFO ] [sig       ] TCX: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:32:33.721190] [INFO ] [LOCAL     ] Saved forecast: TCX	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/TCX.txt
[2025-12-22T20:32:33.721400] [INFO ] [sig       ] [3089/3560] Completed TCX in 0.3s | 2.94 sym/s | Total: 17.5m | ETA: 2.7m
[2025-12-22T20:32:33.721447] [INFO ] [sig       ] [3090/3560] Forecasting TD...
[2025-12-22T20:32:33.721477] [INFO ] [sig       ] Generating forecast for: TD
[2025-12-22T20:32:33.721507] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TD' from 'https://tdm.silogroup.org/data/derivative_storage/TD.csv'.
[2025-12-22T20:32:33.732599] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TD'.
[2025-12-22T20:32:33.732992] [INFO ] [FORECASTER] Starting predict_future for TD
[2025-12-22T20:32:33.733858] [DEBUG] [LOCAL     ] No optimal features file found for TD: ./output/feature-sets/TD.txt
[2025-12-22T20:32:33.733911] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:32:33.733943] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:32:33.733971] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:32:33.734028] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:32:33.791593] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:32:33.792430] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:32:33.792512] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:32:33.792544] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:32:33.911275] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:32:33.911443] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:32:33.911489] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:32:33.911544] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:32:33.915024] [DEBUG] [FORECASTER] TD: Forecast T+1@11:T+2@11: DOWN (p=45.36%)
[2025-12-22T20:32:33.915294] [INFO ] [FORECASTER] Completed predict_future for TD
[2025-12-22T20:32:33.915416] [INFO ] [sig       ] TD: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:32:34.052916] [INFO ] [LOCAL     ] Saved forecast: TD	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/TD.txt
[2025-12-22T20:32:34.053051] [INFO ] [sig       ] [3090/3560] Completed TD in 0.3s | 2.94 sym/s | Total: 17.5m | ETA: 2.7m
[2025-12-22T20:32:34.053090] [INFO ] [sig       ] [3091/3560] Forecasting TDC...
[2025-12-22T20:32:34.053117] [INFO ] [sig       ] Generating forecast for: TDC
[2025-12-22T20:32:34.053147] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDC' from 'https://tdm.silogroup.org/data/derivative_storage/TDC.csv'.
[2025-12-22T20:32:34.064099] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TDC'.
[2025-12-22T20:32:34.064436] [INFO ] [FORECASTER] Starting predict_future for TDC
[2025-12-22T20:32:34.065217] [DEBUG] [LOCAL     ] No optimal features file found for TDC: ./output/feature-sets/TDC.txt
[2025-12-22T20:32:34.065269] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:32:34.065300] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:32:34.065327] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:32:34.065383] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:32:34.120823] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:32:34.121429] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:32:34.121504] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:32:34.121536] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:32:34.245819] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:32:34.246001] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:32:34.246042] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:32:34.246071] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:32:34.249419] [DEBUG] [FORECASTER] TDC: Forecast T+1@11:T+2@11: DOWN (p=8.78%)
[2025-12-22T20:32:34.249703] [INFO ] [FORECASTER] Completed predict_future for TDC
[2025-12-22T20:32:34.249823] [INFO ] [sig       ] TDC: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:32:34.386761] [INFO ] [LOCAL     ] Saved forecast: TDC	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/TDC.txt
[2025-12-22T20:32:34.386896] [INFO ] [sig       ] [3091/3560] Completed TDC in 0.3s | 2.94 sym/s | Total: 17.5m | ETA: 2.7m
[2025-12-22T20:32:34.386936] [INFO ] [sig       ] [3092/3560] Forecasting TDF...
[2025-12-22T20:32:34.386965] [INFO ] [sig       ] Generating forecast for: TDF
[2025-12-22T20:32:34.386995] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDF' from 'https://tdm.silogroup.org/data/derivative_storage/TDF.csv'.
[2025-12-22T20:32:34.397731] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TDF'.
[2025-12-22T20:32:34.398058] [INFO ] [FORECASTER] Starting predict_future for TDF
[2025-12-22T20:32:34.398830] [DEBUG] [LOCAL     ] No optimal features file found for TDF: ./output/feature-sets/TDF.txt
[2025-12-22T20:32:34.398880] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:32:34.398913] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:32:34.398940] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:32:34.398995] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:32:34.455223] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:32:34.456005] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:32:34.456087] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:32:34.456138] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:32:34.572735] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:32:34.572904] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:32:34.572956] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:32:34.572992] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:32:34.576355] [DEBUG] [FORECASTER] TDF: Forecast T+1@11:T+2@11: DOWN (p=10.13%)
[2025-12-22T20:32:34.576645] [INFO ] [FORECASTER] Completed predict_future for TDF
[2025-12-22T20:32:34.576767] [INFO ] [sig       ] TDF: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:32:34.721658] [INFO ] [LOCAL     ] Saved forecast: TDF	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/TDF.txt
[2025-12-22T20:32:34.721814] [INFO ] [sig       ] [3092/3560] Completed TDF in 0.3s | 2.94 sym/s | Total: 17.5m | ETA: 2.7m
[2025-12-22T20:32:34.721854] [INFO ] [sig       ] [3093/3560] Forecasting TDG...
[2025-12-22T20:32:34.721883] [INFO ] [sig       ] Generating forecast for: TDG
[2025-12-22T20:32:34.721914] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDG' from 'https://tdm.silogroup.org/data/derivative_storage/TDG.csv'.
[2025-12-22T20:32:34.733452] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TDG'.
[2025-12-22T20:32:34.733847] [INFO ] [FORECASTER] Starting predict_future for TDG
[2025-12-22T20:32:34.734667] [DEBUG] [LOCAL     ] No optimal features file found for TDG: ./output/feature-sets/TDG.txt
[2025-12-22T20:32:34.734729] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:32:34.734808] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:32:34.734851] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:32:34.734917] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:32:34.792590] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:32:34.793434] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:32:34.793515] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:32:34.793548] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:32:34.915442] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:32:34.915609] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:32:34.915652] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:32:34.915680] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:32:34.919059] [DEBUG] [FORECASTER] TDG: Forecast T+1@11:T+2@11: DOWN (p=37.24%)
[2025-12-22T20:32:34.919327] [INFO ] [FORECASTER] Completed predict_future for TDG
[2025-12-22T20:32:34.919450] [INFO ] [sig       ] TDG: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:32:35.055936] [INFO ] [LOCAL     ] Saved forecast: TDG	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/TDG.txt
[2025-12-22T20:32:35.056073] [INFO ] [sig       ] [3093/3560] Completed TDG in 0.3s | 2.94 sym/s | Total: 17.5m | ETA: 2.6m
[2025-12-22T20:32:35.056113] [INFO ] [sig       ] [3094/3560] Forecasting TDS...
[2025-12-22T20:32:35.056143] [INFO ] [sig       ] Generating forecast for: TDS
[2025-12-22T20:32:35.056173] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDS' from 'https://tdm.silogroup.org/data/derivative_storage/TDS.csv'.
[2025-12-22T20:32:35.066886] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TDS'.
[2025-12-22T20:32:35.067212] [INFO ] [FORECASTER] Starting predict_future for TDS
[2025-12-22T20:32:35.068001] [DEBUG] [LOCAL     ] No optimal features file found for TDS: ./output/feature-sets/TDS.txt
[2025-12-22T20:32:35.068052] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:32:35.068084] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:32:35.068111] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:32:35.068192] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:32:35.127380] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:32:35.128210] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:32:35.128292] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:32:35.128325] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:32:35.249919] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:32:35.250075] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:32:35.250115] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:32:35.250144] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:32:35.253505] [DEBUG] [FORECASTER] TDS: Forecast T+1@11:T+2@11: DOWN (p=32.63%)
[2025-12-22T20:32:35.253806] [INFO ] [FORECASTER] Completed predict_future for TDS
[2025-12-22T20:32:35.253941] [INFO ] [sig       ] TDS: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:32:35.389647] [INFO ] [LOCAL     ] Saved forecast: TDS	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/TDS.txt
[2025-12-22T20:32:35.389786] [INFO ] [sig       ] [3094/3560] Completed TDS in 0.3s | 2.94 sym/s | Total: 17.5m | ETA: 2.6m
[2025-12-22T20:32:35.389825] [INFO ] [sig       ] [3095/3560] Forecasting TDSC...
[2025-12-22T20:32:35.389854] [INFO ] [sig       ] Generating forecast for: TDSC
[2025-12-22T20:32:35.389884] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDSC' from 'https://tdm.silogroup.org/data/derivative_storage/TDSC.csv'.
[2025-12-22T20:32:35.400248] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TDSC'.
[2025-12-22T20:32:35.400589] [INFO ] [FORECASTER] Starting predict_future for TDSC
[2025-12-22T20:32:35.401343] [DEBUG] [LOCAL     ] No optimal features file found for TDSC: ./output/feature-sets/TDSC.txt
[2025-12-22T20:32:35.401393] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:32:35.401426] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:32:35.401453] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:32:35.401508] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:32:35.458358] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:32:35.459030] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:32:35.459107] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:32:35.459141] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:32:35.564914] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:32:35.565062] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:32:35.565103] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:32:35.565130] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:32:35.568562] [DEBUG] [FORECASTER] TDSC: Forecast T+1@11:T+2@11: DOWN (p=49.85%)
[2025-12-22T20:32:35.568851] [INFO ] [FORECASTER] Completed predict_future for TDSC
[2025-12-22T20:32:35.568973] [INFO ] [sig       ] TDSC: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:32:35.708854] [INFO ] [LOCAL     ] Saved forecast: TDSC	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/TDSC.txt
[2025-12-22T20:32:35.708995] [INFO ] [sig       ] [3095/3560] Completed TDSC in 0.3s | 2.94 sym/s | Total: 17.5m | ETA: 2.6m
[2025-12-22T20:32:35.709049] [INFO ] [sig       ] [3096/3560] Forecasting TDUP...
[2025-12-22T20:32:35.709083] [INFO ] [sig       ] Generating forecast for: TDUP
[2025-12-22T20:32:35.709116] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDUP' from 'https://tdm.silogroup.org/data/derivative_storage/TDUP.csv'.
[2025-12-22T20:32:35.719989] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TDUP'.
[2025-12-22T20:32:35.720303] [INFO ] [FORECASTER] Starting predict_future for TDUP
[2025-12-22T20:32:35.721103] [DEBUG] [LOCAL     ] No optimal features file found for TDUP: ./output/feature-sets/TDUP.txt
[2025-12-22T20:32:35.721197] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:32:35.721232] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:32:35.721259] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:32:35.721315] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:32:35.780932] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:32:35.781766] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:32:35.781845] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:32:35.781878] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:32:35.902072] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:32:35.902238] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:32:35.902280] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:32:35.902341] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:32:35.905738] [DEBUG] [FORECASTER] TDUP: Forecast T+1@11:T+2@11: DOWN (p=23.03%)
[2025-12-22T20:32:35.906009] [INFO ] [FORECASTER] Completed predict_future for TDUP
[2025-12-22T20:32:35.906130] [INFO ] [sig       ] TDUP: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:32:36.043787] [INFO ] [LOCAL     ] Saved forecast: TDUP	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/TDUP.txt
[2025-12-22T20:32:36.043919] [INFO ] [sig       ] [3096/3560] Completed TDUP in 0.3s | 2.94 sym/s | Total: 17.5m | ETA: 2.6m
[2025-12-22T20:32:36.043958] [INFO ] [sig       ] [3097/3560] Forecasting TDY...
[2025-12-22T20:32:36.043987] [INFO ] [sig       ] Generating forecast for: TDY
[2025-12-22T20:32:36.044017] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDY' from 'https://tdm.silogroup.org/data/derivative_storage/TDY.csv'.
[2025-12-22T20:32:36.055040] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TDY'.
[2025-12-22T20:32:36.055351] [INFO ] [FORECASTER] Starting predict_future for TDY
[2025-12-22T20:32:36.056121] [DEBUG] [LOCAL     ] No optimal features file found for TDY: ./output/feature-sets/TDY.txt
[2025-12-22T20:32:36.056174] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:32:36.056206] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:32:36.056233] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:32:36.056289] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:32:36.113659] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:32:36.114303] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:32:36.114380] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:32:36.114414] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:32:36.235516] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:32:36.235686] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:32:36.235731] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:32:36.235762] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:32:36.239160] [DEBUG] [FORECASTER] TDY: Forecast T+1@11:T+2@11: DOWN (p=16.23%)
[2025-12-22T20:32:36.239431] [INFO ] [FORECASTER] Completed predict_future for TDY
[2025-12-22T20:32:36.239554] [INFO ] [sig       ] TDY: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:32:36.377594] [INFO ] [LOCAL     ] Saved forecast: TDY	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/TDY.txt
[2025-12-22T20:32:36.377751] [INFO ] [sig       ] [3097/3560] Completed TDY in 0.3s | 2.94 sym/s | Total: 17.5m | ETA: 2.6m
[2025-12-22T20:32:36.377792] [INFO ] [sig       ] [3098/3560] Forecasting TEAM...
[2025-12-22T20:32:36.377833] [INFO ] [sig       ] Generating forecast for: TEAM
[2025-12-22T20:32:36.377871] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEAM' from 'https://tdm.silogroup.org/data/derivative_storage/TEAM.csv'.
[2025-12-22T20:32:36.390060] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TEAM'.
[2025-12-22T20:32:36.390455] [INFO ] [FORECASTER] Starting predict_future for TEAM
[2025-12-22T20:32:36.391417] [DEBUG] [LOCAL     ] No optimal features file found for TEAM: ./output/feature-sets/TEAM.txt
[2025-12-22T20:32:36.391482] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:32:36.391530] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:32:36.391594] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:32:36.391668] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:32:36.456017] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:32:36.456876] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:32:36.456957] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:32:36.456989] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:32:36.577157] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:32:36.577311] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:32:36.577349] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:32:36.577378] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:32:36.580784] [DEBUG] [FORECASTER] TEAM: Forecast T+1@11:T+2@11: UP (p=91.14%)
[2025-12-22T20:32:36.581054] [INFO ] [FORECASTER] Completed predict_future for TEAM
[2025-12-22T20:32:36.581175] [INFO ] [sig       ] TEAM: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:32:36.716003] [INFO ] [LOCAL     ] Saved forecast: TEAM	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/TEAM.txt
[2025-12-22T20:32:36.716141] [INFO ] [sig       ] [3098/3560] Completed TEAM in 0.3s | 2.94 sym/s | Total: 17.5m | ETA: 2.6m
[2025-12-22T20:32:36.716180] [INFO ] [sig       ] [3099/3560] Forecasting TECH...
[2025-12-22T20:32:36.716209] [INFO ] [sig       ] Generating forecast for: TECH
[2025-12-22T20:32:36.716240] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TECH' from 'https://tdm.silogroup.org/data/derivative_storage/TECH.csv'.
[2025-12-22T20:32:36.727155] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TECH'.
[2025-12-22T20:32:36.727509] [INFO ] [FORECASTER] Starting predict_future for TECH
[2025-12-22T20:32:36.728297] [DEBUG] [LOCAL     ] No optimal features file found for TECH: ./output/feature-sets/TECH.txt
[2025-12-22T20:32:36.728352] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:32:36.728384] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:32:36.728412] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:32:36.728469] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:32:36.785271] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:32:36.785973] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:32:36.786051] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:32:36.786083] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:32:36.906185] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:32:36.906338] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:32:36.906378] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:32:36.906406] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:32:36.909810] [DEBUG] [FORECASTER] TECH: Forecast T+1@11:T+2@11: UP (p=76.31%)
[2025-12-22T20:32:36.910091] [INFO ] [FORECASTER] Completed predict_future for TECH
[2025-12-22T20:32:36.910212] [INFO ] [sig       ] TECH: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:32:37.047001] [INFO ] [LOCAL     ] Saved forecast: TECH	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/TECH.txt
[2025-12-22T20:32:37.047142] [INFO ] [sig       ] [3099/3560] Completed TECH in 0.3s | 2.94 sym/s | Total: 17.6m | ETA: 2.6m
[2025-12-22T20:32:37.047182] [INFO ] [sig       ] [3100/3560] Forecasting TECK...
[2025-12-22T20:32:37.047211] [INFO ] [sig       ] Generating forecast for: TECK
[2025-12-22T20:32:37.047241] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TECK' from 'https://tdm.silogroup.org/data/derivative_storage/TECK.csv'.
[2025-12-22T20:32:37.057904] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TECK'.
[2025-12-22T20:32:37.058205] [INFO ] [FORECASTER] Starting predict_future for TECK
[2025-12-22T20:32:37.058983] [DEBUG] [LOCAL     ] No optimal features file found for TECK: ./output/feature-sets/TECK.txt
[2025-12-22T20:32:37.059061] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:32:37.059108] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:32:37.059139] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:32:37.059196] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:32:37.115845] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:32:37.116720] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:32:37.116804] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:32:37.116838] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:32:37.242281] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:32:37.242436] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:32:37.242478] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:32:37.242506] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:32:37.246129] [DEBUG] [FORECASTER] TECK: Forecast T+1@11:T+2@11: UP (p=54.03%)
[2025-12-22T20:32:37.246414] [INFO ] [FORECASTER] Completed predict_future for TECK
[2025-12-22T20:32:37.246539] [INFO ] [sig       ] TECK: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:32:37.382114] [INFO ] [LOCAL     ] Saved forecast: TECK	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/TECK.txt
[2025-12-22T20:32:37.382247] [INFO ] [sig       ] [3100/3560] Completed TECK in 0.3s | 2.94 sym/s | Total: 17.6m | ETA: 2.6m
[2025-12-22T20:32:37.382287] [INFO ] [sig       ] [3101/3560] Forecasting TECX...
[2025-12-22T20:32:37.382316] [INFO ] [sig       ] Generating forecast for: TECX
[2025-12-22T20:32:37.382353] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TECX' from 'https://tdm.silogroup.org/data/derivative_storage/TECX.csv'.
[2025-12-22T20:32:37.393419] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TECX'.
[2025-12-22T20:32:37.393760] [INFO ] [FORECASTER] Starting predict_future for TECX
[2025-12-22T20:32:37.394622] [DEBUG] [LOCAL     ] No optimal features file found for TECX: ./output/feature-sets/TECX.txt
[2025-12-22T20:32:37.394683] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:32:37.394719] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:32:37.394750] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:32:37.394835] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:32:37.456032] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:32:37.456787] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:32:37.456888] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:32:37.456923] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:32:37.573968] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:32:37.574117] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:32:37.574156] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:32:37.574183] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:32:37.577487] [DEBUG] [FORECASTER] TECX: Forecast T+1@11:T+2@11: DOWN (p=14.72%)
[2025-12-22T20:32:37.577786] [INFO ] [FORECASTER] Completed predict_future for TECX
[2025-12-22T20:32:37.577905] [INFO ] [sig       ] TECX: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:32:37.720888] [INFO ] [LOCAL     ] Saved forecast: TECX	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/TECX.txt
[2025-12-22T20:32:37.721049] [INFO ] [sig       ] [3101/3560] Completed TECX in 0.3s | 2.94 sym/s | Total: 17.6m | ETA: 2.6m
[2025-12-22T20:32:37.721091] [INFO ] [sig       ] [3102/3560] Forecasting TEF...
[2025-12-22T20:32:37.721121] [INFO ] [sig       ] Generating forecast for: TEF
[2025-12-22T20:32:37.721151] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEF' from 'https://tdm.silogroup.org/data/derivative_storage/TEF.csv'.
[2025-12-22T20:32:37.733083] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TEF'.
[2025-12-22T20:32:37.733468] [INFO ] [FORECASTER] Starting predict_future for TEF
[2025-12-22T20:32:37.734258] [DEBUG] [LOCAL     ] No optimal features file found for TEF: ./output/feature-sets/TEF.txt
[2025-12-22T20:32:37.734310] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:32:37.734342] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:32:37.734369] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:32:37.734425] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:32:37.790219] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:32:37.791104] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:32:37.791185] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:32:37.791219] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:32:37.907845] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:32:37.907998] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:32:37.908038] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:32:37.908065] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:32:37.911389] [DEBUG] [FORECASTER] TEF: Forecast T+1@11:T+2@11: UP (p=93.04%)
[2025-12-22T20:32:37.911675] [INFO ] [FORECASTER] Completed predict_future for TEF
[2025-12-22T20:32:37.911795] [INFO ] [sig       ] TEF: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:32:38.046888] [INFO ] [LOCAL     ] Saved forecast: TEF	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/TEF.txt
[2025-12-22T20:32:38.047020] [INFO ] [sig       ] [3102/3560] Completed TEF in 0.3s | 2.94 sym/s | Total: 17.6m | ETA: 2.6m
[2025-12-22T20:32:38.047059] [INFO ] [sig       ] [3103/3560] Forecasting TEI...
[2025-12-22T20:32:38.047087] [INFO ] [sig       ] Generating forecast for: TEI
[2025-12-22T20:32:38.047117] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEI' from 'https://tdm.silogroup.org/data/derivative_storage/TEI.csv'.
[2025-12-22T20:32:38.057819] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TEI'.
[2025-12-22T20:32:38.058146] [INFO ] [FORECASTER] Starting predict_future for TEI
[2025-12-22T20:32:38.058919] [DEBUG] [LOCAL     ] No optimal features file found for TEI: ./output/feature-sets/TEI.txt
[2025-12-22T20:32:38.058970] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:32:38.059031] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:32:38.059064] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:32:38.059123] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:32:38.115758] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:32:38.116432] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:32:38.116537] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:32:38.116587] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:32:38.232990] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:32:38.233157] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:32:38.233199] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:32:38.233228] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:32:38.237063] [DEBUG] [FORECASTER] TEI: Forecast T+1@11:T+2@11: UP (p=71.53%)
[2025-12-22T20:32:38.237332] [INFO ] [FORECASTER] Completed predict_future for TEI
[2025-12-22T20:32:38.237452] [INFO ] [sig       ] TEI: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:32:38.373056] [INFO ] [LOCAL     ] Saved forecast: TEI	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/TEI.txt
[2025-12-22T20:32:38.373191] [INFO ] [sig       ] [3103/3560] Completed TEI in 0.3s | 2.94 sym/s | Total: 17.6m | ETA: 2.6m
[2025-12-22T20:32:38.373229] [INFO ] [sig       ] [3104/3560] Forecasting TELO...
[2025-12-22T20:32:38.373258] [INFO ] [sig       ] Generating forecast for: TELO
[2025-12-22T20:32:38.373290] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TELO' from 'https://tdm.silogroup.org/data/derivative_storage/TELO.csv'.
[2025-12-22T20:32:38.384102] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TELO'.
[2025-12-22T20:32:38.384433] [INFO ] [FORECASTER] Starting predict_future for TELO
[2025-12-22T20:32:38.385225] [DEBUG] [LOCAL     ] No optimal features file found for TELO: ./output/feature-sets/TELO.txt
[2025-12-22T20:32:38.385278] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:32:38.385311] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:32:38.385339] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:32:38.385396] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:32:38.443802] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:32:38.444602] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:32:38.444680] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:32:38.444713] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:32:38.560947] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:32:38.561101] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:32:38.561142] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:32:38.561170] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:32:38.564633] [DEBUG] [FORECASTER] TELO: Forecast T+1@11:T+2@11: DOWN (p=0.83%)
[2025-12-22T20:32:38.564916] [INFO ] [FORECASTER] Completed predict_future for TELO
[2025-12-22T20:32:38.565046] [INFO ] [sig       ] TELO: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:32:38.704967] [INFO ] [LOCAL     ] Saved forecast: TELO	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/TELO.txt
[2025-12-22T20:32:38.705101] [INFO ] [sig       ] [3104/3560] Completed TELO in 0.3s | 2.94 sym/s | Total: 17.6m | ETA: 2.6m
[2025-12-22T20:32:38.705139] [INFO ] [sig       ] [3105/3560] Forecasting TEM...
[2025-12-22T20:32:38.705168] [INFO ] [sig       ] Generating forecast for: TEM
[2025-12-22T20:32:38.705198] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEM' from 'https://tdm.silogroup.org/data/derivative_storage/TEM.csv'.
[2025-12-22T20:32:38.715827] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TEM'.
[2025-12-22T20:32:38.716161] [INFO ] [FORECASTER] Starting predict_future for TEM
[2025-12-22T20:32:38.716932] [DEBUG] [LOCAL     ] No optimal features file found for TEM: ./output/feature-sets/TEM.txt
[2025-12-22T20:32:38.716984] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:32:38.717018] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:32:38.717048] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:32:38.717104] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:32:38.776185] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:32:38.777054] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:32:38.777139] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:32:38.777171] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:32:38.900363] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:32:38.900514] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:32:38.900553] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:32:38.900599] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:32:38.903878] [DEBUG] [FORECASTER] TEM: Forecast T+1@11:T+2@11: DOWN (p=20.34%)
[2025-12-22T20:32:38.904146] [INFO ] [FORECASTER] Completed predict_future for TEM
[2025-12-22T20:32:38.904265] [INFO ] [sig       ] TEM: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:32:39.049404] [INFO ] [LOCAL     ] Saved forecast: TEM	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/TEM.txt
[2025-12-22T20:32:39.049565] [INFO ] [sig       ] [3105/3560] Completed TEM in 0.3s | 2.94 sym/s | Total: 17.6m | ETA: 2.6m
[2025-12-22T20:32:39.049642] [INFO ] [sig       ] [3106/3560] Forecasting TENB...
[2025-12-22T20:32:39.049675] [INFO ] [sig       ] Generating forecast for: TENB
[2025-12-22T20:32:39.049706] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TENB' from 'https://tdm.silogroup.org/data/derivative_storage/TENB.csv'.
[2025-12-22T20:32:39.061052] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TENB'.
[2025-12-22T20:32:39.061410] [INFO ] [FORECASTER] Starting predict_future for TENB
[2025-12-22T20:32:39.062279] [DEBUG] [LOCAL     ] No optimal features file found for TENB: ./output/feature-sets/TENB.txt
[2025-12-22T20:32:39.062337] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:32:39.062372] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:32:39.062399] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:32:39.062456] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:32:39.119266] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:32:39.120219] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:32:39.120305] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:32:39.120339] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:32:39.238119] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:32:39.238294] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:32:39.238336] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:32:39.238366] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:32:39.241778] [DEBUG] [FORECASTER] TENB: Forecast T+1@11:T+2@11: DOWN (p=26.74%)
[2025-12-22T20:32:39.242048] [INFO ] [FORECASTER] Completed predict_future for TENB
[2025-12-22T20:32:39.242170] [INFO ] [sig       ] TENB: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:32:39.377705] [INFO ] [LOCAL     ] Saved forecast: TENB	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/TENB.txt
[2025-12-22T20:32:39.377892] [INFO ] [sig       ] [3106/3560] Completed TENB in 0.3s | 2.94 sym/s | Total: 17.6m | ETA: 2.6m
[2025-12-22T20:32:39.377936] [INFO ] [sig       ] [3107/3560] Forecasting TENX...
[2025-12-22T20:32:39.377965] [INFO ] [sig       ] Generating forecast for: TENX
[2025-12-22T20:32:39.377994] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TENX' from 'https://tdm.silogroup.org/data/derivative_storage/TENX.csv'.
[2025-12-22T20:32:39.388432] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TENX'.
[2025-12-22T20:32:39.388764] [INFO ] [FORECASTER] Starting predict_future for TENX
[2025-12-22T20:32:39.389541] [DEBUG] [LOCAL     ] No optimal features file found for TENX: ./output/feature-sets/TENX.txt
[2025-12-22T20:32:39.389610] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:32:39.389659] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:32:39.389686] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:32:39.389742] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:32:39.446006] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:32:39.446658] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:32:39.446734] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:32:39.446765] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:32:39.555231] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:32:39.555391] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:32:39.555431] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:32:39.555459] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:32:39.558894] [DEBUG] [FORECASTER] TENX: Forecast T+1@11:T+2@11: UP (p=98.79%)
[2025-12-22T20:32:39.559234] [INFO ] [FORECASTER] Completed predict_future for TENX
[2025-12-22T20:32:39.559372] [INFO ] [sig       ] TENX: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:32:39.698744] [INFO ] [LOCAL     ] Saved forecast: TENX	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/TENX.txt
[2025-12-22T20:32:39.698875] [INFO ] [sig       ] [3107/3560] Completed TENX in 0.3s | 2.94 sym/s | Total: 17.6m | ETA: 2.6m
[2025-12-22T20:32:39.698914] [INFO ] [sig       ] [3108/3560] Forecasting TEO...
[2025-12-22T20:32:39.698942] [INFO ] [sig       ] Generating forecast for: TEO
[2025-12-22T20:32:39.698986] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEO' from 'https://tdm.silogroup.org/data/derivative_storage/TEO.csv'.
[2025-12-22T20:32:39.709870] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TEO'.
[2025-12-22T20:32:39.710202] [INFO ] [FORECASTER] Starting predict_future for TEO
[2025-12-22T20:32:39.711002] [DEBUG] [LOCAL     ] No optimal features file found for TEO: ./output/feature-sets/TEO.txt
[2025-12-22T20:32:39.711062] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:32:39.711096] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:32:39.711124] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:32:39.711181] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:32:39.768831] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:32:39.769472] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:32:39.769551] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:32:39.769604] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:32:39.889101] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:32:39.889254] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:32:39.889296] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:32:39.889323] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:32:39.892639] [DEBUG] [FORECASTER] TEO: Forecast T+1@11:T+2@11: DOWN (p=28.79%)
[2025-12-22T20:32:39.892904] [INFO ] [FORECASTER] Completed predict_future for TEO
[2025-12-22T20:32:39.893020] [INFO ] [sig       ] TEO: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:32:40.031422] [INFO ] [LOCAL     ] Saved forecast: TEO	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/TEO.txt
[2025-12-22T20:32:40.031555] [INFO ] [sig       ] [3108/3560] Completed TEO in 0.3s | 2.94 sym/s | Total: 17.6m | ETA: 2.6m
[2025-12-22T20:32:40.031612] [INFO ] [sig       ] [3109/3560] Forecasting TERN...
[2025-12-22T20:32:40.031643] [INFO ] [sig       ] Generating forecast for: TERN
[2025-12-22T20:32:40.031672] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TERN' from 'https://tdm.silogroup.org/data/derivative_storage/TERN.csv'.
[2025-12-22T20:32:40.042660] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TERN'.
[2025-12-22T20:32:40.042969] [INFO ] [FORECASTER] Starting predict_future for TERN
[2025-12-22T20:32:40.043845] [DEBUG] [LOCAL     ] No optimal features file found for TERN: ./output/feature-sets/TERN.txt
[2025-12-22T20:32:40.043906] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:32:40.043945] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:32:40.043979] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:32:40.044055] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:32:40.101147] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:32:40.102044] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:32:40.102124] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:32:40.102156] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:32:40.226266] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:32:40.226416] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:32:40.226454] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:32:40.226482] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:32:40.229842] [DEBUG] [FORECASTER] TERN: Forecast T+1@11:T+2@11: DOWN (p=28.52%)
[2025-12-22T20:32:40.230131] [INFO ] [FORECASTER] Completed predict_future for TERN
[2025-12-22T20:32:40.230269] [INFO ] [sig       ] TERN: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:32:40.375444] [INFO ] [LOCAL     ] Saved forecast: TERN	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/TERN.txt
[2025-12-22T20:32:40.375639] [INFO ] [sig       ] [3109/3560] Completed TERN in 0.3s | 2.94 sym/s | Total: 17.6m | ETA: 2.6m
[2025-12-22T20:32:40.375682] [INFO ] [sig       ] [3110/3560] Forecasting TEVA...
[2025-12-22T20:32:40.375710] [INFO ] [sig       ] Generating forecast for: TEVA
[2025-12-22T20:32:40.375740] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEVA' from 'https://tdm.silogroup.org/data/derivative_storage/TEVA.csv'.
[2025-12-22T20:32:40.387592] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TEVA'.
[2025-12-22T20:32:40.387969] [INFO ] [FORECASTER] Starting predict_future for TEVA
[2025-12-22T20:32:40.388802] [DEBUG] [LOCAL     ] No optimal features file found for TEVA: ./output/feature-sets/TEVA.txt
[2025-12-22T20:32:40.388853] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:32:40.388934] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:32:40.388962] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:32:40.389049] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:32:40.448269] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:32:40.449089] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:32:40.449172] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:32:40.449205] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:32:40.567074] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:32:40.567230] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:32:40.567269] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:32:40.567297] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:32:40.570757] [DEBUG] [FORECASTER] TEVA: Forecast T+1@11:T+2@11: DOWN (p=34.65%)
[2025-12-22T20:32:40.571029] [INFO ] [FORECASTER] Completed predict_future for TEVA
[2025-12-22T20:32:40.571151] [INFO ] [sig       ] TEVA: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:32:40.710236] [INFO ] [LOCAL     ] Saved forecast: TEVA	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/TEVA.txt
[2025-12-22T20:32:40.710373] [INFO ] [sig       ] [3110/3560] Completed TEVA in 0.3s | 2.94 sym/s | Total: 17.6m | ETA: 2.5m
[2025-12-22T20:32:40.710420] [INFO ] [sig       ] [3111/3560] Forecasting TEX...
[2025-12-22T20:32:40.710450] [INFO ] [sig       ] Generating forecast for: TEX
[2025-12-22T20:32:40.710479] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEX' from 'https://tdm.silogroup.org/data/derivative_storage/TEX.csv'.
[2025-12-22T20:32:40.722324] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TEX'.
[2025-12-22T20:32:40.722753] [INFO ] [FORECASTER] Starting predict_future for TEX
[2025-12-22T20:32:40.723523] [DEBUG] [LOCAL     ] No optimal features file found for TEX: ./output/feature-sets/TEX.txt
[2025-12-22T20:32:40.723599] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:32:40.723635] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:32:40.723662] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:32:40.723717] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:32:40.779708] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:32:40.780478] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:32:40.780557] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:32:40.780608] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:32:40.902807] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:32:40.902960] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:32:40.902999] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:32:40.903028] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:32:40.906288] [DEBUG] [FORECASTER] TEX: Forecast T+1@11:T+2@11: DOWN (p=4.56%)
[2025-12-22T20:32:40.906551] [INFO ] [FORECASTER] Completed predict_future for TEX
[2025-12-22T20:32:40.906686] [INFO ] [sig       ] TEX: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:32:41.043374] [INFO ] [LOCAL     ] Saved forecast: TEX	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/TEX.txt
[2025-12-22T20:32:41.043545] [INFO ] [sig       ] [3111/3560] Completed TEX in 0.3s | 2.94 sym/s | Total: 17.6m | ETA: 2.5m
[2025-12-22T20:32:41.043606] [INFO ] [sig       ] [3112/3560] Forecasting TFC...
[2025-12-22T20:32:41.043635] [INFO ] [sig       ] Generating forecast for: TFC
[2025-12-22T20:32:41.043665] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TFC' from 'https://tdm.silogroup.org/data/derivative_storage/TFC.csv'.
[2025-12-22T20:32:41.055002] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TFC'.
[2025-12-22T20:32:41.055369] [INFO ] [FORECASTER] Starting predict_future for TFC
[2025-12-22T20:32:41.056197] [DEBUG] [LOCAL     ] No optimal features file found for TFC: ./output/feature-sets/TFC.txt
[2025-12-22T20:32:41.056254] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:32:41.056287] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:32:41.056314] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:32:41.056371] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:32:41.115016] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:32:41.115795] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:32:41.115877] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:32:41.115909] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:32:41.238794] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:32:41.238948] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:32:41.238987] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:32:41.239030] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:32:41.242345] [DEBUG] [FORECASTER] TFC: Forecast T+1@11:T+2@11: UP (p=63.16%)
[2025-12-22T20:32:41.242628] [INFO ] [FORECASTER] Completed predict_future for TFC
[2025-12-22T20:32:41.242767] [INFO ] [sig       ] TFC: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:32:41.376600] [INFO ] [LOCAL     ] Saved forecast: TFC	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/TFC.txt
[2025-12-22T20:32:41.376737] [INFO ] [sig       ] [3112/3560] Completed TFC in 0.3s | 2.94 sym/s | Total: 17.6m | ETA: 2.5m
[2025-12-22T20:32:41.376776] [INFO ] [sig       ] [3113/3560] Forecasting TFII...
[2025-12-22T20:32:41.376806] [INFO ] [sig       ] Generating forecast for: TFII
[2025-12-22T20:32:41.376837] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TFII' from 'https://tdm.silogroup.org/data/derivative_storage/TFII.csv'.
[2025-12-22T20:32:41.387715] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TFII'.
[2025-12-22T20:32:41.388044] [INFO ] [FORECASTER] Starting predict_future for TFII
[2025-12-22T20:32:41.388834] [DEBUG] [LOCAL     ] No optimal features file found for TFII: ./output/feature-sets/TFII.txt
[2025-12-22T20:32:41.388885] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:32:41.388919] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:32:41.388947] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:32:41.389030] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:32:41.445091] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:32:41.445737] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:32:41.445813] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:32:41.445844] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:32:41.561830] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:32:41.561981] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:32:41.562021] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:32:41.562083] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:32:41.565508] [DEBUG] [FORECASTER] TFII: Forecast T+1@11:T+2@11: UP (p=88.99%)
[2025-12-22T20:32:41.565795] [INFO ] [FORECASTER] Completed predict_future for TFII
[2025-12-22T20:32:41.565918] [INFO ] [sig       ] TFII: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:32:41.709173] [INFO ] [LOCAL     ] Saved forecast: TFII	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/TFII.txt
[2025-12-22T20:32:41.709333] [INFO ] [sig       ] [3113/3560] Completed TFII in 0.3s | 2.94 sym/s | Total: 17.6m | ETA: 2.5m
[2025-12-22T20:32:41.709375] [INFO ] [sig       ] [3114/3560] Forecasting TFIN...
[2025-12-22T20:32:41.709407] [INFO ] [sig       ] Generating forecast for: TFIN
[2025-12-22T20:32:41.709439] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TFIN' from 'https://tdm.silogroup.org/data/derivative_storage/TFIN.csv'.
[2025-12-22T20:32:41.721022] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TFIN'.
[2025-12-22T20:32:41.721357] [INFO ] [FORECASTER] Starting predict_future for TFIN
[2025-12-22T20:32:41.722173] [DEBUG] [LOCAL     ] No optimal features file found for TFIN: ./output/feature-sets/TFIN.txt
[2025-12-22T20:32:41.722225] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:32:41.722257] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:32:41.722284] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:32:41.722340] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:32:41.783091] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:32:41.783961] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:32:41.784041] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:32:41.784074] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:32:41.899757] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:32:41.899909] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:32:41.899967] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:32:41.899997] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:32:41.903386] [DEBUG] [FORECASTER] TFIN: Forecast T+1@11:T+2@11: DOWN (p=16.25%)
[2025-12-22T20:32:41.903756] [INFO ] [FORECASTER] Completed predict_future for TFIN
[2025-12-22T20:32:41.903885] [INFO ] [sig       ] TFIN: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:32:42.040880] [INFO ] [LOCAL     ] Saved forecast: TFIN	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/TFIN.txt
[2025-12-22T20:32:42.041039] [INFO ] [sig       ] [3114/3560] Completed TFIN in 0.3s | 2.94 sym/s | Total: 17.6m | ETA: 2.5m
[2025-12-22T20:32:42.041081] [INFO ] [sig       ] [3115/3560] Forecasting TFPM...
[2025-12-22T20:32:42.041111] [INFO ] [sig       ] Generating forecast for: TFPM
[2025-12-22T20:32:42.041147] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TFPM' from 'https://tdm.silogroup.org/data/derivative_storage/TFPM.csv'.
[2025-12-22T20:32:42.053984] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TFPM'.
[2025-12-22T20:32:42.054354] [INFO ] [FORECASTER] Starting predict_future for TFPM
[2025-12-22T20:32:42.055201] [DEBUG] [LOCAL     ] No optimal features file found for TFPM: ./output/feature-sets/TFPM.txt
[2025-12-22T20:32:42.055256] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:32:42.055294] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:32:42.055335] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:32:42.055398] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:32:42.114299] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:32:42.114972] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:32:42.115051] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:32:42.115086] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:32:42.241622] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:32:42.241774] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:32:42.241814] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:32:42.241845] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:32:42.245343] [DEBUG] [FORECASTER] TFPM: Forecast T+1@11:T+2@11: UP (p=93.18%)
[2025-12-22T20:32:42.245646] [INFO ] [FORECASTER] Completed predict_future for TFPM
[2025-12-22T20:32:42.245778] [INFO ] [sig       ] TFPM: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:32:42.387787] [INFO ] [LOCAL     ] Saved forecast: TFPM	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/TFPM.txt
[2025-12-22T20:32:42.387929] [INFO ] [sig       ] [3115/3560] Completed TFPM in 0.3s | 2.94 sym/s | Total: 17.6m | ETA: 2.5m
[2025-12-22T20:32:42.387971] [INFO ] [sig       ] [3116/3560] Forecasting TFSL...
[2025-12-22T20:32:42.388001] [INFO ] [sig       ] Generating forecast for: TFSL
[2025-12-22T20:32:42.388033] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TFSL' from 'https://tdm.silogroup.org/data/derivative_storage/TFSL.csv'.
[2025-12-22T20:32:42.399652] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TFSL'.
[2025-12-22T20:32:42.400020] [INFO ] [FORECASTER] Starting predict_future for TFSL
[2025-12-22T20:32:42.400848] [DEBUG] [LOCAL     ] No optimal features file found for TFSL: ./output/feature-sets/TFSL.txt
[2025-12-22T20:32:42.400899] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:32:42.400933] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:32:42.400961] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:32:42.401019] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:32:42.460285] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:32:42.460971] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:32:42.461066] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:32:42.461099] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:32:42.581195] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:32:42.581346] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:32:42.581386] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:32:42.581415] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:32:42.584857] [DEBUG] [FORECASTER] TFSL: Forecast T+1@11:T+2@11: UP (p=87.80%)
[2025-12-22T20:32:42.585141] [INFO ] [FORECASTER] Completed predict_future for TFSL
[2025-12-22T20:32:42.585268] [INFO ] [sig       ] TFSL: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:32:42.726836] [INFO ] [LOCAL     ] Saved forecast: TFSL	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/TFSL.txt
[2025-12-22T20:32:42.726966] [INFO ] [sig       ] [3116/3560] Completed TFSL in 0.3s | 2.94 sym/s | Total: 17.6m | ETA: 2.5m
[2025-12-22T20:32:42.727004] [INFO ] [sig       ] [3117/3560] Forecasting TG...
[2025-12-22T20:32:42.727033] [INFO ] [sig       ] Generating forecast for: TG
[2025-12-22T20:32:42.727063] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TG' from 'https://tdm.silogroup.org/data/derivative_storage/TG.csv'.
[2025-12-22T20:32:42.738172] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TG'.
[2025-12-22T20:32:42.738556] [INFO ] [FORECASTER] Starting predict_future for TG
[2025-12-22T20:32:42.739434] [DEBUG] [LOCAL     ] No optimal features file found for TG: ./output/feature-sets/TG.txt
[2025-12-22T20:32:42.739487] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:32:42.739520] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:32:42.739547] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:32:42.739628] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:32:42.796786] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:32:42.797550] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:32:42.797647] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:32:42.797682] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:32:42.915923] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:32:42.916079] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:32:42.916120] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:32:42.916150] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:32:42.919599] [DEBUG] [FORECASTER] TG: Forecast T+1@11:T+2@11: DOWN (p=39.09%)
[2025-12-22T20:32:42.919889] [INFO ] [FORECASTER] Completed predict_future for TG
[2025-12-22T20:32:42.920017] [INFO ] [sig       ] TG: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:32:43.063448] [INFO ] [LOCAL     ] Saved forecast: TG	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/TG.txt
[2025-12-22T20:32:43.063601] [INFO ] [sig       ] [3117/3560] Completed TG in 0.3s | 2.94 sym/s | Total: 17.7m | ETA: 2.5m
[2025-12-22T20:32:43.063643] [INFO ] [sig       ] [3118/3560] Forecasting TGLS...
[2025-12-22T20:32:43.063675] [INFO ] [sig       ] Generating forecast for: TGLS
[2025-12-22T20:32:43.063707] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TGLS' from 'https://tdm.silogroup.org/data/derivative_storage/TGLS.csv'.
[2025-12-22T20:32:43.074672] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TGLS'.
[2025-12-22T20:32:43.074984] [INFO ] [FORECASTER] Starting predict_future for TGLS
[2025-12-22T20:32:43.075800] [DEBUG] [LOCAL     ] No optimal features file found for TGLS: ./output/feature-sets/TGLS.txt
[2025-12-22T20:32:43.075855] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:32:43.075903] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:32:43.075933] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:32:43.075990] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:32:43.134682] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:32:43.135483] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:32:43.135567] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:32:43.135623] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:32:43.256105] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:32:43.256258] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:32:43.256298] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:32:43.256327] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:32:43.259763] [DEBUG] [FORECASTER] TGLS: Forecast T+1@11:T+2@11: UP (p=71.57%)
[2025-12-22T20:32:43.260035] [INFO ] [FORECASTER] Completed predict_future for TGLS
[2025-12-22T20:32:43.260157] [INFO ] [sig       ] TGLS: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:32:43.398859] [INFO ] [LOCAL     ] Saved forecast: TGLS	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/TGLS.txt
[2025-12-22T20:32:43.398983] [INFO ] [sig       ] [3118/3560] Completed TGLS in 0.3s | 2.94 sym/s | Total: 17.7m | ETA: 2.5m
[2025-12-22T20:32:43.399048] [INFO ] [sig       ] [3119/3560] Forecasting TGNA...
[2025-12-22T20:32:43.399091] [INFO ] [sig       ] Generating forecast for: TGNA
[2025-12-22T20:32:43.399120] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TGNA' from 'https://tdm.silogroup.org/data/derivative_storage/TGNA.csv'.
[2025-12-22T20:32:43.410503] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TGNA'.
[2025-12-22T20:32:43.410894] [INFO ] [FORECASTER] Starting predict_future for TGNA
[2025-12-22T20:32:43.411716] [DEBUG] [LOCAL     ] No optimal features file found for TGNA: ./output/feature-sets/TGNA.txt
[2025-12-22T20:32:43.411767] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:32:43.411798] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:32:43.411824] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:32:43.411878] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:32:43.467348] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:32:43.468085] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:32:43.468162] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:32:43.468194] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:32:43.587412] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:32:43.587559] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:32:43.587617] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:32:43.587646] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:32:43.590982] [DEBUG] [FORECASTER] TGNA: Forecast T+1@11:T+2@11: DOWN (p=36.18%)
[2025-12-22T20:32:43.591249] [INFO ] [FORECASTER] Completed predict_future for TGNA
[2025-12-22T20:32:43.591368] [INFO ] [sig       ] TGNA: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:32:43.733456] [INFO ] [LOCAL     ] Saved forecast: TGNA	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/TGNA.txt
[2025-12-22T20:32:43.733633] [INFO ] [sig       ] [3119/3560] Completed TGNA in 0.3s | 2.94 sym/s | Total: 17.7m | ETA: 2.5m
[2025-12-22T20:32:43.733676] [INFO ] [sig       ] [3120/3560] Forecasting TGS...
[2025-12-22T20:32:43.733707] [INFO ] [sig       ] Generating forecast for: TGS
[2025-12-22T20:32:43.733737] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TGS' from 'https://tdm.silogroup.org/data/derivative_storage/TGS.csv'.
[2025-12-22T20:32:43.744902] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TGS'.
[2025-12-22T20:32:43.745260] [INFO ] [FORECASTER] Starting predict_future for TGS
[2025-12-22T20:32:43.746032] [DEBUG] [LOCAL     ] No optimal features file found for TGS: ./output/feature-sets/TGS.txt
[2025-12-22T20:32:43.746087] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:32:43.746128] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:32:43.746157] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:32:43.746213] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:32:43.802261] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:32:43.802986] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:32:43.803133] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:32:43.803168] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:32:43.917037] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:32:43.917186] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:32:43.917225] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:32:43.917253] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:32:43.920659] [DEBUG] [FORECASTER] TGS: Forecast T+1@11:T+2@11: UP (p=66.31%)
[2025-12-22T20:32:43.920927] [INFO ] [FORECASTER] Completed predict_future for TGS
[2025-12-22T20:32:43.921047] [INFO ] [sig       ] TGS: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:32:44.064617] [INFO ] [LOCAL     ] Saved forecast: TGS	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/TGS.txt
[2025-12-22T20:32:44.064789] [INFO ] [sig       ] [3120/3560] Completed TGS in 0.3s | 2.94 sym/s | Total: 17.7m | ETA: 2.5m
[2025-12-22T20:32:44.064838] [INFO ] [sig       ] [3121/3560] Forecasting TGTX...
[2025-12-22T20:32:44.064870] [INFO ] [sig       ] Generating forecast for: TGTX
[2025-12-22T20:32:44.064899] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TGTX' from 'https://tdm.silogroup.org/data/derivative_storage/TGTX.csv'.
[2025-12-22T20:32:44.076629] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TGTX'.
[2025-12-22T20:32:44.076969] [INFO ] [FORECASTER] Starting predict_future for TGTX
[2025-12-22T20:32:44.077844] [DEBUG] [LOCAL     ] No optimal features file found for TGTX: ./output/feature-sets/TGTX.txt
[2025-12-22T20:32:44.077900] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:32:44.077933] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:32:44.077961] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:32:44.078018] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:32:44.138330] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:32:44.139256] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:32:44.139355] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:32:44.139400] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:32:44.266748] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:32:44.266912] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:32:44.266969] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:32:44.267008] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:32:44.270570] [DEBUG] [FORECASTER] TGTX: Forecast T+1@11:T+2@11: DOWN (p=27.99%)
[2025-12-22T20:32:44.270870] [INFO ] [FORECASTER] Completed predict_future for TGTX
[2025-12-22T20:32:44.270996] [INFO ] [sig       ] TGTX: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:32:44.415385] [INFO ] [LOCAL     ] Saved forecast: TGTX	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/TGTX.txt
[2025-12-22T20:32:44.415561] [INFO ] [sig       ] [3121/3560] Completed TGTX in 0.4s | 2.94 sym/s | Total: 17.7m | ETA: 2.5m
[2025-12-22T20:32:44.415637] [INFO ] [sig       ] [3122/3560] Forecasting TH...
[2025-12-22T20:32:44.415685] [INFO ] [sig       ] Generating forecast for: TH
[2025-12-22T20:32:44.415734] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TH' from 'https://tdm.silogroup.org/data/derivative_storage/TH.csv'.
[2025-12-22T20:32:44.427779] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TH'.
[2025-12-22T20:32:44.428211] [INFO ] [FORECASTER] Starting predict_future for TH
[2025-12-22T20:32:44.429104] [DEBUG] [LOCAL     ] No optimal features file found for TH: ./output/feature-sets/TH.txt
[2025-12-22T20:32:44.429164] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:32:44.429203] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:32:44.429242] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:32:44.429303] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:32:44.493500] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:32:44.494419] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:32:44.494510] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:32:44.494546] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:32:44.625215] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:32:44.625385] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:32:44.625432] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:32:44.625461] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:32:44.629059] [DEBUG] [FORECASTER] TH: Forecast T+1@11:T+2@11: UP (p=97.71%)
[2025-12-22T20:32:44.629358] [INFO ] [FORECASTER] Completed predict_future for TH
[2025-12-22T20:32:44.629540] [INFO ] [sig       ] TH: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:32:44.775335] [INFO ] [LOCAL     ] Saved forecast: TH	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/TH.txt
[2025-12-22T20:32:44.775487] [INFO ] [sig       ] [3122/3560] Completed TH in 0.4s | 2.94 sym/s | Total: 17.7m | ETA: 2.5m
[2025-12-22T20:32:44.775532] [INFO ] [sig       ] [3123/3560] Forecasting THC...
[2025-12-22T20:32:44.775588] [INFO ] [sig       ] Generating forecast for: THC
[2025-12-22T20:32:44.775640] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THC' from 'https://tdm.silogroup.org/data/derivative_storage/THC.csv'.
[2025-12-22T20:32:44.787168] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THC'.
[2025-12-22T20:32:44.787588] [INFO ] [FORECASTER] Starting predict_future for THC
[2025-12-22T20:32:44.788379] [DEBUG] [LOCAL     ] No optimal features file found for THC: ./output/feature-sets/THC.txt
[2025-12-22T20:32:44.788432] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:32:44.788465] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:32:44.788493] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:32:44.788550] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:32:44.849555] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:32:44.850355] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:32:44.850435] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:32:44.850468] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:32:44.974484] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:32:44.974659] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:32:44.974699] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:32:44.974727] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:32:44.978100] [DEBUG] [FORECASTER] THC: Forecast T+1@11:T+2@11: UP (p=52.69%)
[2025-12-22T20:32:44.978369] [INFO ] [FORECASTER] Completed predict_future for THC
[2025-12-22T20:32:44.978489] [INFO ] [sig       ] THC: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:32:45.112426] [INFO ] [LOCAL     ] Saved forecast: THC	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/THC.txt
[2025-12-22T20:32:45.112611] [INFO ] [sig       ] [3123/3560] Completed THC in 0.3s | 2.94 sym/s | Total: 17.7m | ETA: 2.5m
[2025-12-22T20:32:45.112653] [INFO ] [sig       ] [3124/3560] Forecasting THFF...
[2025-12-22T20:32:45.112684] [INFO ] [sig       ] Generating forecast for: THFF
[2025-12-22T20:32:45.112714] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THFF' from 'https://tdm.silogroup.org/data/derivative_storage/THFF.csv'.
[2025-12-22T20:32:45.123245] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THFF'.
[2025-12-22T20:32:45.123630] [INFO ] [FORECASTER] Starting predict_future for THFF
[2025-12-22T20:32:45.124387] [DEBUG] [LOCAL     ] No optimal features file found for THFF: ./output/feature-sets/THFF.txt
[2025-12-22T20:32:45.124438] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:32:45.124470] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:32:45.124497] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:32:45.124553] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:32:45.179782] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:32:45.180473] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:32:45.180551] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:32:45.180602] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:32:45.303649] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:32:45.303830] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:32:45.303869] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:32:45.303897] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:32:45.307327] [DEBUG] [FORECASTER] THFF: Forecast T+1@11:T+2@11: UP (p=62.67%)
[2025-12-22T20:32:45.307617] [INFO ] [FORECASTER] Completed predict_future for THFF
[2025-12-22T20:32:45.307739] [INFO ] [sig       ] THFF: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:32:45.441057] [INFO ] [LOCAL     ] Saved forecast: THFF	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/THFF.txt
[2025-12-22T20:32:45.441192] [INFO ] [sig       ] [3124/3560] Completed THFF in 0.3s | 2.94 sym/s | Total: 17.7m | ETA: 2.5m
[2025-12-22T20:32:45.441232] [INFO ] [sig       ] [3125/3560] Forecasting THG...
[2025-12-22T20:32:45.441260] [INFO ] [sig       ] Generating forecast for: THG
[2025-12-22T20:32:45.441290] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THG' from 'https://tdm.silogroup.org/data/derivative_storage/THG.csv'.
[2025-12-22T20:32:45.452634] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THG'.
[2025-12-22T20:32:45.452990] [INFO ] [FORECASTER] Starting predict_future for THG
[2025-12-22T20:32:45.453766] [DEBUG] [LOCAL     ] No optimal features file found for THG: ./output/feature-sets/THG.txt
[2025-12-22T20:32:45.453817] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:32:45.453849] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:32:45.453877] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:32:45.453932] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:32:45.509604] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:32:45.510348] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:32:45.510426] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:32:45.510459] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:32:45.628864] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:32:45.629049] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:32:45.629091] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:32:45.629121] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:32:45.632570] [DEBUG] [FORECASTER] THG: Forecast T+1@11:T+2@11: DOWN (p=33.10%)
[2025-12-22T20:32:45.632864] [INFO ] [FORECASTER] Completed predict_future for THG
[2025-12-22T20:32:45.632990] [INFO ] [sig       ] THG: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:32:45.768254] [INFO ] [LOCAL     ] Saved forecast: THG	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/THG.txt
[2025-12-22T20:32:45.768414] [INFO ] [sig       ] [3125/3560] Completed THG in 0.3s | 2.94 sym/s | Total: 17.7m | ETA: 2.5m
[2025-12-22T20:32:45.768457] [INFO ] [sig       ] [3126/3560] Forecasting THO...
[2025-12-22T20:32:45.768487] [INFO ] [sig       ] Generating forecast for: THO
[2025-12-22T20:32:45.768517] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THO' from 'https://tdm.silogroup.org/data/derivative_storage/THO.csv'.
[2025-12-22T20:32:45.779857] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THO'.
[2025-12-22T20:32:45.780230] [INFO ] [FORECASTER] Starting predict_future for THO
[2025-12-22T20:32:45.781052] [DEBUG] [LOCAL     ] No optimal features file found for THO: ./output/feature-sets/THO.txt
[2025-12-22T20:32:45.781105] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:32:45.781140] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:32:45.781169] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:32:45.781227] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:32:45.838528] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:32:45.839427] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:32:45.839513] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:32:45.839546] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:32:45.963624] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:32:45.963774] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:32:45.963813] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:32:45.963842] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:32:45.967187] [DEBUG] [FORECASTER] THO: Forecast T+1@11:T+2@11: UP (p=77.48%)
[2025-12-22T20:32:45.967477] [INFO ] [FORECASTER] Completed predict_future for THO
[2025-12-22T20:32:45.967619] [INFO ] [sig       ] THO: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:32:46.104781] [INFO ] [LOCAL     ] Saved forecast: THO	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/THO.txt
[2025-12-22T20:32:46.104921] [INFO ] [sig       ] [3126/3560] Completed THO in 0.3s | 2.94 sym/s | Total: 17.7m | ETA: 2.5m
[2025-12-22T20:32:46.104960] [INFO ] [sig       ] [3127/3560] Forecasting THQ...
[2025-12-22T20:32:46.104989] [INFO ] [sig       ] Generating forecast for: THQ
[2025-12-22T20:32:46.105018] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THQ' from 'https://tdm.silogroup.org/data/derivative_storage/THQ.csv'.
[2025-12-22T20:32:46.116036] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THQ'.
[2025-12-22T20:32:46.116363] [INFO ] [FORECASTER] Starting predict_future for THQ
[2025-12-22T20:32:46.117131] [DEBUG] [LOCAL     ] No optimal features file found for THQ: ./output/feature-sets/THQ.txt
[2025-12-22T20:32:46.117183] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:32:46.117263] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:32:46.117291] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:32:46.117347] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:32:46.173600] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:32:46.174397] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:32:46.174478] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:32:46.174511] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:32:46.291960] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:32:46.292113] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:32:46.292152] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:32:46.292181] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:32:46.295478] [DEBUG] [FORECASTER] THQ: Forecast T+1@11:T+2@11: UP (p=97.50%)
[2025-12-22T20:32:46.295765] [INFO ] [FORECASTER] Completed predict_future for THQ
[2025-12-22T20:32:46.295886] [INFO ] [sig       ] THQ: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:32:46.430149] [INFO ] [LOCAL     ] Saved forecast: THQ	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/THQ.txt
[2025-12-22T20:32:46.430301] [INFO ] [sig       ] [3127/3560] Completed THQ in 0.3s | 2.94 sym/s | Total: 17.7m | ETA: 2.5m
[2025-12-22T20:32:46.430343] [INFO ] [sig       ] [3128/3560] Forecasting THRM...
[2025-12-22T20:32:46.430374] [INFO ] [sig       ] Generating forecast for: THRM
[2025-12-22T20:32:46.430404] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THRM' from 'https://tdm.silogroup.org/data/derivative_storage/THRM.csv'.
[2025-12-22T20:32:46.441263] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THRM'.
[2025-12-22T20:32:46.441607] [INFO ] [FORECASTER] Starting predict_future for THRM
[2025-12-22T20:32:46.442361] [DEBUG] [LOCAL     ] No optimal features file found for THRM: ./output/feature-sets/THRM.txt
[2025-12-22T20:32:46.442412] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:32:46.442443] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:32:46.442469] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:32:46.442525] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:32:46.498612] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:32:46.499351] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:32:46.499429] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:32:46.499461] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:32:46.619667] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:32:46.619824] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:32:46.619863] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:32:46.619891] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:32:46.623215] [DEBUG] [FORECASTER] THRM: Forecast T+1@11:T+2@11: UP (p=70.20%)
[2025-12-22T20:32:46.623491] [INFO ] [FORECASTER] Completed predict_future for THRM
[2025-12-22T20:32:46.623633] [INFO ] [sig       ] THRM: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:32:46.761461] [INFO ] [LOCAL     ] Saved forecast: THRM	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/THRM.txt
[2025-12-22T20:32:46.761639] [INFO ] [sig       ] [3128/3560] Completed THRM in 0.3s | 2.94 sym/s | Total: 17.7m | ETA: 2.4m
[2025-12-22T20:32:46.761682] [INFO ] [sig       ] [3129/3560] Forecasting THRY...
[2025-12-22T20:32:46.761710] [INFO ] [sig       ] Generating forecast for: THRY
[2025-12-22T20:32:46.761740] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THRY' from 'https://tdm.silogroup.org/data/derivative_storage/THRY.csv'.
[2025-12-22T20:32:46.773928] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THRY'.
[2025-12-22T20:32:46.774360] [INFO ] [FORECASTER] Starting predict_future for THRY
[2025-12-22T20:32:46.775159] [DEBUG] [LOCAL     ] No optimal features file found for THRY: ./output/feature-sets/THRY.txt
[2025-12-22T20:32:46.775210] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:32:46.775242] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:32:46.775268] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:32:46.775339] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:32:46.831897] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:32:46.832591] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:32:46.832667] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:32:46.832699] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:32:46.956195] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:32:46.956349] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:32:46.956390] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:32:46.956417] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:32:46.959964] [DEBUG] [FORECASTER] THRY: Forecast T+1@11:T+2@11: DOWN (p=41.85%)
[2025-12-22T20:32:46.960251] [INFO ] [FORECASTER] Completed predict_future for THRY
[2025-12-22T20:32:46.960382] [INFO ] [sig       ] THRY: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:32:47.095346] [INFO ] [LOCAL     ] Saved forecast: THRY	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/THRY.txt
[2025-12-22T20:32:47.095503] [INFO ] [sig       ] [3129/3560] Completed THRY in 0.3s | 2.94 sym/s | Total: 17.7m | ETA: 2.4m
[2025-12-22T20:32:47.095543] [INFO ] [sig       ] [3130/3560] Forecasting THS...
[2025-12-22T20:32:47.095590] [INFO ] [sig       ] Generating forecast for: THS
[2025-12-22T20:32:47.095626] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THS' from 'https://tdm.silogroup.org/data/derivative_storage/THS.csv'.
[2025-12-22T20:32:47.106832] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THS'.
[2025-12-22T20:32:47.107181] [INFO ] [FORECASTER] Starting predict_future for THS
[2025-12-22T20:32:47.107975] [DEBUG] [LOCAL     ] No optimal features file found for THS: ./output/feature-sets/THS.txt
[2025-12-22T20:32:47.108027] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:32:47.108059] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:32:47.108085] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:32:47.108140] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:32:47.166131] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:32:47.167014] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:32:47.167096] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:32:47.167129] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:32:47.290478] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:32:47.290656] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:32:47.290699] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:32:47.290786] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:32:47.294319] [DEBUG] [FORECASTER] THS: Forecast T+1@11:T+2@11: UP (p=70.26%)
[2025-12-22T20:32:47.294647] [INFO ] [FORECASTER] Completed predict_future for THS
[2025-12-22T20:32:47.294785] [INFO ] [sig       ] THS: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:32:47.430984] [INFO ] [LOCAL     ] Saved forecast: THS	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/THS.txt
[2025-12-22T20:32:47.431141] [INFO ] [sig       ] [3130/3560] Completed THS in 0.3s | 2.94 sym/s | Total: 17.7m | ETA: 2.4m
[2025-12-22T20:32:47.431180] [INFO ] [sig       ] [3131/3560] Forecasting TIGO...
[2025-12-22T20:32:47.431210] [INFO ] [sig       ] Generating forecast for: TIGO
[2025-12-22T20:32:47.431239] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TIGO' from 'https://tdm.silogroup.org/data/derivative_storage/TIGO.csv'.
[2025-12-22T20:32:47.442692] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TIGO'.
[2025-12-22T20:32:47.443059] [INFO ] [FORECASTER] Starting predict_future for TIGO
[2025-12-22T20:32:47.443855] [DEBUG] [LOCAL     ] No optimal features file found for TIGO: ./output/feature-sets/TIGO.txt
[2025-12-22T20:32:47.443925] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:32:47.443959] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:32:47.443986] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:32:47.444042] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:32:47.502884] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:32:47.503939] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:32:47.504029] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:32:47.504063] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:32:47.620397] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:32:47.620548] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:32:47.620605] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:32:47.620636] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:32:47.623993] [DEBUG] [FORECASTER] TIGO: Forecast T+1@11:T+2@11: UP (p=95.72%)
[2025-12-22T20:32:47.624270] [INFO ] [FORECASTER] Completed predict_future for TIGO
[2025-12-22T20:32:47.624395] [INFO ] [sig       ] TIGO: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:32:47.757758] [INFO ] [LOCAL     ] Saved forecast: TIGO	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/TIGO.txt
[2025-12-22T20:32:47.757931] [INFO ] [sig       ] [3131/3560] Completed TIGO in 0.3s | 2.94 sym/s | Total: 17.7m | ETA: 2.4m
[2025-12-22T20:32:47.757977] [INFO ] [sig       ] [3132/3560] Forecasting TIL...
[2025-12-22T20:32:47.758006] [INFO ] [sig       ] Generating forecast for: TIL
[2025-12-22T20:32:47.758044] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TIL' from 'https://tdm.silogroup.org/data/derivative_storage/TIL.csv'.
[2025-12-22T20:32:47.769893] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TIL'.
[2025-12-22T20:32:47.770243] [INFO ] [FORECASTER] Starting predict_future for TIL
[2025-12-22T20:32:47.771028] [DEBUG] [LOCAL     ] No optimal features file found for TIL: ./output/feature-sets/TIL.txt
[2025-12-22T20:32:47.771079] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:32:47.771110] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:32:47.771136] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:32:47.771191] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:32:47.831543] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:32:47.832437] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:32:47.832519] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:32:47.832552] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:32:47.952669] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:32:47.952822] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:32:47.952860] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:32:47.952888] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:32:47.956179] [DEBUG] [FORECASTER] TIL: Forecast T+1@11:T+2@11: UP (p=90.55%)
[2025-12-22T20:32:47.956444] [INFO ] [FORECASTER] Completed predict_future for TIL
[2025-12-22T20:32:47.956583] [INFO ] [sig       ] TIL: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:32:48.089906] [INFO ] [LOCAL     ] Saved forecast: TIL	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/TIL.txt
[2025-12-22T20:32:48.090042] [INFO ] [sig       ] [3132/3560] Completed TIL in 0.3s | 2.94 sym/s | Total: 17.7m | ETA: 2.4m
[2025-12-22T20:32:48.090080] [INFO ] [sig       ] [3133/3560] Forecasting TILE...
[2025-12-22T20:32:48.090109] [INFO ] [sig       ] Generating forecast for: TILE
[2025-12-22T20:32:48.090140] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TILE' from 'https://tdm.silogroup.org/data/derivative_storage/TILE.csv'.
[2025-12-22T20:32:48.101125] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TILE'.
[2025-12-22T20:32:48.101461] [INFO ] [FORECASTER] Starting predict_future for TILE
[2025-12-22T20:32:48.102263] [DEBUG] [LOCAL     ] No optimal features file found for TILE: ./output/feature-sets/TILE.txt
[2025-12-22T20:32:48.102314] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:32:48.102344] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:32:48.102370] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:32:48.102425] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:32:48.157746] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:32:48.158521] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:32:48.158617] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:32:48.158651] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:32:48.282835] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:32:48.283017] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:32:48.283062] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:32:48.283092] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:32:48.286562] [DEBUG] [FORECASTER] TILE: Forecast T+1@11:T+2@11: DOWN (p=34.53%)
[2025-12-22T20:32:48.286873] [INFO ] [FORECASTER] Completed predict_future for TILE
[2025-12-22T20:32:48.286996] [INFO ] [sig       ] TILE: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:32:48.420939] [INFO ] [LOCAL     ] Saved forecast: TILE	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/TILE.txt
[2025-12-22T20:32:48.421074] [INFO ] [sig       ] [3133/3560] Completed TILE in 0.3s | 2.94 sym/s | Total: 17.7m | ETA: 2.4m
[2025-12-22T20:32:48.421113] [INFO ] [sig       ] [3134/3560] Forecasting TIMB...
[2025-12-22T20:32:48.421144] [INFO ] [sig       ] Generating forecast for: TIMB
[2025-12-22T20:32:48.421180] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TIMB' from 'https://tdm.silogroup.org/data/derivative_storage/TIMB.csv'.
[2025-12-22T20:32:48.432399] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TIMB'.
[2025-12-22T20:32:48.432756] [INFO ] [FORECASTER] Starting predict_future for TIMB
[2025-12-22T20:32:48.433519] [DEBUG] [LOCAL     ] No optimal features file found for TIMB: ./output/feature-sets/TIMB.txt
[2025-12-22T20:32:48.433591] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:32:48.433626] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:32:48.433652] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:32:48.433707] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:32:48.488671] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:32:48.489495] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:32:48.489603] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:32:48.489639] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:32:48.608457] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:32:48.608632] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:32:48.608673] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:32:48.608702] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:32:48.612345] [DEBUG] [FORECASTER] TIMB: Forecast T+1@11:T+2@11: DOWN (p=38.61%)
[2025-12-22T20:32:48.612783] [INFO ] [FORECASTER] Completed predict_future for TIMB
[2025-12-22T20:32:48.612905] [INFO ] [sig       ] TIMB: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:32:48.746861] [INFO ] [LOCAL     ] Saved forecast: TIMB	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/TIMB.txt
[2025-12-22T20:32:48.746999] [INFO ] [sig       ] [3134/3560] Completed TIMB in 0.3s | 2.94 sym/s | Total: 17.7m | ETA: 2.4m
[2025-12-22T20:32:48.747044] [INFO ] [sig       ] [3135/3560] Forecasting TITN...
[2025-12-22T20:32:48.747075] [INFO ] [sig       ] Generating forecast for: TITN
[2025-12-22T20:32:48.747105] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TITN' from 'https://tdm.silogroup.org/data/derivative_storage/TITN.csv'.
[2025-12-22T20:32:48.758225] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TITN'.
[2025-12-22T20:32:48.758587] [INFO ] [FORECASTER] Starting predict_future for TITN
[2025-12-22T20:32:48.759380] [DEBUG] [LOCAL     ] No optimal features file found for TITN: ./output/feature-sets/TITN.txt
[2025-12-22T20:32:48.759432] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:32:48.759463] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:32:48.759489] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:32:48.759543] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:32:48.816239] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:32:48.816939] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:32:48.817016] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:32:48.817050] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:32:48.932821] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:32:48.932974] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:32:48.933013] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:32:48.933041] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:32:48.936338] [DEBUG] [FORECASTER] TITN: Forecast T+1@11:T+2@11: UP (p=98.81%)
[2025-12-22T20:32:48.936621] [INFO ] [FORECASTER] Completed predict_future for TITN
[2025-12-22T20:32:48.936741] [INFO ] [sig       ] TITN: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:32:49.074915] [INFO ] [LOCAL     ] Saved forecast: TITN	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/TITN.txt
[2025-12-22T20:32:49.075058] [INFO ] [sig       ] [3135/3560] Completed TITN in 0.3s | 2.94 sym/s | Total: 17.8m | ETA: 2.4m
[2025-12-22T20:32:49.075106] [INFO ] [sig       ] [3136/3560] Forecasting TJX...
[2025-12-22T20:32:49.075136] [INFO ] [sig       ] Generating forecast for: TJX
[2025-12-22T20:32:49.075166] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TJX' from 'https://tdm.silogroup.org/data/derivative_storage/TJX.csv'.
[2025-12-22T20:32:49.087393] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TJX'.
[2025-12-22T20:32:49.087755] [INFO ] [FORECASTER] Starting predict_future for TJX
[2025-12-22T20:32:49.088506] [DEBUG] [LOCAL     ] No optimal features file found for TJX: ./output/feature-sets/TJX.txt
[2025-12-22T20:32:49.088557] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:32:49.088615] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:32:49.088644] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:32:49.088699] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:32:49.144129] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:32:49.144815] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:32:49.144899] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:32:49.144932] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:32:49.265507] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:32:49.265676] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:32:49.265715] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:32:49.265743] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:32:49.269106] [DEBUG] [FORECASTER] TJX: Forecast T+1@11:T+2@11: DOWN (p=16.08%)
[2025-12-22T20:32:49.269403] [INFO ] [FORECASTER] Completed predict_future for TJX
[2025-12-22T20:32:49.269525] [INFO ] [sig       ] TJX: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:32:49.402783] [INFO ] [LOCAL     ] Saved forecast: TJX	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/TJX.txt
[2025-12-22T20:32:49.402911] [INFO ] [sig       ] [3136/3560] Completed TJX in 0.3s | 2.94 sym/s | Total: 17.8m | ETA: 2.4m
[2025-12-22T20:32:49.402949] [INFO ] [sig       ] [3137/3560] Forecasting TK...
[2025-12-22T20:32:49.402979] [INFO ] [sig       ] Generating forecast for: TK
[2025-12-22T20:32:49.403008] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TK' from 'https://tdm.silogroup.org/data/derivative_storage/TK.csv'.
[2025-12-22T20:32:49.413861] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TK'.
[2025-12-22T20:32:49.414207] [INFO ] [FORECASTER] Starting predict_future for TK
[2025-12-22T20:32:49.414991] [DEBUG] [LOCAL     ] No optimal features file found for TK: ./output/feature-sets/TK.txt
[2025-12-22T20:32:49.415041] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:32:49.415073] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:32:49.415100] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:32:49.415156] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:32:49.470733] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:32:49.471512] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:32:49.471665] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:32:49.471698] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:32:49.591069] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:32:49.591221] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:32:49.591260] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:32:49.591288] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:32:49.594633] [DEBUG] [FORECASTER] TK: Forecast T+1@11:T+2@11: DOWN (p=48.06%)
[2025-12-22T20:32:49.594901] [INFO ] [FORECASTER] Completed predict_future for TK
[2025-12-22T20:32:49.595024] [INFO ] [sig       ] TK: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:32:49.737468] [INFO ] [LOCAL     ] Saved forecast: TK	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/TK.txt
[2025-12-22T20:32:49.737619] [INFO ] [sig       ] [3137/3560] Completed TK in 0.3s | 2.94 sym/s | Total: 17.8m | ETA: 2.4m
[2025-12-22T20:32:49.737661] [INFO ] [sig       ] [3138/3560] Forecasting TKC...
[2025-12-22T20:32:49.737691] [INFO ] [sig       ] Generating forecast for: TKC
[2025-12-22T20:32:49.737721] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TKC' from 'https://tdm.silogroup.org/data/derivative_storage/TKC.csv'.
[2025-12-22T20:32:49.748612] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TKC'.
[2025-12-22T20:32:49.748947] [INFO ] [FORECASTER] Starting predict_future for TKC
[2025-12-22T20:32:49.749799] [DEBUG] [LOCAL     ] No optimal features file found for TKC: ./output/feature-sets/TKC.txt
[2025-12-22T20:32:49.749852] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:32:49.749885] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:32:49.749913] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:32:49.749971] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:32:49.806547] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:32:49.807189] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:32:49.807269] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:32:49.807304] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:32:49.926889] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:32:49.927038] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:32:49.927094] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:32:49.927123] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:32:49.930535] [DEBUG] [FORECASTER] TKC: Forecast T+1@11:T+2@11: DOWN (p=26.54%)
[2025-12-22T20:32:49.930832] [INFO ] [FORECASTER] Completed predict_future for TKC
[2025-12-22T20:32:49.930956] [INFO ] [sig       ] TKC: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:32:50.070889] [INFO ] [LOCAL     ] Saved forecast: TKC	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/TKC.txt
[2025-12-22T20:32:50.071046] [INFO ] [sig       ] [3138/3560] Completed TKC in 0.3s | 2.94 sym/s | Total: 17.8m | ETA: 2.4m
[2025-12-22T20:32:50.071086] [INFO ] [sig       ] [3139/3560] Forecasting TKNO...
[2025-12-22T20:32:50.071115] [INFO ] [sig       ] Generating forecast for: TKNO
[2025-12-22T20:32:50.071145] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TKNO' from 'https://tdm.silogroup.org/data/derivative_storage/TKNO.csv'.
[2025-12-22T20:32:50.082235] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TKNO'.
[2025-12-22T20:32:50.082565] [INFO ] [FORECASTER] Starting predict_future for TKNO
[2025-12-22T20:32:50.083333] [DEBUG] [LOCAL     ] No optimal features file found for TKNO: ./output/feature-sets/TKNO.txt
[2025-12-22T20:32:50.083384] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:32:50.083415] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:32:50.083441] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:32:50.083497] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:32:50.139553] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:32:50.140431] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:32:50.140520] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:32:50.140552] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:32:50.256138] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:32:50.256285] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:32:50.256324] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:32:50.256352] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:32:50.259653] [DEBUG] [FORECASTER] TKNO: Forecast T+1@11:T+2@11: DOWN (p=26.55%)
[2025-12-22T20:32:50.259919] [INFO ] [FORECASTER] Completed predict_future for TKNO
[2025-12-22T20:32:50.260038] [INFO ] [sig       ] TKNO: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:32:50.393200] [INFO ] [LOCAL     ] Saved forecast: TKNO	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/TKNO.txt
[2025-12-22T20:32:50.393311] [INFO ] [sig       ] [3139/3560] Completed TKNO in 0.3s | 2.94 sym/s | Total: 17.8m | ETA: 2.4m
[2025-12-22T20:32:50.393349] [INFO ] [sig       ] [3140/3560] Forecasting TKO...
[2025-12-22T20:32:50.393378] [INFO ] [sig       ] Generating forecast for: TKO
[2025-12-22T20:32:50.393407] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TKO' from 'https://tdm.silogroup.org/data/derivative_storage/TKO.csv'.
[2025-12-22T20:32:50.404374] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TKO'.
[2025-12-22T20:32:50.404727] [INFO ] [FORECASTER] Starting predict_future for TKO
[2025-12-22T20:32:50.405475] [DEBUG] [LOCAL     ] No optimal features file found for TKO: ./output/feature-sets/TKO.txt
[2025-12-22T20:32:50.405525] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:32:50.405557] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:32:50.405602] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:32:50.405658] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:32:50.461891] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:32:50.462495] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:32:50.462569] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:32:50.462619] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:32:50.583878] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:32:50.584034] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:32:50.584082] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:32:50.584112] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:32:50.587562] [DEBUG] [FORECASTER] TKO: Forecast T+1@11:T+2@11: UP (p=99.81%)
[2025-12-22T20:32:50.587868] [INFO ] [FORECASTER] Completed predict_future for TKO
[2025-12-22T20:32:50.587998] [INFO ] [sig       ] TKO: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:32:50.721999] [INFO ] [LOCAL     ] Saved forecast: TKO	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/TKO.txt
[2025-12-22T20:32:50.722153] [INFO ] [sig       ] [3140/3560] Completed TKO in 0.3s | 2.94 sym/s | Total: 17.8m | ETA: 2.4m
[2025-12-22T20:32:50.722194] [INFO ] [sig       ] [3141/3560] Forecasting TLK...
[2025-12-22T20:32:50.722223] [INFO ] [sig       ] Generating forecast for: TLK
[2025-12-22T20:32:50.722253] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TLK' from 'https://tdm.silogroup.org/data/derivative_storage/TLK.csv'.
[2025-12-22T20:32:50.733802] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TLK'.
[2025-12-22T20:32:50.734148] [INFO ] [FORECASTER] Starting predict_future for TLK
[2025-12-22T20:32:50.735011] [DEBUG] [LOCAL     ] No optimal features file found for TLK: ./output/feature-sets/TLK.txt
[2025-12-22T20:32:50.735066] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:32:50.735100] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:32:50.735128] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:32:50.735187] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:32:50.792819] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:32:50.793499] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:32:50.793597] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:32:50.793634] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:32:50.919122] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:32:50.919279] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:32:50.919321] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:32:50.919351] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:32:50.922805] [DEBUG] [FORECASTER] TLK: Forecast T+1@11:T+2@11: DOWN (p=44.77%)
[2025-12-22T20:32:50.923077] [INFO ] [FORECASTER] Completed predict_future for TLK
[2025-12-22T20:32:50.923203] [INFO ] [sig       ] TLK: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:32:51.063792] [INFO ] [LOCAL     ] Saved forecast: TLK	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/TLK.txt
[2025-12-22T20:32:51.063941] [INFO ] [sig       ] [3141/3560] Completed TLK in 0.3s | 2.94 sym/s | Total: 17.8m | ETA: 2.4m
[2025-12-22T20:32:51.063982] [INFO ] [sig       ] [3142/3560] Forecasting TLS...
[2025-12-22T20:32:51.064011] [INFO ] [sig       ] Generating forecast for: TLS
[2025-12-22T20:32:51.064041] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TLS' from 'https://tdm.silogroup.org/data/derivative_storage/TLS.csv'.
[2025-12-22T20:32:51.075601] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TLS'.
[2025-12-22T20:32:51.076003] [INFO ] [FORECASTER] Starting predict_future for TLS
[2025-12-22T20:32:51.077013] [DEBUG] [LOCAL     ] No optimal features file found for TLS: ./output/feature-sets/TLS.txt
[2025-12-22T20:32:51.077066] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:32:51.077116] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:32:51.077146] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:32:51.077204] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:32:51.138664] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:32:51.139538] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:32:51.139637] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:32:51.139674] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:32:51.262212] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:32:51.262386] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:32:51.262455] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:32:51.262500] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:32:51.267086] [DEBUG] [FORECASTER] TLS: Forecast T+1@11:T+2@11: UP (p=56.24%)
[2025-12-22T20:32:51.267597] [INFO ] [FORECASTER] Completed predict_future for TLS
[2025-12-22T20:32:51.267808] [INFO ] [sig       ] TLS: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:32:51.428438] [INFO ] [LOCAL     ] Saved forecast: TLS	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/TLS.txt
[2025-12-22T20:32:51.428714] [INFO ] [sig       ] [3142/3560] Completed TLS in 0.4s | 2.94 sym/s | Total: 17.8m | ETA: 2.4m
[2025-12-22T20:32:51.428778] [INFO ] [sig       ] [3143/3560] Forecasting TLSA...
[2025-12-22T20:32:51.428826] [INFO ] [sig       ] Generating forecast for: TLSA
[2025-12-22T20:32:51.428877] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TLSA' from 'https://tdm.silogroup.org/data/derivative_storage/TLSA.csv'.
[2025-12-22T20:32:51.442724] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TLSA'.
[2025-12-22T20:32:51.443191] [INFO ] [FORECASTER] Starting predict_future for TLSA
[2025-12-22T20:32:51.444135] [DEBUG] [LOCAL     ] No optimal features file found for TLSA: ./output/feature-sets/TLSA.txt
[2025-12-22T20:32:51.444194] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:32:51.444228] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:32:51.444255] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:32:51.444312] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:32:51.518935] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:32:51.523263] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:32:51.523386] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:32:51.523425] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:32:51.674479] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:32:51.674690] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:32:51.674774] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:32:51.674815] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:32:51.680206] [DEBUG] [FORECASTER] TLSA: Forecast T+1@11:T+2@11: UP (p=97.48%)
[2025-12-22T20:32:51.680703] [INFO ] [FORECASTER] Completed predict_future for TLSA
[2025-12-22T20:32:51.680924] [INFO ] [sig       ] TLSA: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:32:51.970830] [INFO ] [LOCAL     ] Saved forecast: TLSA	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/TLSA.txt
[2025-12-22T20:32:51.971063] [INFO ] [sig       ] [3143/3560] Completed TLSA in 0.5s | 2.94 sym/s | Total: 17.8m | ETA: 2.4m
[2025-12-22T20:32:51.971131] [INFO ] [sig       ] [3144/3560] Forecasting TLSI...
[2025-12-22T20:32:51.971181] [INFO ] [sig       ] Generating forecast for: TLSI
[2025-12-22T20:32:51.971231] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TLSI' from 'https://tdm.silogroup.org/data/derivative_storage/TLSI.csv'.
[2025-12-22T20:32:51.987136] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TLSI'.
[2025-12-22T20:32:51.987700] [INFO ] [FORECASTER] Starting predict_future for TLSI
[2025-12-22T20:32:51.988870] [DEBUG] [LOCAL     ] No optimal features file found for TLSI: ./output/feature-sets/TLSI.txt
[2025-12-22T20:32:51.988940] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:32:51.989047] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:32:51.989099] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:32:51.989193] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:32:52.073236] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:32:52.074230] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:32:52.074320] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:32:52.074352] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:32:52.221987] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:32:52.222167] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:32:52.222232] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:32:52.222266] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:32:52.226858] [DEBUG] [FORECASTER] TLSI: Forecast T+1@11:T+2@11: DOWN (p=9.46%)
[2025-12-22T20:32:52.227255] [INFO ] [FORECASTER] Completed predict_future for TLSI
[2025-12-22T20:32:52.227410] [INFO ] [sig       ] TLSI: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:32:52.387339] [INFO ] [LOCAL     ] Saved forecast: TLSI	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/TLSI.txt
[2025-12-22T20:32:52.387501] [INFO ] [sig       ] [3144/3560] Completed TLSI in 0.4s | 2.94 sym/s | Total: 17.8m | ETA: 2.4m
[2025-12-22T20:32:52.387542] [INFO ] [sig       ] [3145/3560] Forecasting TLYS...
[2025-12-22T20:32:52.387589] [INFO ] [sig       ] Generating forecast for: TLYS
[2025-12-22T20:32:52.387622] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TLYS' from 'https://tdm.silogroup.org/data/derivative_storage/TLYS.csv'.
[2025-12-22T20:32:52.399334] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TLYS'.
[2025-12-22T20:32:52.399743] [INFO ] [FORECASTER] Starting predict_future for TLYS
[2025-12-22T20:32:52.400561] [DEBUG] [LOCAL     ] No optimal features file found for TLYS: ./output/feature-sets/TLYS.txt
[2025-12-22T20:32:52.400637] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:32:52.400677] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:32:52.400709] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:32:52.400772] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:32:52.457244] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:32:52.458148] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:32:52.458232] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:32:52.458265] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:32:52.577464] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:32:52.577633] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:32:52.577674] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:32:52.577702] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:32:52.581208] [DEBUG] [FORECASTER] TLYS: Forecast T+1@11:T+2@11: DOWN (p=37.17%)
[2025-12-22T20:32:52.581530] [INFO ] [FORECASTER] Completed predict_future for TLYS
[2025-12-22T20:32:52.581686] [INFO ] [sig       ] TLYS: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:32:52.729564] [INFO ] [LOCAL     ] Saved forecast: TLYS	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/TLYS.txt
[2025-12-22T20:32:52.729739] [INFO ] [sig       ] [3145/3560] Completed TLYS in 0.3s | 2.94 sym/s | Total: 17.8m | ETA: 2.4m
[2025-12-22T20:32:52.729780] [INFO ] [sig       ] [3146/3560] Forecasting TM...
[2025-12-22T20:32:52.729817] [INFO ] [sig       ] Generating forecast for: TM
[2025-12-22T20:32:52.729848] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TM' from 'https://tdm.silogroup.org/data/derivative_storage/TM.csv'.
[2025-12-22T20:32:52.740953] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TM'.
[2025-12-22T20:32:52.741338] [INFO ] [FORECASTER] Starting predict_future for TM
[2025-12-22T20:32:52.742144] [DEBUG] [LOCAL     ] No optimal features file found for TM: ./output/feature-sets/TM.txt
[2025-12-22T20:32:52.742196] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:32:52.742229] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:32:52.742260] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:32:52.742330] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:32:52.801005] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:32:52.801954] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:32:52.802041] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:32:52.802075] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:32:52.921999] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:32:52.922152] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:32:52.922193] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:32:52.922222] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:32:52.925645] [DEBUG] [FORECASTER] TM: Forecast T+1@11:T+2@11: UP (p=66.92%)
[2025-12-22T20:32:52.925923] [INFO ] [FORECASTER] Completed predict_future for TM
[2025-12-22T20:32:52.926049] [INFO ] [sig       ] TM: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:32:53.066552] [INFO ] [LOCAL     ] Saved forecast: TM	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/TM.txt
[2025-12-22T20:32:53.066731] [INFO ] [sig       ] [3146/3560] Completed TM in 0.3s | 2.94 sym/s | Total: 17.8m | ETA: 2.3m
[2025-12-22T20:32:53.066771] [INFO ] [sig       ] [3147/3560] Forecasting TMC...
[2025-12-22T20:32:53.066801] [INFO ] [sig       ] Generating forecast for: TMC
[2025-12-22T20:32:53.066832] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TMC' from 'https://tdm.silogroup.org/data/derivative_storage/TMC.csv'.
[2025-12-22T20:32:53.078613] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TMC'.
[2025-12-22T20:32:53.078958] [INFO ] [FORECASTER] Starting predict_future for TMC
[2025-12-22T20:32:53.079758] [DEBUG] [LOCAL     ] No optimal features file found for TMC: ./output/feature-sets/TMC.txt
[2025-12-22T20:32:53.079809] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:32:53.079840] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:32:53.079867] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:32:53.079924] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:32:53.138658] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:32:53.139546] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:32:53.139653] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:32:53.139687] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:32:53.257710] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:32:53.257862] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:32:53.257903] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:32:53.257997] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:32:53.261410] [DEBUG] [FORECASTER] TMC: Forecast T+1@11:T+2@11: DOWN (p=3.35%)
[2025-12-22T20:32:53.261704] [INFO ] [FORECASTER] Completed predict_future for TMC
[2025-12-22T20:32:53.261830] [INFO ] [sig       ] TMC: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:32:53.398199] [INFO ] [LOCAL     ] Saved forecast: TMC	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/TMC.txt
[2025-12-22T20:32:53.398335] [INFO ] [sig       ] [3147/3560] Completed TMC in 0.3s | 2.94 sym/s | Total: 17.8m | ETA: 2.3m
[2025-12-22T20:32:53.398374] [INFO ] [sig       ] [3148/3560] Forecasting TMCI...
[2025-12-22T20:32:53.398405] [INFO ] [sig       ] Generating forecast for: TMCI
[2025-12-22T20:32:53.398435] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TMCI' from 'https://tdm.silogroup.org/data/derivative_storage/TMCI.csv'.
[2025-12-22T20:32:53.409265] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TMCI'.
[2025-12-22T20:32:53.409605] [INFO ] [FORECASTER] Starting predict_future for TMCI
[2025-12-22T20:32:53.410394] [DEBUG] [LOCAL     ] No optimal features file found for TMCI: ./output/feature-sets/TMCI.txt
[2025-12-22T20:32:53.410447] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:32:53.410479] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:32:53.410506] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:32:53.410564] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:32:53.468330] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:32:53.468973] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:32:53.469074] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:32:53.469109] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:32:53.588811] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:32:53.588929] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:32:53.588966] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:32:53.588993] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:32:53.592206] [DEBUG] [FORECASTER] TMCI: Forecast T+1@11:T+2@11: UP (p=64.58%)
[2025-12-22T20:32:53.592472] [INFO ] [FORECASTER] Completed predict_future for TMCI
[2025-12-22T20:32:53.592606] [INFO ] [sig       ] TMCI: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:32:53.730264] [INFO ] [LOCAL     ] Saved forecast: TMCI	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/TMCI.txt
[2025-12-22T20:32:53.730419] [INFO ] [sig       ] [3148/3560] Completed TMCI in 0.3s | 2.94 sym/s | Total: 17.8m | ETA: 2.3m
[2025-12-22T20:32:53.730459] [INFO ] [sig       ] [3149/3560] Forecasting TMDX...
[2025-12-22T20:32:53.730489] [INFO ] [sig       ] Generating forecast for: TMDX
[2025-12-22T20:32:53.730519] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TMDX' from 'https://tdm.silogroup.org/data/derivative_storage/TMDX.csv'.
[2025-12-22T20:32:53.741167] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TMDX'.
[2025-12-22T20:32:53.741505] [INFO ] [FORECASTER] Starting predict_future for TMDX
[2025-12-22T20:32:53.742272] [DEBUG] [LOCAL     ] No optimal features file found for TMDX: ./output/feature-sets/TMDX.txt
[2025-12-22T20:32:53.742323] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:32:53.742354] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:32:53.742381] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:32:53.742442] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:32:53.801060] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:32:53.801928] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:32:53.802011] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:32:53.802045] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:32:53.919720] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:32:53.919876] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:32:53.919916] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:32:53.919963] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:32:53.923353] [DEBUG] [FORECASTER] TMDX: Forecast T+1@11:T+2@11: UP (p=55.94%)
[2025-12-22T20:32:53.923658] [INFO ] [FORECASTER] Completed predict_future for TMDX
[2025-12-22T20:32:53.923786] [INFO ] [sig       ] TMDX: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:32:54.066672] [INFO ] [LOCAL     ] Saved forecast: TMDX	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/TMDX.txt
[2025-12-22T20:32:54.066826] [INFO ] [sig       ] [3149/3560] Completed TMDX in 0.3s | 2.94 sym/s | Total: 17.8m | ETA: 2.3m
[2025-12-22T20:32:54.066864] [INFO ] [sig       ] [3150/3560] Forecasting TME...
[2025-12-22T20:32:54.066894] [INFO ] [sig       ] Generating forecast for: TME
[2025-12-22T20:32:54.066925] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TME' from 'https://tdm.silogroup.org/data/derivative_storage/TME.csv'.
[2025-12-22T20:32:54.078442] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TME'.
[2025-12-22T20:32:54.078739] [INFO ] [FORECASTER] Starting predict_future for TME
[2025-12-22T20:32:54.079508] [DEBUG] [LOCAL     ] No optimal features file found for TME: ./output/feature-sets/TME.txt
[2025-12-22T20:32:54.079560] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:32:54.079612] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:32:54.079640] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:32:54.079696] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:32:54.139200] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:32:54.139907] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:32:54.139984] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:32:54.140016] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:32:54.259719] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:32:54.259884] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:32:54.259927] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:32:54.259957] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:32:54.263344] [DEBUG] [FORECASTER] TME: Forecast T+1@11:T+2@11: DOWN (p=35.50%)
[2025-12-22T20:32:54.263637] [INFO ] [FORECASTER] Completed predict_future for TME
[2025-12-22T20:32:54.263762] [INFO ] [sig       ] TME: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:32:54.400460] [INFO ] [LOCAL     ] Saved forecast: TME	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/TME.txt
[2025-12-22T20:32:54.400601] [INFO ] [sig       ] [3150/3560] Completed TME in 0.3s | 2.94 sym/s | Total: 17.8m | ETA: 2.3m
[2025-12-22T20:32:54.400643] [INFO ] [sig       ] [3151/3560] Forecasting TMHC...
[2025-12-22T20:32:54.400672] [INFO ] [sig       ] Generating forecast for: TMHC
[2025-12-22T20:32:54.400701] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TMHC' from 'https://tdm.silogroup.org/data/derivative_storage/TMHC.csv'.
[2025-12-22T20:32:54.411906] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TMHC'.
[2025-12-22T20:32:54.412315] [INFO ] [FORECASTER] Starting predict_future for TMHC
[2025-12-22T20:32:54.413120] [DEBUG] [LOCAL     ] No optimal features file found for TMHC: ./output/feature-sets/TMHC.txt
[2025-12-22T20:32:54.413172] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:32:54.413204] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:32:54.413230] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:32:54.413285] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:32:54.471381] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:32:54.472246] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:32:54.472327] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:32:54.472375] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:32:54.589424] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:32:54.589607] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:32:54.589649] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:32:54.589679] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:32:54.593086] [DEBUG] [FORECASTER] TMHC: Forecast T+1@11:T+2@11: DOWN (p=47.70%)
[2025-12-22T20:32:54.593388] [INFO ] [FORECASTER] Completed predict_future for TMHC
[2025-12-22T20:32:54.593519] [INFO ] [sig       ] TMHC: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:32:54.730795] [INFO ] [LOCAL     ] Saved forecast: TMHC	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/TMHC.txt
[2025-12-22T20:32:54.730957] [INFO ] [sig       ] [3151/3560] Completed TMHC in 0.3s | 2.94 sym/s | Total: 17.8m | ETA: 2.3m
[2025-12-22T20:32:54.730998] [INFO ] [sig       ] [3152/3560] Forecasting TMUS...
[2025-12-22T20:32:54.731028] [INFO ] [sig       ] Generating forecast for: TMUS
[2025-12-22T20:32:54.731058] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TMUS' from 'https://tdm.silogroup.org/data/derivative_storage/TMUS.csv'.
[2025-12-22T20:32:54.743089] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TMUS'.
[2025-12-22T20:32:54.743495] [INFO ] [FORECASTER] Starting predict_future for TMUS
[2025-12-22T20:32:54.744303] [DEBUG] [LOCAL     ] No optimal features file found for TMUS: ./output/feature-sets/TMUS.txt
[2025-12-22T20:32:54.744357] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:32:54.744392] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:32:54.744420] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:32:54.744476] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:32:54.802988] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:32:54.804070] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:32:54.804152] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:32:54.804184] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:32:54.953791] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:32:54.953975] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:32:54.954024] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:32:54.954057] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:32:54.958059] [DEBUG] [FORECASTER] TMUS: Forecast T+1@11:T+2@11: UP (p=94.21%)
[2025-12-22T20:32:54.958441] [INFO ] [FORECASTER] Completed predict_future for TMUS
[2025-12-22T20:32:54.958795] [INFO ] [sig       ] TMUS: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:32:55.107988] [INFO ] [LOCAL     ] Saved forecast: TMUS	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/TMUS.txt
[2025-12-22T20:32:55.108185] [INFO ] [sig       ] [3152/3560] Completed TMUS in 0.4s | 2.94 sym/s | Total: 17.9m | ETA: 2.3m
[2025-12-22T20:32:55.108237] [INFO ] [sig       ] [3153/3560] Forecasting TNC...
[2025-12-22T20:32:55.108270] [INFO ] [sig       ] Generating forecast for: TNC
[2025-12-22T20:32:55.108312] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNC' from 'https://tdm.silogroup.org/data/derivative_storage/TNC.csv'.
[2025-12-22T20:32:55.119970] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TNC'.
[2025-12-22T20:32:55.120368] [INFO ] [FORECASTER] Starting predict_future for TNC
[2025-12-22T20:32:55.121235] [DEBUG] [LOCAL     ] No optimal features file found for TNC: ./output/feature-sets/TNC.txt
[2025-12-22T20:32:55.121290] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:32:55.121323] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:32:55.121352] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:32:55.121445] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:32:55.183780] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:32:55.185499] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:32:55.185623] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:32:55.185661] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:32:55.315304] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:32:55.315458] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:32:55.315508] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:32:55.315545] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:32:55.319171] [DEBUG] [FORECASTER] TNC: Forecast T+1@11:T+2@11: DOWN (p=28.03%)
[2025-12-22T20:32:55.319489] [INFO ] [FORECASTER] Completed predict_future for TNC
[2025-12-22T20:32:55.319652] [INFO ] [sig       ] TNC: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:32:55.460680] [INFO ] [LOCAL     ] Saved forecast: TNC	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/TNC.txt
[2025-12-22T20:32:55.460828] [INFO ] [sig       ] [3153/3560] Completed TNC in 0.4s | 2.94 sym/s | Total: 17.9m | ETA: 2.3m
[2025-12-22T20:32:55.460869] [INFO ] [sig       ] [3154/3560] Forecasting TNDM...
[2025-12-22T20:32:55.460899] [INFO ] [sig       ] Generating forecast for: TNDM
[2025-12-22T20:32:55.460928] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNDM' from 'https://tdm.silogroup.org/data/derivative_storage/TNDM.csv'.
[2025-12-22T20:32:55.472621] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TNDM'.
[2025-12-22T20:32:55.472986] [INFO ] [FORECASTER] Starting predict_future for TNDM
[2025-12-22T20:32:55.473787] [DEBUG] [LOCAL     ] No optimal features file found for TNDM: ./output/feature-sets/TNDM.txt
[2025-12-22T20:32:55.473839] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:32:55.473871] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:32:55.473897] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:32:55.473952] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:32:55.529566] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:32:55.530295] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:32:55.530441] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:32:55.530482] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:32:55.653734] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:32:55.653885] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:32:55.653925] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:32:55.653972] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:32:55.657343] [DEBUG] [FORECASTER] TNDM: Forecast T+1@11:T+2@11: DOWN (p=13.18%)
[2025-12-22T20:32:55.657634] [INFO ] [FORECASTER] Completed predict_future for TNDM
[2025-12-22T20:32:55.657757] [INFO ] [sig       ] TNDM: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:32:55.793070] [INFO ] [LOCAL     ] Saved forecast: TNDM	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/TNDM.txt
[2025-12-22T20:32:55.793217] [INFO ] [sig       ] [3154/3560] Completed TNDM in 0.3s | 2.94 sym/s | Total: 17.9m | ETA: 2.3m
[2025-12-22T20:32:55.793258] [INFO ] [sig       ] [3155/3560] Forecasting TNGX...
[2025-12-22T20:32:55.793290] [INFO ] [sig       ] Generating forecast for: TNGX
[2025-12-22T20:32:55.793320] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNGX' from 'https://tdm.silogroup.org/data/derivative_storage/TNGX.csv'.
[2025-12-22T20:32:55.805202] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TNGX'.
[2025-12-22T20:32:55.805611] [INFO ] [FORECASTER] Starting predict_future for TNGX
[2025-12-22T20:32:55.806436] [DEBUG] [LOCAL     ] No optimal features file found for TNGX: ./output/feature-sets/TNGX.txt
[2025-12-22T20:32:55.806489] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:32:55.806522] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:32:55.806548] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:32:55.806631] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:32:55.867351] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:32:55.868339] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:32:55.868425] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:32:55.868459] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:32:55.991141] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:32:55.991316] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:32:55.991362] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:32:55.991403] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:32:55.994984] [DEBUG] [FORECASTER] TNGX: Forecast T+1@11:T+2@11: DOWN (p=5.25%)
[2025-12-22T20:32:55.995276] [INFO ] [FORECASTER] Completed predict_future for TNGX
[2025-12-22T20:32:55.995419] [INFO ] [sig       ] TNGX: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:32:56.139760] [INFO ] [LOCAL     ] Saved forecast: TNGX	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/TNGX.txt
[2025-12-22T20:32:56.139911] [INFO ] [sig       ] [3155/3560] Completed TNGX in 0.3s | 2.94 sym/s | Total: 17.9m | ETA: 2.3m
[2025-12-22T20:32:56.139955] [INFO ] [sig       ] [3156/3560] Forecasting TNK...
[2025-12-22T20:32:56.139986] [INFO ] [sig       ] Generating forecast for: TNK
[2025-12-22T20:32:56.140018] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNK' from 'https://tdm.silogroup.org/data/derivative_storage/TNK.csv'.
[2025-12-22T20:32:56.151688] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TNK'.
[2025-12-22T20:32:56.152055] [INFO ] [FORECASTER] Starting predict_future for TNK
[2025-12-22T20:32:56.152908] [DEBUG] [LOCAL     ] No optimal features file found for TNK: ./output/feature-sets/TNK.txt
[2025-12-22T20:32:56.152963] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:32:56.153004] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:32:56.153046] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:32:56.153111] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:32:56.214056] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:32:56.214873] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:32:56.214963] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:32:56.215000] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:32:56.348114] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:32:56.348276] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:32:56.348321] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:32:56.348350] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:32:56.352038] [DEBUG] [FORECASTER] TNK: Forecast T+1@11:T+2@11: DOWN (p=16.99%)
[2025-12-22T20:32:56.352333] [INFO ] [FORECASTER] Completed predict_future for TNK
[2025-12-22T20:32:56.352474] [INFO ] [sig       ] TNK: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:32:56.497225] [INFO ] [LOCAL     ] Saved forecast: TNK	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/TNK.txt
[2025-12-22T20:32:56.497406] [INFO ] [sig       ] [3156/3560] Completed TNK in 0.4s | 2.94 sym/s | Total: 17.9m | ETA: 2.3m
[2025-12-22T20:32:56.497465] [INFO ] [sig       ] [3157/3560] Forecasting TNL...
[2025-12-22T20:32:56.497511] [INFO ] [sig       ] Generating forecast for: TNL
[2025-12-22T20:32:56.497559] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNL' from 'https://tdm.silogroup.org/data/derivative_storage/TNL.csv'.
[2025-12-22T20:32:56.509238] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TNL'.
[2025-12-22T20:32:56.509658] [INFO ] [FORECASTER] Starting predict_future for TNL
[2025-12-22T20:32:56.510454] [DEBUG] [LOCAL     ] No optimal features file found for TNL: ./output/feature-sets/TNL.txt
[2025-12-22T20:32:56.510506] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:32:56.510540] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:32:56.510567] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:32:56.510651] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:32:56.573750] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:32:56.574662] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:32:56.574747] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:32:56.574781] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:32:56.705731] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:32:56.705893] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:32:56.705934] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:32:56.705963] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:32:56.709337] [DEBUG] [FORECASTER] TNL: Forecast T+1@11:T+2@11: UP (p=97.36%)
[2025-12-22T20:32:56.709644] [INFO ] [FORECASTER] Completed predict_future for TNL
[2025-12-22T20:32:56.709773] [INFO ] [sig       ] TNL: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:32:56.845325] [INFO ] [LOCAL     ] Saved forecast: TNL	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/TNL.txt
[2025-12-22T20:32:56.845521] [INFO ] [sig       ] [3157/3560] Completed TNL in 0.3s | 2.94 sym/s | Total: 17.9m | ETA: 2.3m
[2025-12-22T20:32:56.845562] [INFO ] [sig       ] [3158/3560] Forecasting TNON...
[2025-12-22T20:32:56.845612] [INFO ] [sig       ] Generating forecast for: TNON
[2025-12-22T20:32:56.845643] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNON' from 'https://tdm.silogroup.org/data/derivative_storage/TNON.csv'.
[2025-12-22T20:32:56.858041] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TNON'.
[2025-12-22T20:32:56.858447] [INFO ] [FORECASTER] Starting predict_future for TNON
[2025-12-22T20:32:56.859289] [DEBUG] [LOCAL     ] No optimal features file found for TNON: ./output/feature-sets/TNON.txt
[2025-12-22T20:32:56.859343] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:32:56.859375] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:32:56.859405] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:32:56.859472] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:32:56.915250] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:32:56.916060] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:32:56.916138] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:32:56.916172] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:32:57.041424] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:32:57.041592] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:32:57.041637] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:32:57.041665] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:32:57.045097] [DEBUG] [FORECASTER] TNON: Forecast T+1@11:T+2@11: UP (p=97.41%)
[2025-12-22T20:32:57.045377] [INFO ] [FORECASTER] Completed predict_future for TNON
[2025-12-22T20:32:57.045502] [INFO ] [sig       ] TNON: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:32:57.179906] [INFO ] [LOCAL     ] Saved forecast: TNON	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/TNON.txt
[2025-12-22T20:32:57.180057] [INFO ] [sig       ] [3158/3560] Completed TNON in 0.3s | 2.94 sym/s | Total: 17.9m | ETA: 2.3m
[2025-12-22T20:32:57.180096] [INFO ] [sig       ] [3159/3560] Forecasting TNXP...
[2025-12-22T20:32:57.180127] [INFO ] [sig       ] Generating forecast for: TNXP
[2025-12-22T20:32:57.180156] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNXP' from 'https://tdm.silogroup.org/data/derivative_storage/TNXP.csv'.
[2025-12-22T20:32:57.191799] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TNXP'.
[2025-12-22T20:32:57.192104] [INFO ] [FORECASTER] Starting predict_future for TNXP
[2025-12-22T20:32:57.192865] [DEBUG] [LOCAL     ] No optimal features file found for TNXP: ./output/feature-sets/TNXP.txt
[2025-12-22T20:32:57.192916] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:32:57.192948] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:32:57.192975] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:32:57.193031] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:32:57.249635] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:32:57.250267] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:32:57.250344] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:32:57.250375] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:32:57.368793] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:32:57.368945] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:32:57.368984] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:32:57.369031] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:32:57.372399] [DEBUG] [FORECASTER] TNXP: Forecast T+1@11:T+2@11: UP (p=60.99%)
[2025-12-22T20:32:57.372730] [INFO ] [FORECASTER] Completed predict_future for TNXP
[2025-12-22T20:32:57.372865] [INFO ] [sig       ] TNXP: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:32:57.508378] [INFO ] [LOCAL     ] Saved forecast: TNXP	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/TNXP.txt
[2025-12-22T20:32:57.508503] [INFO ] [sig       ] [3159/3560] Completed TNXP in 0.3s | 2.94 sym/s | Total: 17.9m | ETA: 2.3m
[2025-12-22T20:32:57.508542] [INFO ] [sig       ] [3160/3560] Forecasting TOI...
[2025-12-22T20:32:57.508587] [INFO ] [sig       ] Generating forecast for: TOI
[2025-12-22T20:32:57.508620] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TOI' from 'https://tdm.silogroup.org/data/derivative_storage/TOI.csv'.
[2025-12-22T20:32:57.520803] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TOI'.
[2025-12-22T20:32:57.521106] [INFO ] [FORECASTER] Starting predict_future for TOI
[2025-12-22T20:32:57.521887] [DEBUG] [LOCAL     ] No optimal features file found for TOI: ./output/feature-sets/TOI.txt
[2025-12-22T20:32:57.521939] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:32:57.521971] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:32:57.521998] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:32:57.522053] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:32:57.593625] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:32:57.594692] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:32:57.594789] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:32:57.594832] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:32:57.758164] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:32:57.758350] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:32:57.758412] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:32:57.758460] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:32:57.762135] [DEBUG] [FORECASTER] TOI: Forecast T+1@11:T+2@11: DOWN (p=41.25%)
[2025-12-22T20:32:57.762508] [INFO ] [FORECASTER] Completed predict_future for TOI
[2025-12-22T20:32:57.762676] [INFO ] [sig       ] TOI: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:32:57.903950] [INFO ] [LOCAL     ] Saved forecast: TOI	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/TOI.txt
[2025-12-22T20:32:57.904095] [INFO ] [sig       ] [3160/3560] Completed TOI in 0.4s | 2.94 sym/s | Total: 17.9m | ETA: 2.3m
[2025-12-22T20:32:57.904135] [INFO ] [sig       ] [3161/3560] Forecasting TOL...
[2025-12-22T20:32:57.904165] [INFO ] [sig       ] Generating forecast for: TOL
[2025-12-22T20:32:57.904196] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TOL' from 'https://tdm.silogroup.org/data/derivative_storage/TOL.csv'.
[2025-12-22T20:32:57.917902] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TOL'.
[2025-12-22T20:32:57.918275] [INFO ] [FORECASTER] Starting predict_future for TOL
[2025-12-22T20:32:57.919103] [DEBUG] [LOCAL     ] No optimal features file found for TOL: ./output/feature-sets/TOL.txt
[2025-12-22T20:32:57.919157] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:32:57.919229] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:32:57.919259] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:32:57.919317] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:32:57.977042] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:32:57.977775] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:32:57.977854] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:32:57.977888] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:32:58.099396] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:32:58.099552] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:32:58.099611] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:32:58.099642] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:32:58.103002] [DEBUG] [FORECASTER] TOL: Forecast T+1@11:T+2@11: DOWN (p=5.63%)
[2025-12-22T20:32:58.103275] [INFO ] [FORECASTER] Completed predict_future for TOL
[2025-12-22T20:32:58.103397] [INFO ] [sig       ] TOL: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:32:58.239677] [INFO ] [LOCAL     ] Saved forecast: TOL	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/TOL.txt
[2025-12-22T20:32:58.239802] [INFO ] [sig       ] [3161/3560] Completed TOL in 0.3s | 2.94 sym/s | Total: 17.9m | ETA: 2.3m
[2025-12-22T20:32:58.239840] [INFO ] [sig       ] [3162/3560] Forecasting TORO...
[2025-12-22T20:32:58.239869] [INFO ] [sig       ] Generating forecast for: TORO
[2025-12-22T20:32:58.239900] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TORO' from 'https://tdm.silogroup.org/data/derivative_storage/TORO.csv'.
[2025-12-22T20:32:58.251368] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TORO'.
[2025-12-22T20:32:58.251734] [INFO ] [FORECASTER] Starting predict_future for TORO
[2025-12-22T20:32:58.252495] [DEBUG] [LOCAL     ] No optimal features file found for TORO: ./output/feature-sets/TORO.txt
[2025-12-22T20:32:58.252545] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:32:58.252595] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:32:58.252818] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:32:58.252874] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:32:58.312517] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:32:58.313405] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:32:58.313504] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:32:58.313554] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:32:58.444737] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:32:58.444937] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:32:58.444980] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:32:58.445010] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:32:58.448364] [DEBUG] [FORECASTER] TORO: Forecast T+1@11:T+2@11: DOWN (p=8.53%)
[2025-12-22T20:32:58.448661] [INFO ] [FORECASTER] Completed predict_future for TORO
[2025-12-22T20:32:58.448788] [INFO ] [sig       ] TORO: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:32:58.585293] [INFO ] [LOCAL     ] Saved forecast: TORO	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/TORO.txt
[2025-12-22T20:32:58.585455] [INFO ] [sig       ] [3162/3560] Completed TORO in 0.3s | 2.94 sym/s | Total: 17.9m | ETA: 2.3m
[2025-12-22T20:32:58.585493] [INFO ] [sig       ] [3163/3560] Forecasting TOWN...
[2025-12-22T20:32:58.585523] [INFO ] [sig       ] Generating forecast for: TOWN
[2025-12-22T20:32:58.585553] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TOWN' from 'https://tdm.silogroup.org/data/derivative_storage/TOWN.csv'.
[2025-12-22T20:32:58.596511] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TOWN'.
[2025-12-22T20:32:58.596913] [INFO ] [FORECASTER] Starting predict_future for TOWN
[2025-12-22T20:32:58.597743] [DEBUG] [LOCAL     ] No optimal features file found for TOWN: ./output/feature-sets/TOWN.txt
[2025-12-22T20:32:58.597794] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:32:58.597827] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:32:58.597854] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:32:58.597909] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:32:58.654699] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:32:58.655548] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:32:58.655646] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:32:58.655679] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:32:58.779464] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:32:58.779643] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:32:58.779683] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:32:58.779711] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:32:58.783069] [DEBUG] [FORECASTER] TOWN: Forecast T+1@11:T+2@11: DOWN (p=26.90%)
[2025-12-22T20:32:58.783343] [INFO ] [FORECASTER] Completed predict_future for TOWN
[2025-12-22T20:32:58.783469] [INFO ] [sig       ] TOWN: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:32:58.922042] [INFO ] [LOCAL     ] Saved forecast: TOWN	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/TOWN.txt
[2025-12-22T20:32:58.922198] [INFO ] [sig       ] [3163/3560] Completed TOWN in 0.3s | 2.94 sym/s | Total: 17.9m | ETA: 2.2m
[2025-12-22T20:32:58.922236] [INFO ] [sig       ] [3164/3560] Forecasting TOYO...
[2025-12-22T20:32:58.922268] [INFO ] [sig       ] Generating forecast for: TOYO
[2025-12-22T20:32:58.922298] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TOYO' from 'https://tdm.silogroup.org/data/derivative_storage/TOYO.csv'.
[2025-12-22T20:32:58.933700] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TOYO'.
[2025-12-22T20:32:58.934109] [INFO ] [FORECASTER] Starting predict_future for TOYO
[2025-12-22T20:32:58.934938] [DEBUG] [LOCAL     ] No optimal features file found for TOYO: ./output/feature-sets/TOYO.txt
[2025-12-22T20:32:58.934990] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:32:58.935022] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:32:58.935048] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:32:58.935103] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:32:58.998294] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:32:58.999193] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:32:58.999274] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:32:58.999308] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:32:59.110449] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:32:59.110635] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:32:59.110676] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:32:59.110759] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:32:59.114120] [DEBUG] [FORECASTER] TOYO: Forecast T+1@11:T+2@11: UP (p=84.88%)
[2025-12-22T20:32:59.114384] [INFO ] [FORECASTER] Completed predict_future for TOYO
[2025-12-22T20:32:59.114501] [INFO ] [sig       ] TOYO: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:32:59.260926] [INFO ] [LOCAL     ] Saved forecast: TOYO	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/TOYO.txt
[2025-12-22T20:32:59.261135] [INFO ] [sig       ] [3164/3560] Completed TOYO in 0.3s | 2.94 sym/s | Total: 17.9m | ETA: 2.2m
[2025-12-22T20:32:59.261197] [INFO ] [sig       ] [3165/3560] Forecasting TPB...
[2025-12-22T20:32:59.261238] [INFO ] [sig       ] Generating forecast for: TPB
[2025-12-22T20:32:59.261274] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPB' from 'https://tdm.silogroup.org/data/derivative_storage/TPB.csv'.
[2025-12-22T20:32:59.273616] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPB'.
[2025-12-22T20:32:59.274025] [INFO ] [FORECASTER] Starting predict_future for TPB
[2025-12-22T20:32:59.274927] [DEBUG] [LOCAL     ] No optimal features file found for TPB: ./output/feature-sets/TPB.txt
[2025-12-22T20:32:59.274993] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:32:59.275041] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:32:59.275089] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:32:59.275176] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:32:59.335148] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:32:59.336030] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:32:59.336114] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:32:59.336148] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:32:59.468017] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:32:59.468176] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:32:59.468235] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:32:59.468270] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:32:59.472352] [DEBUG] [FORECASTER] TPB: Forecast T+1@11:T+2@11: DOWN (p=43.86%)
[2025-12-22T20:32:59.472720] [INFO ] [FORECASTER] Completed predict_future for TPB
[2025-12-22T20:32:59.472859] [INFO ] [sig       ] TPB: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:32:59.613343] [INFO ] [LOCAL     ] Saved forecast: TPB	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/TPB.txt
[2025-12-22T20:32:59.613508] [INFO ] [sig       ] [3165/3560] Completed TPB in 0.4s | 2.94 sym/s | Total: 17.9m | ETA: 2.2m
[2025-12-22T20:32:59.613548] [INFO ] [sig       ] [3166/3560] Forecasting TPC...
[2025-12-22T20:32:59.613595] [INFO ] [sig       ] Generating forecast for: TPC
[2025-12-22T20:32:59.613628] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPC' from 'https://tdm.silogroup.org/data/derivative_storage/TPC.csv'.
[2025-12-22T20:32:59.625159] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPC'.
[2025-12-22T20:32:59.625553] [INFO ] [FORECASTER] Starting predict_future for TPC
[2025-12-22T20:32:59.626338] [DEBUG] [LOCAL     ] No optimal features file found for TPC: ./output/feature-sets/TPC.txt
[2025-12-22T20:32:59.626390] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:32:59.626438] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:32:59.626467] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:32:59.626523] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:32:59.684617] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:32:59.685556] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:32:59.685660] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:32:59.685694] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:32:59.808207] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:32:59.808367] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:32:59.808408] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:32:59.808437] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:32:59.812291] [DEBUG] [FORECASTER] TPC: Forecast T+1@11:T+2@11: DOWN (p=28.99%)
[2025-12-22T20:32:59.812677] [INFO ] [FORECASTER] Completed predict_future for TPC
[2025-12-22T20:32:59.812819] [INFO ] [sig       ] TPC: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:32:59.959350] [INFO ] [LOCAL     ] Saved forecast: TPC	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/TPC.txt
[2025-12-22T20:32:59.959517] [INFO ] [sig       ] [3166/3560] Completed TPC in 0.3s | 2.94 sym/s | Total: 17.9m | ETA: 2.2m
[2025-12-22T20:32:59.959558] [INFO ] [sig       ] [3167/3560] Forecasting TPG...
[2025-12-22T20:32:59.959609] [INFO ] [sig       ] Generating forecast for: TPG
[2025-12-22T20:32:59.959642] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPG' from 'https://tdm.silogroup.org/data/derivative_storage/TPG.csv'.
[2025-12-22T20:32:59.971446] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPG'.
[2025-12-22T20:32:59.971938] [INFO ] [FORECASTER] Starting predict_future for TPG
[2025-12-22T20:32:59.972755] [DEBUG] [LOCAL     ] No optimal features file found for TPG: ./output/feature-sets/TPG.txt
[2025-12-22T20:32:59.972808] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:32:59.972839] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:32:59.972866] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:32:59.972922] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:33:00.029678] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:33:00.030543] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:33:00.030661] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:33:00.030695] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:33:00.149939] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:33:00.150105] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:33:00.150147] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:33:00.150178] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:33:00.153557] [DEBUG] [FORECASTER] TPG: Forecast T+1@11:T+2@11: UP (p=97.67%)
[2025-12-22T20:33:00.153846] [INFO ] [FORECASTER] Completed predict_future for TPG
[2025-12-22T20:33:00.153964] [INFO ] [sig       ] TPG: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:33:00.290558] [INFO ] [LOCAL     ] Saved forecast: TPG	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/TPG.txt
[2025-12-22T20:33:00.290927] [INFO ] [sig       ] [3167/3560] Completed TPG in 0.3s | 2.94 sym/s | Total: 17.9m | ETA: 2.2m
[2025-12-22T20:33:00.290968] [INFO ] [sig       ] [3168/3560] Forecasting TPGXL...
[2025-12-22T20:33:00.291000] [INFO ] [sig       ] Generating forecast for: TPGXL
[2025-12-22T20:33:00.291031] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPGXL' from 'https://tdm.silogroup.org/data/derivative_storage/TPGXL.csv'.
[2025-12-22T20:33:00.303828] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPGXL'.
[2025-12-22T20:33:00.304152] [INFO ] [FORECASTER] Starting predict_future for TPGXL
[2025-12-22T20:33:00.304964] [DEBUG] [LOCAL     ] No optimal features file found for TPGXL: ./output/feature-sets/TPGXL.txt
[2025-12-22T20:33:00.305018] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:33:00.305052] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:33:00.305081] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:33:00.305138] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:33:00.362294] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:33:00.362981] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:33:00.363058] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:33:00.363090] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:33:00.475226] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:33:00.475382] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:33:00.475424] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:33:00.475453] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:33:00.478772] [DEBUG] [FORECASTER] TPGXL: Forecast T+1@11:T+2@11: DOWN (p=35.31%)
[2025-12-22T20:33:00.479047] [INFO ] [FORECASTER] Completed predict_future for TPGXL
[2025-12-22T20:33:00.479169] [INFO ] [sig       ] TPGXL: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:33:00.621688] [INFO ] [LOCAL     ] Saved forecast: TPGXL	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/TPGXL.txt
[2025-12-22T20:33:00.621820] [INFO ] [sig       ] [3168/3560] Completed TPGXL in 0.3s | 2.94 sym/s | Total: 17.9m | ETA: 2.2m
[2025-12-22T20:33:00.621859] [INFO ] [sig       ] [3169/3560] Forecasting TPH...
[2025-12-22T20:33:00.621915] [INFO ] [sig       ] Generating forecast for: TPH
[2025-12-22T20:33:00.621969] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPH' from 'https://tdm.silogroup.org/data/derivative_storage/TPH.csv'.
[2025-12-22T20:33:00.633508] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPH'.
[2025-12-22T20:33:00.633849] [INFO ] [FORECASTER] Starting predict_future for TPH
[2025-12-22T20:33:00.634615] [DEBUG] [LOCAL     ] No optimal features file found for TPH: ./output/feature-sets/TPH.txt
[2025-12-22T20:33:00.634668] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:33:00.634699] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:33:00.634726] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:33:00.634782] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:33:00.692077] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:33:00.692780] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:33:00.692860] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:33:00.692894] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:33:00.809017] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:33:00.809174] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:33:00.809213] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:33:00.809242] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:33:00.812594] [DEBUG] [FORECASTER] TPH: Forecast T+1@11:T+2@11: UP (p=87.61%)
[2025-12-22T20:33:00.812861] [INFO ] [FORECASTER] Completed predict_future for TPH
[2025-12-22T20:33:00.812981] [INFO ] [sig       ] TPH: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:33:00.955435] [INFO ] [LOCAL     ] Saved forecast: TPH	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/TPH.txt
[2025-12-22T20:33:00.955624] [INFO ] [sig       ] [3169/3560] Completed TPH in 0.3s | 2.94 sym/s | Total: 17.9m | ETA: 2.2m
[2025-12-22T20:33:00.955688] [INFO ] [sig       ] [3170/3560] Forecasting TPL...
[2025-12-22T20:33:00.955721] [INFO ] [sig       ] Generating forecast for: TPL
[2025-12-22T20:33:00.955753] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPL' from 'https://tdm.silogroup.org/data/derivative_storage/TPL.csv'.
[2025-12-22T20:33:00.966944] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPL'.
[2025-12-22T20:33:00.967344] [INFO ] [FORECASTER] Starting predict_future for TPL
[2025-12-22T20:33:00.968167] [DEBUG] [LOCAL     ] No optimal features file found for TPL: ./output/feature-sets/TPL.txt
[2025-12-22T20:33:00.968218] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:33:00.968250] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:33:00.968276] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:33:00.968332] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:33:01.025280] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:33:01.026148] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:33:01.026225] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:33:01.026257] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:33:01.144695] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:33:01.144852] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:33:01.144894] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:33:01.144922] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:33:01.148277] [DEBUG] [FORECASTER] TPL: Forecast T+1@11:T+2@11: DOWN (p=21.56%)
[2025-12-22T20:33:01.148555] [INFO ] [FORECASTER] Completed predict_future for TPL
[2025-12-22T20:33:01.148707] [INFO ] [sig       ] TPL: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:33:01.288202] [INFO ] [LOCAL     ] Saved forecast: TPL	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/TPL.txt
[2025-12-22T20:33:01.288344] [INFO ] [sig       ] [3170/3560] Completed TPL in 0.3s | 2.94 sym/s | Total: 18.0m | ETA: 2.2m
[2025-12-22T20:33:01.288385] [INFO ] [sig       ] [3171/3560] Forecasting TPVG...
[2025-12-22T20:33:01.288415] [INFO ] [sig       ] Generating forecast for: TPVG
[2025-12-22T20:33:01.288448] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPVG' from 'https://tdm.silogroup.org/data/derivative_storage/TPVG.csv'.
[2025-12-22T20:33:01.299625] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPVG'.
[2025-12-22T20:33:01.299964] [INFO ] [FORECASTER] Starting predict_future for TPVG
[2025-12-22T20:33:01.300959] [DEBUG] [LOCAL     ] No optimal features file found for TPVG: ./output/feature-sets/TPVG.txt
[2025-12-22T20:33:01.301012] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:33:01.301045] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:33:01.301075] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:33:01.301132] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:33:01.360920] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:33:01.361705] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:33:01.361835] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:33:01.361881] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:33:01.482857] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:33:01.483009] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:33:01.483049] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:33:01.483079] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:33:01.486420] [DEBUG] [FORECASTER] TPVG: Forecast T+1@11:T+2@11: UP (p=89.44%)
[2025-12-22T20:33:01.486708] [INFO ] [FORECASTER] Completed predict_future for TPVG
[2025-12-22T20:33:01.486848] [INFO ] [sig       ] TPVG: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:33:01.635098] [INFO ] [LOCAL     ] Saved forecast: TPVG	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/TPVG.txt
[2025-12-22T20:33:01.635232] [INFO ] [sig       ] [3171/3560] Completed TPVG in 0.3s | 2.94 sym/s | Total: 18.0m | ETA: 2.2m
[2025-12-22T20:33:01.635270] [INFO ] [sig       ] [3172/3560] Forecasting TPYP...
[2025-12-22T20:33:01.635300] [INFO ] [sig       ] Generating forecast for: TPYP
[2025-12-22T20:33:01.635331] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPYP' from 'https://tdm.silogroup.org/data/derivative_storage/TPYP.csv'.
[2025-12-22T20:33:01.646707] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPYP'.
[2025-12-22T20:33:01.647017] [INFO ] [FORECASTER] Starting predict_future for TPYP
[2025-12-22T20:33:01.647823] [DEBUG] [LOCAL     ] No optimal features file found for TPYP: ./output/feature-sets/TPYP.txt
[2025-12-22T20:33:01.647874] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:33:01.647906] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:33:01.647933] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:33:01.647989] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:33:01.704903] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:33:01.705646] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:33:01.705721] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:33:01.705753] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:33:01.846409] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:33:01.846597] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:33:01.846642] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:33:01.846671] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:33:01.850037] [DEBUG] [FORECASTER] TPYP: Forecast T+1@11:T+2@11: DOWN (p=31.01%)
[2025-12-22T20:33:01.850311] [INFO ] [FORECASTER] Completed predict_future for TPYP
[2025-12-22T20:33:01.850437] [INFO ] [sig       ] TPYP: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:33:01.984862] [INFO ] [LOCAL     ] Saved forecast: TPYP	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/TPYP.txt
[2025-12-22T20:33:01.984987] [INFO ] [sig       ] [3172/3560] Completed TPYP in 0.3s | 2.94 sym/s | Total: 18.0m | ETA: 2.2m
[2025-12-22T20:33:01.985026] [INFO ] [sig       ] [3173/3560] Forecasting TPZ...
[2025-12-22T20:33:01.985055] [INFO ] [sig       ] Generating forecast for: TPZ
[2025-12-22T20:33:01.985085] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPZ' from 'https://tdm.silogroup.org/data/derivative_storage/TPZ.csv'.
[2025-12-22T20:33:01.996020] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPZ'.
[2025-12-22T20:33:01.996340] [INFO ] [FORECASTER] Starting predict_future for TPZ
[2025-12-22T20:33:01.997119] [DEBUG] [LOCAL     ] No optimal features file found for TPZ: ./output/feature-sets/TPZ.txt
[2025-12-22T20:33:01.997171] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:33:01.997204] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:33:01.997230] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:33:01.997287] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:33:02.053179] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:33:02.054075] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:33:02.054156] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:33:02.054188] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:33:02.160794] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:33:02.160953] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:33:02.161013] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:33:02.161043] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:33:02.164409] [DEBUG] [FORECASTER] TPZ: Forecast T+1@11:T+2@11: UP (p=95.56%)
[2025-12-22T20:33:02.164770] [INFO ] [FORECASTER] Completed predict_future for TPZ
[2025-12-22T20:33:02.164909] [INFO ] [sig       ] TPZ: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:33:02.309609] [INFO ] [LOCAL     ] Saved forecast: TPZ	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/TPZ.txt
[2025-12-22T20:33:02.309742] [INFO ] [sig       ] [3173/3560] Completed TPZ in 0.3s | 2.94 sym/s | Total: 18.0m | ETA: 2.2m
[2025-12-22T20:33:02.309781] [INFO ] [sig       ] [3174/3560] Forecasting TQQQ...
[2025-12-22T20:33:02.309811] [INFO ] [sig       ] Generating forecast for: TQQQ
[2025-12-22T20:33:02.309840] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TQQQ' from 'https://tdm.silogroup.org/data/derivative_storage/TQQQ.csv'.
[2025-12-22T20:33:02.320697] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TQQQ'.
[2025-12-22T20:33:02.321018] [INFO ] [FORECASTER] Starting predict_future for TQQQ
[2025-12-22T20:33:02.321790] [DEBUG] [LOCAL     ] No optimal features file found for TQQQ: ./output/feature-sets/TQQQ.txt
[2025-12-22T20:33:02.321842] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:33:02.321875] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:33:02.321902] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:33:02.321958] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:33:02.382587] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:33:02.383467] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:33:02.383546] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:33:02.383594] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:33:02.503732] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:33:02.503891] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:33:02.503930] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:33:02.503957] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:33:02.507265] [DEBUG] [FORECASTER] TQQQ: Forecast T+1@11:T+2@11: UP (p=69.88%)
[2025-12-22T20:33:02.507542] [INFO ] [FORECASTER] Completed predict_future for TQQQ
[2025-12-22T20:33:02.507683] [INFO ] [sig       ] TQQQ: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:33:02.644696] [INFO ] [LOCAL     ] Saved forecast: TQQQ	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/TQQQ.txt
[2025-12-22T20:33:02.644854] [INFO ] [sig       ] [3174/3560] Completed TQQQ in 0.3s | 2.94 sym/s | Total: 18.0m | ETA: 2.2m
[2025-12-22T20:33:02.644894] [INFO ] [sig       ] [3175/3560] Forecasting TRC...
[2025-12-22T20:33:02.644925] [INFO ] [sig       ] Generating forecast for: TRC
[2025-12-22T20:33:02.644955] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRC' from 'https://tdm.silogroup.org/data/derivative_storage/TRC.csv'.
[2025-12-22T20:33:02.656220] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRC'.
[2025-12-22T20:33:02.656660] [INFO ] [FORECASTER] Starting predict_future for TRC
[2025-12-22T20:33:02.657447] [DEBUG] [LOCAL     ] No optimal features file found for TRC: ./output/feature-sets/TRC.txt
[2025-12-22T20:33:02.657500] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:33:02.657533] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:33:02.657562] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:33:02.657651] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:33:02.718202] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:33:02.719121] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:33:02.719221] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:33:02.719255] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:33:02.840384] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:33:02.840529] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:33:02.840591] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:33:02.840625] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:33:02.843977] [DEBUG] [FORECASTER] TRC: Forecast T+1@11:T+2@11: UP (p=79.29%)
[2025-12-22T20:33:02.844252] [INFO ] [FORECASTER] Completed predict_future for TRC
[2025-12-22T20:33:02.844376] [INFO ] [sig       ] TRC: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:33:02.982599] [INFO ] [LOCAL     ] Saved forecast: TRC	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/TRC.txt
[2025-12-22T20:33:02.982754] [INFO ] [sig       ] [3175/3560] Completed TRC in 0.3s | 2.94 sym/s | Total: 18.0m | ETA: 2.2m
[2025-12-22T20:33:02.982792] [INFO ] [sig       ] [3176/3560] Forecasting TRDA...
[2025-12-22T20:33:02.982820] [INFO ] [sig       ] Generating forecast for: TRDA
[2025-12-22T20:33:02.982851] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRDA' from 'https://tdm.silogroup.org/data/derivative_storage/TRDA.csv'.
[2025-12-22T20:33:02.994282] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRDA'.
[2025-12-22T20:33:02.994655] [INFO ] [FORECASTER] Starting predict_future for TRDA
[2025-12-22T20:33:02.995449] [DEBUG] [LOCAL     ] No optimal features file found for TRDA: ./output/feature-sets/TRDA.txt
[2025-12-22T20:33:02.995501] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:33:02.995535] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:33:02.995561] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:33:02.995647] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:33:03.052137] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:33:03.052792] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:33:03.052870] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:33:03.052902] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:33:03.171906] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:33:03.172046] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:33:03.172085] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:33:03.172113] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:33:03.175382] [DEBUG] [FORECASTER] TRDA: Forecast T+1@11:T+2@11: DOWN (p=13.13%)
[2025-12-22T20:33:03.175679] [INFO ] [FORECASTER] Completed predict_future for TRDA
[2025-12-22T20:33:03.175804] [INFO ] [sig       ] TRDA: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:33:03.310914] [INFO ] [LOCAL     ] Saved forecast: TRDA	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/TRDA.txt
[2025-12-22T20:33:03.311050] [INFO ] [sig       ] [3176/3560] Completed TRDA in 0.3s | 2.94 sym/s | Total: 18.0m | ETA: 2.2m
[2025-12-22T20:33:03.311088] [INFO ] [sig       ] [3177/3560] Forecasting TREE...
[2025-12-22T20:33:03.311117] [INFO ] [sig       ] Generating forecast for: TREE
[2025-12-22T20:33:03.311147] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TREE' from 'https://tdm.silogroup.org/data/derivative_storage/TREE.csv'.
[2025-12-22T20:33:03.321908] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TREE'.
[2025-12-22T20:33:03.322238] [INFO ] [FORECASTER] Starting predict_future for TREE
[2025-12-22T20:33:03.323020] [DEBUG] [LOCAL     ] No optimal features file found for TREE: ./output/feature-sets/TREE.txt
[2025-12-22T20:33:03.323072] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:33:03.323140] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:33:03.323170] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:33:03.323225] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:33:03.378619] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:33:03.379369] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:33:03.379447] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:33:03.379480] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:33:03.500438] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:33:03.500607] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:33:03.500650] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:33:03.500680] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:33:03.504033] [DEBUG] [FORECASTER] TREE: Forecast T+1@11:T+2@11: DOWN (p=1.18%)
[2025-12-22T20:33:03.504311] [INFO ] [FORECASTER] Completed predict_future for TREE
[2025-12-22T20:33:03.504435] [INFO ] [sig       ] TREE: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:33:03.640229] [INFO ] [LOCAL     ] Saved forecast: TREE	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/TREE.txt
[2025-12-22T20:33:03.640369] [INFO ] [sig       ] [3177/3560] Completed TREE in 0.3s | 2.94 sym/s | Total: 18.0m | ETA: 2.2m
[2025-12-22T20:33:03.640408] [INFO ] [sig       ] [3178/3560] Forecasting TREX...
[2025-12-22T20:33:03.640438] [INFO ] [sig       ] Generating forecast for: TREX
[2025-12-22T20:33:03.640469] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TREX' from 'https://tdm.silogroup.org/data/derivative_storage/TREX.csv'.
[2025-12-22T20:33:03.651764] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TREX'.
[2025-12-22T20:33:03.652142] [INFO ] [FORECASTER] Starting predict_future for TREX
[2025-12-22T20:33:03.652942] [DEBUG] [LOCAL     ] No optimal features file found for TREX: ./output/feature-sets/TREX.txt
[2025-12-22T20:33:03.652995] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:33:03.653056] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:33:03.653085] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:33:03.653140] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:33:03.711234] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:33:03.712221] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:33:03.712336] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:33:03.712384] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:33:03.846764] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:33:03.846930] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:33:03.846973] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:33:03.847013] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:33:03.850772] [DEBUG] [FORECASTER] TREX: Forecast T+1@11:T+2@11: DOWN (p=3.15%)
[2025-12-22T20:33:03.851060] [INFO ] [FORECASTER] Completed predict_future for TREX
[2025-12-22T20:33:03.851188] [INFO ] [sig       ] TREX: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:33:03.998255] [INFO ] [LOCAL     ] Saved forecast: TREX	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/TREX.txt
[2025-12-22T20:33:03.998415] [INFO ] [sig       ] [3178/3560] Completed TREX in 0.4s | 2.94 sym/s | Total: 18.0m | ETA: 2.2m
[2025-12-22T20:33:03.998456] [INFO ] [sig       ] [3179/3560] Forecasting TRGP...
[2025-12-22T20:33:03.998487] [INFO ] [sig       ] Generating forecast for: TRGP
[2025-12-22T20:33:03.998517] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRGP' from 'https://tdm.silogroup.org/data/derivative_storage/TRGP.csv'.
[2025-12-22T20:33:04.010165] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRGP'.
[2025-12-22T20:33:04.010553] [INFO ] [FORECASTER] Starting predict_future for TRGP
[2025-12-22T20:33:04.011362] [DEBUG] [LOCAL     ] No optimal features file found for TRGP: ./output/feature-sets/TRGP.txt
[2025-12-22T20:33:04.011423] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:33:04.011458] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:33:04.011486] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:33:04.011542] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:33:04.072527] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:33:04.073390] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:33:04.073473] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:33:04.073508] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:33:04.199138] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:33:04.199301] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:33:04.199343] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:33:04.199373] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:33:04.203103] [DEBUG] [FORECASTER] TRGP: Forecast T+1@11:T+2@11: UP (p=92.29%)
[2025-12-22T20:33:04.203382] [INFO ] [FORECASTER] Completed predict_future for TRGP
[2025-12-22T20:33:04.203532] [INFO ] [sig       ] TRGP: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:33:04.338677] [INFO ] [LOCAL     ] Saved forecast: TRGP	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/TRGP.txt
[2025-12-22T20:33:04.338820] [INFO ] [sig       ] [3179/3560] Completed TRGP in 0.3s | 2.94 sym/s | Total: 18.0m | ETA: 2.2m
[2025-12-22T20:33:04.338859] [INFO ] [sig       ] [3180/3560] Forecasting TRI...
[2025-12-22T20:33:04.338889] [INFO ] [sig       ] Generating forecast for: TRI
[2025-12-22T20:33:04.338919] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRI' from 'https://tdm.silogroup.org/data/derivative_storage/TRI.csv'.
[2025-12-22T20:33:04.350050] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRI'.
[2025-12-22T20:33:04.350406] [INFO ] [FORECASTER] Starting predict_future for TRI
[2025-12-22T20:33:04.351193] [DEBUG] [LOCAL     ] No optimal features file found for TRI: ./output/feature-sets/TRI.txt
[2025-12-22T20:33:04.351244] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:33:04.351276] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:33:04.351303] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:33:04.351359] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:33:04.406615] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:33:04.407347] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:33:04.407428] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:33:04.407460] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:33:04.542486] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:33:04.542656] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:33:04.542695] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:33:04.542724] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:33:04.546111] [DEBUG] [FORECASTER] TRI: Forecast T+1@11:T+2@11: DOWN (p=27.05%)
[2025-12-22T20:33:04.546393] [INFO ] [FORECASTER] Completed predict_future for TRI
[2025-12-22T20:33:04.546515] [INFO ] [sig       ] TRI: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:33:04.682019] [INFO ] [LOCAL     ] Saved forecast: TRI	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/TRI.txt
[2025-12-22T20:33:04.682165] [INFO ] [sig       ] [3180/3560] Completed TRI in 0.3s | 2.94 sym/s | Total: 18.0m | ETA: 2.2m
[2025-12-22T20:33:04.682205] [INFO ] [sig       ] [3181/3560] Forecasting TRIN...
[2025-12-22T20:33:04.682240] [INFO ] [sig       ] Generating forecast for: TRIN
[2025-12-22T20:33:04.682272] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRIN' from 'https://tdm.silogroup.org/data/derivative_storage/TRIN.csv'.
[2025-12-22T20:33:04.693298] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRIN'.
[2025-12-22T20:33:04.693669] [INFO ] [FORECASTER] Starting predict_future for TRIN
[2025-12-22T20:33:04.694426] [DEBUG] [LOCAL     ] No optimal features file found for TRIN: ./output/feature-sets/TRIN.txt
[2025-12-22T20:33:04.694477] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:33:04.694508] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:33:04.694534] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:33:04.694614] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:33:04.750312] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:33:04.751202] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:33:04.751289] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:33:04.751322] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:33:04.876717] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:33:04.876870] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:33:04.876910] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:33:04.876977] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:33:04.880382] [DEBUG] [FORECASTER] TRIN: Forecast T+1@11:T+2@11: UP (p=63.42%)
[2025-12-22T20:33:04.880683] [INFO ] [FORECASTER] Completed predict_future for TRIN
[2025-12-22T20:33:04.880806] [INFO ] [sig       ] TRIN: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:33:05.014810] [INFO ] [LOCAL     ] Saved forecast: TRIN	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/TRIN.txt
[2025-12-22T20:33:05.014949] [INFO ] [sig       ] [3181/3560] Completed TRIN in 0.3s | 2.94 sym/s | Total: 18.0m | ETA: 2.1m
[2025-12-22T20:33:05.014990] [INFO ] [sig       ] [3182/3560] Forecasting TRIP...
[2025-12-22T20:33:05.015019] [INFO ] [sig       ] Generating forecast for: TRIP
[2025-12-22T20:33:05.015048] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRIP' from 'https://tdm.silogroup.org/data/derivative_storage/TRIP.csv'.
[2025-12-22T20:33:05.025958] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRIP'.
[2025-12-22T20:33:05.026297] [INFO ] [FORECASTER] Starting predict_future for TRIP
[2025-12-22T20:33:05.027075] [DEBUG] [LOCAL     ] No optimal features file found for TRIP: ./output/feature-sets/TRIP.txt
[2025-12-22T20:33:05.027127] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:33:05.027160] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:33:05.027187] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:33:05.027243] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:33:05.082974] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:33:05.083667] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:33:05.083744] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:33:05.083776] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:33:05.201735] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:33:05.201886] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:33:05.201925] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:33:05.201953] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:33:05.205257] [DEBUG] [FORECASTER] TRIP: Forecast T+1@11:T+2@11: UP (p=94.85%)
[2025-12-22T20:33:05.205530] [INFO ] [FORECASTER] Completed predict_future for TRIP
[2025-12-22T20:33:05.205672] [INFO ] [sig       ] TRIP: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:33:05.339376] [INFO ] [LOCAL     ] Saved forecast: TRIP	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/TRIP.txt
[2025-12-22T20:33:05.339512] [INFO ] [sig       ] [3182/3560] Completed TRIP in 0.3s | 2.94 sym/s | Total: 18.0m | ETA: 2.1m
[2025-12-22T20:33:05.339553] [INFO ] [sig       ] [3183/3560] Forecasting TRMB...
[2025-12-22T20:33:05.339600] [INFO ] [sig       ] Generating forecast for: TRMB
[2025-12-22T20:33:05.339632] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRMB' from 'https://tdm.silogroup.org/data/derivative_storage/TRMB.csv'.
[2025-12-22T20:33:05.350502] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRMB'.
[2025-12-22T20:33:05.350880] [INFO ] [FORECASTER] Starting predict_future for TRMB
[2025-12-22T20:33:05.351658] [DEBUG] [LOCAL     ] No optimal features file found for TRMB: ./output/feature-sets/TRMB.txt
[2025-12-22T20:33:05.351710] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:33:05.351742] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:33:05.351769] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:33:05.351825] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:33:05.410608] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:33:05.411384] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:33:05.411460] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:33:05.411492] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:33:05.531860] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:33:05.532013] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:33:05.532050] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:33:05.532079] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:33:05.535382] [DEBUG] [FORECASTER] TRMB: Forecast T+1@11:T+2@11: DOWN (p=10.25%)
[2025-12-22T20:33:05.535670] [INFO ] [FORECASTER] Completed predict_future for TRMB
[2025-12-22T20:33:05.535791] [INFO ] [sig       ] TRMB: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:33:05.669443] [INFO ] [LOCAL     ] Saved forecast: TRMB	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/TRMB.txt
[2025-12-22T20:33:05.669612] [INFO ] [sig       ] [3183/3560] Completed TRMB in 0.3s | 2.94 sym/s | Total: 18.0m | ETA: 2.1m
[2025-12-22T20:33:05.669660] [INFO ] [sig       ] [3184/3560] Forecasting TRMD...
[2025-12-22T20:33:05.669691] [INFO ] [sig       ] Generating forecast for: TRMD
[2025-12-22T20:33:05.669723] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRMD' from 'https://tdm.silogroup.org/data/derivative_storage/TRMD.csv'.
[2025-12-22T20:33:05.681448] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRMD'.
[2025-12-22T20:33:05.681840] [INFO ] [FORECASTER] Starting predict_future for TRMD
[2025-12-22T20:33:05.682637] [DEBUG] [LOCAL     ] No optimal features file found for TRMD: ./output/feature-sets/TRMD.txt
[2025-12-22T20:33:05.682689] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:33:05.682721] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:33:05.682747] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:33:05.682804] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:33:05.745919] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:33:05.747224] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:33:05.747349] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:33:05.747388] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:33:05.882319] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:33:05.882560] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:33:05.882720] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:33:05.882799] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:33:05.887355] [DEBUG] [FORECASTER] TRMD: Forecast T+1@11:T+2@11: UP (p=54.67%)
[2025-12-22T20:33:05.887837] [INFO ] [FORECASTER] Completed predict_future for TRMD
[2025-12-22T20:33:05.888007] [INFO ] [sig       ] TRMD: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:33:06.039419] [INFO ] [LOCAL     ] Saved forecast: TRMD	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/TRMD.txt
[2025-12-22T20:33:06.039896] [INFO ] [sig       ] [3184/3560] Completed TRMD in 0.4s | 2.94 sym/s | Total: 18.0m | ETA: 2.1m
[2025-12-22T20:33:06.039943] [INFO ] [sig       ] [3185/3560] Forecasting TRMK...
[2025-12-22T20:33:06.039973] [INFO ] [sig       ] Generating forecast for: TRMK
[2025-12-22T20:33:06.040004] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRMK' from 'https://tdm.silogroup.org/data/derivative_storage/TRMK.csv'.
[2025-12-22T20:33:06.051268] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRMK'.
[2025-12-22T20:33:06.051687] [INFO ] [FORECASTER] Starting predict_future for TRMK
[2025-12-22T20:33:06.052471] [DEBUG] [LOCAL     ] No optimal features file found for TRMK: ./output/feature-sets/TRMK.txt
[2025-12-22T20:33:06.052524] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:33:06.052556] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:33:06.052601] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:33:06.052659] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:33:06.108995] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:33:06.109920] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:33:06.110007] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:33:06.110040] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:33:06.225646] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:33:06.225810] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:33:06.225851] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:33:06.225879] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:33:06.229316] [DEBUG] [FORECASTER] TRMK: Forecast T+1@11:T+2@11: UP (p=50.35%)
[2025-12-22T20:33:06.229627] [INFO ] [FORECASTER] Completed predict_future for TRMK
[2025-12-22T20:33:06.229760] [INFO ] [sig       ] TRMK: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:33:06.363184] [INFO ] [LOCAL     ] Saved forecast: TRMK	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/TRMK.txt
[2025-12-22T20:33:06.363321] [INFO ] [sig       ] [3185/3560] Completed TRMK in 0.3s | 2.94 sym/s | Total: 18.0m | ETA: 2.1m
[2025-12-22T20:33:06.363360] [INFO ] [sig       ] [3186/3560] Forecasting TRN...
[2025-12-22T20:33:06.363389] [INFO ] [sig       ] Generating forecast for: TRN
[2025-12-22T20:33:06.363420] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRN' from 'https://tdm.silogroup.org/data/derivative_storage/TRN.csv'.
[2025-12-22T20:33:06.374467] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRN'.
[2025-12-22T20:33:06.374836] [INFO ] [FORECASTER] Starting predict_future for TRN
[2025-12-22T20:33:06.375606] [DEBUG] [LOCAL     ] No optimal features file found for TRN: ./output/feature-sets/TRN.txt
[2025-12-22T20:33:06.375656] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:33:06.375691] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:33:06.375719] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:33:06.375775] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:33:06.431262] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:33:06.431968] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:33:06.432048] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:33:06.432097] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:33:06.550437] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:33:06.550605] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:33:06.550647] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:33:06.550676] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:33:06.553962] [DEBUG] [FORECASTER] TRN: Forecast T+1@11:T+2@11: DOWN (p=17.91%)
[2025-12-22T20:33:06.554234] [INFO ] [FORECASTER] Completed predict_future for TRN
[2025-12-22T20:33:06.554354] [INFO ] [sig       ] TRN: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:33:06.690135] [INFO ] [LOCAL     ] Saved forecast: TRN	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/TRN.txt
[2025-12-22T20:33:06.690288] [INFO ] [sig       ] [3186/3560] Completed TRN in 0.3s | 2.94 sym/s | Total: 18.0m | ETA: 2.1m
[2025-12-22T20:33:06.690327] [INFO ] [sig       ] [3187/3560] Forecasting TRNO...
[2025-12-22T20:33:06.690356] [INFO ] [sig       ] Generating forecast for: TRNO
[2025-12-22T20:33:06.690387] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRNO' from 'https://tdm.silogroup.org/data/derivative_storage/TRNO.csv'.
[2025-12-22T20:33:06.703135] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRNO'.
[2025-12-22T20:33:06.703613] [INFO ] [FORECASTER] Starting predict_future for TRNO
[2025-12-22T20:33:06.704446] [DEBUG] [LOCAL     ] No optimal features file found for TRNO: ./output/feature-sets/TRNO.txt
[2025-12-22T20:33:06.704509] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:33:06.704554] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:33:06.704617] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:33:06.704684] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:33:06.770227] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:33:06.771217] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:33:06.771301] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:33:06.771334] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:33:06.901655] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:33:06.901813] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:33:06.901855] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:33:06.901895] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:33:06.905724] [DEBUG] [FORECASTER] TRNO: Forecast T+1@11:T+2@11: DOWN (p=11.79%)
[2025-12-22T20:33:06.905999] [INFO ] [FORECASTER] Completed predict_future for TRNO
[2025-12-22T20:33:06.906125] [INFO ] [sig       ] TRNO: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:33:07.050756] [INFO ] [LOCAL     ] Saved forecast: TRNO	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/TRNO.txt
[2025-12-22T20:33:07.050900] [INFO ] [sig       ] [3187/3560] Completed TRNO in 0.4s | 2.94 sym/s | Total: 18.1m | ETA: 2.1m
[2025-12-22T20:33:07.050942] [INFO ] [sig       ] [3188/3560] Forecasting TRNS...
[2025-12-22T20:33:07.050972] [INFO ] [sig       ] Generating forecast for: TRNS
[2025-12-22T20:33:07.051002] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRNS' from 'https://tdm.silogroup.org/data/derivative_storage/TRNS.csv'.
[2025-12-22T20:33:07.062016] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRNS'.
[2025-12-22T20:33:07.062368] [INFO ] [FORECASTER] Starting predict_future for TRNS
[2025-12-22T20:33:07.063175] [DEBUG] [LOCAL     ] No optimal features file found for TRNS: ./output/feature-sets/TRNS.txt
[2025-12-22T20:33:07.063227] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:33:07.063259] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:33:07.063304] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:33:07.063364] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:33:07.125114] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:33:07.125985] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:33:07.126107] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:33:07.126146] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:33:07.253507] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:33:07.253790] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:33:07.253832] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:33:07.253861] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:33:07.257465] [DEBUG] [FORECASTER] TRNS: Forecast T+1@11:T+2@11: DOWN (p=21.33%)
[2025-12-22T20:33:07.257802] [INFO ] [FORECASTER] Completed predict_future for TRNS
[2025-12-22T20:33:07.257963] [INFO ] [sig       ] TRNS: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:33:07.406233] [INFO ] [LOCAL     ] Saved forecast: TRNS	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/TRNS.txt
[2025-12-22T20:33:07.406426] [INFO ] [sig       ] [3188/3560] Completed TRNS in 0.4s | 2.94 sym/s | Total: 18.1m | ETA: 2.1m
[2025-12-22T20:33:07.406478] [INFO ] [sig       ] [3189/3560] Forecasting TROX...
[2025-12-22T20:33:07.406510] [INFO ] [sig       ] Generating forecast for: TROX
[2025-12-22T20:33:07.406540] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TROX' from 'https://tdm.silogroup.org/data/derivative_storage/TROX.csv'.
[2025-12-22T20:33:07.418338] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TROX'.
[2025-12-22T20:33:07.418711] [INFO ] [FORECASTER] Starting predict_future for TROX
[2025-12-22T20:33:07.419612] [DEBUG] [LOCAL     ] No optimal features file found for TROX: ./output/feature-sets/TROX.txt
[2025-12-22T20:33:07.419665] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:33:07.419700] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:33:07.419741] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:33:07.419822] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:33:07.480540] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:33:07.481321] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:33:07.481401] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:33:07.481435] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:33:07.604173] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:33:07.604333] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:33:07.604375] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:33:07.604405] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:33:07.607983] [DEBUG] [FORECASTER] TROX: Forecast T+1@11:T+2@11: UP (p=62.72%)
[2025-12-22T20:33:07.608270] [INFO ] [FORECASTER] Completed predict_future for TROX
[2025-12-22T20:33:07.608406] [INFO ] [sig       ] TROX: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:33:07.755105] [INFO ] [LOCAL     ] Saved forecast: TROX	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/TROX.txt
[2025-12-22T20:33:07.755249] [INFO ] [sig       ] [3189/3560] Completed TROX in 0.3s | 2.94 sym/s | Total: 18.1m | ETA: 2.1m
[2025-12-22T20:33:07.755290] [INFO ] [sig       ] [3190/3560] Forecasting TRP...
[2025-12-22T20:33:07.755321] [INFO ] [sig       ] Generating forecast for: TRP
[2025-12-22T20:33:07.755350] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRP' from 'https://tdm.silogroup.org/data/derivative_storage/TRP.csv'.
[2025-12-22T20:33:07.766709] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRP'.
[2025-12-22T20:33:07.767089] [INFO ] [FORECASTER] Starting predict_future for TRP
[2025-12-22T20:33:07.767986] [DEBUG] [LOCAL     ] No optimal features file found for TRP: ./output/feature-sets/TRP.txt
[2025-12-22T20:33:07.768040] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:33:07.768071] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:33:07.768097] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:33:07.768152] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:33:07.829982] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:33:07.830710] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:33:07.830796] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:33:07.830830] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:33:07.952832] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:33:07.952980] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:33:07.953020] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:33:07.953047] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:33:07.956485] [DEBUG] [FORECASTER] TRP: Forecast T+1@11:T+2@11: DOWN (p=14.50%)
[2025-12-22T20:33:07.956781] [INFO ] [FORECASTER] Completed predict_future for TRP
[2025-12-22T20:33:07.956936] [INFO ] [sig       ] TRP: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:33:08.103328] [INFO ] [LOCAL     ] Saved forecast: TRP	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/TRP.txt
[2025-12-22T20:33:08.103503] [INFO ] [sig       ] [3190/3560] Completed TRP in 0.3s | 2.94 sym/s | Total: 18.1m | ETA: 2.1m
[2025-12-22T20:33:08.103547] [INFO ] [sig       ] [3191/3560] Forecasting TRS...
[2025-12-22T20:33:08.103597] [INFO ] [sig       ] Generating forecast for: TRS
[2025-12-22T20:33:08.103631] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRS' from 'https://tdm.silogroup.org/data/derivative_storage/TRS.csv'.
[2025-12-22T20:33:08.116089] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRS'.
[2025-12-22T20:33:08.116459] [INFO ] [FORECASTER] Starting predict_future for TRS
[2025-12-22T20:33:08.117251] [DEBUG] [LOCAL     ] No optimal features file found for TRS: ./output/feature-sets/TRS.txt
[2025-12-22T20:33:08.117320] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:33:08.117356] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:33:08.117382] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:33:08.117437] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:33:08.174469] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:33:08.175274] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:33:08.175356] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:33:08.175389] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:33:08.301240] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:33:08.301396] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:33:08.301435] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:33:08.301463] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:33:08.304805] [DEBUG] [FORECASTER] TRS: Forecast T+1@11:T+2@11: UP (p=95.05%)
[2025-12-22T20:33:08.305129] [INFO ] [FORECASTER] Completed predict_future for TRS
[2025-12-22T20:33:08.305282] [INFO ] [sig       ] TRS: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:33:08.442886] [INFO ] [LOCAL     ] Saved forecast: TRS	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/TRS.txt
[2025-12-22T20:33:08.443081] [INFO ] [sig       ] [3191/3560] Completed TRS in 0.3s | 2.94 sym/s | Total: 18.1m | ETA: 2.1m
[2025-12-22T20:33:08.443122] [INFO ] [sig       ] [3192/3560] Forecasting TRTX...
[2025-12-22T20:33:08.443152] [INFO ] [sig       ] Generating forecast for: TRTX
[2025-12-22T20:33:08.443188] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRTX' from 'https://tdm.silogroup.org/data/derivative_storage/TRTX.csv'.
[2025-12-22T20:33:08.453856] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRTX'.
[2025-12-22T20:33:08.454239] [INFO ] [FORECASTER] Starting predict_future for TRTX
[2025-12-22T20:33:08.455018] [DEBUG] [LOCAL     ] No optimal features file found for TRTX: ./output/feature-sets/TRTX.txt
[2025-12-22T20:33:08.455070] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:33:08.455103] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:33:08.455129] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:33:08.455186] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:33:08.514053] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:33:08.514950] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:33:08.515034] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:33:08.515067] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:33:08.636645] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:33:08.636808] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:33:08.636847] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:33:08.636875] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:33:08.640221] [DEBUG] [FORECASTER] TRTX: Forecast T+1@11:T+2@11: DOWN (p=22.91%)
[2025-12-22T20:33:08.640502] [INFO ] [FORECASTER] Completed predict_future for TRTX
[2025-12-22T20:33:08.640648] [INFO ] [sig       ] TRTX: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:33:08.781412] [INFO ] [LOCAL     ] Saved forecast: TRTX	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/TRTX.txt
[2025-12-22T20:33:08.781546] [INFO ] [sig       ] [3192/3560] Completed TRTX in 0.3s | 2.94 sym/s | Total: 18.1m | ETA: 2.1m
[2025-12-22T20:33:08.781603] [INFO ] [sig       ] [3193/3560] Forecasting TRUE...
[2025-12-22T20:33:08.781634] [INFO ] [sig       ] Generating forecast for: TRUE
[2025-12-22T20:33:08.781664] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRUE' from 'https://tdm.silogroup.org/data/derivative_storage/TRUE.csv'.
[2025-12-22T20:33:08.792712] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRUE'.
[2025-12-22T20:33:08.793075] [INFO ] [FORECASTER] Starting predict_future for TRUE
[2025-12-22T20:33:08.793888] [DEBUG] [LOCAL     ] No optimal features file found for TRUE: ./output/feature-sets/TRUE.txt
[2025-12-22T20:33:08.793942] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:33:08.793976] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:33:08.794004] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:33:08.794060] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:33:08.851398] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:33:08.852074] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:33:08.852151] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:33:08.852185] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:33:08.975124] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:33:08.975304] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:33:08.975346] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:33:08.975377] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:33:08.978994] [DEBUG] [FORECASTER] TRUE: Forecast T+1@11:T+2@11: DOWN (p=3.33%)
[2025-12-22T20:33:08.979317] [INFO ] [FORECASTER] Completed predict_future for TRUE
[2025-12-22T20:33:08.979445] [INFO ] [sig       ] TRUE: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:33:09.119245] [INFO ] [LOCAL     ] Saved forecast: TRUE	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/TRUE.txt
[2025-12-22T20:33:09.119392] [INFO ] [sig       ] [3193/3560] Completed TRUE in 0.3s | 2.94 sym/s | Total: 18.1m | ETA: 2.1m
[2025-12-22T20:33:09.119431] [INFO ] [sig       ] [3194/3560] Forecasting TRUP...
[2025-12-22T20:33:09.119460] [INFO ] [sig       ] Generating forecast for: TRUP
[2025-12-22T20:33:09.119488] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRUP' from 'https://tdm.silogroup.org/data/derivative_storage/TRUP.csv'.
[2025-12-22T20:33:09.130600] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRUP'.
[2025-12-22T20:33:09.130933] [INFO ] [FORECASTER] Starting predict_future for TRUP
[2025-12-22T20:33:09.131718] [DEBUG] [LOCAL     ] No optimal features file found for TRUP: ./output/feature-sets/TRUP.txt
[2025-12-22T20:33:09.131770] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:33:09.131803] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:33:09.131831] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:33:09.131886] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:33:09.189146] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:33:09.189806] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:33:09.189886] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:33:09.189920] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:33:09.312994] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:33:09.313147] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:33:09.313187] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:33:09.313217] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:33:09.316650] [DEBUG] [FORECASTER] TRUP: Forecast T+1@11:T+2@11: DOWN (p=16.26%)
[2025-12-22T20:33:09.316929] [INFO ] [FORECASTER] Completed predict_future for TRUP
[2025-12-22T20:33:09.317053] [INFO ] [sig       ] TRUP: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:33:09.456313] [INFO ] [LOCAL     ] Saved forecast: TRUP	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/TRUP.txt
[2025-12-22T20:33:09.456443] [INFO ] [sig       ] [3194/3560] Completed TRUP in 0.3s | 2.94 sym/s | Total: 18.1m | ETA: 2.1m
[2025-12-22T20:33:09.456483] [INFO ] [sig       ] [3195/3560] Forecasting TRVG...
[2025-12-22T20:33:09.456512] [INFO ] [sig       ] Generating forecast for: TRVG
[2025-12-22T20:33:09.456542] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRVG' from 'https://tdm.silogroup.org/data/derivative_storage/TRVG.csv'.
[2025-12-22T20:33:09.467461] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRVG'.
[2025-12-22T20:33:09.467825] [INFO ] [FORECASTER] Starting predict_future for TRVG
[2025-12-22T20:33:09.468602] [DEBUG] [LOCAL     ] No optimal features file found for TRVG: ./output/feature-sets/TRVG.txt
[2025-12-22T20:33:09.468655] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:33:09.468716] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:33:09.468746] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:33:09.468806] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:33:09.527029] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:33:09.527808] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:33:09.527900] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:33:09.527934] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:33:09.650911] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:33:09.651067] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:33:09.651111] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:33:09.651142] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:33:09.654603] [DEBUG] [FORECASTER] TRVG: Forecast T+1@11:T+2@11: DOWN (p=9.16%)
[2025-12-22T20:33:09.654900] [INFO ] [FORECASTER] Completed predict_future for TRVG
[2025-12-22T20:33:09.655031] [INFO ] [sig       ] TRVG: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:33:09.810379] [INFO ] [LOCAL     ] Saved forecast: TRVG	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/TRVG.txt
[2025-12-22T20:33:09.810533] [INFO ] [sig       ] [3195/3560] Completed TRVG in 0.4s | 2.94 sym/s | Total: 18.1m | ETA: 2.1m
[2025-12-22T20:33:09.810596] [INFO ] [sig       ] [3196/3560] Forecasting TS...
[2025-12-22T20:33:09.810631] [INFO ] [sig       ] Generating forecast for: TS
[2025-12-22T20:33:09.810664] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TS' from 'https://tdm.silogroup.org/data/derivative_storage/TS.csv'.
[2025-12-22T20:33:09.821698] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TS'.
[2025-12-22T20:33:09.822015] [INFO ] [FORECASTER] Starting predict_future for TS
[2025-12-22T20:33:09.822829] [DEBUG] [LOCAL     ] No optimal features file found for TS: ./output/feature-sets/TS.txt
[2025-12-22T20:33:09.822883] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:33:09.822917] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:33:09.822946] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:33:09.823004] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:33:09.880229] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:33:09.880895] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:33:09.880973] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:33:09.881008] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:33:10.000009] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:33:10.000171] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:33:10.000211] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:33:10.000242] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:33:10.003819] [DEBUG] [FORECASTER] TS: Forecast T+1@11:T+2@11: DOWN (p=16.14%)
[2025-12-22T20:33:10.004160] [INFO ] [FORECASTER] Completed predict_future for TS
[2025-12-22T20:33:10.004297] [INFO ] [sig       ] TS: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:33:10.149199] [INFO ] [LOCAL     ] Saved forecast: TS	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/TS.txt
[2025-12-22T20:33:10.149364] [INFO ] [sig       ] [3196/3560] Completed TS in 0.3s | 2.94 sym/s | Total: 18.1m | ETA: 2.1m
[2025-12-22T20:33:10.149409] [INFO ] [sig       ] [3197/3560] Forecasting TSBK...
[2025-12-22T20:33:10.149441] [INFO ] [sig       ] Generating forecast for: TSBK
[2025-12-22T20:33:10.149473] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSBK' from 'https://tdm.silogroup.org/data/derivative_storage/TSBK.csv'.
[2025-12-22T20:33:10.160215] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSBK'.
[2025-12-22T20:33:10.160648] [INFO ] [FORECASTER] Starting predict_future for TSBK
[2025-12-22T20:33:10.161570] [DEBUG] [LOCAL     ] No optimal features file found for TSBK: ./output/feature-sets/TSBK.txt
[2025-12-22T20:33:10.161652] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:33:10.161686] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:33:10.161714] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:33:10.161770] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:33:10.220233] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:33:10.221155] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:33:10.221234] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:33:10.221269] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:33:10.324649] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:33:10.324815] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:33:10.324854] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:33:10.324882] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:33:10.328406] [DEBUG] [FORECASTER] TSBK: Forecast T+1@11:T+2@11: UP (p=92.85%)
[2025-12-22T20:33:10.328693] [INFO ] [FORECASTER] Completed predict_future for TSBK
[2025-12-22T20:33:10.328815] [INFO ] [sig       ] TSBK: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:33:10.469089] [INFO ] [LOCAL     ] Saved forecast: TSBK	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/TSBK.txt
[2025-12-22T20:33:10.469236] [INFO ] [sig       ] [3197/3560] Completed TSBK in 0.3s | 2.94 sym/s | Total: 18.1m | ETA: 2.1m
[2025-12-22T20:33:10.469275] [INFO ] [sig       ] [3198/3560] Forecasting TSCO...
[2025-12-22T20:33:10.469304] [INFO ] [sig       ] Generating forecast for: TSCO
[2025-12-22T20:33:10.469335] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSCO' from 'https://tdm.silogroup.org/data/derivative_storage/TSCO.csv'.
[2025-12-22T20:33:10.480816] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSCO'.
[2025-12-22T20:33:10.481284] [INFO ] [FORECASTER] Starting predict_future for TSCO
[2025-12-22T20:33:10.482054] [DEBUG] [LOCAL     ] No optimal features file found for TSCO: ./output/feature-sets/TSCO.txt
[2025-12-22T20:33:10.482105] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:33:10.482137] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:33:10.482163] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:33:10.482219] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:33:10.538661] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:33:10.539274] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:33:10.539351] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:33:10.539383] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:33:10.657904] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:33:10.658057] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:33:10.658096] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:33:10.658156] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:33:10.661735] [DEBUG] [FORECASTER] TSCO: Forecast T+1@11:T+2@11: DOWN (p=33.07%)
[2025-12-22T20:33:10.662030] [INFO ] [FORECASTER] Completed predict_future for TSCO
[2025-12-22T20:33:10.662157] [INFO ] [sig       ] TSCO: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:33:10.803681] [INFO ] [LOCAL     ] Saved forecast: TSCO	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/TSCO.txt
[2025-12-22T20:33:10.803815] [INFO ] [sig       ] [3198/3560] Completed TSCO in 0.3s | 2.94 sym/s | Total: 18.1m | ETA: 2.1m
[2025-12-22T20:33:10.803855] [INFO ] [sig       ] [3199/3560] Forecasting TSDD...
[2025-12-22T20:33:10.803884] [INFO ] [sig       ] Generating forecast for: TSDD
[2025-12-22T20:33:10.803914] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSDD' from 'https://tdm.silogroup.org/data/derivative_storage/TSDD.csv'.
[2025-12-22T20:33:10.816062] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSDD'.
[2025-12-22T20:33:10.816427] [INFO ] [FORECASTER] Starting predict_future for TSDD
[2025-12-22T20:33:10.817216] [DEBUG] [LOCAL     ] No optimal features file found for TSDD: ./output/feature-sets/TSDD.txt
[2025-12-22T20:33:10.817269] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:33:10.817303] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:33:10.817331] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:33:10.817387] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:33:10.875442] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:33:10.876123] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:33:10.876199] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:33:10.876232] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:33:10.998178] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:33:10.998336] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:33:10.998374] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:33:10.998403] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:33:11.001708] [DEBUG] [FORECASTER] TSDD: Forecast T+1@11:T+2@11: DOWN (p=8.94%)
[2025-12-22T20:33:11.001988] [INFO ] [FORECASTER] Completed predict_future for TSDD
[2025-12-22T20:33:11.002114] [INFO ] [sig       ] TSDD: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:33:11.141296] [INFO ] [LOCAL     ] Saved forecast: TSDD	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/TSDD.txt
[2025-12-22T20:33:11.141447] [INFO ] [sig       ] [3199/3560] Completed TSDD in 0.3s | 2.94 sym/s | Total: 18.1m | ETA: 2.0m
[2025-12-22T20:33:11.141487] [INFO ] [sig       ] [3200/3560] Forecasting TSEM...
[2025-12-22T20:33:11.141516] [INFO ] [sig       ] Generating forecast for: TSEM
[2025-12-22T20:33:11.141546] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSEM' from 'https://tdm.silogroup.org/data/derivative_storage/TSEM.csv'.
[2025-12-22T20:33:11.152964] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSEM'.
[2025-12-22T20:33:11.153280] [INFO ] [FORECASTER] Starting predict_future for TSEM
[2025-12-22T20:33:11.154081] [DEBUG] [LOCAL     ] No optimal features file found for TSEM: ./output/feature-sets/TSEM.txt
[2025-12-22T20:33:11.154132] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:33:11.154163] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:33:11.154189] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:33:11.154244] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:33:11.214775] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:33:11.215722] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:33:11.215822] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:33:11.215862] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:33:11.347379] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:33:11.347530] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:33:11.347586] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:33:11.347621] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:33:11.351801] [DEBUG] [FORECASTER] TSEM: Forecast T+1@11:T+2@11: UP (p=55.35%)
[2025-12-22T20:33:11.352152] [INFO ] [FORECASTER] Completed predict_future for TSEM
[2025-12-22T20:33:11.352302] [INFO ] [sig       ] TSEM: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:33:11.510295] [INFO ] [LOCAL     ] Saved forecast: TSEM	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/TSEM.txt
[2025-12-22T20:33:11.510479] [INFO ] [sig       ] [3200/3560] Completed TSEM in 0.4s | 2.94 sym/s | Total: 18.1m | ETA: 2.0m
[2025-12-22T20:33:11.510527] [INFO ] [sig       ] [3201/3560] Forecasting TSHA...
[2025-12-22T20:33:11.510565] [INFO ] [sig       ] Generating forecast for: TSHA
[2025-12-22T20:33:11.510627] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSHA' from 'https://tdm.silogroup.org/data/derivative_storage/TSHA.csv'.
[2025-12-22T20:33:11.523405] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSHA'.
[2025-12-22T20:33:11.523811] [INFO ] [FORECASTER] Starting predict_future for TSHA
[2025-12-22T20:33:11.524602] [DEBUG] [LOCAL     ] No optimal features file found for TSHA: ./output/feature-sets/TSHA.txt
[2025-12-22T20:33:11.524675] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:33:11.524711] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:33:11.524739] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:33:11.524796] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:33:11.590635] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:33:11.591549] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:33:11.591663] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:33:11.591705] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:33:11.711514] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:33:11.711691] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:33:11.711734] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:33:11.711764] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:33:11.715106] [DEBUG] [FORECASTER] TSHA: Forecast T+1@11:T+2@11: DOWN (p=9.56%)
[2025-12-22T20:33:11.715382] [INFO ] [FORECASTER] Completed predict_future for TSHA
[2025-12-22T20:33:11.715507] [INFO ] [sig       ] TSHA: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:33:11.850817] [INFO ] [LOCAL     ] Saved forecast: TSHA	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/TSHA.txt
[2025-12-22T20:33:11.850948] [INFO ] [sig       ] [3201/3560] Completed TSHA in 0.3s | 2.94 sym/s | Total: 18.1m | ETA: 2.0m
[2025-12-22T20:33:11.850986] [INFO ] [sig       ] [3202/3560] Forecasting TSI...
[2025-12-22T20:33:11.851017] [INFO ] [sig       ] Generating forecast for: TSI
[2025-12-22T20:33:11.851046] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSI' from 'https://tdm.silogroup.org/data/derivative_storage/TSI.csv'.
[2025-12-22T20:33:11.861091] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSI'.
[2025-12-22T20:33:11.861407] [INFO ] [FORECASTER] Starting predict_future for TSI
[2025-12-22T20:33:11.862176] [DEBUG] [LOCAL     ] No optimal features file found for TSI: ./output/feature-sets/TSI.txt
[2025-12-22T20:33:11.862227] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:33:11.862259] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:33:11.862286] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:33:11.862342] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:33:11.918170] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:33:11.918809] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:33:11.918889] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:33:11.918922] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:33:12.039095] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:33:12.039300] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:33:12.039343] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:33:12.039374] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:33:12.042824] [DEBUG] [FORECASTER] TSI: Forecast T+1@11:T+2@11: DOWN (p=7.76%)
[2025-12-22T20:33:12.043124] [INFO ] [FORECASTER] Completed predict_future for TSI
[2025-12-22T20:33:12.043255] [INFO ] [sig       ] TSI: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:33:12.178637] [INFO ] [LOCAL     ] Saved forecast: TSI	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/TSI.txt
[2025-12-22T20:33:12.178846] [INFO ] [sig       ] [3202/3560] Completed TSI in 0.3s | 2.94 sym/s | Total: 18.1m | ETA: 2.0m
[2025-12-22T20:33:12.178906] [INFO ] [sig       ] [3203/3560] Forecasting TSL...
[2025-12-22T20:33:12.178939] [INFO ] [sig       ] Generating forecast for: TSL
[2025-12-22T20:33:12.178973] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSL' from 'https://tdm.silogroup.org/data/derivative_storage/TSL.csv'.
[2025-12-22T20:33:12.191027] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSL'.
[2025-12-22T20:33:12.191374] [INFO ] [FORECASTER] Starting predict_future for TSL
[2025-12-22T20:33:12.192177] [DEBUG] [LOCAL     ] No optimal features file found for TSL: ./output/feature-sets/TSL.txt
[2025-12-22T20:33:12.192231] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:33:12.192264] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:33:12.192292] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:33:12.192350] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:33:12.249906] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:33:12.250816] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:33:12.250904] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:33:12.250939] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:33:12.367544] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:33:12.367734] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:33:12.367776] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:33:12.367804] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:33:12.371152] [DEBUG] [FORECASTER] TSL: Forecast T+1@11:T+2@11: UP (p=85.33%)
[2025-12-22T20:33:12.371425] [INFO ] [FORECASTER] Completed predict_future for TSL
[2025-12-22T20:33:12.371545] [INFO ] [sig       ] TSL: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:33:12.507098] [INFO ] [LOCAL     ] Saved forecast: TSL	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/TSL.txt
[2025-12-22T20:33:12.507222] [INFO ] [sig       ] [3203/3560] Completed TSL in 0.3s | 2.94 sym/s | Total: 18.1m | ETA: 2.0m
[2025-12-22T20:33:12.507259] [INFO ] [sig       ] [3204/3560] Forecasting TSLA...
[2025-12-22T20:33:12.507287] [INFO ] [sig       ] Generating forecast for: TSLA
[2025-12-22T20:33:12.507317] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSLA' from 'https://tdm.silogroup.org/data/derivative_storage/TSLA.csv'.
[2025-12-22T20:33:12.519177] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSLA'.
[2025-12-22T20:33:12.519563] [INFO ] [FORECASTER] Starting predict_future for TSLA
[2025-12-22T20:33:12.520372] [DEBUG] [LOCAL     ] No optimal features file found for TSLA: ./output/feature-sets/TSLA.txt
[2025-12-22T20:33:12.520426] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:33:12.520458] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:33:12.520485] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:33:12.520542] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:33:12.577539] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:33:12.578274] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:33:12.578353] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:33:12.578387] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:33:12.697861] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:33:12.698014] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:33:12.698055] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:33:12.698084] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:33:12.701462] [DEBUG] [FORECASTER] TSLA: Forecast T+1@11:T+2@11: DOWN (p=9.18%)
[2025-12-22T20:33:12.701769] [INFO ] [FORECASTER] Completed predict_future for TSLA
[2025-12-22T20:33:12.701898] [INFO ] [sig       ] TSLA: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:33:12.840514] [INFO ] [LOCAL     ] Saved forecast: TSLA	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/TSLA.txt
[2025-12-22T20:33:12.840669] [INFO ] [sig       ] [3204/3560] Completed TSLA in 0.3s | 2.94 sym/s | Total: 18.1m | ETA: 2.0m
[2025-12-22T20:33:12.840723] [INFO ] [sig       ] [3205/3560] Forecasting TSLL...
[2025-12-22T20:33:12.840754] [INFO ] [sig       ] Generating forecast for: TSLL
[2025-12-22T20:33:12.840784] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSLL' from 'https://tdm.silogroup.org/data/derivative_storage/TSLL.csv'.
[2025-12-22T20:33:12.855022] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSLL'.
[2025-12-22T20:33:12.855667] [INFO ] [FORECASTER] Starting predict_future for TSLL
[2025-12-22T20:33:12.856663] [DEBUG] [LOCAL     ] No optimal features file found for TSLL: ./output/feature-sets/TSLL.txt
[2025-12-22T20:33:12.856721] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:33:12.856756] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:33:12.856786] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:33:12.856846] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:33:12.916525] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:33:12.917770] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:33:12.917951] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:33:12.917988] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:33:13.044170] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:33:13.044410] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:33:13.044456] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:33:13.044488] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:33:13.048707] [DEBUG] [FORECASTER] TSLL: Forecast T+1@11:T+2@11: UP (p=53.00%)
[2025-12-22T20:33:13.049222] [INFO ] [FORECASTER] Completed predict_future for TSLL
[2025-12-22T20:33:13.049418] [INFO ] [sig       ] TSLL: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:33:13.202800] [INFO ] [LOCAL     ] Saved forecast: TSLL	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/TSLL.txt
[2025-12-22T20:33:13.202999] [INFO ] [sig       ] [3205/3560] Completed TSLL in 0.4s | 2.94 sym/s | Total: 18.2m | ETA: 2.0m
[2025-12-22T20:33:13.203040] [INFO ] [sig       ] [3206/3560] Forecasting TSLQ...
[2025-12-22T20:33:13.203073] [INFO ] [sig       ] Generating forecast for: TSLQ
[2025-12-22T20:33:13.203105] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSLQ' from 'https://tdm.silogroup.org/data/derivative_storage/TSLQ.csv'.
[2025-12-22T20:33:13.216446] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSLQ'.
[2025-12-22T20:33:13.217001] [INFO ] [FORECASTER] Starting predict_future for TSLQ
[2025-12-22T20:33:13.217998] [DEBUG] [LOCAL     ] No optimal features file found for TSLQ: ./output/feature-sets/TSLQ.txt
[2025-12-22T20:33:13.218054] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:33:13.218089] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:33:13.218117] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:33:13.218191] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:33:13.280161] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:33:13.281319] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:33:13.281414] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:33:13.281446] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:33:13.406488] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:33:13.406730] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:33:13.406804] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:33:13.406836] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:33:13.410850] [DEBUG] [FORECASTER] TSLQ: Forecast T+1@11:T+2@11: UP (p=87.08%)
[2025-12-22T20:33:13.411245] [INFO ] [FORECASTER] Completed predict_future for TSLQ
[2025-12-22T20:33:13.411387] [INFO ] [sig       ] TSLQ: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:33:13.578180] [INFO ] [LOCAL     ] Saved forecast: TSLQ	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/TSLQ.txt
[2025-12-22T20:33:13.578385] [INFO ] [sig       ] [3206/3560] Completed TSLQ in 0.4s | 2.94 sym/s | Total: 18.2m | ETA: 2.0m
[2025-12-22T20:33:13.578426] [INFO ] [sig       ] [3207/3560] Forecasting TSLS...
[2025-12-22T20:33:13.578456] [INFO ] [sig       ] Generating forecast for: TSLS
[2025-12-22T20:33:13.578491] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSLS' from 'https://tdm.silogroup.org/data/derivative_storage/TSLS.csv'.
[2025-12-22T20:33:13.591634] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSLS'.
[2025-12-22T20:33:13.592231] [INFO ] [FORECASTER] Starting predict_future for TSLS
[2025-12-22T20:33:13.593115] [DEBUG] [LOCAL     ] No optimal features file found for TSLS: ./output/feature-sets/TSLS.txt
[2025-12-22T20:33:13.593168] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:33:13.593201] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:33:13.593227] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:33:13.593285] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:33:13.652993] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:33:13.654093] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:33:13.654185] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:33:13.654220] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:33:13.780677] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:33:13.780839] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:33:13.780879] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:33:13.780907] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:33:13.784230] [DEBUG] [FORECASTER] TSLS: Forecast T+1@11:T+2@11: DOWN (p=48.98%)
[2025-12-22T20:33:13.784506] [INFO ] [FORECASTER] Completed predict_future for TSLS
[2025-12-22T20:33:13.784647] [INFO ] [sig       ] TSLS: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:33:13.920004] [INFO ] [LOCAL     ] Saved forecast: TSLS	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/TSLS.txt
[2025-12-22T20:33:13.920257] [INFO ] [sig       ] [3207/3560] Completed TSLS in 0.3s | 2.94 sym/s | Total: 18.2m | ETA: 2.0m
[2025-12-22T20:33:13.920302] [INFO ] [sig       ] [3208/3560] Forecasting TSLX...
[2025-12-22T20:33:13.920335] [INFO ] [sig       ] Generating forecast for: TSLX
[2025-12-22T20:33:13.920370] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSLX' from 'https://tdm.silogroup.org/data/derivative_storage/TSLX.csv'.
[2025-12-22T20:33:13.935372] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSLX'.
[2025-12-22T20:33:13.936239] [INFO ] [FORECASTER] Starting predict_future for TSLX
[2025-12-22T20:33:13.937733] [DEBUG] [LOCAL     ] No optimal features file found for TSLX: ./output/feature-sets/TSLX.txt
[2025-12-22T20:33:13.937899] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:33:13.937938] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:33:13.937968] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:33:13.938226] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:33:14.000943] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:33:14.002270] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:33:14.002410] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:33:14.002447] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:33:14.134851] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:33:14.135142] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:33:14.135226] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:33:14.135260] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:33:14.139434] [DEBUG] [FORECASTER] TSLX: Forecast T+1@11:T+2@11: UP (p=64.75%)
[2025-12-22T20:33:14.139823] [INFO ] [FORECASTER] Completed predict_future for TSLX
[2025-12-22T20:33:14.139967] [INFO ] [sig       ] TSLX: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:33:14.280879] [INFO ] [LOCAL     ] Saved forecast: TSLX	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/TSLX.txt
[2025-12-22T20:33:14.281152] [INFO ] [sig       ] [3208/3560] Completed TSLX in 0.4s | 2.94 sym/s | Total: 18.2m | ETA: 2.0m
[2025-12-22T20:33:14.281199] [INFO ] [sig       ] [3209/3560] Forecasting TSM...
[2025-12-22T20:33:14.281228] [INFO ] [sig       ] Generating forecast for: TSM
[2025-12-22T20:33:14.281264] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSM' from 'https://tdm.silogroup.org/data/derivative_storage/TSM.csv'.
[2025-12-22T20:33:14.294565] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSM'.
[2025-12-22T20:33:14.295197] [INFO ] [FORECASTER] Starting predict_future for TSM
[2025-12-22T20:33:14.296236] [DEBUG] [LOCAL     ] No optimal features file found for TSM: ./output/feature-sets/TSM.txt
[2025-12-22T20:33:14.296293] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:33:14.296329] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:33:14.296357] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:33:14.296415] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:33:14.353947] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:33:14.355229] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:33:14.355336] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:33:14.355370] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:33:14.499643] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:33:14.499890] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:33:14.499938] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:33:14.499969] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:33:14.504301] [DEBUG] [FORECASTER] TSM: Forecast T+1@11:T+2@11: UP (p=85.31%)
[2025-12-22T20:33:14.504689] [INFO ] [FORECASTER] Completed predict_future for TSM
[2025-12-22T20:33:14.504848] [INFO ] [sig       ] TSM: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:33:14.660842] [INFO ] [LOCAL     ] Saved forecast: TSM	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/TSM.txt
[2025-12-22T20:33:14.661070] [INFO ] [sig       ] [3209/3560] Completed TSM in 0.4s | 2.94 sym/s | Total: 18.2m | ETA: 2.0m
[2025-12-22T20:33:14.661116] [INFO ] [sig       ] [3210/3560] Forecasting TSN...
[2025-12-22T20:33:14.661147] [INFO ] [sig       ] Generating forecast for: TSN
[2025-12-22T20:33:14.661182] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSN' from 'https://tdm.silogroup.org/data/derivative_storage/TSN.csv'.
[2025-12-22T20:33:14.674175] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSN'.
[2025-12-22T20:33:14.674753] [INFO ] [FORECASTER] Starting predict_future for TSN
[2025-12-22T20:33:14.675672] [DEBUG] [LOCAL     ] No optimal features file found for TSN: ./output/feature-sets/TSN.txt
[2025-12-22T20:33:14.675735] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:33:14.675781] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:33:14.675816] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:33:14.675877] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:33:14.736043] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:33:14.737349] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:33:14.737448] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:33:14.737482] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:33:14.861656] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:33:14.861901] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:33:14.861946] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:33:14.861975] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:33:14.865873] [DEBUG] [FORECASTER] TSN: Forecast T+1@11:T+2@11: UP (p=84.88%)
[2025-12-22T20:33:14.866220] [INFO ] [FORECASTER] Completed predict_future for TSN
[2025-12-22T20:33:14.866366] [INFO ] [sig       ] TSN: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:33:15.008119] [INFO ] [LOCAL     ] Saved forecast: TSN	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/TSN.txt
[2025-12-22T20:33:15.008298] [INFO ] [sig       ] [3210/3560] Completed TSN in 0.3s | 2.94 sym/s | Total: 18.2m | ETA: 2.0m
[2025-12-22T20:33:15.008338] [INFO ] [sig       ] [3211/3560] Forecasting TSQ...
[2025-12-22T20:33:15.008367] [INFO ] [sig       ] Generating forecast for: TSQ
[2025-12-22T20:33:15.008398] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSQ' from 'https://tdm.silogroup.org/data/derivative_storage/TSQ.csv'.
[2025-12-22T20:33:15.019237] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSQ'.
[2025-12-22T20:33:15.019564] [INFO ] [FORECASTER] Starting predict_future for TSQ
[2025-12-22T20:33:15.020344] [DEBUG] [LOCAL     ] No optimal features file found for TSQ: ./output/feature-sets/TSQ.txt
[2025-12-22T20:33:15.020395] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:33:15.020430] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:33:15.020455] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:33:15.020510] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:33:15.076295] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:33:15.076925] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:33:15.077004] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:33:15.077036] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:33:15.199438] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:33:15.199615] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:33:15.199657] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:33:15.199687] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:33:15.203032] [DEBUG] [FORECASTER] TSQ: Forecast T+1@11:T+2@11: UP (p=99.19%)
[2025-12-22T20:33:15.203308] [INFO ] [FORECASTER] Completed predict_future for TSQ
[2025-12-22T20:33:15.203430] [INFO ] [sig       ] TSQ: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:33:15.349055] [INFO ] [LOCAL     ] Saved forecast: TSQ	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/TSQ.txt
[2025-12-22T20:33:15.349217] [INFO ] [sig       ] [3211/3560] Completed TSQ in 0.3s | 2.94 sym/s | Total: 18.2m | ETA: 2.0m
[2025-12-22T20:33:15.349258] [INFO ] [sig       ] [3212/3560] Forecasting TTC...
[2025-12-22T20:33:15.349289] [INFO ] [sig       ] Generating forecast for: TTC
[2025-12-22T20:33:15.349321] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTC' from 'https://tdm.silogroup.org/data/derivative_storage/TTC.csv'.
[2025-12-22T20:33:15.360450] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTC'.
[2025-12-22T20:33:15.360821] [INFO ] [FORECASTER] Starting predict_future for TTC
[2025-12-22T20:33:15.361705] [DEBUG] [LOCAL     ] No optimal features file found for TTC: ./output/feature-sets/TTC.txt
[2025-12-22T20:33:15.361758] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:33:15.361835] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:33:15.361865] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:33:15.361922] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:33:15.418752] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:33:15.419479] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:33:15.419560] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:33:15.419612] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:33:15.539850] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:33:15.540026] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:33:15.540068] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:33:15.540096] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:33:15.543547] [DEBUG] [FORECASTER] TTC: Forecast T+1@11:T+2@11: UP (p=68.50%)
[2025-12-22T20:33:15.543903] [INFO ] [FORECASTER] Completed predict_future for TTC
[2025-12-22T20:33:15.544038] [INFO ] [sig       ] TTC: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:33:15.687019] [INFO ] [LOCAL     ] Saved forecast: TTC	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/TTC.txt
[2025-12-22T20:33:15.687161] [INFO ] [sig       ] [3212/3560] Completed TTC in 0.3s | 2.94 sym/s | Total: 18.2m | ETA: 2.0m
[2025-12-22T20:33:15.687199] [INFO ] [sig       ] [3213/3560] Forecasting TTD...
[2025-12-22T20:33:15.687228] [INFO ] [sig       ] Generating forecast for: TTD
[2025-12-22T20:33:15.687258] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTD' from 'https://tdm.silogroup.org/data/derivative_storage/TTD.csv'.
[2025-12-22T20:33:15.698634] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTD'.
[2025-12-22T20:33:15.698978] [INFO ] [FORECASTER] Starting predict_future for TTD
[2025-12-22T20:33:15.699805] [DEBUG] [LOCAL     ] No optimal features file found for TTD: ./output/feature-sets/TTD.txt
[2025-12-22T20:33:15.699856] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:33:15.699888] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:33:15.699917] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:33:15.699975] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:33:15.757384] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:33:15.758181] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:33:15.758257] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:33:15.758289] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:33:15.876983] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:33:15.877144] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:33:15.877184] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:33:15.877212] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:33:15.880605] [DEBUG] [FORECASTER] TTD: Forecast T+1@11:T+2@11: DOWN (p=24.01%)
[2025-12-22T20:33:15.880878] [INFO ] [FORECASTER] Completed predict_future for TTD
[2025-12-22T20:33:15.880999] [INFO ] [sig       ] TTD: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:33:16.021954] [INFO ] [LOCAL     ] Saved forecast: TTD	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/TTD.txt
[2025-12-22T20:33:16.022110] [INFO ] [sig       ] [3213/3560] Completed TTD in 0.3s | 2.94 sym/s | Total: 18.2m | ETA: 2.0m
[2025-12-22T20:33:16.022149] [INFO ] [sig       ] [3214/3560] Forecasting TTE...
[2025-12-22T20:33:16.022179] [INFO ] [sig       ] Generating forecast for: TTE
[2025-12-22T20:33:16.022209] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTE' from 'https://tdm.silogroup.org/data/derivative_storage/TTE.csv'.
[2025-12-22T20:33:16.033283] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTE'.
[2025-12-22T20:33:16.033683] [INFO ] [FORECASTER] Starting predict_future for TTE
[2025-12-22T20:33:16.034468] [DEBUG] [LOCAL     ] No optimal features file found for TTE: ./output/feature-sets/TTE.txt
[2025-12-22T20:33:16.034520] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:33:16.034552] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:33:16.034610] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:33:16.034670] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:33:16.092857] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:33:16.093731] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:33:16.093816] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:33:16.093849] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:33:16.216398] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:33:16.216591] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:33:16.216637] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:33:16.216667] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:33:16.220159] [DEBUG] [FORECASTER] TTE: Forecast T+1@11:T+2@11: DOWN (p=49.25%)
[2025-12-22T20:33:16.220469] [INFO ] [FORECASTER] Completed predict_future for TTE
[2025-12-22T20:33:16.220622] [INFO ] [sig       ] TTE: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:33:16.362149] [INFO ] [LOCAL     ] Saved forecast: TTE	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/TTE.txt
[2025-12-22T20:33:16.362315] [INFO ] [sig       ] [3214/3560] Completed TTE in 0.3s | 2.94 sym/s | Total: 18.2m | ETA: 2.0m
[2025-12-22T20:33:16.362356] [INFO ] [sig       ] [3215/3560] Forecasting TTEC...
[2025-12-22T20:33:16.362388] [INFO ] [sig       ] Generating forecast for: TTEC
[2025-12-22T20:33:16.362454] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTEC' from 'https://tdm.silogroup.org/data/derivative_storage/TTEC.csv'.
[2025-12-22T20:33:16.374162] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTEC'.
[2025-12-22T20:33:16.374532] [INFO ] [FORECASTER] Starting predict_future for TTEC
[2025-12-22T20:33:16.375329] [DEBUG] [LOCAL     ] No optimal features file found for TTEC: ./output/feature-sets/TTEC.txt
[2025-12-22T20:33:16.375383] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:33:16.375416] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:33:16.375446] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:33:16.375517] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:33:16.433101] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:33:16.434059] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:33:16.434143] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:33:16.434178] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:33:16.553307] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:33:16.553461] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:33:16.553502] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:33:16.553563] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:33:16.556948] [DEBUG] [FORECASTER] TTEC: Forecast T+1@11:T+2@11: DOWN (p=46.34%)
[2025-12-22T20:33:16.557223] [INFO ] [FORECASTER] Completed predict_future for TTEC
[2025-12-22T20:33:16.557346] [INFO ] [sig       ] TTEC: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:33:16.693140] [INFO ] [LOCAL     ] Saved forecast: TTEC	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/TTEC.txt
[2025-12-22T20:33:16.693282] [INFO ] [sig       ] [3215/3560] Completed TTEC in 0.3s | 2.94 sym/s | Total: 18.2m | ETA: 2.0m
[2025-12-22T20:33:16.693320] [INFO ] [sig       ] [3216/3560] Forecasting TTEK...
[2025-12-22T20:33:16.693356] [INFO ] [sig       ] Generating forecast for: TTEK
[2025-12-22T20:33:16.693388] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTEK' from 'https://tdm.silogroup.org/data/derivative_storage/TTEK.csv'.
[2025-12-22T20:33:16.704526] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTEK'.
[2025-12-22T20:33:16.704870] [INFO ] [FORECASTER] Starting predict_future for TTEK
[2025-12-22T20:33:16.705653] [DEBUG] [LOCAL     ] No optimal features file found for TTEK: ./output/feature-sets/TTEK.txt
[2025-12-22T20:33:16.705705] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:33:16.705737] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:33:16.705764] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:33:16.705819] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:33:16.762533] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:33:16.763328] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:33:16.763411] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:33:16.763444] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:33:16.887193] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:33:16.887350] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:33:16.887392] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:33:16.887422] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:33:16.890839] [DEBUG] [FORECASTER] TTEK: Forecast T+1@11:T+2@11: UP (p=72.81%)
[2025-12-22T20:33:16.891115] [INFO ] [FORECASTER] Completed predict_future for TTEK
[2025-12-22T20:33:16.891239] [INFO ] [sig       ] TTEK: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:33:17.029090] [INFO ] [LOCAL     ] Saved forecast: TTEK	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/TTEK.txt
[2025-12-22T20:33:17.029220] [INFO ] [sig       ] [3216/3560] Completed TTEK in 0.3s | 2.94 sym/s | Total: 18.2m | ETA: 1.9m
[2025-12-22T20:33:17.029258] [INFO ] [sig       ] [3217/3560] Forecasting TTI...
[2025-12-22T20:33:17.029287] [INFO ] [sig       ] Generating forecast for: TTI
[2025-12-22T20:33:17.029318] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTI' from 'https://tdm.silogroup.org/data/derivative_storage/TTI.csv'.
[2025-12-22T20:33:17.040049] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTI'.
[2025-12-22T20:33:17.040352] [INFO ] [FORECASTER] Starting predict_future for TTI
[2025-12-22T20:33:17.041120] [DEBUG] [LOCAL     ] No optimal features file found for TTI: ./output/feature-sets/TTI.txt
[2025-12-22T20:33:17.041173] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:33:17.041205] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:33:17.041231] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:33:17.041287] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:33:17.098392] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:33:17.099091] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:33:17.099171] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:33:17.099207] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:33:17.221407] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:33:17.221559] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:33:17.221619] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:33:17.221650] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:33:17.225074] [DEBUG] [FORECASTER] TTI: Forecast T+1@11:T+2@11: UP (p=54.70%)
[2025-12-22T20:33:17.225348] [INFO ] [FORECASTER] Completed predict_future for TTI
[2025-12-22T20:33:17.225471] [INFO ] [sig       ] TTI: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:33:17.362479] [INFO ] [LOCAL     ] Saved forecast: TTI	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/TTI.txt
[2025-12-22T20:33:17.362626] [INFO ] [sig       ] [3217/3560] Completed TTI in 0.3s | 2.94 sym/s | Total: 18.2m | ETA: 1.9m
[2025-12-22T20:33:17.362668] [INFO ] [sig       ] [3218/3560] Forecasting TTMI...
[2025-12-22T20:33:17.362699] [INFO ] [sig       ] Generating forecast for: TTMI
[2025-12-22T20:33:17.362731] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTMI' from 'https://tdm.silogroup.org/data/derivative_storage/TTMI.csv'.
[2025-12-22T20:33:17.373895] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTMI'.
[2025-12-22T20:33:17.374237] [INFO ] [FORECASTER] Starting predict_future for TTMI
[2025-12-22T20:33:17.375032] [DEBUG] [LOCAL     ] No optimal features file found for TTMI: ./output/feature-sets/TTMI.txt
[2025-12-22T20:33:17.375086] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:33:17.375119] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:33:17.375147] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:33:17.375204] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:33:17.431844] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:33:17.432494] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:33:17.432570] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:33:17.432624] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:33:17.549350] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:33:17.549508] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:33:17.549549] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:33:17.549597] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:33:17.552987] [DEBUG] [FORECASTER] TTMI: Forecast T+1@11:T+2@11: DOWN (p=36.91%)
[2025-12-22T20:33:17.553274] [INFO ] [FORECASTER] Completed predict_future for TTMI
[2025-12-22T20:33:17.553398] [INFO ] [sig       ] TTMI: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:33:17.689314] [INFO ] [LOCAL     ] Saved forecast: TTMI	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/TTMI.txt
[2025-12-22T20:33:17.689462] [INFO ] [sig       ] [3218/3560] Completed TTMI in 0.3s | 2.94 sym/s | Total: 18.2m | ETA: 1.9m
[2025-12-22T20:33:17.689502] [INFO ] [sig       ] [3219/3560] Forecasting TTSH...
[2025-12-22T20:33:17.689531] [INFO ] [sig       ] Generating forecast for: TTSH
[2025-12-22T20:33:17.689562] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTSH' from 'https://tdm.silogroup.org/data/derivative_storage/TTSH.csv'.
[2025-12-22T20:33:17.703722] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTSH'.
[2025-12-22T20:33:17.704228] [INFO ] [FORECASTER] Starting predict_future for TTSH
[2025-12-22T20:33:17.705282] [DEBUG] [LOCAL     ] No optimal features file found for TTSH: ./output/feature-sets/TTSH.txt
[2025-12-22T20:33:17.705349] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:33:17.705399] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:33:17.705446] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:33:17.705535] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:33:17.765962] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:33:17.766896] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:33:17.766980] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:33:17.767013] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:33:17.884991] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:33:17.885122] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:33:17.885162] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:33:17.885208] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:33:17.888749] [DEBUG] [FORECASTER] TTSH: Forecast T+1@11:T+2@11: UP (p=93.89%)
[2025-12-22T20:33:17.889108] [INFO ] [FORECASTER] Completed predict_future for TTSH
[2025-12-22T20:33:17.889252] [INFO ] [sig       ] TTSH: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:33:18.026274] [INFO ] [LOCAL     ] Saved forecast: TTSH	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/TTSH.txt
[2025-12-22T20:33:18.026431] [INFO ] [sig       ] [3219/3560] Completed TTSH in 0.3s | 2.94 sym/s | Total: 18.2m | ETA: 1.9m
[2025-12-22T20:33:18.026472] [INFO ] [sig       ] [3220/3560] Forecasting TTWO...
[2025-12-22T20:33:18.026502] [INFO ] [sig       ] Generating forecast for: TTWO
[2025-12-22T20:33:18.026532] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTWO' from 'https://tdm.silogroup.org/data/derivative_storage/TTWO.csv'.
[2025-12-22T20:33:18.037518] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTWO'.
[2025-12-22T20:33:18.037917] [INFO ] [FORECASTER] Starting predict_future for TTWO
[2025-12-22T20:33:18.038717] [DEBUG] [LOCAL     ] No optimal features file found for TTWO: ./output/feature-sets/TTWO.txt
[2025-12-22T20:33:18.038769] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:33:18.038800] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:33:18.038826] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:33:18.038881] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:33:18.095238] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:33:18.096086] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:33:18.096167] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:33:18.096201] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:33:18.213635] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:33:18.213807] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:33:18.213848] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:33:18.213877] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:33:18.217350] [DEBUG] [FORECASTER] TTWO: Forecast T+1@11:T+2@11: UP (p=86.27%)
[2025-12-22T20:33:18.217669] [INFO ] [FORECASTER] Completed predict_future for TTWO
[2025-12-22T20:33:18.217800] [INFO ] [sig       ] TTWO: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:33:18.359418] [INFO ] [LOCAL     ] Saved forecast: TTWO	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/TTWO.txt
[2025-12-22T20:33:18.359590] [INFO ] [sig       ] [3220/3560] Completed TTWO in 0.3s | 2.94 sym/s | Total: 18.2m | ETA: 1.9m
[2025-12-22T20:33:18.359632] [INFO ] [sig       ] [3221/3560] Forecasting TUGN...
[2025-12-22T20:33:18.359663] [INFO ] [sig       ] Generating forecast for: TUGN
[2025-12-22T20:33:18.359694] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TUGN' from 'https://tdm.silogroup.org/data/derivative_storage/TUGN.csv'.
[2025-12-22T20:33:18.370225] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TUGN'.
[2025-12-22T20:33:18.370558] [INFO ] [FORECASTER] Starting predict_future for TUGN
[2025-12-22T20:33:18.371335] [DEBUG] [LOCAL     ] No optimal features file found for TUGN: ./output/feature-sets/TUGN.txt
[2025-12-22T20:33:18.371386] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:33:18.371418] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:33:18.371446] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:33:18.371501] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:33:18.428182] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:33:18.429054] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:33:18.429136] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:33:18.429185] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:33:18.539372] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:33:18.539525] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:33:18.539564] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:33:18.539610] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:33:18.542959] [DEBUG] [FORECASTER] TUGN: Forecast T+1@11:T+2@11: UP (p=89.14%)
[2025-12-22T20:33:18.543238] [INFO ] [FORECASTER] Completed predict_future for TUGN
[2025-12-22T20:33:18.543360] [INFO ] [sig       ] TUGN: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:33:18.678558] [INFO ] [LOCAL     ] Saved forecast: TUGN	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/TUGN.txt
[2025-12-22T20:33:18.678707] [INFO ] [sig       ] [3221/3560] Completed TUGN in 0.3s | 2.94 sym/s | Total: 18.2m | ETA: 1.9m
[2025-12-22T20:33:18.678745] [INFO ] [sig       ] [3222/3560] Forecasting TUSK...
[2025-12-22T20:33:18.678773] [INFO ] [sig       ] Generating forecast for: TUSK
[2025-12-22T20:33:18.678803] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TUSK' from 'https://tdm.silogroup.org/data/derivative_storage/TUSK.csv'.
[2025-12-22T20:33:18.689199] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TUSK'.
[2025-12-22T20:33:18.689557] [INFO ] [FORECASTER] Starting predict_future for TUSK
[2025-12-22T20:33:18.690361] [DEBUG] [LOCAL     ] No optimal features file found for TUSK: ./output/feature-sets/TUSK.txt
[2025-12-22T20:33:18.690412] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:33:18.690444] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:33:18.690472] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:33:18.690527] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:33:18.747296] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:33:18.747946] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:33:18.748049] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:33:18.748082] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:33:18.866460] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:33:18.866621] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:33:18.866664] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:33:18.866694] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:33:18.870161] [DEBUG] [FORECASTER] TUSK: Forecast T+1@11:T+2@11: UP (p=62.12%)
[2025-12-22T20:33:18.870439] [INFO ] [FORECASTER] Completed predict_future for TUSK
[2025-12-22T20:33:18.870561] [INFO ] [sig       ] TUSK: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:33:19.006473] [INFO ] [LOCAL     ] Saved forecast: TUSK	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/TUSK.txt
[2025-12-22T20:33:19.006618] [INFO ] [sig       ] [3222/3560] Completed TUSK in 0.3s | 2.94 sym/s | Total: 18.2m | ETA: 1.9m
[2025-12-22T20:33:19.006658] [INFO ] [sig       ] [3223/3560] Forecasting TVC...
[2025-12-22T20:33:19.006688] [INFO ] [sig       ] Generating forecast for: TVC
[2025-12-22T20:33:19.006718] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TVC' from 'https://tdm.silogroup.org/data/derivative_storage/TVC.csv'.
[2025-12-22T20:33:19.016896] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TVC'.
[2025-12-22T20:33:19.017210] [INFO ] [FORECASTER] Starting predict_future for TVC
[2025-12-22T20:33:19.017981] [DEBUG] [LOCAL     ] No optimal features file found for TVC: ./output/feature-sets/TVC.txt
[2025-12-22T20:33:19.018033] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:33:19.018065] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:33:19.018091] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:33:19.018162] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:33:19.074397] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:33:19.075018] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:33:19.075094] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:33:19.075126] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:33:19.179534] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:33:19.179691] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:33:19.179732] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:33:19.179761] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:33:19.183108] [DEBUG] [FORECASTER] TVC: Forecast T+1@11:T+2@11: DOWN (p=43.42%)
[2025-12-22T20:33:19.183381] [INFO ] [FORECASTER] Completed predict_future for TVC
[2025-12-22T20:33:19.183502] [INFO ] [sig       ] TVC: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:33:19.319708] [INFO ] [LOCAL     ] Saved forecast: TVC	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/TVC.txt
[2025-12-22T20:33:19.319837] [INFO ] [sig       ] [3223/3560] Completed TVC in 0.3s | 2.94 sym/s | Total: 18.3m | ETA: 1.9m
[2025-12-22T20:33:19.319874] [INFO ] [sig       ] [3224/3560] Forecasting TVE...
[2025-12-22T20:33:19.319904] [INFO ] [sig       ] Generating forecast for: TVE
[2025-12-22T20:33:19.319934] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TVE' from 'https://tdm.silogroup.org/data/derivative_storage/TVE.csv'.
[2025-12-22T20:33:19.329949] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TVE'.
[2025-12-22T20:33:19.330258] [INFO ] [FORECASTER] Starting predict_future for TVE
[2025-12-22T20:33:19.331022] [DEBUG] [LOCAL     ] No optimal features file found for TVE: ./output/feature-sets/TVE.txt
[2025-12-22T20:33:19.331073] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:33:19.331104] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:33:19.331130] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:33:19.331186] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:33:19.386719] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:33:19.387353] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:33:19.387429] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:33:19.387461] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:33:19.488334] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:33:19.488471] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:33:19.488509] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:33:19.488537] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:33:19.491809] [DEBUG] [FORECASTER] TVE: Forecast T+1@11:T+2@11: DOWN (p=19.50%)
[2025-12-22T20:33:19.492080] [INFO ] [FORECASTER] Completed predict_future for TVE
[2025-12-22T20:33:19.492199] [INFO ] [sig       ] TVE: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:33:19.627290] [INFO ] [LOCAL     ] Saved forecast: TVE	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/TVE.txt
[2025-12-22T20:33:19.627438] [INFO ] [sig       ] [3224/3560] Completed TVE in 0.3s | 2.94 sym/s | Total: 18.3m | ETA: 1.9m
[2025-12-22T20:33:19.627476] [INFO ] [sig       ] [3225/3560] Forecasting TVTX...
[2025-12-22T20:33:19.627506] [INFO ] [sig       ] Generating forecast for: TVTX
[2025-12-22T20:33:19.627536] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TVTX' from 'https://tdm.silogroup.org/data/derivative_storage/TVTX.csv'.
[2025-12-22T20:33:19.638799] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TVTX'.
[2025-12-22T20:33:19.639258] [INFO ] [FORECASTER] Starting predict_future for TVTX
[2025-12-22T20:33:19.640286] [DEBUG] [LOCAL     ] No optimal features file found for TVTX: ./output/feature-sets/TVTX.txt
[2025-12-22T20:33:19.640352] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:33:19.640394] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:33:19.640430] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:33:19.640508] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:33:19.703413] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:33:19.704300] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:33:19.704382] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:33:19.704415] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:33:19.824343] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:33:19.824503] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:33:19.824542] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:33:19.824593] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:33:19.827939] [DEBUG] [FORECASTER] TVTX: Forecast T+1@11:T+2@11: UP (p=61.44%)
[2025-12-22T20:33:19.828224] [INFO ] [FORECASTER] Completed predict_future for TVTX
[2025-12-22T20:33:19.828349] [INFO ] [sig       ] TVTX: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:33:19.977036] [INFO ] [LOCAL     ] Saved forecast: TVTX	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/TVTX.txt
[2025-12-22T20:33:19.977241] [INFO ] [sig       ] [3225/3560] Completed TVTX in 0.3s | 2.94 sym/s | Total: 18.3m | ETA: 1.9m
[2025-12-22T20:33:19.977303] [INFO ] [sig       ] [3226/3560] Forecasting TWFG...
[2025-12-22T20:33:19.977338] [INFO ] [sig       ] Generating forecast for: TWFG
[2025-12-22T20:33:19.977370] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TWFG' from 'https://tdm.silogroup.org/data/derivative_storage/TWFG.csv'.
[2025-12-22T20:33:19.989031] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TWFG'.
[2025-12-22T20:33:19.989396] [INFO ] [FORECASTER] Starting predict_future for TWFG
[2025-12-22T20:33:19.990309] [DEBUG] [LOCAL     ] No optimal features file found for TWFG: ./output/feature-sets/TWFG.txt
[2025-12-22T20:33:19.990365] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:33:19.990399] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:33:19.990428] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:33:19.990485] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:33:20.051623] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:33:20.052555] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:33:20.052658] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:33:20.052694] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:33:20.183760] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:33:20.183916] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:33:20.183957] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:33:20.183987] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:33:20.187545] [DEBUG] [FORECASTER] TWFG: Forecast T+1@11:T+2@11: UP (p=87.42%)
[2025-12-22T20:33:20.187881] [INFO ] [FORECASTER] Completed predict_future for TWFG
[2025-12-22T20:33:20.188014] [INFO ] [sig       ] TWFG: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:33:20.333280] [INFO ] [LOCAL     ] Saved forecast: TWFG	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/TWFG.txt
[2025-12-22T20:33:20.333436] [INFO ] [sig       ] [3226/3560] Completed TWFG in 0.4s | 2.94 sym/s | Total: 18.3m | ETA: 1.9m
[2025-12-22T20:33:20.333485] [INFO ] [sig       ] [3227/3560] Forecasting TWG...
[2025-12-22T20:33:20.333535] [INFO ] [sig       ] Generating forecast for: TWG
[2025-12-22T20:33:20.333595] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TWG' from 'https://tdm.silogroup.org/data/derivative_storage/TWG.csv'.
[2025-12-22T20:33:20.345345] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TWG'.
[2025-12-22T20:33:20.345716] [INFO ] [FORECASTER] Starting predict_future for TWG
[2025-12-22T20:33:20.346496] [DEBUG] [LOCAL     ] No optimal features file found for TWG: ./output/feature-sets/TWG.txt
[2025-12-22T20:33:20.346559] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:33:20.346617] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:33:20.346648] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:33:20.346707] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:33:20.405460] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:33:20.406265] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:33:20.406347] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:33:20.406379] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:33:20.528340] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:33:20.528495] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:33:20.528537] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:33:20.528565] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:33:20.532229] [DEBUG] [FORECASTER] TWG: Forecast T+1@11:T+2@11: DOWN (p=45.18%)
[2025-12-22T20:33:20.532514] [INFO ] [FORECASTER] Completed predict_future for TWG
[2025-12-22T20:33:20.532662] [INFO ] [sig       ] TWG: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:33:20.678892] [INFO ] [LOCAL     ] Saved forecast: TWG	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/TWG.txt
[2025-12-22T20:33:20.679072] [INFO ] [sig       ] [3227/3560] Completed TWG in 0.3s | 2.94 sym/s | Total: 18.3m | ETA: 1.9m
[2025-12-22T20:33:20.679115] [INFO ] [sig       ] [3228/3560] Forecasting TWI...
[2025-12-22T20:33:20.679145] [INFO ] [sig       ] Generating forecast for: TWI
[2025-12-22T20:33:20.679175] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TWI' from 'https://tdm.silogroup.org/data/derivative_storage/TWI.csv'.
[2025-12-22T20:33:20.690456] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TWI'.
[2025-12-22T20:33:20.690851] [INFO ] [FORECASTER] Starting predict_future for TWI
[2025-12-22T20:33:20.691734] [DEBUG] [LOCAL     ] No optimal features file found for TWI: ./output/feature-sets/TWI.txt
[2025-12-22T20:33:20.691791] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:33:20.691834] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:33:20.691863] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:33:20.691921] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:33:20.758832] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:33:20.760007] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:33:20.760114] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:33:20.760164] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:33:20.895847] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:33:20.896012] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:33:20.896055] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:33:20.896085] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:33:20.899605] [DEBUG] [FORECASTER] TWI: Forecast T+1@11:T+2@11: UP (p=91.72%)
[2025-12-22T20:33:20.899898] [INFO ] [FORECASTER] Completed predict_future for TWI
[2025-12-22T20:33:20.900045] [INFO ] [sig       ] TWI: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:33:21.038379] [INFO ] [LOCAL     ] Saved forecast: TWI	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/TWI.txt
[2025-12-22T20:33:21.038546] [INFO ] [sig       ] [3228/3560] Completed TWI in 0.4s | 2.94 sym/s | Total: 18.3m | ETA: 1.9m
[2025-12-22T20:33:21.038608] [INFO ] [sig       ] [3229/3560] Forecasting TWIN...
[2025-12-22T20:33:21.038641] [INFO ] [sig       ] Generating forecast for: TWIN
[2025-12-22T20:33:21.038671] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TWIN' from 'https://tdm.silogroup.org/data/derivative_storage/TWIN.csv'.
[2025-12-22T20:33:21.049452] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TWIN'.
[2025-12-22T20:33:21.049868] [INFO ] [FORECASTER] Starting predict_future for TWIN
[2025-12-22T20:33:21.050659] [DEBUG] [LOCAL     ] No optimal features file found for TWIN: ./output/feature-sets/TWIN.txt
[2025-12-22T20:33:21.050711] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:33:21.050772] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:33:21.050801] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:33:21.050858] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:33:21.107410] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:33:21.108269] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:33:21.108349] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:33:21.108381] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:33:21.226240] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:33:21.226397] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:33:21.226435] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:33:21.226463] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:33:21.229819] [DEBUG] [FORECASTER] TWIN: Forecast T+1@11:T+2@11: UP (p=82.61%)
[2025-12-22T20:33:21.230103] [INFO ] [FORECASTER] Completed predict_future for TWIN
[2025-12-22T20:33:21.230227] [INFO ] [sig       ] TWIN: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:33:21.364107] [INFO ] [LOCAL     ] Saved forecast: TWIN	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/TWIN.txt
[2025-12-22T20:33:21.364235] [INFO ] [sig       ] [3229/3560] Completed TWIN in 0.3s | 2.94 sym/s | Total: 18.3m | ETA: 1.9m
[2025-12-22T20:33:21.364274] [INFO ] [sig       ] [3230/3560] Forecasting TWLO...
[2025-12-22T20:33:21.364303] [INFO ] [sig       ] Generating forecast for: TWLO
[2025-12-22T20:33:21.364332] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TWLO' from 'https://tdm.silogroup.org/data/derivative_storage/TWLO.csv'.
[2025-12-22T20:33:21.375270] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TWLO'.
[2025-12-22T20:33:21.375591] [INFO ] [FORECASTER] Starting predict_future for TWLO
[2025-12-22T20:33:21.376339] [DEBUG] [LOCAL     ] No optimal features file found for TWLO: ./output/feature-sets/TWLO.txt
[2025-12-22T20:33:21.376391] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:33:21.376423] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:33:21.376450] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:33:21.376510] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:33:21.432393] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:33:21.433050] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:33:21.433139] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:33:21.433170] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:33:21.560869] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:33:21.561034] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:33:21.561074] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:33:21.561102] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:33:21.564372] [DEBUG] [FORECASTER] TWLO: Forecast T+1@11:T+2@11: UP (p=96.01%)
[2025-12-22T20:33:21.564684] [INFO ] [FORECASTER] Completed predict_future for TWLO
[2025-12-22T20:33:21.564802] [INFO ] [sig       ] TWLO: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:33:21.704335] [INFO ] [LOCAL     ] Saved forecast: TWLO	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/TWLO.txt
[2025-12-22T20:33:21.704511] [INFO ] [sig       ] [3230/3560] Completed TWLO in 0.3s | 2.94 sym/s | Total: 18.3m | ETA: 1.9m
[2025-12-22T20:33:21.704555] [INFO ] [sig       ] [3231/3560] Forecasting TWO...
[2025-12-22T20:33:21.704604] [INFO ] [sig       ] Generating forecast for: TWO
[2025-12-22T20:33:21.704637] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TWO' from 'https://tdm.silogroup.org/data/derivative_storage/TWO.csv'.
[2025-12-22T20:33:21.715949] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TWO'.
[2025-12-22T20:33:21.716293] [INFO ] [FORECASTER] Starting predict_future for TWO
[2025-12-22T20:33:21.717104] [DEBUG] [LOCAL     ] No optimal features file found for TWO: ./output/feature-sets/TWO.txt
[2025-12-22T20:33:21.717155] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:33:21.717187] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:33:21.717213] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:33:21.717268] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:33:21.775462] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:33:21.776302] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:33:21.776388] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:33:21.776421] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:33:21.893050] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:33:21.893208] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:33:21.893251] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:33:21.893281] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:33:21.896717] [DEBUG] [FORECASTER] TWO: Forecast T+1@11:T+2@11: UP (p=52.88%)
[2025-12-22T20:33:21.897060] [INFO ] [FORECASTER] Completed predict_future for TWO
[2025-12-22T20:33:21.897223] [INFO ] [sig       ] TWO: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:33:22.038704] [INFO ] [LOCAL     ] Saved forecast: TWO	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/TWO.txt
[2025-12-22T20:33:22.038838] [INFO ] [sig       ] [3231/3560] Completed TWO in 0.3s | 2.94 sym/s | Total: 18.3m | ETA: 1.9m
[2025-12-22T20:33:22.038878] [INFO ] [sig       ] [3232/3560] Forecasting TX...
[2025-12-22T20:33:22.038908] [INFO ] [sig       ] Generating forecast for: TX
[2025-12-22T20:33:22.038940] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TX' from 'https://tdm.silogroup.org/data/derivative_storage/TX.csv'.
[2025-12-22T20:33:22.049966] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TX'.
[2025-12-22T20:33:22.050285] [INFO ] [FORECASTER] Starting predict_future for TX
[2025-12-22T20:33:22.051099] [DEBUG] [LOCAL     ] No optimal features file found for TX: ./output/feature-sets/TX.txt
[2025-12-22T20:33:22.051151] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:33:22.051183] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:33:22.051209] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:33:22.051265] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:33:22.109781] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:33:22.110725] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:33:22.110819] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:33:22.110863] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:33:22.227894] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:33:22.228066] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:33:22.228106] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:33:22.228162] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:33:22.231451] [DEBUG] [FORECASTER] TX: Forecast T+1@11:T+2@11: DOWN (p=36.32%)
[2025-12-22T20:33:22.231736] [INFO ] [FORECASTER] Completed predict_future for TX
[2025-12-22T20:33:22.231859] [INFO ] [sig       ] TX: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:33:22.364633] [INFO ] [LOCAL     ] Saved forecast: TX	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/TX.txt
[2025-12-22T20:33:22.364766] [INFO ] [sig       ] [3232/3560] Completed TX in 0.3s | 2.94 sym/s | Total: 18.3m | ETA: 1.9m
[2025-12-22T20:33:22.364804] [INFO ] [sig       ] [3233/3560] Forecasting TXG...
[2025-12-22T20:33:22.364834] [INFO ] [sig       ] Generating forecast for: TXG
[2025-12-22T20:33:22.364864] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TXG' from 'https://tdm.silogroup.org/data/derivative_storage/TXG.csv'.
[2025-12-22T20:33:22.375896] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TXG'.
[2025-12-22T20:33:22.376200] [INFO ] [FORECASTER] Starting predict_future for TXG
[2025-12-22T20:33:22.376969] [DEBUG] [LOCAL     ] No optimal features file found for TXG: ./output/feature-sets/TXG.txt
[2025-12-22T20:33:22.377021] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:33:22.377053] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:33:22.377080] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:33:22.377136] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:33:22.433191] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:33:22.433857] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:33:22.433931] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:33:22.433963] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:33:22.561328] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:33:22.561481] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:33:22.561521] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:33:22.561552] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:33:22.564987] [DEBUG] [FORECASTER] TXG: Forecast T+1@11:T+2@11: DOWN (p=46.35%)
[2025-12-22T20:33:22.565264] [INFO ] [FORECASTER] Completed predict_future for TXG
[2025-12-22T20:33:22.565387] [INFO ] [sig       ] TXG: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:33:22.704679] [INFO ] [LOCAL     ] Saved forecast: TXG	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/TXG.txt
[2025-12-22T20:33:22.704866] [INFO ] [sig       ] [3233/3560] Completed TXG in 0.3s | 2.94 sym/s | Total: 18.3m | ETA: 1.9m
[2025-12-22T20:33:22.704919] [INFO ] [sig       ] [3234/3560] Forecasting TXMD...
[2025-12-22T20:33:22.704959] [INFO ] [sig       ] Generating forecast for: TXMD
[2025-12-22T20:33:22.705004] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TXMD' from 'https://tdm.silogroup.org/data/derivative_storage/TXMD.csv'.
[2025-12-22T20:33:22.716487] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TXMD'.
[2025-12-22T20:33:22.716901] [INFO ] [FORECASTER] Starting predict_future for TXMD
[2025-12-22T20:33:22.717703] [DEBUG] [LOCAL     ] No optimal features file found for TXMD: ./output/feature-sets/TXMD.txt
[2025-12-22T20:33:22.717754] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:33:22.717786] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:33:22.717812] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:33:22.717868] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:33:22.776600] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:33:22.777530] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:33:22.777630] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:33:22.777663] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:33:22.890716] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:33:22.890873] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:33:22.890914] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:33:22.890944] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:33:22.894483] [DEBUG] [FORECASTER] TXMD: Forecast T+1@11:T+2@11: UP (p=96.66%)
[2025-12-22T20:33:22.894782] [INFO ] [FORECASTER] Completed predict_future for TXMD
[2025-12-22T20:33:22.894940] [INFO ] [sig       ] TXMD: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:33:23.035552] [INFO ] [LOCAL     ] Saved forecast: TXMD	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/TXMD.txt
[2025-12-22T20:33:23.035723] [INFO ] [sig       ] [3234/3560] Completed TXMD in 0.3s | 2.94 sym/s | Total: 18.3m | ETA: 1.8m
[2025-12-22T20:33:23.035764] [INFO ] [sig       ] [3235/3560] Forecasting TXN...
[2025-12-22T20:33:23.035792] [INFO ] [sig       ] Generating forecast for: TXN
[2025-12-22T20:33:23.035829] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TXN' from 'https://tdm.silogroup.org/data/derivative_storage/TXN.csv'.
[2025-12-22T20:33:23.047205] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TXN'.
[2025-12-22T20:33:23.047620] [INFO ] [FORECASTER] Starting predict_future for TXN
[2025-12-22T20:33:23.048456] [DEBUG] [LOCAL     ] No optimal features file found for TXN: ./output/feature-sets/TXN.txt
[2025-12-22T20:33:23.048511] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:33:23.048561] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:33:23.048618] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:33:23.048706] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:33:23.104746] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:33:23.105396] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:33:23.105500] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:33:23.105534] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:33:23.225803] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:33:23.225953] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:33:23.225995] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:33:23.226025] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:33:23.229519] [DEBUG] [FORECASTER] TXN: Forecast T+1@11:T+2@11: UP (p=50.45%)
[2025-12-22T20:33:23.229816] [INFO ] [FORECASTER] Completed predict_future for TXN
[2025-12-22T20:33:23.229940] [INFO ] [sig       ] TXN: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:33:23.371512] [INFO ] [LOCAL     ] Saved forecast: TXN	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/TXN.txt
[2025-12-22T20:33:23.371670] [INFO ] [sig       ] [3235/3560] Completed TXN in 0.3s | 2.94 sym/s | Total: 18.3m | ETA: 1.8m
[2025-12-22T20:33:23.371713] [INFO ] [sig       ] [3236/3560] Forecasting TXO...
[2025-12-22T20:33:23.371744] [INFO ] [sig       ] Generating forecast for: TXO
[2025-12-22T20:33:23.371776] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TXO' from 'https://tdm.silogroup.org/data/derivative_storage/TXO.csv'.
[2025-12-22T20:33:23.383178] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TXO'.
[2025-12-22T20:33:23.383520] [INFO ] [FORECASTER] Starting predict_future for TXO
[2025-12-22T20:33:23.384342] [DEBUG] [LOCAL     ] No optimal features file found for TXO: ./output/feature-sets/TXO.txt
[2025-12-22T20:33:23.384396] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:33:23.384445] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:33:23.384475] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:33:23.384533] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:33:23.443162] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:33:23.443841] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:33:23.443924] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:33:23.443959] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:33:23.567125] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:33:23.567279] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:33:23.567320] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:33:23.567352] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:33:23.570839] [DEBUG] [FORECASTER] TXO: Forecast T+1@11:T+2@11: UP (p=86.86%)
[2025-12-22T20:33:23.571122] [INFO ] [FORECASTER] Completed predict_future for TXO
[2025-12-22T20:33:23.571252] [INFO ] [sig       ] TXO: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:33:23.712559] [INFO ] [LOCAL     ] Saved forecast: TXO	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/TXO.txt
[2025-12-22T20:33:23.712730] [INFO ] [sig       ] [3236/3560] Completed TXO in 0.3s | 2.94 sym/s | Total: 18.3m | ETA: 1.8m
[2025-12-22T20:33:23.712771] [INFO ] [sig       ] [3237/3560] Forecasting TXRH...
[2025-12-22T20:33:23.712804] [INFO ] [sig       ] Generating forecast for: TXRH
[2025-12-22T20:33:23.712836] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TXRH' from 'https://tdm.silogroup.org/data/derivative_storage/TXRH.csv'.
[2025-12-22T20:33:23.724615] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TXRH'.
[2025-12-22T20:33:23.724994] [INFO ] [FORECASTER] Starting predict_future for TXRH
[2025-12-22T20:33:23.725793] [DEBUG] [LOCAL     ] No optimal features file found for TXRH: ./output/feature-sets/TXRH.txt
[2025-12-22T20:33:23.725853] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:33:23.725889] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:33:23.725917] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:33:23.725974] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:33:23.785997] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:33:23.786854] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:33:23.786935] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:33:23.786968] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:33:23.905724] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:33:23.905878] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:33:23.905918] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:33:23.905946] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:33:23.909238] [DEBUG] [FORECASTER] TXRH: Forecast T+1@11:T+2@11: UP (p=65.77%)
[2025-12-22T20:33:23.909514] [INFO ] [FORECASTER] Completed predict_future for TXRH
[2025-12-22T20:33:23.909654] [INFO ] [sig       ] TXRH: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:33:24.043280] [INFO ] [LOCAL     ] Saved forecast: TXRH	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/TXRH.txt
[2025-12-22T20:33:24.043410] [INFO ] [sig       ] [3237/3560] Completed TXRH in 0.3s | 2.94 sym/s | Total: 18.3m | ETA: 1.8m
[2025-12-22T20:33:24.043448] [INFO ] [sig       ] [3238/3560] Forecasting TY...
[2025-12-22T20:33:24.043477] [INFO ] [sig       ] Generating forecast for: TY
[2025-12-22T20:33:24.043507] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TY' from 'https://tdm.silogroup.org/data/derivative_storage/TY.csv'.
[2025-12-22T20:33:24.053719] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TY'.
[2025-12-22T20:33:24.054085] [INFO ] [FORECASTER] Starting predict_future for TY
[2025-12-22T20:33:24.054862] [DEBUG] [LOCAL     ] No optimal features file found for TY: ./output/feature-sets/TY.txt
[2025-12-22T20:33:24.054914] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:33:24.054945] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:33:24.054971] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:33:24.055027] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:33:24.110598] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:33:24.111457] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:33:24.111539] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:33:24.111588] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:33:24.226790] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:33:24.226945] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:33:24.226984] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:33:24.227011] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:33:24.230497] [DEBUG] [FORECASTER] TY: Forecast T+1@11:T+2@11: DOWN (p=12.86%)
[2025-12-22T20:33:24.230806] [INFO ] [FORECASTER] Completed predict_future for TY
[2025-12-22T20:33:24.230932] [INFO ] [sig       ] TY: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:33:24.365062] [INFO ] [LOCAL     ] Saved forecast: TY	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/TY.txt
[2025-12-22T20:33:24.365192] [INFO ] [sig       ] [3238/3560] Completed TY in 0.3s | 2.94 sym/s | Total: 18.3m | ETA: 1.8m
[2025-12-22T20:33:24.365232] [INFO ] [sig       ] [3239/3560] Forecasting TYG...
[2025-12-22T20:33:24.365262] [INFO ] [sig       ] Generating forecast for: TYG
[2025-12-22T20:33:24.365292] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TYG' from 'https://tdm.silogroup.org/data/derivative_storage/TYG.csv'.
[2025-12-22T20:33:24.375982] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TYG'.
[2025-12-22T20:33:24.376356] [INFO ] [FORECASTER] Starting predict_future for TYG
[2025-12-22T20:33:24.377166] [DEBUG] [LOCAL     ] No optimal features file found for TYG: ./output/feature-sets/TYG.txt
[2025-12-22T20:33:24.377219] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:33:24.377252] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:33:24.377281] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:33:24.377339] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:33:24.446421] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:33:24.447404] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:33:24.447528] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:33:24.447562] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:33:24.575590] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:33:24.575743] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:33:24.575785] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:33:24.575815] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:33:24.579417] [DEBUG] [FORECASTER] TYG: Forecast T+1@11:T+2@11: UP (p=91.01%)
[2025-12-22T20:33:24.579816] [INFO ] [FORECASTER] Completed predict_future for TYG
[2025-12-22T20:33:24.579962] [INFO ] [sig       ] TYG: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:33:24.717702] [INFO ] [LOCAL     ] Saved forecast: TYG	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/TYG.txt
[2025-12-22T20:33:24.717869] [INFO ] [sig       ] [3239/3560] Completed TYG in 0.4s | 2.94 sym/s | Total: 18.3m | ETA: 1.8m
[2025-12-22T20:33:24.717910] [INFO ] [sig       ] [3240/3560] Forecasting TYGO...
[2025-12-22T20:33:24.717947] [INFO ] [sig       ] Generating forecast for: TYGO
[2025-12-22T20:33:24.717978] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TYGO' from 'https://tdm.silogroup.org/data/derivative_storage/TYGO.csv'.
[2025-12-22T20:33:24.728490] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TYGO'.
[2025-12-22T20:33:24.728867] [INFO ] [FORECASTER] Starting predict_future for TYGO
[2025-12-22T20:33:24.729713] [DEBUG] [LOCAL     ] No optimal features file found for TYGO: ./output/feature-sets/TYGO.txt
[2025-12-22T20:33:24.729768] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:33:24.729803] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:33:24.729831] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:33:24.729888] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:33:24.786032] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:33:24.786796] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:33:24.786877] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:33:24.786912] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:33:24.900526] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:33:24.900689] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:33:24.900729] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:33:24.900760] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:33:24.904101] [DEBUG] [FORECASTER] TYGO: Forecast T+1@11:T+2@11: DOWN (p=8.23%)
[2025-12-22T20:33:24.904378] [INFO ] [FORECASTER] Completed predict_future for TYGO
[2025-12-22T20:33:24.904497] [INFO ] [sig       ] TYGO: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:33:25.041033] [INFO ] [LOCAL     ] Saved forecast: TYGO	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/TYGO.txt
[2025-12-22T20:33:25.041167] [INFO ] [sig       ] [3240/3560] Completed TYGO in 0.3s | 2.94 sym/s | Total: 18.4m | ETA: 1.8m
[2025-12-22T20:33:25.041206] [INFO ] [sig       ] [3241/3560] Forecasting TYL...
[2025-12-22T20:33:25.041234] [INFO ] [sig       ] Generating forecast for: TYL
[2025-12-22T20:33:25.041264] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TYL' from 'https://tdm.silogroup.org/data/derivative_storage/TYL.csv'.
[2025-12-22T20:33:25.051774] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TYL'.
[2025-12-22T20:33:25.052083] [INFO ] [FORECASTER] Starting predict_future for TYL
[2025-12-22T20:33:25.052858] [DEBUG] [LOCAL     ] No optimal features file found for TYL: ./output/feature-sets/TYL.txt
[2025-12-22T20:33:25.052910] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:33:25.052943] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:33:25.052969] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:33:25.053025] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:33:25.109439] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:33:25.110131] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:33:25.110207] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:33:25.110240] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:33:25.233723] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:33:25.233893] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:33:25.233954] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:33:25.233990] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:33:25.237483] [DEBUG] [FORECASTER] TYL: Forecast T+1@11:T+2@11: UP (p=90.73%)
[2025-12-22T20:33:25.237784] [INFO ] [FORECASTER] Completed predict_future for TYL
[2025-12-22T20:33:25.237910] [INFO ] [sig       ] TYL: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:33:25.373657] [INFO ] [LOCAL     ] Saved forecast: TYL	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/TYL.txt
[2025-12-22T20:33:25.373808] [INFO ] [sig       ] [3241/3560] Completed TYL in 0.3s | 2.94 sym/s | Total: 18.4m | ETA: 1.8m
[2025-12-22T20:33:25.373849] [INFO ] [sig       ] [3242/3560] Forecasting TYRA...
[2025-12-22T20:33:25.373882] [INFO ] [sig       ] Generating forecast for: TYRA
[2025-12-22T20:33:25.373924] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TYRA' from 'https://tdm.silogroup.org/data/derivative_storage/TYRA.csv'.
[2025-12-22T20:33:25.384859] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TYRA'.
[2025-12-22T20:33:25.385183] [INFO ] [FORECASTER] Starting predict_future for TYRA
[2025-12-22T20:33:25.386012] [DEBUG] [LOCAL     ] No optimal features file found for TYRA: ./output/feature-sets/TYRA.txt
[2025-12-22T20:33:25.386064] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:33:25.386096] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:33:25.386124] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:33:25.386180] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:33:25.443606] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:33:25.444275] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:33:25.444354] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:33:25.444388] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:33:25.568476] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:33:25.568641] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:33:25.568684] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:33:25.568712] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:33:25.572190] [DEBUG] [FORECASTER] TYRA: Forecast T+1@11:T+2@11: DOWN (p=10.21%)
[2025-12-22T20:33:25.572467] [INFO ] [FORECASTER] Completed predict_future for TYRA
[2025-12-22T20:33:25.572608] [INFO ] [sig       ] TYRA: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:33:25.712185] [INFO ] [LOCAL     ] Saved forecast: TYRA	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/TYRA.txt
[2025-12-22T20:33:25.712363] [INFO ] [sig       ] [3242/3560] Completed TYRA in 0.3s | 2.94 sym/s | Total: 18.4m | ETA: 1.8m
[2025-12-22T20:33:25.712403] [INFO ] [sig       ] [3243/3560] Forecasting TZOO...
[2025-12-22T20:33:25.712434] [INFO ] [sig       ] Generating forecast for: TZOO
[2025-12-22T20:33:25.712464] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TZOO' from 'https://tdm.silogroup.org/data/derivative_storage/TZOO.csv'.
[2025-12-22T20:33:25.723150] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TZOO'.
[2025-12-22T20:33:25.723513] [INFO ] [FORECASTER] Starting predict_future for TZOO
[2025-12-22T20:33:25.724342] [DEBUG] [LOCAL     ] No optimal features file found for TZOO: ./output/feature-sets/TZOO.txt
[2025-12-22T20:33:25.724396] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:33:25.724430] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:33:25.724458] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:33:25.724514] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:33:25.783626] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:33:25.784449] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:33:25.784530] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:33:25.784563] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:33:25.907492] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:33:25.907658] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:33:25.907699] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:33:25.907746] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:33:25.911227] [DEBUG] [FORECASTER] TZOO: Forecast T+1@11:T+2@11: UP (p=51.55%)
[2025-12-22T20:33:25.911507] [INFO ] [FORECASTER] Completed predict_future for TZOO
[2025-12-22T20:33:25.911652] [INFO ] [sig       ] TZOO: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:33:26.050278] [INFO ] [LOCAL     ] Saved forecast: TZOO	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/TZOO.txt
[2025-12-22T20:33:26.050419] [INFO ] [sig       ] [3243/3560] Completed TZOO in 0.3s | 2.94 sym/s | Total: 18.4m | ETA: 1.8m
[2025-12-22T20:33:26.050466] [INFO ] [sig       ] [3244/3560] Forecasting UAA...
[2025-12-22T20:33:26.050523] [INFO ] [sig       ] Generating forecast for: UAA
[2025-12-22T20:33:26.050567] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UAA' from 'https://tdm.silogroup.org/data/derivative_storage/UAA.csv'.
[2025-12-22T20:33:26.061187] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UAA'.
[2025-12-22T20:33:26.061523] [INFO ] [FORECASTER] Starting predict_future for UAA
[2025-12-22T20:33:26.062320] [DEBUG] [LOCAL     ] No optimal features file found for UAA: ./output/feature-sets/UAA.txt
[2025-12-22T20:33:26.062373] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:33:26.062406] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:33:26.062434] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:33:26.062491] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:33:26.120879] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:33:26.121691] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:33:26.121771] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:33:26.121806] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:33:26.243627] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:33:26.243781] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:33:26.243822] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:33:26.243851] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:33:26.247348] [DEBUG] [FORECASTER] UAA: Forecast T+1@11:T+2@11: UP (p=67.45%)
[2025-12-22T20:33:26.247645] [INFO ] [FORECASTER] Completed predict_future for UAA
[2025-12-22T20:33:26.247772] [INFO ] [sig       ] UAA: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:33:26.390023] [INFO ] [LOCAL     ] Saved forecast: UAA	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/UAA.txt
[2025-12-22T20:33:26.390180] [INFO ] [sig       ] [3244/3560] Completed UAA in 0.3s | 2.94 sym/s | Total: 18.4m | ETA: 1.8m
[2025-12-22T20:33:26.390223] [INFO ] [sig       ] [3245/3560] Forecasting UAE...
[2025-12-22T20:33:26.390253] [INFO ] [sig       ] Generating forecast for: UAE
[2025-12-22T20:33:26.390285] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UAE' from 'https://tdm.silogroup.org/data/derivative_storage/UAE.csv'.
[2025-12-22T20:33:26.404840] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UAE'.
[2025-12-22T20:33:26.405311] [INFO ] [FORECASTER] Starting predict_future for UAE
[2025-12-22T20:33:26.406386] [DEBUG] [LOCAL     ] No optimal features file found for UAE: ./output/feature-sets/UAE.txt
[2025-12-22T20:33:26.406452] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:33:26.406499] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:33:26.406536] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:33:26.406638] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:33:26.470267] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:33:26.471127] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:33:26.471207] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:33:26.471258] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:33:26.597910] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:33:26.598061] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:33:26.598107] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:33:26.598138] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:33:26.601698] [DEBUG] [FORECASTER] UAE: Forecast T+1@11:T+2@11: DOWN (p=21.10%)
[2025-12-22T20:33:26.601989] [INFO ] [FORECASTER] Completed predict_future for UAE
[2025-12-22T20:33:26.602124] [INFO ] [sig       ] UAE: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:33:26.746117] [INFO ] [LOCAL     ] Saved forecast: UAE	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/UAE.txt
[2025-12-22T20:33:26.746275] [INFO ] [sig       ] [3245/3560] Completed UAE in 0.4s | 2.94 sym/s | Total: 18.4m | ETA: 1.8m
[2025-12-22T20:33:26.746317] [INFO ] [sig       ] [3246/3560] Forecasting UAL...
[2025-12-22T20:33:26.746348] [INFO ] [sig       ] Generating forecast for: UAL
[2025-12-22T20:33:26.746380] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UAL' from 'https://tdm.silogroup.org/data/derivative_storage/UAL.csv'.
[2025-12-22T20:33:26.757651] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UAL'.
[2025-12-22T20:33:26.758041] [INFO ] [FORECASTER] Starting predict_future for UAL
[2025-12-22T20:33:26.758903] [DEBUG] [LOCAL     ] No optimal features file found for UAL: ./output/feature-sets/UAL.txt
[2025-12-22T20:33:26.758958] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:33:26.759065] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:33:26.759108] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:33:26.759180] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:33:26.818512] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:33:26.819359] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:33:26.819449] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:33:26.819486] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:33:26.940693] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:33:26.940838] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:33:26.940881] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:33:26.940911] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:33:26.944368] [DEBUG] [FORECASTER] UAL: Forecast T+1@11:T+2@11: UP (p=88.30%)
[2025-12-22T20:33:26.944703] [INFO ] [FORECASTER] Completed predict_future for UAL
[2025-12-22T20:33:26.944839] [INFO ] [sig       ] UAL: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:33:27.085086] [INFO ] [LOCAL     ] Saved forecast: UAL	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/UAL.txt
[2025-12-22T20:33:27.085224] [INFO ] [sig       ] [3246/3560] Completed UAL in 0.3s | 2.94 sym/s | Total: 18.4m | ETA: 1.8m
[2025-12-22T20:33:27.085263] [INFO ] [sig       ] [3247/3560] Forecasting UBFO...
[2025-12-22T20:33:27.085292] [INFO ] [sig       ] Generating forecast for: UBFO
[2025-12-22T20:33:27.085320] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UBFO' from 'https://tdm.silogroup.org/data/derivative_storage/UBFO.csv'.
[2025-12-22T20:33:27.095284] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UBFO'.
[2025-12-22T20:33:27.095638] [INFO ] [FORECASTER] Starting predict_future for UBFO
[2025-12-22T20:33:27.096516] [DEBUG] [LOCAL     ] No optimal features file found for UBFO: ./output/feature-sets/UBFO.txt
[2025-12-22T20:33:27.096588] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:33:27.096623] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:33:27.096665] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:33:27.096721] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:33:27.151613] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:33:27.152415] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:33:27.152492] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:33:27.152523] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:33:27.266205] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:33:27.266362] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-22T20:33:27.266401] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:33:27.266428] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:33:27.269849] [DEBUG] [FORECASTER] UBFO: Forecast T+1@11:T+2@11: DOWN (p=18.50%)
[2025-12-22T20:33:27.270148] [INFO ] [FORECASTER] Completed predict_future for UBFO
[2025-12-22T20:33:27.270280] [INFO ] [sig       ] UBFO: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:33:27.404953] [INFO ] [LOCAL     ] Saved forecast: UBFO	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/UBFO.txt
[2025-12-22T20:33:27.405109] [INFO ] [sig       ] [3247/3560] Completed UBFO in 0.3s | 2.94 sym/s | Total: 18.4m | ETA: 1.8m
[2025-12-22T20:33:27.405147] [INFO ] [sig       ] [3248/3560] Forecasting UBND...
[2025-12-22T20:33:27.405177] [INFO ] [sig       ] Generating forecast for: UBND
[2025-12-22T20:33:27.405207] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UBND' from 'https://tdm.silogroup.org/data/derivative_storage/UBND.csv'.
[2025-12-22T20:33:27.416345] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UBND'.
[2025-12-22T20:33:27.416732] [INFO ] [FORECASTER] Starting predict_future for UBND
[2025-12-22T20:33:27.417509] [DEBUG] [LOCAL     ] No optimal features file found for UBND: ./output/feature-sets/UBND.txt
[2025-12-22T20:33:27.417561] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:33:27.417624] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:33:27.417655] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:33:27.417713] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:33:27.474521] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:33:27.475362] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:33:27.475443] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:33:27.475475] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:33:27.598853] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:33:27.599018] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:33:27.599059] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:33:27.599087] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:33:27.602783] [DEBUG] [FORECASTER] UBND: Forecast T+1@11:T+2@11: UP (p=92.61%)
[2025-12-22T20:33:27.603113] [INFO ] [FORECASTER] Completed predict_future for UBND
[2025-12-22T20:33:27.603250] [INFO ] [sig       ] UBND: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:33:27.740367] [INFO ] [LOCAL     ] Saved forecast: UBND	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/UBND.txt
[2025-12-22T20:33:27.740498] [INFO ] [sig       ] [3248/3560] Completed UBND in 0.3s | 2.94 sym/s | Total: 18.4m | ETA: 1.8m
[2025-12-22T20:33:27.740536] [INFO ] [sig       ] [3249/3560] Forecasting UBRL...
[2025-12-22T20:33:27.740565] [INFO ] [sig       ] Generating forecast for: UBRL
[2025-12-22T20:33:27.740616] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UBRL' from 'https://tdm.silogroup.org/data/derivative_storage/UBRL.csv'.
[2025-12-22T20:33:27.751102] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UBRL'.
[2025-12-22T20:33:27.751458] [INFO ] [FORECASTER] Starting predict_future for UBRL
[2025-12-22T20:33:27.752261] [DEBUG] [LOCAL     ] No optimal features file found for UBRL: ./output/feature-sets/UBRL.txt
[2025-12-22T20:33:27.752313] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:33:27.752344] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:33:27.752370] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:33:27.752424] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:33:27.807721] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:33:27.808333] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:33:27.808409] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:33:27.808440] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:33:27.928604] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:33:27.928745] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:33:27.928784] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:33:27.928843] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:33:27.932149] [DEBUG] [FORECASTER] UBRL: Forecast T+1@11:T+2@11: UP (p=82.02%)
[2025-12-22T20:33:27.932414] [INFO ] [FORECASTER] Completed predict_future for UBRL
[2025-12-22T20:33:27.932536] [INFO ] [sig       ] UBRL: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:33:28.071469] [INFO ] [LOCAL     ] Saved forecast: UBRL	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/UBRL.txt
[2025-12-22T20:33:28.071661] [INFO ] [sig       ] [3249/3560] Completed UBRL in 0.3s | 2.94 sym/s | Total: 18.4m | ETA: 1.8m
[2025-12-22T20:33:28.071705] [INFO ] [sig       ] [3250/3560] Forecasting UBS...
[2025-12-22T20:33:28.071734] [INFO ] [sig       ] Generating forecast for: UBS
[2025-12-22T20:33:28.071766] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UBS' from 'https://tdm.silogroup.org/data/derivative_storage/UBS.csv'.
[2025-12-22T20:33:28.083652] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UBS'.
[2025-12-22T20:33:28.084038] [INFO ] [FORECASTER] Starting predict_future for UBS
[2025-12-22T20:33:28.085028] [DEBUG] [LOCAL     ] No optimal features file found for UBS: ./output/feature-sets/UBS.txt
[2025-12-22T20:33:28.085080] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:33:28.085112] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:33:28.085138] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:33:28.085194] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:33:28.142898] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:33:28.143758] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:33:28.143862] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:33:28.143896] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:33:28.271320] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:33:28.271477] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:33:28.271517] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:33:28.271546] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:33:28.275445] [DEBUG] [FORECASTER] UBS: Forecast T+1@11:T+2@11: UP (p=85.87%)
[2025-12-22T20:33:28.275807] [INFO ] [FORECASTER] Completed predict_future for UBS
[2025-12-22T20:33:28.275964] [INFO ] [sig       ] UBS: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:33:28.417878] [INFO ] [LOCAL     ] Saved forecast: UBS	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/UBS.txt
[2025-12-22T20:33:28.418030] [INFO ] [sig       ] [3250/3560] Completed UBS in 0.3s | 2.94 sym/s | Total: 18.4m | ETA: 1.8m
[2025-12-22T20:33:28.418071] [INFO ] [sig       ] [3251/3560] Forecasting UBSI...
[2025-12-22T20:33:28.418102] [INFO ] [sig       ] Generating forecast for: UBSI
[2025-12-22T20:33:28.418140] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UBSI' from 'https://tdm.silogroup.org/data/derivative_storage/UBSI.csv'.
[2025-12-22T20:33:28.429196] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UBSI'.
[2025-12-22T20:33:28.429598] [INFO ] [FORECASTER] Starting predict_future for UBSI
[2025-12-22T20:33:28.430365] [DEBUG] [LOCAL     ] No optimal features file found for UBSI: ./output/feature-sets/UBSI.txt
[2025-12-22T20:33:28.430418] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:33:28.430450] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:33:28.430476] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:33:28.430532] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:33:28.490366] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:33:28.491229] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:33:28.491314] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:33:28.491347] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:33:28.610755] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:33:28.610913] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:33:28.610952] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:33:28.610983] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:33:28.614457] [DEBUG] [FORECASTER] UBSI: Forecast T+1@11:T+2@11: DOWN (p=38.26%)
[2025-12-22T20:33:28.614784] [INFO ] [FORECASTER] Completed predict_future for UBSI
[2025-12-22T20:33:28.614917] [INFO ] [sig       ] UBSI: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:33:28.758009] [INFO ] [LOCAL     ] Saved forecast: UBSI	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/UBSI.txt
[2025-12-22T20:33:28.758160] [INFO ] [sig       ] [3251/3560] Completed UBSI in 0.3s | 2.94 sym/s | Total: 18.4m | ETA: 1.8m
[2025-12-22T20:33:28.758198] [INFO ] [sig       ] [3252/3560] Forecasting UDMY...
[2025-12-22T20:33:28.758228] [INFO ] [sig       ] Generating forecast for: UDMY
[2025-12-22T20:33:28.758262] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UDMY' from 'https://tdm.silogroup.org/data/derivative_storage/UDMY.csv'.
[2025-12-22T20:33:28.769351] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UDMY'.
[2025-12-22T20:33:28.769752] [INFO ] [FORECASTER] Starting predict_future for UDMY
[2025-12-22T20:33:28.770523] [DEBUG] [LOCAL     ] No optimal features file found for UDMY: ./output/feature-sets/UDMY.txt
[2025-12-22T20:33:28.770602] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:33:28.770638] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:33:28.770665] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:33:28.770722] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:33:28.828095] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:33:28.829025] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:33:28.829111] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:33:28.829144] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:33:28.945141] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:33:28.945290] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:33:28.945329] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:33:28.945357] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:33:28.948638] [DEBUG] [FORECASTER] UDMY: Forecast T+1@11:T+2@11: DOWN (p=25.63%)
[2025-12-22T20:33:28.948903] [INFO ] [FORECASTER] Completed predict_future for UDMY
[2025-12-22T20:33:28.949037] [INFO ] [sig       ] UDMY: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:33:29.084822] [INFO ] [LOCAL     ] Saved forecast: UDMY	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/UDMY.txt
[2025-12-22T20:33:29.084983] [INFO ] [sig       ] [3252/3560] Completed UDMY in 0.3s | 2.94 sym/s | Total: 18.4m | ETA: 1.7m
[2025-12-22T20:33:29.085023] [INFO ] [sig       ] [3253/3560] Forecasting UE...
[2025-12-22T20:33:29.085054] [INFO ] [sig       ] Generating forecast for: UE
[2025-12-22T20:33:29.085084] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UE' from 'https://tdm.silogroup.org/data/derivative_storage/UE.csv'.
[2025-12-22T20:33:29.095972] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UE'.
[2025-12-22T20:33:29.096289] [INFO ] [FORECASTER] Starting predict_future for UE
[2025-12-22T20:33:29.097054] [DEBUG] [LOCAL     ] No optimal features file found for UE: ./output/feature-sets/UE.txt
[2025-12-22T20:33:29.097106] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:33:29.097137] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:33:29.097165] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:33:29.097221] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:33:29.152712] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:33:29.153535] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:33:29.153639] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:33:29.153674] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:33:29.269772] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:33:29.269921] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:33:29.269960] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:33:29.269989] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:33:29.273265] [DEBUG] [FORECASTER] UE: Forecast T+1@11:T+2@11: DOWN (p=33.49%)
[2025-12-22T20:33:29.273528] [INFO ] [FORECASTER] Completed predict_future for UE
[2025-12-22T20:33:29.273664] [INFO ] [sig       ] UE: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:33:29.407030] [INFO ] [LOCAL     ] Saved forecast: UE	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/UE.txt
[2025-12-22T20:33:29.407140] [INFO ] [sig       ] [3253/3560] Completed UE in 0.3s | 2.94 sym/s | Total: 18.4m | ETA: 1.7m
[2025-12-22T20:33:29.407177] [INFO ] [sig       ] [3254/3560] Forecasting UEIC...
[2025-12-22T20:33:29.407207] [INFO ] [sig       ] Generating forecast for: UEIC
[2025-12-22T20:33:29.407236] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UEIC' from 'https://tdm.silogroup.org/data/derivative_storage/UEIC.csv'.
[2025-12-22T20:33:29.417654] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UEIC'.
[2025-12-22T20:33:29.417936] [INFO ] [FORECASTER] Starting predict_future for UEIC
[2025-12-22T20:33:29.418706] [DEBUG] [LOCAL     ] No optimal features file found for UEIC: ./output/feature-sets/UEIC.txt
[2025-12-22T20:33:29.418757] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:33:29.418788] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:33:29.418814] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:33:29.418869] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:33:29.475625] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:33:29.476211] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:33:29.476289] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:33:29.476321] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:33:29.595937] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:33:29.596076] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:33:29.596114] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:33:29.596142] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:33:29.599456] [DEBUG] [FORECASTER] UEIC: Forecast T+1@11:T+2@11: UP (p=67.96%)
[2025-12-22T20:33:29.599748] [INFO ] [FORECASTER] Completed predict_future for UEIC
[2025-12-22T20:33:29.599882] [INFO ] [sig       ] UEIC: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:33:29.733851] [INFO ] [LOCAL     ] Saved forecast: UEIC	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/UEIC.txt
[2025-12-22T20:33:29.733967] [INFO ] [sig       ] [3254/3560] Completed UEIC in 0.3s | 2.94 sym/s | Total: 18.4m | ETA: 1.7m
[2025-12-22T20:33:29.734005] [INFO ] [sig       ] [3255/3560] Forecasting UFCS...
[2025-12-22T20:33:29.734035] [INFO ] [sig       ] Generating forecast for: UFCS
[2025-12-22T20:33:29.734064] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UFCS' from 'https://tdm.silogroup.org/data/derivative_storage/UFCS.csv'.
[2025-12-22T20:33:29.745056] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UFCS'.
[2025-12-22T20:33:29.745354] [INFO ] [FORECASTER] Starting predict_future for UFCS
[2025-12-22T20:33:29.746112] [DEBUG] [LOCAL     ] No optimal features file found for UFCS: ./output/feature-sets/UFCS.txt
[2025-12-22T20:33:29.746164] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:33:29.746194] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:33:29.746221] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:33:29.746276] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:33:29.802780] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:33:29.803366] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:33:29.803439] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:33:29.803470] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:33:29.921047] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:33:29.921187] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:33:29.921224] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:33:29.921252] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:33:29.924546] [DEBUG] [FORECASTER] UFCS: Forecast T+1@11:T+2@11: UP (p=56.43%)
[2025-12-22T20:33:29.924828] [INFO ] [FORECASTER] Completed predict_future for UFCS
[2025-12-22T20:33:29.924945] [INFO ] [sig       ] UFCS: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:33:30.059363] [INFO ] [LOCAL     ] Saved forecast: UFCS	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/UFCS.txt
[2025-12-22T20:33:30.059516] [INFO ] [sig       ] [3255/3560] Completed UFCS in 0.3s | 2.94 sym/s | Total: 18.4m | ETA: 1.7m
[2025-12-22T20:33:30.059554] [INFO ] [sig       ] [3256/3560] Forecasting UFI...
[2025-12-22T20:33:30.059600] [INFO ] [sig       ] Generating forecast for: UFI
[2025-12-22T20:33:30.059634] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UFI' from 'https://tdm.silogroup.org/data/derivative_storage/UFI.csv'.
[2025-12-22T20:33:30.070266] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UFI'.
[2025-12-22T20:33:30.070677] [INFO ] [FORECASTER] Starting predict_future for UFI
[2025-12-22T20:33:30.071438] [DEBUG] [LOCAL     ] No optimal features file found for UFI: ./output/feature-sets/UFI.txt
[2025-12-22T20:33:30.071490] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:33:30.071521] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:33:30.071549] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:33:30.071624] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:33:30.127295] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:33:30.128132] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:33:30.128263] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:33:30.128299] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:33:30.250740] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:33:30.250909] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:33:30.250949] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:33:30.250978] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:33:30.254262] [DEBUG] [FORECASTER] UFI: Forecast T+1@11:T+2@11: DOWN (p=2.33%)
[2025-12-22T20:33:30.254536] [INFO ] [FORECASTER] Completed predict_future for UFI
[2025-12-22T20:33:30.254672] [INFO ] [sig       ] UFI: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:33:30.388709] [INFO ] [LOCAL     ] Saved forecast: UFI	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/UFI.txt
[2025-12-22T20:33:30.388836] [INFO ] [sig       ] [3256/3560] Completed UFI in 0.3s | 2.94 sym/s | Total: 18.4m | ETA: 1.7m
[2025-12-22T20:33:30.388874] [INFO ] [sig       ] [3257/3560] Forecasting UFO...
[2025-12-22T20:33:30.388905] [INFO ] [sig       ] Generating forecast for: UFO
[2025-12-22T20:33:30.388935] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UFO' from 'https://tdm.silogroup.org/data/derivative_storage/UFO.csv'.
[2025-12-22T20:33:30.399848] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UFO'.
[2025-12-22T20:33:30.400184] [INFO ] [FORECASTER] Starting predict_future for UFO
[2025-12-22T20:33:30.400954] [DEBUG] [LOCAL     ] No optimal features file found for UFO: ./output/feature-sets/UFO.txt
[2025-12-22T20:33:30.401006] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:33:30.401038] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:33:30.401066] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:33:30.401121] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:33:30.456711] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:33:30.457426] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:33:30.457502] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:33:30.457534] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:33:30.574057] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:33:30.574220] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:33:30.574259] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:33:30.574288] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:33:30.577649] [DEBUG] [FORECASTER] UFO: Forecast T+1@11:T+2@11: UP (p=81.35%)
[2025-12-22T20:33:30.577950] [INFO ] [FORECASTER] Completed predict_future for UFO
[2025-12-22T20:33:30.578079] [INFO ] [sig       ] UFO: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:33:30.713790] [INFO ] [LOCAL     ] Saved forecast: UFO	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/UFO.txt
[2025-12-22T20:33:30.713944] [INFO ] [sig       ] [3257/3560] Completed UFO in 0.3s | 2.94 sym/s | Total: 18.4m | ETA: 1.7m
[2025-12-22T20:33:30.713983] [INFO ] [sig       ] [3258/3560] Forecasting UFPI...
[2025-12-22T20:33:30.714013] [INFO ] [sig       ] Generating forecast for: UFPI
[2025-12-22T20:33:30.714043] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UFPI' from 'https://tdm.silogroup.org/data/derivative_storage/UFPI.csv'.
[2025-12-22T20:33:30.725392] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UFPI'.
[2025-12-22T20:33:30.725786] [INFO ] [FORECASTER] Starting predict_future for UFPI
[2025-12-22T20:33:30.726541] [DEBUG] [LOCAL     ] No optimal features file found for UFPI: ./output/feature-sets/UFPI.txt
[2025-12-22T20:33:30.726609] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:33:30.726642] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:33:30.726669] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:33:30.726724] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:33:30.782427] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:33:30.783292] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:33:30.783372] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:33:30.783405] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:33:30.901357] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:33:30.901514] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:33:30.901554] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:33:30.901603] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:33:30.904869] [DEBUG] [FORECASTER] UFPI: Forecast T+1@11:T+2@11: UP (p=92.12%)
[2025-12-22T20:33:30.905145] [INFO ] [FORECASTER] Completed predict_future for UFPI
[2025-12-22T20:33:30.905269] [INFO ] [sig       ] UFPI: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:33:31.043872] [INFO ] [LOCAL     ] Saved forecast: UFPI	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/UFPI.txt
[2025-12-22T20:33:31.044039] [INFO ] [sig       ] [3258/3560] Completed UFPI in 0.3s | 2.94 sym/s | Total: 18.5m | ETA: 1.7m
[2025-12-22T20:33:31.044079] [INFO ] [sig       ] [3259/3560] Forecasting UGI...
[2025-12-22T20:33:31.044111] [INFO ] [sig       ] Generating forecast for: UGI
[2025-12-22T20:33:31.044142] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UGI' from 'https://tdm.silogroup.org/data/derivative_storage/UGI.csv'.
[2025-12-22T20:33:31.055115] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UGI'.
[2025-12-22T20:33:31.055480] [INFO ] [FORECASTER] Starting predict_future for UGI
[2025-12-22T20:33:31.056301] [DEBUG] [LOCAL     ] No optimal features file found for UGI: ./output/feature-sets/UGI.txt
[2025-12-22T20:33:31.056353] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:33:31.056385] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:33:31.056412] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:33:31.056468] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:33:31.112267] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:33:31.113139] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:33:31.113248] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:33:31.113283] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:33:31.234019] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:33:31.234177] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:33:31.234219] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:33:31.234250] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:33:31.237712] [DEBUG] [FORECASTER] UGI: Forecast T+1@11:T+2@11: DOWN (p=26.55%)
[2025-12-22T20:33:31.237995] [INFO ] [FORECASTER] Completed predict_future for UGI
[2025-12-22T20:33:31.238121] [INFO ] [sig       ] UGI: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:33:31.374757] [INFO ] [LOCAL     ] Saved forecast: UGI	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/UGI.txt
[2025-12-22T20:33:31.374933] [INFO ] [sig       ] [3259/3560] Completed UGI in 0.3s | 2.94 sym/s | Total: 18.5m | ETA: 1.7m
[2025-12-22T20:33:31.374975] [INFO ] [sig       ] [3260/3560] Forecasting UGP...
[2025-12-22T20:33:31.375006] [INFO ] [sig       ] Generating forecast for: UGP
[2025-12-22T20:33:31.375037] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UGP' from 'https://tdm.silogroup.org/data/derivative_storage/UGP.csv'.
[2025-12-22T20:33:31.385830] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UGP'.
[2025-12-22T20:33:31.386195] [INFO ] [FORECASTER] Starting predict_future for UGP
[2025-12-22T20:33:31.386984] [DEBUG] [LOCAL     ] No optimal features file found for UGP: ./output/feature-sets/UGP.txt
[2025-12-22T20:33:31.387039] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:33:31.387090] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:33:31.387120] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:33:31.387177] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:33:31.443876] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:33:31.444541] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:33:31.444638] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:33:31.444671] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:33:31.565461] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:33:31.565635] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:33:31.565679] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:33:31.565710] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:33:31.569168] [DEBUG] [FORECASTER] UGP: Forecast T+1@11:T+2@11: DOWN (p=38.31%)
[2025-12-22T20:33:31.569455] [INFO ] [FORECASTER] Completed predict_future for UGP
[2025-12-22T20:33:31.569601] [INFO ] [sig       ] UGP: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:33:31.708804] [INFO ] [LOCAL     ] Saved forecast: UGP	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/UGP.txt
[2025-12-22T20:33:31.708967] [INFO ] [sig       ] [3260/3560] Completed UGP in 0.3s | 2.94 sym/s | Total: 18.5m | ETA: 1.7m
[2025-12-22T20:33:31.709031] [INFO ] [sig       ] [3261/3560] Forecasting UHAL...
[2025-12-22T20:33:31.709064] [INFO ] [sig       ] Generating forecast for: UHAL
[2025-12-22T20:33:31.709095] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UHAL' from 'https://tdm.silogroup.org/data/derivative_storage/UHAL.csv'.
[2025-12-22T20:33:31.720434] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UHAL'.
[2025-12-22T20:33:31.720854] [INFO ] [FORECASTER] Starting predict_future for UHAL
[2025-12-22T20:33:31.721713] [DEBUG] [LOCAL     ] No optimal features file found for UHAL: ./output/feature-sets/UHAL.txt
[2025-12-22T20:33:31.721768] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:33:31.721802] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:33:31.721830] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:33:31.721886] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:33:31.778452] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:33:31.779345] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:33:31.779425] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:33:31.779459] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:33:31.903880] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:33:31.904034] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:33:31.904074] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:33:31.904104] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:33:31.907558] [DEBUG] [FORECASTER] UHAL: Forecast T+1@11:T+2@11: UP (p=67.13%)
[2025-12-22T20:33:31.907869] [INFO ] [FORECASTER] Completed predict_future for UHAL
[2025-12-22T20:33:31.907999] [INFO ] [sig       ] UHAL: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:33:32.044181] [INFO ] [LOCAL     ] Saved forecast: UHAL	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/UHAL.txt
[2025-12-22T20:33:32.044330] [INFO ] [sig       ] [3261/3560] Completed UHAL in 0.3s | 2.94 sym/s | Total: 18.5m | ETA: 1.7m
[2025-12-22T20:33:32.044391] [INFO ] [sig       ] [3262/3560] Forecasting UHG...
[2025-12-22T20:33:32.044422] [INFO ] [sig       ] Generating forecast for: UHG
[2025-12-22T20:33:32.044452] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UHG' from 'https://tdm.silogroup.org/data/derivative_storage/UHG.csv'.
[2025-12-22T20:33:32.056105] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UHG'.
[2025-12-22T20:33:32.056475] [INFO ] [FORECASTER] Starting predict_future for UHG
[2025-12-22T20:33:32.057388] [DEBUG] [LOCAL     ] No optimal features file found for UHG: ./output/feature-sets/UHG.txt
[2025-12-22T20:33:32.057441] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:33:32.057474] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:33:32.057501] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:33:32.057557] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:33:32.114306] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:33:32.114953] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:33:32.115028] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:33:32.115059] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:33:32.231544] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:33:32.231701] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-22T20:33:32.231740] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:33:32.231769] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:33:32.235039] [DEBUG] [FORECASTER] UHG: Forecast T+1@11:T+2@11: DOWN (p=38.04%)
[2025-12-22T20:33:32.235313] [INFO ] [FORECASTER] Completed predict_future for UHG
[2025-12-22T20:33:32.235429] [INFO ] [sig       ] UHG: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:33:32.370753] [INFO ] [LOCAL     ] Saved forecast: UHG	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/UHG.txt
[2025-12-22T20:33:32.370889] [INFO ] [sig       ] [3262/3560] Completed UHG in 0.3s | 2.94 sym/s | Total: 18.5m | ETA: 1.7m
[2025-12-22T20:33:32.370927] [INFO ] [sig       ] [3263/3560] Forecasting UHS...
[2025-12-22T20:33:32.370956] [INFO ] [sig       ] Generating forecast for: UHS
[2025-12-22T20:33:32.370985] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UHS' from 'https://tdm.silogroup.org/data/derivative_storage/UHS.csv'.
[2025-12-22T20:33:32.381854] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UHS'.
[2025-12-22T20:33:32.382173] [INFO ] [FORECASTER] Starting predict_future for UHS
[2025-12-22T20:33:32.382972] [DEBUG] [LOCAL     ] No optimal features file found for UHS: ./output/feature-sets/UHS.txt
[2025-12-22T20:33:32.383025] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:33:32.383086] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:33:32.383120] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:33:32.383195] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:33:32.441594] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:33:32.442310] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:33:32.442390] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:33:32.442422] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:33:32.564157] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:33:32.564313] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:33:32.564352] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:33:32.564380] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:33:32.567884] [DEBUG] [FORECASTER] UHS: Forecast T+1@11:T+2@11: UP (p=88.33%)
[2025-12-22T20:33:32.568180] [INFO ] [FORECASTER] Completed predict_future for UHS
[2025-12-22T20:33:32.568312] [INFO ] [sig       ] UHS: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:33:32.704632] [INFO ] [LOCAL     ] Saved forecast: UHS	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/UHS.txt
[2025-12-22T20:33:32.704774] [INFO ] [sig       ] [3263/3560] Completed UHS in 0.3s | 2.94 sym/s | Total: 18.5m | ETA: 1.7m
[2025-12-22T20:33:32.704819] [INFO ] [sig       ] [3264/3560] Forecasting UI...
[2025-12-22T20:33:32.704850] [INFO ] [sig       ] Generating forecast for: UI
[2025-12-22T20:33:32.704879] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UI' from 'https://tdm.silogroup.org/data/derivative_storage/UI.csv'.
[2025-12-22T20:33:32.715843] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UI'.
[2025-12-22T20:33:32.716208] [INFO ] [FORECASTER] Starting predict_future for UI
[2025-12-22T20:33:32.717049] [DEBUG] [LOCAL     ] No optimal features file found for UI: ./output/feature-sets/UI.txt
[2025-12-22T20:33:32.717102] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:33:32.717135] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:33:32.717163] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:33:32.717220] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:33:32.775515] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:33:32.776383] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:33:32.776464] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:33:32.776498] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:33:32.901778] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:33:32.901931] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:33:32.901972] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:33:32.902000] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:33:32.905411] [DEBUG] [FORECASTER] UI: Forecast T+1@11:T+2@11: DOWN (p=19.72%)
[2025-12-22T20:33:32.905708] [INFO ] [FORECASTER] Completed predict_future for UI
[2025-12-22T20:33:32.905831] [INFO ] [sig       ] UI: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:33:33.043529] [INFO ] [LOCAL     ] Saved forecast: UI	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/UI.txt
[2025-12-22T20:33:33.043685] [INFO ] [sig       ] [3264/3560] Completed UI in 0.3s | 2.94 sym/s | Total: 18.5m | ETA: 1.7m
[2025-12-22T20:33:33.043726] [INFO ] [sig       ] [3265/3560] Forecasting UIS...
[2025-12-22T20:33:33.043755] [INFO ] [sig       ] Generating forecast for: UIS
[2025-12-22T20:33:33.043786] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UIS' from 'https://tdm.silogroup.org/data/derivative_storage/UIS.csv'.
[2025-12-22T20:33:33.054113] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UIS'.
[2025-12-22T20:33:33.054411] [INFO ] [FORECASTER] Starting predict_future for UIS
[2025-12-22T20:33:33.055179] [DEBUG] [LOCAL     ] No optimal features file found for UIS: ./output/feature-sets/UIS.txt
[2025-12-22T20:33:33.055231] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:33:33.055262] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:33:33.055289] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:33:33.055345] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:33:33.112940] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:33:33.113634] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:33:33.113722] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:33:33.113760] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:33:33.237790] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:33:33.237936] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:33:33.237974] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:33:33.238002] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:33:33.241361] [DEBUG] [FORECASTER] UIS: Forecast T+1@11:T+2@11: UP (p=85.06%)
[2025-12-22T20:33:33.241647] [INFO ] [FORECASTER] Completed predict_future for UIS
[2025-12-22T20:33:33.241791] [INFO ] [sig       ] UIS: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:33:33.378400] [INFO ] [LOCAL     ] Saved forecast: UIS	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/UIS.txt
[2025-12-22T20:33:33.378553] [INFO ] [sig       ] [3265/3560] Completed UIS in 0.3s | 2.94 sym/s | Total: 18.5m | ETA: 1.7m
[2025-12-22T20:33:33.378620] [INFO ] [sig       ] [3266/3560] Forecasting UITB...
[2025-12-22T20:33:33.378652] [INFO ] [sig       ] Generating forecast for: UITB
[2025-12-22T20:33:33.378685] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UITB' from 'https://tdm.silogroup.org/data/derivative_storage/UITB.csv'.
[2025-12-22T20:33:33.389546] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UITB'.
[2025-12-22T20:33:33.389882] [INFO ] [FORECASTER] Starting predict_future for UITB
[2025-12-22T20:33:33.390692] [DEBUG] [LOCAL     ] No optimal features file found for UITB: ./output/feature-sets/UITB.txt
[2025-12-22T20:33:33.390751] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:33:33.390785] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:33:33.390812] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:33:33.390869] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:33:33.449324] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:33:33.450053] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:33:33.450132] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:33:33.450164] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:33:33.564823] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:33:33.564967] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:33:33.565004] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:33:33.565032] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:33:33.568372] [DEBUG] [FORECASTER] UITB: Forecast T+1@11:T+2@11: UP (p=80.66%)
[2025-12-22T20:33:33.568658] [INFO ] [FORECASTER] Completed predict_future for UITB
[2025-12-22T20:33:33.568777] [INFO ] [sig       ] UITB: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:33:33.707294] [INFO ] [LOCAL     ] Saved forecast: UITB	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/UITB.txt
[2025-12-22T20:33:33.707461] [INFO ] [sig       ] [3266/3560] Completed UITB in 0.3s | 2.94 sym/s | Total: 18.5m | ETA: 1.7m
[2025-12-22T20:33:33.707501] [INFO ] [sig       ] [3267/3560] Forecasting UL...
[2025-12-22T20:33:33.707533] [INFO ] [sig       ] Generating forecast for: UL
[2025-12-22T20:33:33.707563] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UL' from 'https://tdm.silogroup.org/data/derivative_storage/UL.csv'.
[2025-12-22T20:33:33.719257] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UL'.
[2025-12-22T20:33:33.719608] [INFO ] [FORECASTER] Starting predict_future for UL
[2025-12-22T20:33:33.720415] [DEBUG] [LOCAL     ] No optimal features file found for UL: ./output/feature-sets/UL.txt
[2025-12-22T20:33:33.720469] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:33:33.720503] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:33:33.720529] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:33:33.720605] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:33:33.779156] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:33:33.779873] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:33:33.779951] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:33:33.779985] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:33:33.903280] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:33:33.903435] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:33:33.903482] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:33:33.903530] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:33:33.907008] [DEBUG] [FORECASTER] UL: Forecast T+1@11:T+2@11: DOWN (p=23.18%)
[2025-12-22T20:33:33.907284] [INFO ] [FORECASTER] Completed predict_future for UL
[2025-12-22T20:33:33.907409] [INFO ] [sig       ] UL: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:33:34.043503] [INFO ] [LOCAL     ] Saved forecast: UL	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/UL.txt
[2025-12-22T20:33:34.043651] [INFO ] [sig       ] [3267/3560] Completed UL in 0.3s | 2.94 sym/s | Total: 18.5m | ETA: 1.7m
[2025-12-22T20:33:34.043693] [INFO ] [sig       ] [3268/3560] Forecasting ULBI...
[2025-12-22T20:33:34.043722] [INFO ] [sig       ] Generating forecast for: ULBI
[2025-12-22T20:33:34.043752] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ULBI' from 'https://tdm.silogroup.org/data/derivative_storage/ULBI.csv'.
[2025-12-22T20:33:34.054488] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ULBI'.
[2025-12-22T20:33:34.054840] [INFO ] [FORECASTER] Starting predict_future for ULBI
[2025-12-22T20:33:34.055646] [DEBUG] [LOCAL     ] No optimal features file found for ULBI: ./output/feature-sets/ULBI.txt
[2025-12-22T20:33:34.055701] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:33:34.055732] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:33:34.055759] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:33:34.055815] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:33:34.111807] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:33:34.112455] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:33:34.112528] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:33:34.112560] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:33:34.231466] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:33:34.231643] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:33:34.231683] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:33:34.231711] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:33:34.234990] [DEBUG] [FORECASTER] ULBI: Forecast T+1@11:T+2@11: DOWN (p=13.92%)
[2025-12-22T20:33:34.235280] [INFO ] [FORECASTER] Completed predict_future for ULBI
[2025-12-22T20:33:34.235414] [INFO ] [sig       ] ULBI: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:33:34.378969] [INFO ] [LOCAL     ] Saved forecast: ULBI	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/ULBI.txt
[2025-12-22T20:33:34.379189] [INFO ] [sig       ] [3268/3560] Completed ULBI in 0.3s | 2.94 sym/s | Total: 18.5m | ETA: 1.7m
[2025-12-22T20:33:34.379237] [INFO ] [sig       ] [3269/3560] Forecasting ULCC...
[2025-12-22T20:33:34.379268] [INFO ] [sig       ] Generating forecast for: ULCC
[2025-12-22T20:33:34.379299] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ULCC' from 'https://tdm.silogroup.org/data/derivative_storage/ULCC.csv'.
[2025-12-22T20:33:34.390886] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ULCC'.
[2025-12-22T20:33:34.391285] [INFO ] [FORECASTER] Starting predict_future for ULCC
[2025-12-22T20:33:34.392112] [DEBUG] [LOCAL     ] No optimal features file found for ULCC: ./output/feature-sets/ULCC.txt
[2025-12-22T20:33:34.392165] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:33:34.392197] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:33:34.392225] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:33:34.392293] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:33:34.449930] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:33:34.450865] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:33:34.450970] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:33:34.451005] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:33:34.569455] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:33:34.569628] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:33:34.569670] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:33:34.569699] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:33:34.573031] [DEBUG] [FORECASTER] ULCC: Forecast T+1@11:T+2@11: DOWN (p=28.80%)
[2025-12-22T20:33:34.573301] [INFO ] [FORECASTER] Completed predict_future for ULCC
[2025-12-22T20:33:34.573422] [INFO ] [sig       ] ULCC: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:33:34.707488] [INFO ] [LOCAL     ] Saved forecast: ULCC	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/ULCC.txt
[2025-12-22T20:33:34.707664] [INFO ] [sig       ] [3269/3560] Completed ULCC in 0.3s | 2.94 sym/s | Total: 18.5m | ETA: 1.6m
[2025-12-22T20:33:34.707708] [INFO ] [sig       ] [3270/3560] Forecasting ULH...
[2025-12-22T20:33:34.707737] [INFO ] [sig       ] Generating forecast for: ULH
[2025-12-22T20:33:34.707768] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ULH' from 'https://tdm.silogroup.org/data/derivative_storage/ULH.csv'.
[2025-12-22T20:33:34.718818] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ULH'.
[2025-12-22T20:33:34.719251] [INFO ] [FORECASTER] Starting predict_future for ULH
[2025-12-22T20:33:34.720075] [DEBUG] [LOCAL     ] No optimal features file found for ULH: ./output/feature-sets/ULH.txt
[2025-12-22T20:33:34.720128] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:33:34.720162] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:33:34.720190] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:33:34.720248] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:33:34.781083] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:33:34.782022] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:33:34.782103] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:33:34.782136] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:33:34.903422] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:33:34.903590] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:33:34.903632] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:33:34.903660] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:33:34.906981] [DEBUG] [FORECASTER] ULH: Forecast T+1@11:T+2@11: DOWN (p=13.63%)
[2025-12-22T20:33:34.907243] [INFO ] [FORECASTER] Completed predict_future for ULH
[2025-12-22T20:33:34.907365] [INFO ] [sig       ] ULH: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:33:35.043556] [INFO ] [LOCAL     ] Saved forecast: ULH	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/ULH.txt
[2025-12-22T20:33:35.043703] [INFO ] [sig       ] [3270/3560] Completed ULH in 0.3s | 2.94 sym/s | Total: 18.5m | ETA: 1.6m
[2025-12-22T20:33:35.043742] [INFO ] [sig       ] [3271/3560] Forecasting ULTA...
[2025-12-22T20:33:35.043773] [INFO ] [sig       ] Generating forecast for: ULTA
[2025-12-22T20:33:35.043803] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ULTA' from 'https://tdm.silogroup.org/data/derivative_storage/ULTA.csv'.
[2025-12-22T20:33:35.055108] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ULTA'.
[2025-12-22T20:33:35.055422] [INFO ] [FORECASTER] Starting predict_future for ULTA
[2025-12-22T20:33:35.056202] [DEBUG] [LOCAL     ] No optimal features file found for ULTA: ./output/feature-sets/ULTA.txt
[2025-12-22T20:33:35.056256] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:33:35.056289] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:33:35.056332] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:33:35.056391] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:33:35.115518] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:33:35.116382] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:33:35.116464] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:33:35.116497] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:33:35.232265] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:33:35.232418] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:33:35.232459] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:33:35.232488] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:33:35.235908] [DEBUG] [FORECASTER] ULTA: Forecast T+1@11:T+2@11: UP (p=86.20%)
[2025-12-22T20:33:35.236182] [INFO ] [FORECASTER] Completed predict_future for ULTA
[2025-12-22T20:33:35.236303] [INFO ] [sig       ] ULTA: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:33:35.373262] [INFO ] [LOCAL     ] Saved forecast: ULTA	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/ULTA.txt
[2025-12-22T20:33:35.373400] [INFO ] [sig       ] [3271/3560] Completed ULTA in 0.3s | 2.94 sym/s | Total: 18.5m | ETA: 1.6m
[2025-12-22T20:33:35.373439] [INFO ] [sig       ] [3272/3560] Forecasting ULY...
[2025-12-22T20:33:35.373468] [INFO ] [sig       ] Generating forecast for: ULY
[2025-12-22T20:33:35.373498] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ULY' from 'https://tdm.silogroup.org/data/derivative_storage/ULY.csv'.
[2025-12-22T20:33:35.384878] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ULY'.
[2025-12-22T20:33:35.385239] [INFO ] [FORECASTER] Starting predict_future for ULY
[2025-12-22T20:33:35.386113] [DEBUG] [LOCAL     ] No optimal features file found for ULY: ./output/feature-sets/ULY.txt
[2025-12-22T20:33:35.386168] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:33:35.386202] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:33:35.386229] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:33:35.386287] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:33:35.443323] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:33:35.444008] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:33:35.444105] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:33:35.444153] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:33:35.564541] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:33:35.564721] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:33:35.564761] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:33:35.564791] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:33:35.568199] [DEBUG] [FORECASTER] ULY: Forecast T+1@11:T+2@11: DOWN (p=45.90%)
[2025-12-22T20:33:35.568474] [INFO ] [FORECASTER] Completed predict_future for ULY
[2025-12-22T20:33:35.568615] [INFO ] [sig       ] ULY: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:33:35.704083] [INFO ] [LOCAL     ] Saved forecast: ULY	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/ULY.txt
[2025-12-22T20:33:35.704231] [INFO ] [sig       ] [3272/3560] Completed ULY in 0.3s | 2.94 sym/s | Total: 18.5m | ETA: 1.6m
[2025-12-22T20:33:35.704270] [INFO ] [sig       ] [3273/3560] Forecasting UMBF...
[2025-12-22T20:33:35.704299] [INFO ] [sig       ] Generating forecast for: UMBF
[2025-12-22T20:33:35.704329] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UMBF' from 'https://tdm.silogroup.org/data/derivative_storage/UMBF.csv'.
[2025-12-22T20:33:35.716525] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UMBF'.
[2025-12-22T20:33:35.716895] [INFO ] [FORECASTER] Starting predict_future for UMBF
[2025-12-22T20:33:35.717703] [DEBUG] [LOCAL     ] No optimal features file found for UMBF: ./output/feature-sets/UMBF.txt
[2025-12-22T20:33:35.717754] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:33:35.717785] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:33:35.717812] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:33:35.717872] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:33:35.775279] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:33:35.776180] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:33:35.776321] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:33:35.776371] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:33:35.907438] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:33:35.907668] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:33:35.907739] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:33:35.907781] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:33:35.913295] [DEBUG] [FORECASTER] UMBF: Forecast T+1@11:T+2@11: UP (p=92.83%)
[2025-12-22T20:33:35.913831] [INFO ] [FORECASTER] Completed predict_future for UMBF
[2025-12-22T20:33:35.914028] [INFO ] [sig       ] UMBF: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:33:36.062288] [INFO ] [LOCAL     ] Saved forecast: UMBF	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/UMBF.txt
[2025-12-22T20:33:36.062424] [INFO ] [sig       ] [3273/3560] Completed UMBF in 0.4s | 2.94 sym/s | Total: 18.5m | ETA: 1.6m
[2025-12-22T20:33:36.062463] [INFO ] [sig       ] [3274/3560] Forecasting UMC...
[2025-12-22T20:33:36.062492] [INFO ] [sig       ] Generating forecast for: UMC
[2025-12-22T20:33:36.062533] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UMC' from 'https://tdm.silogroup.org/data/derivative_storage/UMC.csv'.
[2025-12-22T20:33:36.074009] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UMC'.
[2025-12-22T20:33:36.074413] [INFO ] [FORECASTER] Starting predict_future for UMC
[2025-12-22T20:33:36.075444] [DEBUG] [LOCAL     ] No optimal features file found for UMC: ./output/feature-sets/UMC.txt
[2025-12-22T20:33:36.075511] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:33:36.075562] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:33:36.075627] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:33:36.075713] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:33:36.133774] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:33:36.134598] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:33:36.134679] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:33:36.134713] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:33:36.257434] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:33:36.257547] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:33:36.257609] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:33:36.257641] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:33:36.260952] [DEBUG] [FORECASTER] UMC: Forecast T+1@11:T+2@11: DOWN (p=19.43%)
[2025-12-22T20:33:36.261220] [INFO ] [FORECASTER] Completed predict_future for UMC
[2025-12-22T20:33:36.261341] [INFO ] [sig       ] UMC: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:33:36.449308] [INFO ] [LOCAL     ] Saved forecast: UMC	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/UMC.txt
[2025-12-22T20:33:36.449468] [INFO ] [sig       ] [3274/3560] Completed UMC in 0.4s | 2.94 sym/s | Total: 18.5m | ETA: 1.6m
[2025-12-22T20:33:36.449513] [INFO ] [sig       ] [3275/3560] Forecasting UMH...
[2025-12-22T20:33:36.449544] [INFO ] [sig       ] Generating forecast for: UMH
[2025-12-22T20:33:36.449606] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UMH' from 'https://tdm.silogroup.org/data/derivative_storage/UMH.csv'.
[2025-12-22T20:33:36.461361] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UMH'.
[2025-12-22T20:33:36.461802] [INFO ] [FORECASTER] Starting predict_future for UMH
[2025-12-22T20:33:36.462788] [DEBUG] [LOCAL     ] No optimal features file found for UMH: ./output/feature-sets/UMH.txt
[2025-12-22T20:33:36.462849] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:33:36.462886] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:33:36.462918] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:33:36.462990] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:33:36.524202] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:33:36.525088] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:33:36.525170] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:33:36.525204] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:33:36.642325] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:33:36.642474] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:33:36.642514] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:33:36.642543] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:33:36.645951] [DEBUG] [FORECASTER] UMH: Forecast T+1@11:T+2@11: DOWN (p=44.87%)
[2025-12-22T20:33:36.646259] [INFO ] [FORECASTER] Completed predict_future for UMH
[2025-12-22T20:33:36.646388] [INFO ] [sig       ] UMH: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:33:36.783092] [INFO ] [LOCAL     ] Saved forecast: UMH	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/UMH.txt
[2025-12-22T20:33:36.783233] [INFO ] [sig       ] [3275/3560] Completed UMH in 0.3s | 2.94 sym/s | Total: 18.5m | ETA: 1.6m
[2025-12-22T20:33:36.783272] [INFO ] [sig       ] [3276/3560] Forecasting UMMA...
[2025-12-22T20:33:36.783301] [INFO ] [sig       ] Generating forecast for: UMMA
[2025-12-22T20:33:36.783330] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UMMA' from 'https://tdm.silogroup.org/data/derivative_storage/UMMA.csv'.
[2025-12-22T20:33:36.794014] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UMMA'.
[2025-12-22T20:33:36.794363] [INFO ] [FORECASTER] Starting predict_future for UMMA
[2025-12-22T20:33:36.795188] [DEBUG] [LOCAL     ] No optimal features file found for UMMA: ./output/feature-sets/UMMA.txt
[2025-12-22T20:33:36.795241] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:33:36.795274] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:33:36.795301] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:33:36.795357] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:33:36.850334] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:33:36.851019] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:33:36.851095] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:33:36.851126] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:33:36.965517] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:33:36.965681] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:33:36.965720] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:33:36.965748] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:33:36.969101] [DEBUG] [FORECASTER] UMMA: Forecast T+1@11:T+2@11: UP (p=52.06%)
[2025-12-22T20:33:36.969369] [INFO ] [FORECASTER] Completed predict_future for UMMA
[2025-12-22T20:33:36.969492] [INFO ] [sig       ] UMMA: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:33:37.109215] [INFO ] [LOCAL     ] Saved forecast: UMMA	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/UMMA.txt
[2025-12-22T20:33:37.109422] [INFO ] [sig       ] [3276/3560] Completed UMMA in 0.3s | 2.94 sym/s | Total: 18.6m | ETA: 1.6m
[2025-12-22T20:33:37.109467] [INFO ] [sig       ] [3277/3560] Forecasting UNCY...
[2025-12-22T20:33:37.109498] [INFO ] [sig       ] Generating forecast for: UNCY
[2025-12-22T20:33:37.109529] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNCY' from 'https://tdm.silogroup.org/data/derivative_storage/UNCY.csv'.
[2025-12-22T20:33:37.120357] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UNCY'.
[2025-12-22T20:33:37.120690] [INFO ] [FORECASTER] Starting predict_future for UNCY
[2025-12-22T20:33:37.121444] [DEBUG] [LOCAL     ] No optimal features file found for UNCY: ./output/feature-sets/UNCY.txt
[2025-12-22T20:33:37.121496] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:33:37.121529] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:33:37.121556] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:33:37.121631] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:33:37.176715] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:33:37.177406] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:33:37.177482] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:33:37.177515] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:33:37.293930] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:33:37.294096] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:33:37.294137] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:33:37.294166] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:33:37.297661] [DEBUG] [FORECASTER] UNCY: Forecast T+1@11:T+2@11: DOWN (p=1.42%)
[2025-12-22T20:33:37.297963] [INFO ] [FORECASTER] Completed predict_future for UNCY
[2025-12-22T20:33:37.298093] [INFO ] [sig       ] UNCY: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:33:37.437627] [INFO ] [LOCAL     ] Saved forecast: UNCY	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/UNCY.txt
[2025-12-22T20:33:37.437758] [INFO ] [sig       ] [3277/3560] Completed UNCY in 0.3s | 2.94 sym/s | Total: 18.6m | ETA: 1.6m
[2025-12-22T20:33:37.437797] [INFO ] [sig       ] [3278/3560] Forecasting UNF...
[2025-12-22T20:33:37.437826] [INFO ] [sig       ] Generating forecast for: UNF
[2025-12-22T20:33:37.437857] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNF' from 'https://tdm.silogroup.org/data/derivative_storage/UNF.csv'.
[2025-12-22T20:33:37.449858] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UNF'.
[2025-12-22T20:33:37.450219] [INFO ] [FORECASTER] Starting predict_future for UNF
[2025-12-22T20:33:37.451020] [DEBUG] [LOCAL     ] No optimal features file found for UNF: ./output/feature-sets/UNF.txt
[2025-12-22T20:33:37.451074] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:33:37.451107] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:33:37.451134] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:33:37.451190] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:33:37.506724] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:33:37.507437] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:33:37.507518] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:33:37.507550] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:33:37.628551] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:33:37.628756] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:33:37.628803] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:33:37.628832] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:33:37.632386] [DEBUG] [FORECASTER] UNF: Forecast T+1@11:T+2@11: UP (p=99.04%)
[2025-12-22T20:33:37.632699] [INFO ] [FORECASTER] Completed predict_future for UNF
[2025-12-22T20:33:37.632822] [INFO ] [sig       ] UNF: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:33:37.768506] [INFO ] [LOCAL     ] Saved forecast: UNF	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/UNF.txt
[2025-12-22T20:33:37.768671] [INFO ] [sig       ] [3278/3560] Completed UNF in 0.3s | 2.94 sym/s | Total: 18.6m | ETA: 1.6m
[2025-12-22T20:33:37.768712] [INFO ] [sig       ] [3279/3560] Forecasting UNFI...
[2025-12-22T20:33:37.768742] [INFO ] [sig       ] Generating forecast for: UNFI
[2025-12-22T20:33:37.768779] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNFI' from 'https://tdm.silogroup.org/data/derivative_storage/UNFI.csv'.
[2025-12-22T20:33:37.780344] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UNFI'.
[2025-12-22T20:33:37.780719] [INFO ] [FORECASTER] Starting predict_future for UNFI
[2025-12-22T20:33:37.781502] [DEBUG] [LOCAL     ] No optimal features file found for UNFI: ./output/feature-sets/UNFI.txt
[2025-12-22T20:33:37.781555] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:33:37.781614] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:33:37.781643] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:33:37.781710] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:33:37.838965] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:33:37.839731] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:33:37.839825] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:33:37.839860] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:33:37.965614] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:33:37.965773] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:33:37.965831] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:33:37.965865] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:33:37.969224] [DEBUG] [FORECASTER] UNFI: Forecast T+1@11:T+2@11: UP (p=99.62%)
[2025-12-22T20:33:37.969499] [INFO ] [FORECASTER] Completed predict_future for UNFI
[2025-12-22T20:33:37.969641] [INFO ] [sig       ] UNFI: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:33:38.106060] [INFO ] [LOCAL     ] Saved forecast: UNFI	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/UNFI.txt
[2025-12-22T20:33:38.106191] [INFO ] [sig       ] [3279/3560] Completed UNFI in 0.3s | 2.94 sym/s | Total: 18.6m | ETA: 1.6m
[2025-12-22T20:33:38.106230] [INFO ] [sig       ] [3280/3560] Forecasting UNM...
[2025-12-22T20:33:38.106259] [INFO ] [sig       ] Generating forecast for: UNM
[2025-12-22T20:33:38.106289] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNM' from 'https://tdm.silogroup.org/data/derivative_storage/UNM.csv'.
[2025-12-22T20:33:38.117787] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UNM'.
[2025-12-22T20:33:38.118116] [INFO ] [FORECASTER] Starting predict_future for UNM
[2025-12-22T20:33:38.118928] [DEBUG] [LOCAL     ] No optimal features file found for UNM: ./output/feature-sets/UNM.txt
[2025-12-22T20:33:38.118982] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:33:38.119068] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:33:38.119098] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:33:38.119156] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:33:38.176451] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:33:38.177197] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:33:38.177273] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:33:38.177305] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:33:38.298516] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:33:38.298687] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:33:38.298727] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:33:38.298756] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:33:38.302272] [DEBUG] [FORECASTER] UNM: Forecast T+1@11:T+2@11: UP (p=97.66%)
[2025-12-22T20:33:38.302545] [INFO ] [FORECASTER] Completed predict_future for UNM
[2025-12-22T20:33:38.302684] [INFO ] [sig       ] UNM: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:33:38.456717] [INFO ] [LOCAL     ] Saved forecast: UNM	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/UNM.txt
[2025-12-22T20:33:38.456858] [INFO ] [sig       ] [3280/3560] Completed UNM in 0.4s | 2.94 sym/s | Total: 18.6m | ETA: 1.6m
[2025-12-22T20:33:38.456898] [INFO ] [sig       ] [3281/3560] Forecasting UNMA...
[2025-12-22T20:33:38.456927] [INFO ] [sig       ] Generating forecast for: UNMA
[2025-12-22T20:33:38.456957] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNMA' from 'https://tdm.silogroup.org/data/derivative_storage/UNMA.csv'.
[2025-12-22T20:33:38.467939] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UNMA'.
[2025-12-22T20:33:38.468267] [INFO ] [FORECASTER] Starting predict_future for UNMA
[2025-12-22T20:33:38.469066] [DEBUG] [LOCAL     ] No optimal features file found for UNMA: ./output/feature-sets/UNMA.txt
[2025-12-22T20:33:38.469121] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:33:38.469153] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:33:38.469180] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:33:38.469238] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:33:38.526543] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:33:38.527240] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:33:38.527320] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:33:38.527353] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:33:38.637719] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:33:38.637872] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:33:38.637914] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:33:38.637943] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:33:38.641401] [DEBUG] [FORECASTER] UNMA: Forecast T+1@11:T+2@11: DOWN (p=21.62%)
[2025-12-22T20:33:38.641707] [INFO ] [FORECASTER] Completed predict_future for UNMA
[2025-12-22T20:33:38.641832] [INFO ] [sig       ] UNMA: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:33:38.780303] [INFO ] [LOCAL     ] Saved forecast: UNMA	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/UNMA.txt
[2025-12-22T20:33:38.780439] [INFO ] [sig       ] [3281/3560] Completed UNMA in 0.3s | 2.94 sym/s | Total: 18.6m | ETA: 1.6m
[2025-12-22T20:33:38.780478] [INFO ] [sig       ] [3282/3560] Forecasting UNP...
[2025-12-22T20:33:38.780506] [INFO ] [sig       ] Generating forecast for: UNP
[2025-12-22T20:33:38.780536] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNP' from 'https://tdm.silogroup.org/data/derivative_storage/UNP.csv'.
[2025-12-22T20:33:38.791159] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UNP'.
[2025-12-22T20:33:38.791493] [INFO ] [FORECASTER] Starting predict_future for UNP
[2025-12-22T20:33:38.792268] [DEBUG] [LOCAL     ] No optimal features file found for UNP: ./output/feature-sets/UNP.txt
[2025-12-22T20:33:38.792319] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:33:38.792351] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:33:38.792378] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:33:38.792434] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:33:38.850677] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:33:38.851379] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:33:38.851463] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:33:38.851496] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:33:38.970532] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:33:38.970678] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:33:38.970719] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:33:38.970748] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:33:38.974111] [DEBUG] [FORECASTER] UNP: Forecast T+1@11:T+2@11: DOWN (p=11.88%)
[2025-12-22T20:33:38.974393] [INFO ] [FORECASTER] Completed predict_future for UNP
[2025-12-22T20:33:38.974515] [INFO ] [sig       ] UNP: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:33:39.114992] [INFO ] [LOCAL     ] Saved forecast: UNP	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/UNP.txt
[2025-12-22T20:33:39.115136] [INFO ] [sig       ] [3282/3560] Completed UNP in 0.3s | 2.94 sym/s | Total: 18.6m | ETA: 1.6m
[2025-12-22T20:33:39.115174] [INFO ] [sig       ] [3283/3560] Forecasting UNTY...
[2025-12-22T20:33:39.115203] [INFO ] [sig       ] Generating forecast for: UNTY
[2025-12-22T20:33:39.115234] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNTY' from 'https://tdm.silogroup.org/data/derivative_storage/UNTY.csv'.
[2025-12-22T20:33:39.127227] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UNTY'.
[2025-12-22T20:33:39.127559] [INFO ] [FORECASTER] Starting predict_future for UNTY
[2025-12-22T20:33:39.128359] [DEBUG] [LOCAL     ] No optimal features file found for UNTY: ./output/feature-sets/UNTY.txt
[2025-12-22T20:33:39.128411] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:33:39.128444] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:33:39.128472] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:33:39.128528] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:33:39.186001] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:33:39.186995] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:33:39.187093] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:33:39.187127] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:33:39.300808] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:33:39.300960] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:33:39.300999] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:33:39.301068] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:33:39.304434] [DEBUG] [FORECASTER] UNTY: Forecast T+1@11:T+2@11: DOWN (p=15.86%)
[2025-12-22T20:33:39.304723] [INFO ] [FORECASTER] Completed predict_future for UNTY
[2025-12-22T20:33:39.304844] [INFO ] [sig       ] UNTY: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:33:39.439042] [INFO ] [LOCAL     ] Saved forecast: UNTY	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/UNTY.txt
[2025-12-22T20:33:39.439178] [INFO ] [sig       ] [3283/3560] Completed UNTY in 0.3s | 2.94 sym/s | Total: 18.6m | ETA: 1.6m
[2025-12-22T20:33:39.439216] [INFO ] [sig       ] [3284/3560] Forecasting UONE...
[2025-12-22T20:33:39.439246] [INFO ] [sig       ] Generating forecast for: UONE
[2025-12-22T20:33:39.439275] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UONE' from 'https://tdm.silogroup.org/data/derivative_storage/UONE.csv'.
[2025-12-22T20:33:39.449674] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UONE'.
[2025-12-22T20:33:39.449978] [INFO ] [FORECASTER] Starting predict_future for UONE
[2025-12-22T20:33:39.450751] [DEBUG] [LOCAL     ] No optimal features file found for UONE: ./output/feature-sets/UONE.txt
[2025-12-22T20:33:39.450817] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:33:39.450850] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:33:39.450877] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:33:39.450933] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:33:39.506730] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:33:39.507332] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:33:39.507406] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:33:39.507437] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:33:39.615184] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:33:39.615344] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:33:39.615385] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:33:39.615415] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:33:39.619060] [DEBUG] [FORECASTER] UONE: Forecast T+1@11:T+2@11: UP (p=72.96%)
[2025-12-22T20:33:39.619360] [INFO ] [FORECASTER] Completed predict_future for UONE
[2025-12-22T20:33:39.619489] [INFO ] [sig       ] UONE: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:33:39.754763] [INFO ] [LOCAL     ] Saved forecast: UONE	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/UONE.txt
[2025-12-22T20:33:39.754928] [INFO ] [sig       ] [3284/3560] Completed UONE in 0.3s | 2.94 sym/s | Total: 18.6m | ETA: 1.6m
[2025-12-22T20:33:39.754970] [INFO ] [sig       ] [3285/3560] Forecasting UPBD...
[2025-12-22T20:33:39.754998] [INFO ] [sig       ] Generating forecast for: UPBD
[2025-12-22T20:33:39.755028] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UPBD' from 'https://tdm.silogroup.org/data/derivative_storage/UPBD.csv'.
[2025-12-22T20:33:39.766618] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UPBD'.
[2025-12-22T20:33:39.766973] [INFO ] [FORECASTER] Starting predict_future for UPBD
[2025-12-22T20:33:39.767759] [DEBUG] [LOCAL     ] No optimal features file found for UPBD: ./output/feature-sets/UPBD.txt
[2025-12-22T20:33:39.767811] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:33:39.767843] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:33:39.767871] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:33:39.767928] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:33:39.824081] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:33:39.825170] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:33:39.825258] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:33:39.825290] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:33:39.946330] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:33:39.946491] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:33:39.946533] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:33:39.946562] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:33:39.949996] [DEBUG] [FORECASTER] UPBD: Forecast T+1@11:T+2@11: DOWN (p=8.39%)
[2025-12-22T20:33:39.950274] [INFO ] [FORECASTER] Completed predict_future for UPBD
[2025-12-22T20:33:39.950397] [INFO ] [sig       ] UPBD: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:33:40.103437] [INFO ] [LOCAL     ] Saved forecast: UPBD	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/UPBD.txt
[2025-12-22T20:33:40.103616] [INFO ] [sig       ] [3285/3560] Completed UPBD in 0.3s | 2.94 sym/s | Total: 18.6m | ETA: 1.6m
[2025-12-22T20:33:40.103669] [INFO ] [sig       ] [3286/3560] Forecasting UPC...
[2025-12-22T20:33:40.103709] [INFO ] [sig       ] Generating forecast for: UPC
[2025-12-22T20:33:40.103744] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UPC' from 'https://tdm.silogroup.org/data/derivative_storage/UPC.csv'.
[2025-12-22T20:33:40.116429] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UPC'.
[2025-12-22T20:33:40.116985] [INFO ] [FORECASTER] Starting predict_future for UPC
[2025-12-22T20:33:40.117994] [DEBUG] [LOCAL     ] No optimal features file found for UPC: ./output/feature-sets/UPC.txt
[2025-12-22T20:33:40.118056] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:33:40.118096] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:33:40.118128] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:33:40.118203] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:33:40.184195] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:33:40.185088] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:33:40.185181] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:33:40.185217] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:33:40.299666] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:33:40.299822] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:33:40.299861] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:33:40.299889] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:33:40.303253] [DEBUG] [FORECASTER] UPC: Forecast T+1@11:T+2@11: DOWN (p=27.01%)
[2025-12-22T20:33:40.303563] [INFO ] [FORECASTER] Completed predict_future for UPC
[2025-12-22T20:33:40.303712] [INFO ] [sig       ] UPC: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:33:40.441846] [INFO ] [LOCAL     ] Saved forecast: UPC	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/UPC.txt
[2025-12-22T20:33:40.441981] [INFO ] [sig       ] [3286/3560] Completed UPC in 0.3s | 2.94 sym/s | Total: 18.6m | ETA: 1.6m
[2025-12-22T20:33:40.442021] [INFO ] [sig       ] [3287/3560] Forecasting UPLD...
[2025-12-22T20:33:40.442051] [INFO ] [sig       ] Generating forecast for: UPLD
[2025-12-22T20:33:40.442080] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UPLD' from 'https://tdm.silogroup.org/data/derivative_storage/UPLD.csv'.
[2025-12-22T20:33:40.452602] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UPLD'.
[2025-12-22T20:33:40.452907] [INFO ] [FORECASTER] Starting predict_future for UPLD
[2025-12-22T20:33:40.453680] [DEBUG] [LOCAL     ] No optimal features file found for UPLD: ./output/feature-sets/UPLD.txt
[2025-12-22T20:33:40.453731] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:33:40.453764] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:33:40.453790] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:33:40.453846] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:33:40.510769] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:33:40.511539] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:33:40.511633] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:33:40.511666] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:33:40.632427] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:33:40.632629] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:33:40.632673] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:33:40.632703] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:33:40.636776] [DEBUG] [FORECASTER] UPLD: Forecast T+1@11:T+2@11: UP (p=76.73%)
[2025-12-22T20:33:40.637110] [INFO ] [FORECASTER] Completed predict_future for UPLD
[2025-12-22T20:33:40.637245] [INFO ] [sig       ] UPLD: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:33:40.772764] [INFO ] [LOCAL     ] Saved forecast: UPLD	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/UPLD.txt
[2025-12-22T20:33:40.772911] [INFO ] [sig       ] [3287/3560] Completed UPLD in 0.3s | 2.94 sym/s | Total: 18.6m | ETA: 1.5m
[2025-12-22T20:33:40.772962] [INFO ] [sig       ] [3288/3560] Forecasting UPS...
[2025-12-22T20:33:40.772992] [INFO ] [sig       ] Generating forecast for: UPS
[2025-12-22T20:33:40.773022] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UPS' from 'https://tdm.silogroup.org/data/derivative_storage/UPS.csv'.
[2025-12-22T20:33:40.784642] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UPS'.
[2025-12-22T20:33:40.784997] [INFO ] [FORECASTER] Starting predict_future for UPS
[2025-12-22T20:33:40.785784] [DEBUG] [LOCAL     ] No optimal features file found for UPS: ./output/feature-sets/UPS.txt
[2025-12-22T20:33:40.785835] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:33:40.785867] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:33:40.785894] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:33:40.785950] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:33:40.842669] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:33:40.843552] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:33:40.843652] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:33:40.843686] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:33:40.967461] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:33:40.967632] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:33:40.967672] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:33:40.967701] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:33:40.971013] [DEBUG] [FORECASTER] UPS: Forecast T+1@11:T+2@11: DOWN (p=4.75%)
[2025-12-22T20:33:40.971277] [INFO ] [FORECASTER] Completed predict_future for UPS
[2025-12-22T20:33:40.971398] [INFO ] [sig       ] UPS: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:33:41.109025] [INFO ] [LOCAL     ] Saved forecast: UPS	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/UPS.txt
[2025-12-22T20:33:41.109177] [INFO ] [sig       ] [3288/3560] Completed UPS in 0.3s | 2.94 sym/s | Total: 18.6m | ETA: 1.5m
[2025-12-22T20:33:41.109216] [INFO ] [sig       ] [3289/3560] Forecasting UPWK...
[2025-12-22T20:33:41.109245] [INFO ] [sig       ] Generating forecast for: UPWK
[2025-12-22T20:33:41.109275] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UPWK' from 'https://tdm.silogroup.org/data/derivative_storage/UPWK.csv'.
[2025-12-22T20:33:41.120297] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UPWK'.
[2025-12-22T20:33:41.120628] [INFO ] [FORECASTER] Starting predict_future for UPWK
[2025-12-22T20:33:41.121373] [DEBUG] [LOCAL     ] No optimal features file found for UPWK: ./output/feature-sets/UPWK.txt
[2025-12-22T20:33:41.121425] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:33:41.121458] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:33:41.121488] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:33:41.121543] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:33:41.177789] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:33:41.178423] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:33:41.178501] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:33:41.178533] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:33:41.302757] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:33:41.302909] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:33:41.302950] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:33:41.302979] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:33:41.306565] [DEBUG] [FORECASTER] UPWK: Forecast T+1@11:T+2@11: DOWN (p=22.79%)
[2025-12-22T20:33:41.306871] [INFO ] [FORECASTER] Completed predict_future for UPWK
[2025-12-22T20:33:41.307000] [INFO ] [sig       ] UPWK: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:33:41.446718] [INFO ] [LOCAL     ] Saved forecast: UPWK	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/UPWK.txt
[2025-12-22T20:33:41.446873] [INFO ] [sig       ] [3289/3560] Completed UPWK in 0.3s | 2.94 sym/s | Total: 18.6m | ETA: 1.5m
[2025-12-22T20:33:41.446911] [INFO ] [sig       ] [3290/3560] Forecasting UPXI...
[2025-12-22T20:33:41.446941] [INFO ] [sig       ] Generating forecast for: UPXI
[2025-12-22T20:33:41.446972] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UPXI' from 'https://tdm.silogroup.org/data/derivative_storage/UPXI.csv'.
[2025-12-22T20:33:41.457982] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UPXI'.
[2025-12-22T20:33:41.458388] [INFO ] [FORECASTER] Starting predict_future for UPXI
[2025-12-22T20:33:41.459223] [DEBUG] [LOCAL     ] No optimal features file found for UPXI: ./output/feature-sets/UPXI.txt
[2025-12-22T20:33:41.459275] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:33:41.459306] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:33:41.459333] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:33:41.459388] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:33:41.516221] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:33:41.517089] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:33:41.517206] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:33:41.517239] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:33:41.635816] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:33:41.635970] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:33:41.636010] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:33:41.636040] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:33:41.639441] [DEBUG] [FORECASTER] UPXI: Forecast T+1@11:T+2@11: DOWN (p=24.76%)
[2025-12-22T20:33:41.639760] [INFO ] [FORECASTER] Completed predict_future for UPXI
[2025-12-22T20:33:41.639900] [INFO ] [sig       ] UPXI: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:33:41.779814] [INFO ] [LOCAL     ] Saved forecast: UPXI	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/UPXI.txt
[2025-12-22T20:33:41.779951] [INFO ] [sig       ] [3290/3560] Completed UPXI in 0.3s | 2.94 sym/s | Total: 18.6m | ETA: 1.5m
[2025-12-22T20:33:41.779992] [INFO ] [sig       ] [3291/3560] Forecasting URBN...
[2025-12-22T20:33:41.780023] [INFO ] [sig       ] Generating forecast for: URBN
[2025-12-22T20:33:41.780053] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'URBN' from 'https://tdm.silogroup.org/data/derivative_storage/URBN.csv'.
[2025-12-22T20:33:41.792006] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'URBN'.
[2025-12-22T20:33:41.792359] [INFO ] [FORECASTER] Starting predict_future for URBN
[2025-12-22T20:33:41.793132] [DEBUG] [LOCAL     ] No optimal features file found for URBN: ./output/feature-sets/URBN.txt
[2025-12-22T20:33:41.793184] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:33:41.793215] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:33:41.793242] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:33:41.793297] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:33:41.850972] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:33:41.851776] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:33:41.851856] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:33:41.851890] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:33:41.973527] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:33:41.973705] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:33:41.973760] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:33:41.973790] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:33:41.977087] [DEBUG] [FORECASTER] URBN: Forecast T+1@11:T+2@11: DOWN (p=1.09%)
[2025-12-22T20:33:41.977350] [INFO ] [FORECASTER] Completed predict_future for URBN
[2025-12-22T20:33:41.977471] [INFO ] [sig       ] URBN: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:33:42.116424] [INFO ] [LOCAL     ] Saved forecast: URBN	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/URBN.txt
[2025-12-22T20:33:42.116611] [INFO ] [sig       ] [3291/3560] Completed URBN in 0.3s | 2.94 sym/s | Total: 18.6m | ETA: 1.5m
[2025-12-22T20:33:42.116655] [INFO ] [sig       ] [3292/3560] Forecasting URGN...
[2025-12-22T20:33:42.116686] [INFO ] [sig       ] Generating forecast for: URGN
[2025-12-22T20:33:42.116717] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'URGN' from 'https://tdm.silogroup.org/data/derivative_storage/URGN.csv'.
[2025-12-22T20:33:42.127801] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'URGN'.
[2025-12-22T20:33:42.128146] [INFO ] [FORECASTER] Starting predict_future for URGN
[2025-12-22T20:33:42.128972] [DEBUG] [LOCAL     ] No optimal features file found for URGN: ./output/feature-sets/URGN.txt
[2025-12-22T20:33:42.129048] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:33:42.129082] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:33:42.129109] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:33:42.129165] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:33:42.186495] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:33:42.187159] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:33:42.187236] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:33:42.187276] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:33:42.307491] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:33:42.307653] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:33:42.307694] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:33:42.307722] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:33:42.311852] [DEBUG] [FORECASTER] URGN: Forecast T+1@11:T+2@11: UP (p=87.56%)
[2025-12-22T20:33:42.312204] [INFO ] [FORECASTER] Completed predict_future for URGN
[2025-12-22T20:33:42.312361] [INFO ] [sig       ] URGN: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:33:42.449156] [INFO ] [LOCAL     ] Saved forecast: URGN	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/URGN.txt
[2025-12-22T20:33:42.449289] [INFO ] [sig       ] [3292/3560] Completed URGN in 0.3s | 2.94 sym/s | Total: 18.6m | ETA: 1.5m
[2025-12-22T20:33:42.449327] [INFO ] [sig       ] [3293/3560] Forecasting URI...
[2025-12-22T20:33:42.449356] [INFO ] [sig       ] Generating forecast for: URI
[2025-12-22T20:33:42.449387] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'URI' from 'https://tdm.silogroup.org/data/derivative_storage/URI.csv'.
[2025-12-22T20:33:42.461546] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'URI'.
[2025-12-22T20:33:42.462008] [INFO ] [FORECASTER] Starting predict_future for URI
[2025-12-22T20:33:42.462945] [DEBUG] [LOCAL     ] No optimal features file found for URI: ./output/feature-sets/URI.txt
[2025-12-22T20:33:42.463011] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:33:42.463046] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:33:42.463074] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:33:42.463132] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:33:42.522319] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:33:42.523224] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:33:42.523302] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:33:42.523334] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:33:42.647870] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:33:42.648020] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:33:42.648068] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:33:42.648098] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:33:42.651590] [DEBUG] [FORECASTER] URI: Forecast T+1@11:T+2@11: DOWN (p=7.74%)
[2025-12-22T20:33:42.651879] [INFO ] [FORECASTER] Completed predict_future for URI
[2025-12-22T20:33:42.652009] [INFO ] [sig       ] URI: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:33:42.802088] [INFO ] [LOCAL     ] Saved forecast: URI	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/URI.txt
[2025-12-22T20:33:42.802276] [INFO ] [sig       ] [3293/3560] Completed URI in 0.4s | 2.94 sym/s | Total: 18.6m | ETA: 1.5m
[2025-12-22T20:33:42.802316] [INFO ] [sig       ] [3294/3560] Forecasting URNJ...
[2025-12-22T20:33:42.802346] [INFO ] [sig       ] Generating forecast for: URNJ
[2025-12-22T20:33:42.802377] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'URNJ' from 'https://tdm.silogroup.org/data/derivative_storage/URNJ.csv'.
[2025-12-22T20:33:42.813116] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'URNJ'.
[2025-12-22T20:33:42.813483] [INFO ] [FORECASTER] Starting predict_future for URNJ
[2025-12-22T20:33:42.814258] [DEBUG] [LOCAL     ] No optimal features file found for URNJ: ./output/feature-sets/URNJ.txt
[2025-12-22T20:33:42.814309] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:33:42.814341] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:33:42.814368] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:33:42.814423] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:33:42.870896] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:33:42.871761] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:33:42.871841] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:33:42.871873] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:33:42.993976] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:33:42.994136] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:33:42.994177] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:33:42.994207] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:33:42.997685] [DEBUG] [FORECASTER] URNJ: Forecast T+1@11:T+2@11: UP (p=69.72%)
[2025-12-22T20:33:42.997990] [INFO ] [FORECASTER] Completed predict_future for URNJ
[2025-12-22T20:33:42.998121] [INFO ] [sig       ] URNJ: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:33:43.135149] [INFO ] [LOCAL     ] Saved forecast: URNJ	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/URNJ.txt
[2025-12-22T20:33:43.135287] [INFO ] [sig       ] [3294/3560] Completed URNJ in 0.3s | 2.94 sym/s | Total: 18.7m | ETA: 1.5m
[2025-12-22T20:33:43.135327] [INFO ] [sig       ] [3295/3560] Forecasting UROY...
[2025-12-22T20:33:43.135355] [INFO ] [sig       ] Generating forecast for: UROY
[2025-12-22T20:33:43.135386] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UROY' from 'https://tdm.silogroup.org/data/derivative_storage/UROY.csv'.
[2025-12-22T20:33:43.146250] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UROY'.
[2025-12-22T20:33:43.146596] [INFO ] [FORECASTER] Starting predict_future for UROY
[2025-12-22T20:33:43.147353] [DEBUG] [LOCAL     ] No optimal features file found for UROY: ./output/feature-sets/UROY.txt
[2025-12-22T20:33:43.147406] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:33:43.147454] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:33:43.147484] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:33:43.147539] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:33:43.203621] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:33:43.204249] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:33:43.204329] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:33:43.204359] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:33:43.327803] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:33:43.327953] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:33:43.327993] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:33:43.328021] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:33:43.331326] [DEBUG] [FORECASTER] UROY: Forecast T+1@11:T+2@11: DOWN (p=16.67%)
[2025-12-22T20:33:43.331615] [INFO ] [FORECASTER] Completed predict_future for UROY
[2025-12-22T20:33:43.331738] [INFO ] [sig       ] UROY: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:33:43.466963] [INFO ] [LOCAL     ] Saved forecast: UROY	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/UROY.txt
[2025-12-22T20:33:43.467091] [INFO ] [sig       ] [3295/3560] Completed UROY in 0.3s | 2.94 sym/s | Total: 18.7m | ETA: 1.5m
[2025-12-22T20:33:43.467129] [INFO ] [sig       ] [3296/3560] Forecasting USA...
[2025-12-22T20:33:43.467158] [INFO ] [sig       ] Generating forecast for: USA
[2025-12-22T20:33:43.467188] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USA' from 'https://tdm.silogroup.org/data/derivative_storage/USA.csv'.
[2025-12-22T20:33:43.478984] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USA'.
[2025-12-22T20:33:43.479504] [INFO ] [FORECASTER] Starting predict_future for USA
[2025-12-22T20:33:43.480535] [DEBUG] [LOCAL     ] No optimal features file found for USA: ./output/feature-sets/USA.txt
[2025-12-22T20:33:43.480611] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:33:43.480649] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:33:43.480677] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:33:43.480735] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:33:43.537314] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:33:43.538196] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:33:43.538283] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:33:43.538316] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:33:43.668911] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:33:43.669105] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:33:43.669166] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:33:43.669208] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:33:43.673276] [DEBUG] [FORECASTER] USA: Forecast T+1@11:T+2@11: DOWN (p=15.35%)
[2025-12-22T20:33:43.673696] [INFO ] [FORECASTER] Completed predict_future for USA
[2025-12-22T20:33:43.673840] [INFO ] [sig       ] USA: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:33:43.817048] [INFO ] [LOCAL     ] Saved forecast: USA	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/USA.txt
[2025-12-22T20:33:43.817209] [INFO ] [sig       ] [3296/3560] Completed USA in 0.4s | 2.94 sym/s | Total: 18.7m | ETA: 1.5m
[2025-12-22T20:33:43.817248] [INFO ] [sig       ] [3297/3560] Forecasting USAC...
[2025-12-22T20:33:43.817278] [INFO ] [sig       ] Generating forecast for: USAC
[2025-12-22T20:33:43.817309] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USAC' from 'https://tdm.silogroup.org/data/derivative_storage/USAC.csv'.
[2025-12-22T20:33:43.828668] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USAC'.
[2025-12-22T20:33:43.829075] [INFO ] [FORECASTER] Starting predict_future for USAC
[2025-12-22T20:33:43.829875] [DEBUG] [LOCAL     ] No optimal features file found for USAC: ./output/feature-sets/USAC.txt
[2025-12-22T20:33:43.829928] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:33:43.829989] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:33:43.830020] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:33:43.830078] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:33:43.887626] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:33:43.888272] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:33:43.888350] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:33:43.888382] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:33:44.006613] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:33:44.006759] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:33:44.006799] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:33:44.006828] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:33:44.010238] [DEBUG] [FORECASTER] USAC: Forecast T+1@11:T+2@11: UP (p=73.68%)
[2025-12-22T20:33:44.010509] [INFO ] [FORECASTER] Completed predict_future for USAC
[2025-12-22T20:33:44.010651] [INFO ] [sig       ] USAC: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:33:44.149936] [INFO ] [LOCAL     ] Saved forecast: USAC	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/USAC.txt
[2025-12-22T20:33:44.150059] [INFO ] [sig       ] [3297/3560] Completed USAC in 0.3s | 2.94 sym/s | Total: 18.7m | ETA: 1.5m
[2025-12-22T20:33:44.150097] [INFO ] [sig       ] [3298/3560] Forecasting USB...
[2025-12-22T20:33:44.150126] [INFO ] [sig       ] Generating forecast for: USB
[2025-12-22T20:33:44.150155] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USB' from 'https://tdm.silogroup.org/data/derivative_storage/USB.csv'.
[2025-12-22T20:33:44.160888] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USB'.
[2025-12-22T20:33:44.161199] [INFO ] [FORECASTER] Starting predict_future for USB
[2025-12-22T20:33:44.161991] [DEBUG] [LOCAL     ] No optimal features file found for USB: ./output/feature-sets/USB.txt
[2025-12-22T20:33:44.162042] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:33:44.162075] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:33:44.162101] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:33:44.162157] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:33:44.219647] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:33:44.220255] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:33:44.220334] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:33:44.220366] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:33:44.340013] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:33:44.340152] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:33:44.340192] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:33:44.340221] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:33:44.343513] [DEBUG] [FORECASTER] USB: Forecast T+1@11:T+2@11: DOWN (p=12.59%)
[2025-12-22T20:33:44.343806] [INFO ] [FORECASTER] Completed predict_future for USB
[2025-12-22T20:33:44.343924] [INFO ] [sig       ] USB: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:33:44.481176] [INFO ] [LOCAL     ] Saved forecast: USB	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/USB.txt
[2025-12-22T20:33:44.481316] [INFO ] [sig       ] [3298/3560] Completed USB in 0.3s | 2.94 sym/s | Total: 18.7m | ETA: 1.5m
[2025-12-22T20:33:44.481370] [INFO ] [sig       ] [3299/3560] Forecasting USCB...
[2025-12-22T20:33:44.481402] [INFO ] [sig       ] Generating forecast for: USCB
[2025-12-22T20:33:44.481432] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USCB' from 'https://tdm.silogroup.org/data/derivative_storage/USCB.csv'.
[2025-12-22T20:33:44.492703] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USCB'.
[2025-12-22T20:33:44.493052] [INFO ] [FORECASTER] Starting predict_future for USCB
[2025-12-22T20:33:44.493917] [DEBUG] [LOCAL     ] No optimal features file found for USCB: ./output/feature-sets/USCB.txt
[2025-12-22T20:33:44.493970] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:33:44.494002] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:33:44.494028] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:33:44.494082] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:33:44.549790] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:33:44.550668] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:33:44.550751] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:33:44.550782] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:33:44.664109] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:33:44.664268] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:33:44.664307] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:33:44.664337] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:33:44.668352] [DEBUG] [FORECASTER] USCB: Forecast T+1@11:T+2@11: DOWN (p=5.82%)
[2025-12-22T20:33:44.668665] [INFO ] [FORECASTER] Completed predict_future for USCB
[2025-12-22T20:33:44.668815] [INFO ] [sig       ] USCB: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:33:44.821395] [INFO ] [LOCAL     ] Saved forecast: USCB	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/USCB.txt
[2025-12-22T20:33:44.821563] [INFO ] [sig       ] [3299/3560] Completed USCB in 0.3s | 2.94 sym/s | Total: 18.7m | ETA: 1.5m
[2025-12-22T20:33:44.821623] [INFO ] [sig       ] [3300/3560] Forecasting USDX...
[2025-12-22T20:33:44.821653] [INFO ] [sig       ] Generating forecast for: USDX
[2025-12-22T20:33:44.821684] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USDX' from 'https://tdm.silogroup.org/data/derivative_storage/USDX.csv'.
[2025-12-22T20:33:44.832728] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USDX'.
[2025-12-22T20:33:44.833115] [INFO ] [FORECASTER] Starting predict_future for USDX
[2025-12-22T20:33:44.833916] [DEBUG] [LOCAL     ] No optimal features file found for USDX: ./output/feature-sets/USDX.txt
[2025-12-22T20:33:44.833967] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:33:44.833998] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:33:44.834024] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:33:44.834080] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:33:44.907137] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:33:44.908360] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:33:44.908471] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:33:44.908520] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:33:45.041890] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:33:45.042057] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:33:45.042131] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:33:45.042217] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:33:45.047191] [DEBUG] [FORECASTER] USDX: Forecast T+1@11:T+2@11: UP (p=95.88%)
[2025-12-22T20:33:45.047724] [INFO ] [FORECASTER] Completed predict_future for USDX
[2025-12-22T20:33:45.047975] [INFO ] [sig       ] USDX: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:33:45.265715] [INFO ] [LOCAL     ] Saved forecast: USDX	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/USDX.txt
[2025-12-22T20:33:45.265939] [INFO ] [sig       ] [3300/3560] Completed USDX in 0.4s | 2.94 sym/s | Total: 18.7m | ETA: 1.5m
[2025-12-22T20:33:45.266006] [INFO ] [sig       ] [3301/3560] Forecasting USEA...
[2025-12-22T20:33:45.266059] [INFO ] [sig       ] Generating forecast for: USEA
[2025-12-22T20:33:45.266112] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USEA' from 'https://tdm.silogroup.org/data/derivative_storage/USEA.csv'.
[2025-12-22T20:33:45.282851] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USEA'.
[2025-12-22T20:33:45.283250] [INFO ] [FORECASTER] Starting predict_future for USEA
[2025-12-22T20:33:45.284469] [DEBUG] [LOCAL     ] No optimal features file found for USEA: ./output/feature-sets/USEA.txt
[2025-12-22T20:33:45.284550] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:33:45.284628] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:33:45.284679] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:33:45.284775] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:33:45.367811] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:33:45.369079] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:33:45.369200] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:33:45.369251] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:33:45.518205] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:33:45.518398] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:33:45.518463] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:33:45.518511] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:33:45.523987] [DEBUG] [FORECASTER] USEA: Forecast T+1@11:T+2@11: DOWN (p=20.40%)
[2025-12-22T20:33:45.524494] [INFO ] [FORECASTER] Completed predict_future for USEA
[2025-12-22T20:33:45.524729] [INFO ] [sig       ] USEA: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:33:45.692590] [INFO ] [LOCAL     ] Saved forecast: USEA	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/USEA.txt
[2025-12-22T20:33:45.692810] [INFO ] [sig       ] [3301/3560] Completed USEA in 0.4s | 2.94 sym/s | Total: 18.7m | ETA: 1.5m
[2025-12-22T20:33:45.692872] [INFO ] [sig       ] [3302/3560] Forecasting USFD...
[2025-12-22T20:33:45.692911] [INFO ] [sig       ] Generating forecast for: USFD
[2025-12-22T20:33:45.692953] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USFD' from 'https://tdm.silogroup.org/data/derivative_storage/USFD.csv'.
[2025-12-22T20:33:45.707897] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USFD'.
[2025-12-22T20:33:45.708368] [INFO ] [FORECASTER] Starting predict_future for USFD
[2025-12-22T20:33:45.709540] [DEBUG] [LOCAL     ] No optimal features file found for USFD: ./output/feature-sets/USFD.txt
[2025-12-22T20:33:45.709637] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:33:45.709691] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:33:45.709737] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:33:45.709827] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:33:45.784206] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:33:45.785171] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:33:45.785256] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:33:45.785288] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:33:45.920021] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:33:45.920179] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:33:45.920222] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:33:45.920290] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:33:45.923996] [DEBUG] [FORECASTER] USFD: Forecast T+1@11:T+2@11: DOWN (p=30.51%)
[2025-12-22T20:33:45.924278] [INFO ] [FORECASTER] Completed predict_future for USFD
[2025-12-22T20:33:45.924403] [INFO ] [sig       ] USFD: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:33:46.060141] [INFO ] [LOCAL     ] Saved forecast: USFD	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/USFD.txt
[2025-12-22T20:33:46.060281] [INFO ] [sig       ] [3302/3560] Completed USFD in 0.4s | 2.94 sym/s | Total: 18.7m | ETA: 1.5m
[2025-12-22T20:33:46.060320] [INFO ] [sig       ] [3303/3560] Forecasting USGO...
[2025-12-22T20:33:46.060350] [INFO ] [sig       ] Generating forecast for: USGO
[2025-12-22T20:33:46.060380] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USGO' from 'https://tdm.silogroup.org/data/derivative_storage/USGO.csv'.
[2025-12-22T20:33:46.077599] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USGO'.
[2025-12-22T20:33:46.078298] [INFO ] [FORECASTER] Starting predict_future for USGO
[2025-12-22T20:33:46.079514] [DEBUG] [LOCAL     ] No optimal features file found for USGO: ./output/feature-sets/USGO.txt
[2025-12-22T20:33:46.079605] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:33:46.079649] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:33:46.079681] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:33:46.079783] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:33:46.143077] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:33:46.144188] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:33:46.144301] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:33:46.144334] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:33:46.261063] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:33:46.261228] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:33:46.261268] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:33:46.261296] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:33:46.264698] [DEBUG] [FORECASTER] USGO: Forecast T+1@11:T+2@11: DOWN (p=30.15%)
[2025-12-22T20:33:46.264994] [INFO ] [FORECASTER] Completed predict_future for USGO
[2025-12-22T20:33:46.265126] [INFO ] [sig       ] USGO: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:33:46.402959] [INFO ] [LOCAL     ] Saved forecast: USGO	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/USGO.txt
[2025-12-22T20:33:46.403123] [INFO ] [sig       ] [3303/3560] Completed USGO in 0.3s | 2.94 sym/s | Total: 18.7m | ETA: 1.5m
[2025-12-22T20:33:46.403164] [INFO ] [sig       ] [3304/3560] Forecasting USIG...
[2025-12-22T20:33:46.403197] [INFO ] [sig       ] Generating forecast for: USIG
[2025-12-22T20:33:46.403227] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USIG' from 'https://tdm.silogroup.org/data/derivative_storage/USIG.csv'.
[2025-12-22T20:33:46.415172] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USIG'.
[2025-12-22T20:33:46.415531] [INFO ] [FORECASTER] Starting predict_future for USIG
[2025-12-22T20:33:46.416325] [DEBUG] [LOCAL     ] No optimal features file found for USIG: ./output/feature-sets/USIG.txt
[2025-12-22T20:33:46.416376] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:33:46.416409] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:33:46.416436] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:33:46.416491] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:33:46.472692] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:33:46.473276] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:33:46.473392] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:33:46.473424] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:33:46.600219] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:33:46.600387] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:33:46.600426] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:33:46.600454] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:33:46.603812] [DEBUG] [FORECASTER] USIG: Forecast T+1@11:T+2@11: DOWN (p=39.70%)
[2025-12-22T20:33:46.604075] [INFO ] [FORECASTER] Completed predict_future for USIG
[2025-12-22T20:33:46.604194] [INFO ] [sig       ] USIG: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:33:46.738319] [INFO ] [LOCAL     ] Saved forecast: USIG	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/USIG.txt
[2025-12-22T20:33:46.738475] [INFO ] [sig       ] [3304/3560] Completed USIG in 0.3s | 2.94 sym/s | Total: 18.7m | ETA: 1.4m
[2025-12-22T20:33:46.738514] [INFO ] [sig       ] [3305/3560] Forecasting USIO...
[2025-12-22T20:33:46.738543] [INFO ] [sig       ] Generating forecast for: USIO
[2025-12-22T20:33:46.738597] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USIO' from 'https://tdm.silogroup.org/data/derivative_storage/USIO.csv'.
[2025-12-22T20:33:46.750013] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USIO'.
[2025-12-22T20:33:46.750401] [INFO ] [FORECASTER] Starting predict_future for USIO
[2025-12-22T20:33:46.751196] [DEBUG] [LOCAL     ] No optimal features file found for USIO: ./output/feature-sets/USIO.txt
[2025-12-22T20:33:46.751247] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:33:46.751279] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:33:46.751306] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:33:46.751362] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:33:46.807266] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:33:46.808163] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:33:46.808245] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:33:46.808278] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:33:46.926649] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:33:46.926809] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:33:46.926849] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:33:46.926878] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:33:46.930279] [DEBUG] [FORECASTER] USIO: Forecast T+1@11:T+2@11: DOWN (p=40.11%)
[2025-12-22T20:33:46.930587] [INFO ] [FORECASTER] Completed predict_future for USIO
[2025-12-22T20:33:46.930716] [INFO ] [sig       ] USIO: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:33:47.070669] [INFO ] [LOCAL     ] Saved forecast: USIO	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/USIO.txt
[2025-12-22T20:33:47.070830] [INFO ] [sig       ] [3305/3560] Completed USIO in 0.3s | 2.94 sym/s | Total: 18.7m | ETA: 1.4m
[2025-12-22T20:33:47.070869] [INFO ] [sig       ] [3306/3560] Forecasting USLM...
[2025-12-22T20:33:47.070898] [INFO ] [sig       ] Generating forecast for: USLM
[2025-12-22T20:33:47.070929] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USLM' from 'https://tdm.silogroup.org/data/derivative_storage/USLM.csv'.
[2025-12-22T20:33:47.082023] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USLM'.
[2025-12-22T20:33:47.082432] [INFO ] [FORECASTER] Starting predict_future for USLM
[2025-12-22T20:33:47.083296] [DEBUG] [LOCAL     ] No optimal features file found for USLM: ./output/feature-sets/USLM.txt
[2025-12-22T20:33:47.083351] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:33:47.083401] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:33:47.083430] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:33:47.083486] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:33:47.142069] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:33:47.142932] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:33:47.143014] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:33:47.143045] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:33:47.258894] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:33:47.259080] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:33:47.259121] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:33:47.259149] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:33:47.262513] [DEBUG] [FORECASTER] USLM: Forecast T+1@11:T+2@11: DOWN (p=3.03%)
[2025-12-22T20:33:47.262838] [INFO ] [FORECASTER] Completed predict_future for USLM
[2025-12-22T20:33:47.262963] [INFO ] [sig       ] USLM: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:33:47.400613] [INFO ] [LOCAL     ] Saved forecast: USLM	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/USLM.txt
[2025-12-22T20:33:47.400770] [INFO ] [sig       ] [3306/3560] Completed USLM in 0.3s | 2.94 sym/s | Total: 18.7m | ETA: 1.4m
[2025-12-22T20:33:47.400811] [INFO ] [sig       ] [3307/3560] Forecasting USMC...
[2025-12-22T20:33:47.400842] [INFO ] [sig       ] Generating forecast for: USMC
[2025-12-22T20:33:47.400873] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USMC' from 'https://tdm.silogroup.org/data/derivative_storage/USMC.csv'.
[2025-12-22T20:33:47.411477] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USMC'.
[2025-12-22T20:33:47.411816] [INFO ] [FORECASTER] Starting predict_future for USMC
[2025-12-22T20:33:47.412590] [DEBUG] [LOCAL     ] No optimal features file found for USMC: ./output/feature-sets/USMC.txt
[2025-12-22T20:33:47.412641] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:33:47.412675] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:33:47.412703] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:33:47.412759] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:33:47.468428] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:33:47.469305] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:33:47.469440] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:33:47.469501] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:33:47.586345] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:33:47.586499] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:33:47.586539] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:33:47.586568] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:33:47.589917] [DEBUG] [FORECASTER] USMC: Forecast T+1@11:T+2@11: DOWN (p=5.21%)
[2025-12-22T20:33:47.590192] [INFO ] [FORECASTER] Completed predict_future for USMC
[2025-12-22T20:33:47.590344] [INFO ] [sig       ] USMC: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:33:47.728759] [INFO ] [LOCAL     ] Saved forecast: USMC	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/USMC.txt
[2025-12-22T20:33:47.728906] [INFO ] [sig       ] [3307/3560] Completed USMC in 0.3s | 2.94 sym/s | Total: 18.7m | ETA: 1.4m
[2025-12-22T20:33:47.728946] [INFO ] [sig       ] [3308/3560] Forecasting USOI...
[2025-12-22T20:33:47.728977] [INFO ] [sig       ] Generating forecast for: USOI
[2025-12-22T20:33:47.729027] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USOI' from 'https://tdm.silogroup.org/data/derivative_storage/USOI.csv'.
[2025-12-22T20:33:47.742870] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USOI'.
[2025-12-22T20:33:47.743503] [INFO ] [FORECASTER] Starting predict_future for USOI
[2025-12-22T20:33:47.744553] [DEBUG] [LOCAL     ] No optimal features file found for USOI: ./output/feature-sets/USOI.txt
[2025-12-22T20:33:47.744625] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:33:47.744663] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:33:47.744691] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:33:47.744752] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:33:47.808806] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:33:47.810159] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:33:47.810294] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:33:47.810332] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:33:47.945781] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:33:47.946021] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:33:47.946067] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:33:47.946096] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:33:47.950272] [DEBUG] [FORECASTER] USOI: Forecast T+1@11:T+2@11: UP (p=58.96%)
[2025-12-22T20:33:47.950671] [INFO ] [FORECASTER] Completed predict_future for USOI
[2025-12-22T20:33:47.950813] [INFO ] [sig       ] USOI: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:33:48.101017] [INFO ] [LOCAL     ] Saved forecast: USOI	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/USOI.txt
[2025-12-22T20:33:48.101214] [INFO ] [sig       ] [3308/3560] Completed USOI in 0.4s | 2.94 sym/s | Total: 18.7m | ETA: 1.4m
[2025-12-22T20:33:48.101266] [INFO ] [sig       ] [3309/3560] Forecasting USOY...
[2025-12-22T20:33:48.101305] [INFO ] [sig       ] Generating forecast for: USOY
[2025-12-22T20:33:48.101340] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USOY' from 'https://tdm.silogroup.org/data/derivative_storage/USOY.csv'.
[2025-12-22T20:33:48.112854] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USOY'.
[2025-12-22T20:33:48.113293] [INFO ] [FORECASTER] Starting predict_future for USOY
[2025-12-22T20:33:48.114193] [DEBUG] [LOCAL     ] No optimal features file found for USOY: ./output/feature-sets/USOY.txt
[2025-12-22T20:33:48.114250] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:33:48.114284] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:33:48.114311] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:33:48.114369] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:33:48.175734] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:33:48.176713] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:33:48.176813] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:33:48.176855] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:33:48.315382] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:33:48.315539] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:33:48.315608] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:33:48.315641] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:33:48.319256] [DEBUG] [FORECASTER] USOY: Forecast T+1@11:T+2@11: DOWN (p=40.80%)
[2025-12-22T20:33:48.319562] [INFO ] [FORECASTER] Completed predict_future for USOY
[2025-12-22T20:33:48.319718] [INFO ] [sig       ] USOY: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:33:48.456990] [INFO ] [LOCAL     ] Saved forecast: USOY	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/USOY.txt
[2025-12-22T20:33:48.457153] [INFO ] [sig       ] [3309/3560] Completed USOY in 0.4s | 2.94 sym/s | Total: 18.7m | ETA: 1.4m
[2025-12-22T20:33:48.457195] [INFO ] [sig       ] [3310/3560] Forecasting USTB...
[2025-12-22T20:33:48.457232] [INFO ] [sig       ] Generating forecast for: USTB
[2025-12-22T20:33:48.457265] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USTB' from 'https://tdm.silogroup.org/data/derivative_storage/USTB.csv'.
[2025-12-22T20:33:48.468512] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USTB'.
[2025-12-22T20:33:48.468928] [INFO ] [FORECASTER] Starting predict_future for USTB
[2025-12-22T20:33:48.469776] [DEBUG] [LOCAL     ] No optimal features file found for USTB: ./output/feature-sets/USTB.txt
[2025-12-22T20:33:48.469829] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:33:48.469862] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:33:48.469889] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:33:48.469944] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:33:48.526049] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:33:48.526981] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:33:48.527068] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:33:48.527101] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:33:48.646923] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:33:48.647080] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:33:48.647122] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:33:48.647154] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:33:48.650813] [DEBUG] [FORECASTER] USTB: Forecast T+1@11:T+2@11: UP (p=76.33%)
[2025-12-22T20:33:48.651092] [INFO ] [FORECASTER] Completed predict_future for USTB
[2025-12-22T20:33:48.651214] [INFO ] [sig       ] USTB: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:33:48.788413] [INFO ] [LOCAL     ] Saved forecast: USTB	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/USTB.txt
[2025-12-22T20:33:48.788621] [INFO ] [sig       ] [3310/3560] Completed USTB in 0.3s | 2.94 sym/s | Total: 18.7m | ETA: 1.4m
[2025-12-22T20:33:48.788668] [INFO ] [sig       ] [3311/3560] Forecasting USVM...
[2025-12-22T20:33:48.788706] [INFO ] [sig       ] Generating forecast for: USVM
[2025-12-22T20:33:48.788745] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USVM' from 'https://tdm.silogroup.org/data/derivative_storage/USVM.csv'.
[2025-12-22T20:33:48.799413] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USVM'.
[2025-12-22T20:33:48.799819] [INFO ] [FORECASTER] Starting predict_future for USVM
[2025-12-22T20:33:48.800616] [DEBUG] [LOCAL     ] No optimal features file found for USVM: ./output/feature-sets/USVM.txt
[2025-12-22T20:33:48.800669] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:33:48.800701] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:33:48.800728] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:33:48.800783] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:33:48.859926] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:33:48.860863] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:33:48.860943] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:33:48.860984] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:33:48.976835] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:33:48.977000] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:33:48.977041] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:33:48.977069] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:33:48.980630] [DEBUG] [FORECASTER] USVM: Forecast T+1@11:T+2@11: DOWN (p=46.40%)
[2025-12-22T20:33:48.980954] [INFO ] [FORECASTER] Completed predict_future for USVM
[2025-12-22T20:33:48.981087] [INFO ] [sig       ] USVM: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:33:49.125095] [INFO ] [LOCAL     ] Saved forecast: USVM	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/USVM.txt
[2025-12-22T20:33:49.125252] [INFO ] [sig       ] [3311/3560] Completed USVM in 0.3s | 2.94 sym/s | Total: 18.8m | ETA: 1.4m
[2025-12-22T20:33:49.125294] [INFO ] [sig       ] [3312/3560] Forecasting USXF...
[2025-12-22T20:33:49.125338] [INFO ] [sig       ] Generating forecast for: USXF
[2025-12-22T20:33:49.125386] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USXF' from 'https://tdm.silogroup.org/data/derivative_storage/USXF.csv'.
[2025-12-22T20:33:49.137599] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USXF'.
[2025-12-22T20:33:49.137974] [INFO ] [FORECASTER] Starting predict_future for USXF
[2025-12-22T20:33:49.138783] [DEBUG] [LOCAL     ] No optimal features file found for USXF: ./output/feature-sets/USXF.txt
[2025-12-22T20:33:49.138838] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:33:49.138870] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:33:49.138899] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:33:49.138957] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:33:49.198979] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:33:49.199926] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:33:49.200009] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:33:49.200043] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:33:49.322451] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:33:49.322622] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:33:49.322671] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:33:49.322714] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:33:49.326273] [DEBUG] [FORECASTER] USXF: Forecast T+1@11:T+2@11: UP (p=65.62%)
[2025-12-22T20:33:49.326554] [INFO ] [FORECASTER] Completed predict_future for USXF
[2025-12-22T20:33:49.326698] [INFO ] [sig       ] USXF: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:33:49.473026] [INFO ] [LOCAL     ] Saved forecast: USXF	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/USXF.txt
[2025-12-22T20:33:49.473176] [INFO ] [sig       ] [3312/3560] Completed USXF in 0.3s | 2.94 sym/s | Total: 18.8m | ETA: 1.4m
[2025-12-22T20:33:49.473223] [INFO ] [sig       ] [3313/3560] Forecasting UTEN...
[2025-12-22T20:33:49.473255] [INFO ] [sig       ] Generating forecast for: UTEN
[2025-12-22T20:33:49.473286] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTEN' from 'https://tdm.silogroup.org/data/derivative_storage/UTEN.csv'.
[2025-12-22T20:33:49.485220] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UTEN'.
[2025-12-22T20:33:49.485626] [INFO ] [FORECASTER] Starting predict_future for UTEN
[2025-12-22T20:33:49.486401] [DEBUG] [LOCAL     ] No optimal features file found for UTEN: ./output/feature-sets/UTEN.txt
[2025-12-22T20:33:49.486453] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:33:49.486486] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:33:49.486513] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:33:49.486609] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:33:49.545381] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:33:49.546321] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:33:49.546407] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:33:49.546441] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:33:49.675791] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:33:49.675945] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:33:49.675984] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:33:49.676032] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:33:49.679410] [DEBUG] [FORECASTER] UTEN: Forecast T+1@11:T+2@11: DOWN (p=36.63%)
[2025-12-22T20:33:49.679777] [INFO ] [FORECASTER] Completed predict_future for UTEN
[2025-12-22T20:33:49.679948] [INFO ] [sig       ] UTEN: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:33:49.816102] [INFO ] [LOCAL     ] Saved forecast: UTEN	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/UTEN.txt
[2025-12-22T20:33:49.816257] [INFO ] [sig       ] [3313/3560] Completed UTEN in 0.3s | 2.94 sym/s | Total: 18.8m | ETA: 1.4m
[2025-12-22T20:33:49.816297] [INFO ] [sig       ] [3314/3560] Forecasting UTF...
[2025-12-22T20:33:49.816327] [INFO ] [sig       ] Generating forecast for: UTF
[2025-12-22T20:33:49.816358] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTF' from 'https://tdm.silogroup.org/data/derivative_storage/UTF.csv'.
[2025-12-22T20:33:49.827394] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UTF'.
[2025-12-22T20:33:49.827799] [INFO ] [FORECASTER] Starting predict_future for UTF
[2025-12-22T20:33:49.828565] [DEBUG] [LOCAL     ] No optimal features file found for UTF: ./output/feature-sets/UTF.txt
[2025-12-22T20:33:49.828633] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:33:49.828701] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:33:49.828744] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:33:49.828826] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:33:49.886516] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:33:49.887385] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:33:49.887466] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:33:49.887500] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:33:50.009399] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:33:50.009552] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:33:50.009607] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:33:50.009637] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:33:50.012927] [DEBUG] [FORECASTER] UTF: Forecast T+1@11:T+2@11: UP (p=55.15%)
[2025-12-22T20:33:50.013205] [INFO ] [FORECASTER] Completed predict_future for UTF
[2025-12-22T20:33:50.013333] [INFO ] [sig       ] UTF: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:33:50.148413] [INFO ] [LOCAL     ] Saved forecast: UTF	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/UTF.txt
[2025-12-22T20:33:50.148618] [INFO ] [sig       ] [3314/3560] Completed UTF in 0.3s | 2.94 sym/s | Total: 18.8m | ETA: 1.4m
[2025-12-22T20:33:50.148683] [INFO ] [sig       ] [3315/3560] Forecasting UTI...
[2025-12-22T20:33:50.148721] [INFO ] [sig       ] Generating forecast for: UTI
[2025-12-22T20:33:50.148759] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTI' from 'https://tdm.silogroup.org/data/derivative_storage/UTI.csv'.
[2025-12-22T20:33:50.159818] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UTI'.
[2025-12-22T20:33:50.160233] [INFO ] [FORECASTER] Starting predict_future for UTI
[2025-12-22T20:33:50.161047] [DEBUG] [LOCAL     ] No optimal features file found for UTI: ./output/feature-sets/UTI.txt
[2025-12-22T20:33:50.161098] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:33:50.161129] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:33:50.161156] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:33:50.161211] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:33:50.220419] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:33:50.221371] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:33:50.221454] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:33:50.221502] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:33:50.341936] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:33:50.342086] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:33:50.342125] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:33:50.342153] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:33:50.345432] [DEBUG] [FORECASTER] UTI: Forecast T+1@11:T+2@11: DOWN (p=28.31%)
[2025-12-22T20:33:50.345723] [INFO ] [FORECASTER] Completed predict_future for UTI
[2025-12-22T20:33:50.345842] [INFO ] [sig       ] UTI: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:33:50.481430] [INFO ] [LOCAL     ] Saved forecast: UTI	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/UTI.txt
[2025-12-22T20:33:50.481560] [INFO ] [sig       ] [3315/3560] Completed UTI in 0.3s | 2.94 sym/s | Total: 18.8m | ETA: 1.4m
[2025-12-22T20:33:50.481616] [INFO ] [sig       ] [3316/3560] Forecasting UTL...
[2025-12-22T20:33:50.481645] [INFO ] [sig       ] Generating forecast for: UTL
[2025-12-22T20:33:50.481676] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTL' from 'https://tdm.silogroup.org/data/derivative_storage/UTL.csv'.
[2025-12-22T20:33:50.492492] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UTL'.
[2025-12-22T20:33:50.492809] [INFO ] [FORECASTER] Starting predict_future for UTL
[2025-12-22T20:33:50.493552] [DEBUG] [LOCAL     ] No optimal features file found for UTL: ./output/feature-sets/UTL.txt
[2025-12-22T20:33:50.493628] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:33:50.493662] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:33:50.493689] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:33:50.493744] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:33:50.550719] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:33:50.551356] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:33:50.551430] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:33:50.551462] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:33:50.669317] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:33:50.669475] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:33:50.669515] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:33:50.669543] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:33:50.672984] [DEBUG] [FORECASTER] UTL: Forecast T+1@11:T+2@11: DOWN (p=38.19%)
[2025-12-22T20:33:50.673273] [INFO ] [FORECASTER] Completed predict_future for UTL
[2025-12-22T20:33:50.673399] [INFO ] [sig       ] UTL: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:33:50.814116] [INFO ] [LOCAL     ] Saved forecast: UTL	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/UTL.txt
[2025-12-22T20:33:50.814298] [INFO ] [sig       ] [3316/3560] Completed UTL in 0.3s | 2.94 sym/s | Total: 18.8m | ETA: 1.4m
[2025-12-22T20:33:50.814343] [INFO ] [sig       ] [3317/3560] Forecasting UTMD...
[2025-12-22T20:33:50.814372] [INFO ] [sig       ] Generating forecast for: UTMD
[2025-12-22T20:33:50.814405] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTMD' from 'https://tdm.silogroup.org/data/derivative_storage/UTMD.csv'.
[2025-12-22T20:33:50.825640] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UTMD'.
[2025-12-22T20:33:50.826032] [INFO ] [FORECASTER] Starting predict_future for UTMD
[2025-12-22T20:33:50.826826] [DEBUG] [LOCAL     ] No optimal features file found for UTMD: ./output/feature-sets/UTMD.txt
[2025-12-22T20:33:50.826880] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:33:50.826914] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:33:50.826955] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:33:50.827014] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:33:50.887030] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:33:50.887975] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:33:50.888061] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:33:50.888094] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:33:51.001684] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:33:51.001873] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:33:51.001932] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:33:51.002021] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:33:51.006958] [DEBUG] [FORECASTER] UTMD: Forecast T+1@11:T+2@11: UP (p=97.96%)
[2025-12-22T20:33:51.007316] [INFO ] [FORECASTER] Completed predict_future for UTMD
[2025-12-22T20:33:51.007457] [INFO ] [sig       ] UTMD: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:33:51.150383] [INFO ] [LOCAL     ] Saved forecast: UTMD	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/UTMD.txt
[2025-12-22T20:33:51.150530] [INFO ] [sig       ] [3317/3560] Completed UTMD in 0.3s | 2.94 sym/s | Total: 18.8m | ETA: 1.4m
[2025-12-22T20:33:51.150591] [INFO ] [sig       ] [3318/3560] Forecasting UTWO...
[2025-12-22T20:33:51.150623] [INFO ] [sig       ] Generating forecast for: UTWO
[2025-12-22T20:33:51.150655] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTWO' from 'https://tdm.silogroup.org/data/derivative_storage/UTWO.csv'.
[2025-12-22T20:33:51.161856] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UTWO'.
[2025-12-22T20:33:51.162236] [INFO ] [FORECASTER] Starting predict_future for UTWO
[2025-12-22T20:33:51.163015] [DEBUG] [LOCAL     ] No optimal features file found for UTWO: ./output/feature-sets/UTWO.txt
[2025-12-22T20:33:51.163067] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:33:51.163100] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:33:51.163127] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:33:51.163182] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:33:51.231764] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:33:51.232624] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:33:51.232735] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:33:51.232790] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:33:51.370111] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:33:51.370267] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:33:51.370308] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:33:51.370337] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:33:51.374245] [DEBUG] [FORECASTER] UTWO: Forecast T+1@11:T+2@11: UP (p=68.50%)
[2025-12-22T20:33:51.374643] [INFO ] [FORECASTER] Completed predict_future for UTWO
[2025-12-22T20:33:51.374793] [INFO ] [sig       ] UTWO: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:33:51.522900] [INFO ] [LOCAL     ] Saved forecast: UTWO	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/UTWO.txt
[2025-12-22T20:33:51.523054] [INFO ] [sig       ] [3318/3560] Completed UTWO in 0.4s | 2.94 sym/s | Total: 18.8m | ETA: 1.4m
[2025-12-22T20:33:51.523093] [INFO ] [sig       ] [3319/3560] Forecasting UTZ...
[2025-12-22T20:33:51.523123] [INFO ] [sig       ] Generating forecast for: UTZ
[2025-12-22T20:33:51.523153] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTZ' from 'https://tdm.silogroup.org/data/derivative_storage/UTZ.csv'.
[2025-12-22T20:33:51.534533] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UTZ'.
[2025-12-22T20:33:51.534898] [INFO ] [FORECASTER] Starting predict_future for UTZ
[2025-12-22T20:33:51.535751] [DEBUG] [LOCAL     ] No optimal features file found for UTZ: ./output/feature-sets/UTZ.txt
[2025-12-22T20:33:51.535807] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:33:51.535839] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:33:51.535865] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:33:51.535921] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:33:51.593979] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:33:51.594877] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:33:51.594961] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:33:51.594995] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:33:51.713750] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:33:51.713923] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:33:51.713965] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:33:51.713994] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:33:51.717474] [DEBUG] [FORECASTER] UTZ: Forecast T+1@11:T+2@11: UP (p=89.25%)
[2025-12-22T20:33:51.717775] [INFO ] [FORECASTER] Completed predict_future for UTZ
[2025-12-22T20:33:51.717905] [INFO ] [sig       ] UTZ: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:33:51.857033] [INFO ] [LOCAL     ] Saved forecast: UTZ	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/UTZ.txt
[2025-12-22T20:33:51.857173] [INFO ] [sig       ] [3319/3560] Completed UTZ in 0.3s | 2.94 sym/s | Total: 18.8m | ETA: 1.4m
[2025-12-22T20:33:51.857213] [INFO ] [sig       ] [3320/3560] Forecasting UVE...
[2025-12-22T20:33:51.857244] [INFO ] [sig       ] Generating forecast for: UVE
[2025-12-22T20:33:51.857276] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UVE' from 'https://tdm.silogroup.org/data/derivative_storage/UVE.csv'.
[2025-12-22T20:33:51.868198] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UVE'.
[2025-12-22T20:33:51.868557] [INFO ] [FORECASTER] Starting predict_future for UVE
[2025-12-22T20:33:51.869465] [DEBUG] [LOCAL     ] No optimal features file found for UVE: ./output/feature-sets/UVE.txt
[2025-12-22T20:33:51.869520] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:33:51.869552] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:33:51.869606] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:33:51.869674] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:33:51.925487] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:33:51.926196] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:33:51.926272] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:33:51.926304] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:33:52.043677] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:33:52.043830] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:33:52.043871] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:33:52.043900] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:33:52.047296] [DEBUG] [FORECASTER] UVE: Forecast T+1@11:T+2@11: DOWN (p=36.84%)
[2025-12-22T20:33:52.047566] [INFO ] [FORECASTER] Completed predict_future for UVE
[2025-12-22T20:33:52.047705] [INFO ] [sig       ] UVE: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:33:52.185175] [INFO ] [LOCAL     ] Saved forecast: UVE	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/UVE.txt
[2025-12-22T20:33:52.185320] [INFO ] [sig       ] [3320/3560] Completed UVE in 0.3s | 2.94 sym/s | Total: 18.8m | ETA: 1.4m
[2025-12-22T20:33:52.185361] [INFO ] [sig       ] [3321/3560] Forecasting UVSP...
[2025-12-22T20:33:52.185393] [INFO ] [sig       ] Generating forecast for: UVSP
[2025-12-22T20:33:52.185425] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UVSP' from 'https://tdm.silogroup.org/data/derivative_storage/UVSP.csv'.
[2025-12-22T20:33:52.196739] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UVSP'.
[2025-12-22T20:33:52.197110] [INFO ] [FORECASTER] Starting predict_future for UVSP
[2025-12-22T20:33:52.197953] [DEBUG] [LOCAL     ] No optimal features file found for UVSP: ./output/feature-sets/UVSP.txt
[2025-12-22T20:33:52.198006] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:33:52.198040] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:33:52.198068] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:33:52.198126] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:33:52.254319] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:33:52.255091] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:33:52.255168] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:33:52.255200] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:33:52.374326] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:33:52.374479] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:33:52.374518] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:33:52.374547] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:33:52.378136] [DEBUG] [FORECASTER] UVSP: Forecast T+1@11:T+2@11: UP (p=54.56%)
[2025-12-22T20:33:52.378463] [INFO ] [FORECASTER] Completed predict_future for UVSP
[2025-12-22T20:33:52.378633] [INFO ] [sig       ] UVSP: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:33:52.516277] [INFO ] [LOCAL     ] Saved forecast: UVSP	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/UVSP.txt
[2025-12-22T20:33:52.516415] [INFO ] [sig       ] [3321/3560] Completed UVSP in 0.3s | 2.94 sym/s | Total: 18.8m | ETA: 1.4m
[2025-12-22T20:33:52.516454] [INFO ] [sig       ] [3322/3560] Forecasting UWMC...
[2025-12-22T20:33:52.516484] [INFO ] [sig       ] Generating forecast for: UWMC
[2025-12-22T20:33:52.516512] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UWMC' from 'https://tdm.silogroup.org/data/derivative_storage/UWMC.csv'.
[2025-12-22T20:33:52.527767] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UWMC'.
[2025-12-22T20:33:52.528096] [INFO ] [FORECASTER] Starting predict_future for UWMC
[2025-12-22T20:33:52.528886] [DEBUG] [LOCAL     ] No optimal features file found for UWMC: ./output/feature-sets/UWMC.txt
[2025-12-22T20:33:52.529133] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:33:52.529166] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:33:52.529193] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:33:52.529249] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:33:52.587064] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:33:52.587758] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:33:52.587836] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:33:52.587868] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:33:52.707698] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:33:52.707841] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:33:52.707880] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:33:52.707908] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:33:52.711247] [DEBUG] [FORECASTER] UWMC: Forecast T+1@11:T+2@11: DOWN (p=14.25%)
[2025-12-22T20:33:52.711515] [INFO ] [FORECASTER] Completed predict_future for UWMC
[2025-12-22T20:33:52.711654] [INFO ] [sig       ] UWMC: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:33:52.847942] [INFO ] [LOCAL     ] Saved forecast: UWMC	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/UWMC.txt
[2025-12-22T20:33:52.848070] [INFO ] [sig       ] [3322/3560] Completed UWMC in 0.3s | 2.94 sym/s | Total: 18.8m | ETA: 1.3m
[2025-12-22T20:33:52.848109] [INFO ] [sig       ] [3323/3560] Forecasting UXIN...
[2025-12-22T20:33:52.848138] [INFO ] [sig       ] Generating forecast for: UXIN
[2025-12-22T20:33:52.848168] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UXIN' from 'https://tdm.silogroup.org/data/derivative_storage/UXIN.csv'.
[2025-12-22T20:33:52.858757] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UXIN'.
[2025-12-22T20:33:52.859098] [INFO ] [FORECASTER] Starting predict_future for UXIN
[2025-12-22T20:33:52.859898] [DEBUG] [LOCAL     ] No optimal features file found for UXIN: ./output/feature-sets/UXIN.txt
[2025-12-22T20:33:52.859951] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:33:52.859985] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:33:52.860013] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:33:52.860072] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:33:52.918509] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:33:52.919189] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:33:52.919265] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:33:52.919299] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:33:53.034210] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:33:53.034354] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:33:53.034393] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:33:53.034423] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:33:53.037812] [DEBUG] [FORECASTER] UXIN: Forecast T+1@11:T+2@11: DOWN (p=47.04%)
[2025-12-22T20:33:53.038087] [INFO ] [FORECASTER] Completed predict_future for UXIN
[2025-12-22T20:33:53.038242] [INFO ] [sig       ] UXIN: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:33:53.175473] [INFO ] [LOCAL     ] Saved forecast: UXIN	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/UXIN.txt
[2025-12-22T20:33:53.175605] [INFO ] [sig       ] [3323/3560] Completed UXIN in 0.3s | 2.94 sym/s | Total: 18.8m | ETA: 1.3m
[2025-12-22T20:33:53.175655] [INFO ] [sig       ] [3324/3560] Forecasting UYLD...
[2025-12-22T20:33:53.175684] [INFO ] [sig       ] Generating forecast for: UYLD
[2025-12-22T20:33:53.175712] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UYLD' from 'https://tdm.silogroup.org/data/derivative_storage/UYLD.csv'.
[2025-12-22T20:33:53.186263] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UYLD'.
[2025-12-22T20:33:53.186618] [INFO ] [FORECASTER] Starting predict_future for UYLD
[2025-12-22T20:33:53.187368] [DEBUG] [LOCAL     ] No optimal features file found for UYLD: ./output/feature-sets/UYLD.txt
[2025-12-22T20:33:53.187419] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:33:53.187451] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:33:53.187479] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:33:53.187535] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:33:53.245144] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:33:53.245843] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:33:53.245951] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:33:53.245985] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:33:53.361554] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:33:53.361710] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:33:53.361749] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:33:53.361778] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:33:53.365134] [DEBUG] [FORECASTER] UYLD: Forecast T+1@11:T+2@11: UP (p=85.93%)
[2025-12-22T20:33:53.365403] [INFO ] [FORECASTER] Completed predict_future for UYLD
[2025-12-22T20:33:53.365534] [INFO ] [sig       ] UYLD: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:33:53.501221] [INFO ] [LOCAL     ] Saved forecast: UYLD	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/UYLD.txt
[2025-12-22T20:33:53.501340] [INFO ] [sig       ] [3324/3560] Completed UYLD in 0.3s | 2.94 sym/s | Total: 18.8m | ETA: 1.3m
[2025-12-22T20:33:53.501379] [INFO ] [sig       ] [3325/3560] Forecasting UZE...
[2025-12-22T20:33:53.501408] [INFO ] [sig       ] Generating forecast for: UZE
[2025-12-22T20:33:53.501439] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UZE' from 'https://tdm.silogroup.org/data/derivative_storage/UZE.csv'.
[2025-12-22T20:33:53.512086] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UZE'.
[2025-12-22T20:33:53.512411] [INFO ] [FORECASTER] Starting predict_future for UZE
[2025-12-22T20:33:53.513232] [DEBUG] [LOCAL     ] No optimal features file found for UZE: ./output/feature-sets/UZE.txt
[2025-12-22T20:33:53.513286] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:33:53.513319] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:33:53.513347] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:33:53.513404] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:33:53.570477] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:33:53.571117] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:33:53.571195] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:33:53.571228] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:33:53.679340] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:33:53.679484] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:33:53.679522] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:33:53.679549] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:33:53.682823] [DEBUG] [FORECASTER] UZE: Forecast T+1@11:T+2@11: DOWN (p=26.10%)
[2025-12-22T20:33:53.683085] [INFO ] [FORECASTER] Completed predict_future for UZE
[2025-12-22T20:33:53.683202] [INFO ] [sig       ] UZE: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:33:53.823658] [INFO ] [LOCAL     ] Saved forecast: UZE	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/UZE.txt
[2025-12-22T20:33:53.823794] [INFO ] [sig       ] [3325/3560] Completed UZE in 0.3s | 2.94 sym/s | Total: 18.8m | ETA: 1.3m
[2025-12-22T20:33:53.823832] [INFO ] [sig       ] [3326/3560] Forecasting VAC...
[2025-12-22T20:33:53.823862] [INFO ] [sig       ] Generating forecast for: VAC
[2025-12-22T20:33:53.823892] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VAC' from 'https://tdm.silogroup.org/data/derivative_storage/VAC.csv'.
[2025-12-22T20:33:53.839617] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VAC'.
[2025-12-22T20:33:53.839973] [INFO ] [FORECASTER] Starting predict_future for VAC
[2025-12-22T20:33:53.840798] [DEBUG] [LOCAL     ] No optimal features file found for VAC: ./output/feature-sets/VAC.txt
[2025-12-22T20:33:53.840850] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:33:53.840882] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:33:53.840908] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:33:53.840965] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:33:53.898197] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:33:53.899197] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:33:53.899280] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:33:53.899313] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:33:54.016422] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:33:54.016622] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:33:54.016664] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:33:54.016692] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:33:54.020076] [DEBUG] [FORECASTER] VAC: Forecast T+1@11:T+2@11: UP (p=94.53%)
[2025-12-22T20:33:54.020362] [INFO ] [FORECASTER] Completed predict_future for VAC
[2025-12-22T20:33:54.020488] [INFO ] [sig       ] VAC: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:33:54.155002] [INFO ] [LOCAL     ] Saved forecast: VAC	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/VAC.txt
[2025-12-22T20:33:54.155136] [INFO ] [sig       ] [3326/3560] Completed VAC in 0.3s | 2.94 sym/s | Total: 18.8m | ETA: 1.3m
[2025-12-22T20:33:54.155174] [INFO ] [sig       ] [3327/3560] Forecasting VAL...
[2025-12-22T20:33:54.155203] [INFO ] [sig       ] Generating forecast for: VAL
[2025-12-22T20:33:54.155233] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VAL' from 'https://tdm.silogroup.org/data/derivative_storage/VAL.csv'.
[2025-12-22T20:33:54.168858] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VAL'.
[2025-12-22T20:33:54.169385] [INFO ] [FORECASTER] Starting predict_future for VAL
[2025-12-22T20:33:54.170464] [DEBUG] [LOCAL     ] No optimal features file found for VAL: ./output/feature-sets/VAL.txt
[2025-12-22T20:33:54.170530] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:33:54.170598] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:33:54.170646] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:33:54.170728] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:33:54.237268] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:33:54.238130] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:33:54.238213] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:33:54.238248] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:33:54.356095] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:33:54.356196] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:33:54.356235] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:33:54.356263] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:33:54.359590] [DEBUG] [FORECASTER] VAL: Forecast T+1@11:T+2@11: UP (p=85.78%)
[2025-12-22T20:33:54.359871] [INFO ] [FORECASTER] Completed predict_future for VAL
[2025-12-22T20:33:54.359990] [INFO ] [sig       ] VAL: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:33:54.494808] [INFO ] [LOCAL     ] Saved forecast: VAL	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/VAL.txt
[2025-12-22T20:33:54.494965] [INFO ] [sig       ] [3327/3560] Completed VAL in 0.3s | 2.94 sym/s | Total: 18.8m | ETA: 1.3m
[2025-12-22T20:33:54.495005] [INFO ] [sig       ] [3328/3560] Forecasting VALE...
[2025-12-22T20:33:54.495034] [INFO ] [sig       ] Generating forecast for: VALE
[2025-12-22T20:33:54.495065] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VALE' from 'https://tdm.silogroup.org/data/derivative_storage/VALE.csv'.
[2025-12-22T20:33:54.505680] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VALE'.
[2025-12-22T20:33:54.506002] [INFO ] [FORECASTER] Starting predict_future for VALE
[2025-12-22T20:33:54.506978] [DEBUG] [LOCAL     ] No optimal features file found for VALE: ./output/feature-sets/VALE.txt
[2025-12-22T20:33:54.507029] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:33:54.507064] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:33:54.507091] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:33:54.507146] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:33:54.567482] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:33:54.568217] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:33:54.568316] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:33:54.568350] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:33:54.690422] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:33:54.690613] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:33:54.690655] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:33:54.690684] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:33:54.694586] [DEBUG] [FORECASTER] VALE: Forecast T+1@11:T+2@11: UP (p=81.19%)
[2025-12-22T20:33:54.694875] [INFO ] [FORECASTER] Completed predict_future for VALE
[2025-12-22T20:33:54.695010] [INFO ] [sig       ] VALE: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:33:54.834907] [INFO ] [LOCAL     ] Saved forecast: VALE	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/VALE.txt
[2025-12-22T20:33:54.835075] [INFO ] [sig       ] [3328/3560] Completed VALE in 0.3s | 2.94 sym/s | Total: 18.8m | ETA: 1.3m
[2025-12-22T20:33:54.835120] [INFO ] [sig       ] [3329/3560] Forecasting VALN...
[2025-12-22T20:33:54.835150] [INFO ] [sig       ] Generating forecast for: VALN
[2025-12-22T20:33:54.835191] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VALN' from 'https://tdm.silogroup.org/data/derivative_storage/VALN.csv'.
[2025-12-22T20:33:54.846926] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VALN'.
[2025-12-22T20:33:54.847251] [INFO ] [FORECASTER] Starting predict_future for VALN
[2025-12-22T20:33:54.848074] [DEBUG] [LOCAL     ] No optimal features file found for VALN: ./output/feature-sets/VALN.txt
[2025-12-22T20:33:54.848125] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:33:54.848157] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:33:54.848184] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:33:54.848239] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:33:54.905181] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:33:54.906036] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:33:54.906136] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:33:54.906170] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:33:55.013440] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:33:55.013618] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:33:55.013659] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:33:55.013688] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:33:55.017070] [DEBUG] [FORECASTER] VALN: Forecast T+1@11:T+2@11: UP (p=84.78%)
[2025-12-22T20:33:55.017398] [INFO ] [FORECASTER] Completed predict_future for VALN
[2025-12-22T20:33:55.017538] [INFO ] [sig       ] VALN: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:33:55.154064] [INFO ] [LOCAL     ] Saved forecast: VALN	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/VALN.txt
[2025-12-22T20:33:55.154220] [INFO ] [sig       ] [3329/3560] Completed VALN in 0.3s | 2.94 sym/s | Total: 18.9m | ETA: 1.3m
[2025-12-22T20:33:55.154258] [INFO ] [sig       ] [3330/3560] Forecasting VANI...
[2025-12-22T20:33:55.154287] [INFO ] [sig       ] Generating forecast for: VANI
[2025-12-22T20:33:55.154319] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VANI' from 'https://tdm.silogroup.org/data/derivative_storage/VANI.csv'.
[2025-12-22T20:33:55.166206] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VANI'.
[2025-12-22T20:33:55.166597] [INFO ] [FORECASTER] Starting predict_future for VANI
[2025-12-22T20:33:55.167369] [DEBUG] [LOCAL     ] No optimal features file found for VANI: ./output/feature-sets/VANI.txt
[2025-12-22T20:33:55.167436] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:33:55.167470] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:33:55.167497] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:33:55.167553] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:33:55.224295] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:33:55.225113] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:33:55.225195] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:33:55.225228] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:33:55.346697] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:33:55.346852] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:33:55.346896] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:33:55.346935] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:33:55.350389] [DEBUG] [FORECASTER] VANI: Forecast T+1@11:T+2@11: DOWN (p=31.17%)
[2025-12-22T20:33:55.350678] [INFO ] [FORECASTER] Completed predict_future for VANI
[2025-12-22T20:33:55.350799] [INFO ] [sig       ] VANI: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:33:55.485137] [INFO ] [LOCAL     ] Saved forecast: VANI	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/VANI.txt
[2025-12-22T20:33:55.485264] [INFO ] [sig       ] [3330/3560] Completed VANI in 0.3s | 2.94 sym/s | Total: 18.9m | ETA: 1.3m
[2025-12-22T20:33:55.485303] [INFO ] [sig       ] [3331/3560] Forecasting VBF...
[2025-12-22T20:33:55.485331] [INFO ] [sig       ] Generating forecast for: VBF
[2025-12-22T20:33:55.485361] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VBF' from 'https://tdm.silogroup.org/data/derivative_storage/VBF.csv'.
[2025-12-22T20:33:55.496387] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VBF'.
[2025-12-22T20:33:55.496765] [INFO ] [FORECASTER] Starting predict_future for VBF
[2025-12-22T20:33:55.497519] [DEBUG] [LOCAL     ] No optimal features file found for VBF: ./output/feature-sets/VBF.txt
[2025-12-22T20:33:55.497587] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:33:55.497646] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:33:55.497675] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:33:55.497731] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:33:55.553492] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:33:55.554214] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:33:55.554290] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:33:55.554322] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:33:55.670321] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:33:55.670474] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:33:55.670513] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:33:55.670542] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:33:55.673861] [DEBUG] [FORECASTER] VBF: Forecast T+1@11:T+2@11: DOWN (p=12.80%)
[2025-12-22T20:33:55.674131] [INFO ] [FORECASTER] Completed predict_future for VBF
[2025-12-22T20:33:55.674248] [INFO ] [sig       ] VBF: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:33:55.811964] [INFO ] [LOCAL     ] Saved forecast: VBF	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/VBF.txt
[2025-12-22T20:33:55.812111] [INFO ] [sig       ] [3331/3560] Completed VBF in 0.3s | 2.94 sym/s | Total: 18.9m | ETA: 1.3m
[2025-12-22T20:33:55.812152] [INFO ] [sig       ] [3332/3560] Forecasting VBNK...
[2025-12-22T20:33:55.812183] [INFO ] [sig       ] Generating forecast for: VBNK
[2025-12-22T20:33:55.812214] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VBNK' from 'https://tdm.silogroup.org/data/derivative_storage/VBNK.csv'.
[2025-12-22T20:33:55.824302] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VBNK'.
[2025-12-22T20:33:55.824730] [INFO ] [FORECASTER] Starting predict_future for VBNK
[2025-12-22T20:33:55.825519] [DEBUG] [LOCAL     ] No optimal features file found for VBNK: ./output/feature-sets/VBNK.txt
[2025-12-22T20:33:55.825590] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:33:55.825625] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:33:55.825652] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:33:55.825708] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:33:55.882035] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:33:55.882919] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:33:55.883000] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:33:55.883032] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:33:55.998781] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:33:55.998949] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:33:55.998989] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:33:55.999038] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:33:56.002544] [DEBUG] [FORECASTER] VBNK: Forecast T+1@11:T+2@11: UP (p=75.64%)
[2025-12-22T20:33:56.002897] [INFO ] [FORECASTER] Completed predict_future for VBNK
[2025-12-22T20:33:56.003028] [INFO ] [sig       ] VBNK: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:33:56.139402] [INFO ] [LOCAL     ] Saved forecast: VBNK	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/VBNK.txt
[2025-12-22T20:33:56.139559] [INFO ] [sig       ] [3332/3560] Completed VBNK in 0.3s | 2.94 sym/s | Total: 18.9m | ETA: 1.3m
[2025-12-22T20:33:56.139617] [INFO ] [sig       ] [3333/3560] Forecasting VC...
[2025-12-22T20:33:56.139647] [INFO ] [sig       ] Generating forecast for: VC
[2025-12-22T20:33:56.139678] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VC' from 'https://tdm.silogroup.org/data/derivative_storage/VC.csv'.
[2025-12-22T20:33:56.153807] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VC'.
[2025-12-22T20:33:56.154250] [INFO ] [FORECASTER] Starting predict_future for VC
[2025-12-22T20:33:56.155199] [DEBUG] [LOCAL     ] No optimal features file found for VC: ./output/feature-sets/VC.txt
[2025-12-22T20:33:56.155257] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:33:56.155298] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:33:56.155333] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:33:56.155410] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:33:56.217732] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:33:56.218652] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:33:56.218733] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:33:56.218765] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:33:56.342528] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:33:56.342709] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:33:56.342750] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:33:56.342777] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:33:56.346178] [DEBUG] [FORECASTER] VC: Forecast T+1@11:T+2@11: UP (p=60.81%)
[2025-12-22T20:33:56.346480] [INFO ] [FORECASTER] Completed predict_future for VC
[2025-12-22T20:33:56.346630] [INFO ] [sig       ] VC: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:33:56.485008] [INFO ] [LOCAL     ] Saved forecast: VC	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/VC.txt
[2025-12-22T20:33:56.485172] [INFO ] [sig       ] [3333/3560] Completed VC in 0.3s | 2.94 sym/s | Total: 18.9m | ETA: 1.3m
[2025-12-22T20:33:56.485218] [INFO ] [sig       ] [3334/3560] Forecasting VCEL...
[2025-12-22T20:33:56.485249] [INFO ] [sig       ] Generating forecast for: VCEL
[2025-12-22T20:33:56.485281] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VCEL' from 'https://tdm.silogroup.org/data/derivative_storage/VCEL.csv'.
[2025-12-22T20:33:56.496598] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VCEL'.
[2025-12-22T20:33:56.496980] [INFO ] [FORECASTER] Starting predict_future for VCEL
[2025-12-22T20:33:56.497763] [DEBUG] [LOCAL     ] No optimal features file found for VCEL: ./output/feature-sets/VCEL.txt
[2025-12-22T20:33:56.497814] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:33:56.497845] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:33:56.497871] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:33:56.497925] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:33:56.554285] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:33:56.555169] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:33:56.555250] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:33:56.555282] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:33:56.672127] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:33:56.672282] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:33:56.672321] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:33:56.672408] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:33:56.675724] [DEBUG] [FORECASTER] VCEL: Forecast T+1@11:T+2@11: DOWN (p=5.51%)
[2025-12-22T20:33:56.675996] [INFO ] [FORECASTER] Completed predict_future for VCEL
[2025-12-22T20:33:56.676115] [INFO ] [sig       ] VCEL: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:33:56.812304] [INFO ] [LOCAL     ] Saved forecast: VCEL	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/VCEL.txt
[2025-12-22T20:33:56.812461] [INFO ] [sig       ] [3334/3560] Completed VCEL in 0.3s | 2.94 sym/s | Total: 18.9m | ETA: 1.3m
[2025-12-22T20:33:56.812499] [INFO ] [sig       ] [3335/3560] Forecasting VCRB...
[2025-12-22T20:33:56.812528] [INFO ] [sig       ] Generating forecast for: VCRB
[2025-12-22T20:33:56.812560] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VCRB' from 'https://tdm.silogroup.org/data/derivative_storage/VCRB.csv'.
[2025-12-22T20:33:56.823889] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VCRB'.
[2025-12-22T20:33:56.824276] [INFO ] [FORECASTER] Starting predict_future for VCRB
[2025-12-22T20:33:56.825078] [DEBUG] [LOCAL     ] No optimal features file found for VCRB: ./output/feature-sets/VCRB.txt
[2025-12-22T20:33:56.825131] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:33:56.825163] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:33:56.825190] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:33:56.825246] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:33:56.881279] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:33:56.882127] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:33:56.882207] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:33:56.882240] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:33:57.003659] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:33:57.003841] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:33:57.003885] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:33:57.003914] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:33:57.007392] [DEBUG] [FORECASTER] VCRB: Forecast T+1@11:T+2@11: UP (p=96.64%)
[2025-12-22T20:33:57.007734] [INFO ] [FORECASTER] Completed predict_future for VCRB
[2025-12-22T20:33:57.007886] [INFO ] [sig       ] VCRB: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:33:57.150124] [INFO ] [LOCAL     ] Saved forecast: VCRB	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/VCRB.txt
[2025-12-22T20:33:57.150274] [INFO ] [sig       ] [3335/3560] Completed VCRB in 0.3s | 2.94 sym/s | Total: 18.9m | ETA: 1.3m
[2025-12-22T20:33:57.150313] [INFO ] [sig       ] [3336/3560] Forecasting VCSH...
[2025-12-22T20:33:57.150342] [INFO ] [sig       ] Generating forecast for: VCSH
[2025-12-22T20:33:57.150372] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VCSH' from 'https://tdm.silogroup.org/data/derivative_storage/VCSH.csv'.
[2025-12-22T20:33:57.162046] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VCSH'.
[2025-12-22T20:33:57.162435] [INFO ] [FORECASTER] Starting predict_future for VCSH
[2025-12-22T20:33:57.163226] [DEBUG] [LOCAL     ] No optimal features file found for VCSH: ./output/feature-sets/VCSH.txt
[2025-12-22T20:33:57.163279] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:33:57.163310] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:33:57.163336] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:33:57.163392] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:33:57.219026] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:33:57.219951] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:33:57.220035] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:33:57.220067] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:33:57.342518] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:33:57.342696] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:33:57.342737] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:33:57.342765] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:33:57.346087] [DEBUG] [FORECASTER] VCSH: Forecast T+1@11:T+2@11: DOWN (p=18.72%)
[2025-12-22T20:33:57.346361] [INFO ] [FORECASTER] Completed predict_future for VCSH
[2025-12-22T20:33:57.346485] [INFO ] [sig       ] VCSH: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:33:57.480803] [INFO ] [LOCAL     ] Saved forecast: VCSH	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/VCSH.txt
[2025-12-22T20:33:57.480933] [INFO ] [sig       ] [3336/3560] Completed VCSH in 0.3s | 2.94 sym/s | Total: 18.9m | ETA: 1.3m
[2025-12-22T20:33:57.480972] [INFO ] [sig       ] [3337/3560] Forecasting VECO...
[2025-12-22T20:33:57.481001] [INFO ] [sig       ] Generating forecast for: VECO
[2025-12-22T20:33:57.481031] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VECO' from 'https://tdm.silogroup.org/data/derivative_storage/VECO.csv'.
[2025-12-22T20:33:57.492377] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VECO'.
[2025-12-22T20:33:57.492714] [INFO ] [FORECASTER] Starting predict_future for VECO
[2025-12-22T20:33:57.493465] [DEBUG] [LOCAL     ] No optimal features file found for VECO: ./output/feature-sets/VECO.txt
[2025-12-22T20:33:57.493515] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:33:57.493546] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:33:57.493591] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:33:57.493650] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:33:57.549104] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:33:57.549751] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:33:57.549829] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:33:57.549862] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:33:57.665891] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:33:57.666043] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:33:57.666101] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:33:57.666130] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:33:57.669800] [DEBUG] [FORECASTER] VECO: Forecast T+1@11:T+2@11: UP (p=67.45%)
[2025-12-22T20:33:57.670071] [INFO ] [FORECASTER] Completed predict_future for VECO
[2025-12-22T20:33:57.670189] [INFO ] [sig       ] VECO: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:33:57.804848] [INFO ] [LOCAL     ] Saved forecast: VECO	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/VECO.txt
[2025-12-22T20:33:57.804965] [INFO ] [sig       ] [3337/3560] Completed VECO in 0.3s | 2.94 sym/s | Total: 18.9m | ETA: 1.3m
[2025-12-22T20:33:57.805002] [INFO ] [sig       ] [3338/3560] Forecasting VEEE...
[2025-12-22T20:33:57.805032] [INFO ] [sig       ] Generating forecast for: VEEE
[2025-12-22T20:33:57.805062] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VEEE' from 'https://tdm.silogroup.org/data/derivative_storage/VEEE.csv'.
[2025-12-22T20:33:57.817671] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VEEE'.
[2025-12-22T20:33:57.818141] [INFO ] [FORECASTER] Starting predict_future for VEEE
[2025-12-22T20:33:57.819078] [DEBUG] [LOCAL     ] No optimal features file found for VEEE: ./output/feature-sets/VEEE.txt
[2025-12-22T20:33:57.819136] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:33:57.819171] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:33:57.819199] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:33:57.819260] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:33:57.880285] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:33:57.881166] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:33:57.881251] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:33:57.881283] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:33:57.999787] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:33:57.999998] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:33:58.000040] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:33:58.000068] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:33:58.003590] [DEBUG] [FORECASTER] VEEE: Forecast T+1@11:T+2@11: UP (p=57.86%)
[2025-12-22T20:33:58.003868] [INFO ] [FORECASTER] Completed predict_future for VEEE
[2025-12-22T20:33:58.003996] [INFO ] [sig       ] VEEE: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:33:58.139682] [INFO ] [LOCAL     ] Saved forecast: VEEE	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/VEEE.txt
[2025-12-22T20:33:58.139832] [INFO ] [sig       ] [3338/3560] Completed VEEE in 0.3s | 2.94 sym/s | Total: 18.9m | ETA: 1.3m
[2025-12-22T20:33:58.139874] [INFO ] [sig       ] [3339/3560] Forecasting VEL...
[2025-12-22T20:33:58.139911] [INFO ] [sig       ] Generating forecast for: VEL
[2025-12-22T20:33:58.139944] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VEL' from 'https://tdm.silogroup.org/data/derivative_storage/VEL.csv'.
[2025-12-22T20:33:58.151468] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VEL'.
[2025-12-22T20:33:58.151825] [INFO ] [FORECASTER] Starting predict_future for VEL
[2025-12-22T20:33:58.152626] [DEBUG] [LOCAL     ] No optimal features file found for VEL: ./output/feature-sets/VEL.txt
[2025-12-22T20:33:58.152694] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:33:58.152737] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:33:58.152769] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:33:58.152828] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:33:58.209324] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:33:58.209978] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:33:58.210078] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:33:58.210112] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:33:58.328531] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:33:58.328689] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:33:58.328729] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:33:58.328758] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:33:58.332054] [DEBUG] [FORECASTER] VEL: Forecast T+1@11:T+2@11: DOWN (p=4.93%)
[2025-12-22T20:33:58.332323] [INFO ] [FORECASTER] Completed predict_future for VEL
[2025-12-22T20:33:58.332441] [INFO ] [sig       ] VEL: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:33:58.467668] [INFO ] [LOCAL     ] Saved forecast: VEL	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/VEL.txt
[2025-12-22T20:33:58.467801] [INFO ] [sig       ] [3339/3560] Completed VEL in 0.3s | 2.94 sym/s | Total: 18.9m | ETA: 1.3m
[2025-12-22T20:33:58.467838] [INFO ] [sig       ] [3340/3560] Forecasting VEON...
[2025-12-22T20:33:58.467868] [INFO ] [sig       ] Generating forecast for: VEON
[2025-12-22T20:33:58.467901] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VEON' from 'https://tdm.silogroup.org/data/derivative_storage/VEON.csv'.
[2025-12-22T20:33:58.478413] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VEON'.
[2025-12-22T20:33:58.478774] [INFO ] [FORECASTER] Starting predict_future for VEON
[2025-12-22T20:33:58.479584] [DEBUG] [LOCAL     ] No optimal features file found for VEON: ./output/feature-sets/VEON.txt
[2025-12-22T20:33:58.479636] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:33:58.479667] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:33:58.479692] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:33:58.479747] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:33:58.535884] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:33:58.536536] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:33:58.536629] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:33:58.536663] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:33:58.658353] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:33:58.658502] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:33:58.658540] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:33:58.658584] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:33:58.661909] [DEBUG] [FORECASTER] VEON: Forecast T+1@11:T+2@11: UP (p=95.99%)
[2025-12-22T20:33:58.662177] [INFO ] [FORECASTER] Completed predict_future for VEON
[2025-12-22T20:33:58.662297] [INFO ] [sig       ] VEON: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:33:58.800447] [INFO ] [LOCAL     ] Saved forecast: VEON	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/VEON.txt
[2025-12-22T20:33:58.800614] [INFO ] [sig       ] [3340/3560] Completed VEON in 0.3s | 2.94 sym/s | Total: 18.9m | ETA: 1.2m
[2025-12-22T20:33:58.800655] [INFO ] [sig       ] [3341/3560] Forecasting VERA...
[2025-12-22T20:33:58.800685] [INFO ] [sig       ] Generating forecast for: VERA
[2025-12-22T20:33:58.800714] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VERA' from 'https://tdm.silogroup.org/data/derivative_storage/VERA.csv'.
[2025-12-22T20:33:58.811772] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VERA'.
[2025-12-22T20:33:58.812104] [INFO ] [FORECASTER] Starting predict_future for VERA
[2025-12-22T20:33:58.812889] [DEBUG] [LOCAL     ] No optimal features file found for VERA: ./output/feature-sets/VERA.txt
[2025-12-22T20:33:58.812943] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:33:58.812989] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:33:58.813019] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:33:58.813074] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:33:58.868824] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:33:58.869502] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:33:58.869623] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:33:58.869658] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:33:58.985289] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:33:58.985428] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:33:58.985467] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:33:58.985496] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:33:58.988796] [DEBUG] [FORECASTER] VERA: Forecast T+1@11:T+2@11: DOWN (p=30.60%)
[2025-12-22T20:33:58.989090] [INFO ] [FORECASTER] Completed predict_future for VERA
[2025-12-22T20:33:58.989219] [INFO ] [sig       ] VERA: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:33:59.128343] [INFO ] [LOCAL     ] Saved forecast: VERA	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/VERA.txt
[2025-12-22T20:33:59.128548] [INFO ] [sig       ] [3341/3560] Completed VERA in 0.3s | 2.94 sym/s | Total: 18.9m | ETA: 1.2m
[2025-12-22T20:33:59.128628] [INFO ] [sig       ] [3342/3560] Forecasting VERI...
[2025-12-22T20:33:59.128669] [INFO ] [sig       ] Generating forecast for: VERI
[2025-12-22T20:33:59.128717] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VERI' from 'https://tdm.silogroup.org/data/derivative_storage/VERI.csv'.
[2025-12-22T20:33:59.141247] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VERI'.
[2025-12-22T20:33:59.141649] [INFO ] [FORECASTER] Starting predict_future for VERI
[2025-12-22T20:33:59.142493] [DEBUG] [LOCAL     ] No optimal features file found for VERI: ./output/feature-sets/VERI.txt
[2025-12-22T20:33:59.142549] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:33:59.142600] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:33:59.142630] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:33:59.142690] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:33:59.199313] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:33:59.200111] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:33:59.200190] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:33:59.200222] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:33:59.324284] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:33:59.324436] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:33:59.324475] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:33:59.324503] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:33:59.327803] [DEBUG] [FORECASTER] VERI: Forecast T+1@11:T+2@11: DOWN (p=11.40%)
[2025-12-22T20:33:59.328071] [INFO ] [FORECASTER] Completed predict_future for VERI
[2025-12-22T20:33:59.328192] [INFO ] [sig       ] VERI: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:33:59.463215] [INFO ] [LOCAL     ] Saved forecast: VERI	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/VERI.txt
[2025-12-22T20:33:59.463355] [INFO ] [sig       ] [3342/3560] Completed VERI in 0.3s | 2.94 sym/s | Total: 18.9m | ETA: 1.2m
[2025-12-22T20:33:59.463394] [INFO ] [sig       ] [3343/3560] Forecasting VERO...
[2025-12-22T20:33:59.463425] [INFO ] [sig       ] Generating forecast for: VERO
[2025-12-22T20:33:59.463455] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VERO' from 'https://tdm.silogroup.org/data/derivative_storage/VERO.csv'.
[2025-12-22T20:33:59.474398] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VERO'.
[2025-12-22T20:33:59.474765] [INFO ] [FORECASTER] Starting predict_future for VERO
[2025-12-22T20:33:59.475509] [DEBUG] [LOCAL     ] No optimal features file found for VERO: ./output/feature-sets/VERO.txt
[2025-12-22T20:33:59.475560] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:33:59.475613] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:33:59.475640] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:33:59.475695] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:33:59.531083] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:33:59.531741] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:33:59.531818] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:33:59.531850] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:33:59.653761] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:33:59.653953] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:33:59.653996] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:33:59.654028] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:33:59.657633] [DEBUG] [FORECASTER] VERO: Forecast T+1@11:T+2@11: UP (p=74.73%)
[2025-12-22T20:33:59.657920] [INFO ] [FORECASTER] Completed predict_future for VERO
[2025-12-22T20:33:59.658044] [INFO ] [sig       ] VERO: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:33:59.794347] [INFO ] [LOCAL     ] Saved forecast: VERO	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/VERO.txt
[2025-12-22T20:33:59.794485] [INFO ] [sig       ] [3343/3560] Completed VERO in 0.3s | 2.94 sym/s | Total: 18.9m | ETA: 1.2m
[2025-12-22T20:33:59.794524] [INFO ] [sig       ] [3344/3560] Forecasting VERX...
[2025-12-22T20:33:59.794554] [INFO ] [sig       ] Generating forecast for: VERX
[2025-12-22T20:33:59.794603] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VERX' from 'https://tdm.silogroup.org/data/derivative_storage/VERX.csv'.
[2025-12-22T20:33:59.805820] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VERX'.
[2025-12-22T20:33:59.806189] [INFO ] [FORECASTER] Starting predict_future for VERX
[2025-12-22T20:33:59.807032] [DEBUG] [LOCAL     ] No optimal features file found for VERX: ./output/feature-sets/VERX.txt
[2025-12-22T20:33:59.807085] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:33:59.807120] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:33:59.807147] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:33:59.807204] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:33:59.864339] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:33:59.865191] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:33:59.865275] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:33:59.865308] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:33:59.983102] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:33:59.983259] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:33:59.983298] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:33:59.983327] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:33:59.986815] [DEBUG] [FORECASTER] VERX: Forecast T+1@11:T+2@11: DOWN (p=2.74%)
[2025-12-22T20:33:59.987114] [INFO ] [FORECASTER] Completed predict_future for VERX
[2025-12-22T20:33:59.987242] [INFO ] [sig       ] VERX: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:34:00.127617] [INFO ] [LOCAL     ] Saved forecast: VERX	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/VERX.txt
[2025-12-22T20:34:00.127803] [INFO ] [sig       ] [3344/3560] Completed VERX in 0.3s | 2.94 sym/s | Total: 18.9m | ETA: 1.2m
[2025-12-22T20:34:00.127844] [INFO ] [sig       ] [3345/3560] Forecasting VFC...
[2025-12-22T20:34:00.127915] [INFO ] [sig       ] Generating forecast for: VFC
[2025-12-22T20:34:00.127955] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VFC' from 'https://tdm.silogroup.org/data/derivative_storage/VFC.csv'.
[2025-12-22T20:34:00.140444] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VFC'.
[2025-12-22T20:34:00.140869] [INFO ] [FORECASTER] Starting predict_future for VFC
[2025-12-22T20:34:00.141675] [DEBUG] [LOCAL     ] No optimal features file found for VFC: ./output/feature-sets/VFC.txt
[2025-12-22T20:34:00.141728] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:34:00.141760] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:34:00.141787] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:34:00.141843] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:34:00.198532] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:34:00.199452] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:34:00.199548] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:34:00.199601] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:34:00.321660] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:34:00.321818] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:34:00.321859] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:34:00.321888] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:34:00.325316] [DEBUG] [FORECASTER] VFC: Forecast T+1@11:T+2@11: DOWN (p=3.77%)
[2025-12-22T20:34:00.325685] [INFO ] [FORECASTER] Completed predict_future for VFC
[2025-12-22T20:34:00.325821] [INFO ] [sig       ] VFC: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:34:00.465327] [INFO ] [LOCAL     ] Saved forecast: VFC	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/VFC.txt
[2025-12-22T20:34:00.465458] [INFO ] [sig       ] [3345/3560] Completed VFC in 0.3s | 2.94 sym/s | Total: 18.9m | ETA: 1.2m
[2025-12-22T20:34:00.465496] [INFO ] [sig       ] [3346/3560] Forecasting VFF...
[2025-12-22T20:34:00.465526] [INFO ] [sig       ] Generating forecast for: VFF
[2025-12-22T20:34:00.465556] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VFF' from 'https://tdm.silogroup.org/data/derivative_storage/VFF.csv'.
[2025-12-22T20:34:00.476067] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VFF'.
[2025-12-22T20:34:00.476379] [INFO ] [FORECASTER] Starting predict_future for VFF
[2025-12-22T20:34:00.477144] [DEBUG] [LOCAL     ] No optimal features file found for VFF: ./output/feature-sets/VFF.txt
[2025-12-22T20:34:00.477196] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:34:00.477227] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:34:00.477254] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:34:00.477310] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:34:00.532962] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:34:00.533547] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:34:00.533640] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:34:00.533673] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:34:00.651268] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:34:00.651476] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:34:00.651514] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:34:00.651542] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:34:00.654923] [DEBUG] [FORECASTER] VFF: Forecast T+1@11:T+2@11: DOWN (p=7.77%)
[2025-12-22T20:34:00.655187] [INFO ] [FORECASTER] Completed predict_future for VFF
[2025-12-22T20:34:00.655303] [INFO ] [sig       ] VFF: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:34:00.791742] [INFO ] [LOCAL     ] Saved forecast: VFF	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/VFF.txt
[2025-12-22T20:34:00.791883] [INFO ] [sig       ] [3346/3560] Completed VFF in 0.3s | 2.94 sym/s | Total: 18.9m | ETA: 1.2m
[2025-12-22T20:34:00.791923] [INFO ] [sig       ] [3347/3560] Forecasting VFLO...
[2025-12-22T20:34:00.791960] [INFO ] [sig       ] Generating forecast for: VFLO
[2025-12-22T20:34:00.791989] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VFLO' from 'https://tdm.silogroup.org/data/derivative_storage/VFLO.csv'.
[2025-12-22T20:34:00.802849] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VFLO'.
[2025-12-22T20:34:00.803157] [INFO ] [FORECASTER] Starting predict_future for VFLO
[2025-12-22T20:34:00.803938] [DEBUG] [LOCAL     ] No optimal features file found for VFLO: ./output/feature-sets/VFLO.txt
[2025-12-22T20:34:00.803990] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:34:00.804022] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:34:00.804049] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:34:00.804109] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:34:00.860448] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:34:00.861412] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:34:00.861495] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:34:00.861528] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:34:00.986623] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:34:00.986787] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:34:00.986827] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:34:00.986854] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:34:00.990351] [DEBUG] [FORECASTER] VFLO: Forecast T+1@11:T+2@11: UP (p=89.47%)
[2025-12-22T20:34:00.990651] [INFO ] [FORECASTER] Completed predict_future for VFLO
[2025-12-22T20:34:00.990776] [INFO ] [sig       ] VFLO: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:34:01.127313] [INFO ] [LOCAL     ] Saved forecast: VFLO	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/VFLO.txt
[2025-12-22T20:34:01.127472] [INFO ] [sig       ] [3347/3560] Completed VFLO in 0.3s | 2.94 sym/s | Total: 19.0m | ETA: 1.2m
[2025-12-22T20:34:01.127511] [INFO ] [sig       ] [3348/3560] Forecasting VFS...
[2025-12-22T20:34:01.127542] [INFO ] [sig       ] Generating forecast for: VFS
[2025-12-22T20:34:01.127589] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VFS' from 'https://tdm.silogroup.org/data/derivative_storage/VFS.csv'.
[2025-12-22T20:34:01.139294] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VFS'.
[2025-12-22T20:34:01.139673] [INFO ] [FORECASTER] Starting predict_future for VFS
[2025-12-22T20:34:01.140463] [DEBUG] [LOCAL     ] No optimal features file found for VFS: ./output/feature-sets/VFS.txt
[2025-12-22T20:34:01.140515] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:34:01.140595] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:34:01.140629] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:34:01.140686] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:34:01.200830] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:34:01.201872] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:34:01.201973] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:34:01.202016] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:34:01.325742] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:34:01.325902] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:34:01.325941] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:34:01.326011] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:34:01.329720] [DEBUG] [FORECASTER] VFS: Forecast T+1@11:T+2@11: DOWN (p=29.50%)
[2025-12-22T20:34:01.330007] [INFO ] [FORECASTER] Completed predict_future for VFS
[2025-12-22T20:34:01.330132] [INFO ] [sig       ] VFS: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:34:01.490984] [INFO ] [LOCAL     ] Saved forecast: VFS	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/VFS.txt
[2025-12-22T20:34:01.491163] [INFO ] [sig       ] [3348/3560] Completed VFS in 0.4s | 2.94 sym/s | Total: 19.0m | ETA: 1.2m
[2025-12-22T20:34:01.491205] [INFO ] [sig       ] [3349/3560] Forecasting VGI...
[2025-12-22T20:34:01.491236] [INFO ] [sig       ] Generating forecast for: VGI
[2025-12-22T20:34:01.491267] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VGI' from 'https://tdm.silogroup.org/data/derivative_storage/VGI.csv'.
[2025-12-22T20:34:01.505199] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VGI'.
[2025-12-22T20:34:01.505743] [INFO ] [FORECASTER] Starting predict_future for VGI
[2025-12-22T20:34:01.506819] [DEBUG] [LOCAL     ] No optimal features file found for VGI: ./output/feature-sets/VGI.txt
[2025-12-22T20:34:01.506884] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:34:01.506929] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:34:01.506970] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:34:01.507051] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:34:01.575320] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:34:01.576202] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:34:01.576285] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:34:01.576319] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:34:01.687435] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:34:01.687615] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:34:01.687658] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:34:01.687686] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:34:01.691073] [DEBUG] [FORECASTER] VGI: Forecast T+1@11:T+2@11: UP (p=79.37%)
[2025-12-22T20:34:01.691350] [INFO ] [FORECASTER] Completed predict_future for VGI
[2025-12-22T20:34:01.691473] [INFO ] [sig       ] VGI: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:34:01.842680] [INFO ] [LOCAL     ] Saved forecast: VGI	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/VGI.txt
[2025-12-22T20:34:01.842842] [INFO ] [sig       ] [3349/3560] Completed VGI in 0.4s | 2.94 sym/s | Total: 19.0m | ETA: 1.2m
[2025-12-22T20:34:01.842883] [INFO ] [sig       ] [3350/3560] Forecasting VGM...
[2025-12-22T20:34:01.842914] [INFO ] [sig       ] Generating forecast for: VGM
[2025-12-22T20:34:01.842945] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VGM' from 'https://tdm.silogroup.org/data/derivative_storage/VGM.csv'.
[2025-12-22T20:34:01.854093] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VGM'.
[2025-12-22T20:34:01.854433] [INFO ] [FORECASTER] Starting predict_future for VGM
[2025-12-22T20:34:01.855210] [DEBUG] [LOCAL     ] No optimal features file found for VGM: ./output/feature-sets/VGM.txt
[2025-12-22T20:34:01.855263] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:34:01.855296] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:34:01.855324] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:34:01.855381] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:34:01.913386] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:34:01.914258] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:34:01.914344] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:34:01.914400] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:34:02.032994] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:34:02.033153] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:34:02.033196] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:34:02.033235] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:34:02.036685] [DEBUG] [FORECASTER] VGM: Forecast T+1@11:T+2@11: UP (p=95.33%)
[2025-12-22T20:34:02.036972] [INFO ] [FORECASTER] Completed predict_future for VGM
[2025-12-22T20:34:02.037103] [INFO ] [sig       ] VGM: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:34:02.180063] [INFO ] [LOCAL     ] Saved forecast: VGM	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/VGM.txt
[2025-12-22T20:34:02.180202] [INFO ] [sig       ] [3350/3560] Completed VGM in 0.3s | 2.94 sym/s | Total: 19.0m | ETA: 1.2m
[2025-12-22T20:34:02.180240] [INFO ] [sig       ] [3351/3560] Forecasting VGSH...
[2025-12-22T20:34:02.180270] [INFO ] [sig       ] Generating forecast for: VGSH
[2025-12-22T20:34:02.180301] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VGSH' from 'https://tdm.silogroup.org/data/derivative_storage/VGSH.csv'.
[2025-12-22T20:34:02.191478] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VGSH'.
[2025-12-22T20:34:02.191835] [INFO ] [FORECASTER] Starting predict_future for VGSH
[2025-12-22T20:34:02.192638] [DEBUG] [LOCAL     ] No optimal features file found for VGSH: ./output/feature-sets/VGSH.txt
[2025-12-22T20:34:02.192692] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:34:02.192726] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:34:02.192754] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:34:02.192812] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:34:02.251777] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:34:02.252901] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:34:02.252981] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:34:02.253014] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:34:02.372020] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:34:02.372180] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:34:02.372220] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:34:02.372284] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:34:02.375666] [DEBUG] [FORECASTER] VGSH: Forecast T+1@11:T+2@11: UP (p=90.36%)
[2025-12-22T20:34:02.375947] [INFO ] [FORECASTER] Completed predict_future for VGSH
[2025-12-22T20:34:02.376074] [INFO ] [sig       ] VGSH: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:34:02.511347] [INFO ] [LOCAL     ] Saved forecast: VGSH	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/VGSH.txt
[2025-12-22T20:34:02.511500] [INFO ] [sig       ] [3351/3560] Completed VGSH in 0.3s | 2.94 sym/s | Total: 19.0m | ETA: 1.2m
[2025-12-22T20:34:02.511540] [INFO ] [sig       ] [3352/3560] Forecasting VICI...
[2025-12-22T20:34:02.511609] [INFO ] [sig       ] Generating forecast for: VICI
[2025-12-22T20:34:02.511645] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VICI' from 'https://tdm.silogroup.org/data/derivative_storage/VICI.csv'.
[2025-12-22T20:34:02.525789] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VICI'.
[2025-12-22T20:34:02.526492] [INFO ] [FORECASTER] Starting predict_future for VICI
[2025-12-22T20:34:02.527672] [DEBUG] [LOCAL     ] No optimal features file found for VICI: ./output/feature-sets/VICI.txt
[2025-12-22T20:34:02.527748] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:34:02.527785] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:34:02.527813] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:34:02.527912] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:34:02.588772] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:34:02.589952] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:34:02.590058] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:34:02.590097] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:34:02.718538] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:34:02.718795] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:34:02.718848] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:34:02.718879] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:34:02.722753] [DEBUG] [FORECASTER] VICI: Forecast T+1@11:T+2@11: DOWN (p=2.70%)
[2025-12-22T20:34:02.723062] [INFO ] [FORECASTER] Completed predict_future for VICI
[2025-12-22T20:34:02.723200] [INFO ] [sig       ] VICI: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:34:02.866407] [INFO ] [LOCAL     ] Saved forecast: VICI	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/VICI.txt
[2025-12-22T20:34:02.866669] [INFO ] [sig       ] [3352/3560] Completed VICI in 0.4s | 2.94 sym/s | Total: 19.0m | ETA: 1.2m
[2025-12-22T20:34:02.866717] [INFO ] [sig       ] [3353/3560] Forecasting VIGI...
[2025-12-22T20:34:02.866749] [INFO ] [sig       ] Generating forecast for: VIGI
[2025-12-22T20:34:02.866781] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VIGI' from 'https://tdm.silogroup.org/data/derivative_storage/VIGI.csv'.
[2025-12-22T20:34:02.879903] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VIGI'.
[2025-12-22T20:34:02.880389] [INFO ] [FORECASTER] Starting predict_future for VIGI
[2025-12-22T20:34:02.881346] [DEBUG] [LOCAL     ] No optimal features file found for VIGI: ./output/feature-sets/VIGI.txt
[2025-12-22T20:34:02.881401] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:34:02.881434] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:34:02.881460] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:34:02.881520] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:34:02.939717] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:34:02.940937] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:34:02.941035] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:34:02.941067] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:34:03.064493] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:34:03.064759] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:34:03.064805] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:34:03.064834] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:34:03.068665] [DEBUG] [FORECASTER] VIGI: Forecast T+1@11:T+2@11: DOWN (p=5.27%)
[2025-12-22T20:34:03.068971] [INFO ] [FORECASTER] Completed predict_future for VIGI
[2025-12-22T20:34:03.069138] [INFO ] [sig       ] VIGI: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:34:03.213430] [INFO ] [LOCAL     ] Saved forecast: VIGI	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/VIGI.txt
[2025-12-22T20:34:03.213678] [INFO ] [sig       ] [3353/3560] Completed VIGI in 0.3s | 2.94 sym/s | Total: 19.0m | ETA: 1.2m
[2025-12-22T20:34:03.213737] [INFO ] [sig       ] [3354/3560] Forecasting VINP...
[2025-12-22T20:34:03.213772] [INFO ] [sig       ] Generating forecast for: VINP
[2025-12-22T20:34:03.213809] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VINP' from 'https://tdm.silogroup.org/data/derivative_storage/VINP.csv'.
[2025-12-22T20:34:03.226741] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VINP'.
[2025-12-22T20:34:03.227187] [INFO ] [FORECASTER] Starting predict_future for VINP
[2025-12-22T20:34:03.228135] [DEBUG] [LOCAL     ] No optimal features file found for VINP: ./output/feature-sets/VINP.txt
[2025-12-22T20:34:03.228188] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:34:03.228221] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:34:03.228247] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:34:03.228309] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:34:03.288008] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:34:03.288986] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:34:03.289095] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:34:03.289130] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:34:03.406858] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:34:03.407083] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:34:03.407128] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:34:03.407158] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:34:03.410969] [DEBUG] [FORECASTER] VINP: Forecast T+1@11:T+2@11: DOWN (p=47.29%)
[2025-12-22T20:34:03.411285] [INFO ] [FORECASTER] Completed predict_future for VINP
[2025-12-22T20:34:03.411417] [INFO ] [sig       ] VINP: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:34:03.552538] [INFO ] [LOCAL     ] Saved forecast: VINP	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/VINP.txt
[2025-12-22T20:34:03.552719] [INFO ] [sig       ] [3354/3560] Completed VINP in 0.3s | 2.94 sym/s | Total: 19.0m | ETA: 1.2m
[2025-12-22T20:34:03.552759] [INFO ] [sig       ] [3355/3560] Forecasting VIPS...
[2025-12-22T20:34:03.552787] [INFO ] [sig       ] Generating forecast for: VIPS
[2025-12-22T20:34:03.552818] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VIPS' from 'https://tdm.silogroup.org/data/derivative_storage/VIPS.csv'.
[2025-12-22T20:34:03.564963] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VIPS'.
[2025-12-22T20:34:03.565372] [INFO ] [FORECASTER] Starting predict_future for VIPS
[2025-12-22T20:34:03.566185] [DEBUG] [LOCAL     ] No optimal features file found for VIPS: ./output/feature-sets/VIPS.txt
[2025-12-22T20:34:03.566239] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:34:03.566273] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:34:03.566301] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:34:03.566358] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:34:03.623071] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:34:03.624003] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:34:03.624091] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:34:03.624127] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:34:03.746329] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:34:03.746494] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:34:03.746536] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:34:03.746566] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:34:03.750074] [DEBUG] [FORECASTER] VIPS: Forecast T+1@11:T+2@11: DOWN (p=1.00%)
[2025-12-22T20:34:03.750361] [INFO ] [FORECASTER] Completed predict_future for VIPS
[2025-12-22T20:34:03.750490] [INFO ] [sig       ] VIPS: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:34:03.888046] [INFO ] [LOCAL     ] Saved forecast: VIPS	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/VIPS.txt
[2025-12-22T20:34:03.888204] [INFO ] [sig       ] [3355/3560] Completed VIPS in 0.3s | 2.94 sym/s | Total: 19.0m | ETA: 1.2m
[2025-12-22T20:34:03.888244] [INFO ] [sig       ] [3356/3560] Forecasting VIRC...
[2025-12-22T20:34:03.888273] [INFO ] [sig       ] Generating forecast for: VIRC
[2025-12-22T20:34:03.888311] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VIRC' from 'https://tdm.silogroup.org/data/derivative_storage/VIRC.csv'.
[2025-12-22T20:34:03.899765] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VIRC'.
[2025-12-22T20:34:03.900159] [INFO ] [FORECASTER] Starting predict_future for VIRC
[2025-12-22T20:34:03.900956] [DEBUG] [LOCAL     ] No optimal features file found for VIRC: ./output/feature-sets/VIRC.txt
[2025-12-22T20:34:03.901011] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:34:03.901045] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:34:03.901074] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:34:03.901132] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:34:03.958883] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:34:03.959825] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:34:03.959912] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:34:03.959947] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:34:04.081826] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:34:04.081990] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:34:04.082031] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:34:04.082062] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:34:04.085737] [DEBUG] [FORECASTER] VIRC: Forecast T+1@11:T+2@11: UP (p=95.40%)
[2025-12-22T20:34:04.086085] [INFO ] [FORECASTER] Completed predict_future for VIRC
[2025-12-22T20:34:04.086224] [INFO ] [sig       ] VIRC: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:34:04.227823] [INFO ] [LOCAL     ] Saved forecast: VIRC	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/VIRC.txt
[2025-12-22T20:34:04.227981] [INFO ] [sig       ] [3356/3560] Completed VIRC in 0.3s | 2.94 sym/s | Total: 19.0m | ETA: 1.2m
[2025-12-22T20:34:04.228021] [INFO ] [sig       ] [3357/3560] Forecasting VITL...
[2025-12-22T20:34:04.228050] [INFO ] [sig       ] Generating forecast for: VITL
[2025-12-22T20:34:04.228081] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VITL' from 'https://tdm.silogroup.org/data/derivative_storage/VITL.csv'.
[2025-12-22T20:34:04.239816] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VITL'.
[2025-12-22T20:34:04.240224] [INFO ] [FORECASTER] Starting predict_future for VITL
[2025-12-22T20:34:04.241038] [DEBUG] [LOCAL     ] No optimal features file found for VITL: ./output/feature-sets/VITL.txt
[2025-12-22T20:34:04.241093] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:34:04.241126] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:34:04.241154] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:34:04.241213] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:34:04.298628] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:34:04.299538] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:34:04.299641] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:34:04.299677] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:34:04.423792] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:34:04.423952] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:34:04.423993] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:34:04.424026] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:34:04.427371] [DEBUG] [FORECASTER] VITL: Forecast T+1@11:T+2@11: DOWN (p=37.93%)
[2025-12-22T20:34:04.427668] [INFO ] [FORECASTER] Completed predict_future for VITL
[2025-12-22T20:34:04.427793] [INFO ] [sig       ] VITL: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:34:04.567622] [INFO ] [LOCAL     ] Saved forecast: VITL	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/VITL.txt
[2025-12-22T20:34:04.567760] [INFO ] [sig       ] [3357/3560] Completed VITL in 0.3s | 2.94 sym/s | Total: 19.0m | ETA: 1.1m
[2025-12-22T20:34:04.567799] [INFO ] [sig       ] [3358/3560] Forecasting VKQ...
[2025-12-22T20:34:04.567829] [INFO ] [sig       ] Generating forecast for: VKQ
[2025-12-22T20:34:04.567859] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VKQ' from 'https://tdm.silogroup.org/data/derivative_storage/VKQ.csv'.
[2025-12-22T20:34:04.578848] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VKQ'.
[2025-12-22T20:34:04.579206] [INFO ] [FORECASTER] Starting predict_future for VKQ
[2025-12-22T20:34:04.579991] [DEBUG] [LOCAL     ] No optimal features file found for VKQ: ./output/feature-sets/VKQ.txt
[2025-12-22T20:34:04.580054] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:34:04.580095] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:34:04.580129] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:34:04.580196] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:34:04.637293] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:34:04.638156] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:34:04.638274] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:34:04.638309] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:34:04.756718] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:34:04.756869] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:34:04.756908] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:34:04.756938] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:34:04.760337] [DEBUG] [FORECASTER] VKQ: Forecast T+1@11:T+2@11: DOWN (p=48.07%)
[2025-12-22T20:34:04.760629] [INFO ] [FORECASTER] Completed predict_future for VKQ
[2025-12-22T20:34:04.760749] [INFO ] [sig       ] VKQ: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:34:04.899635] [INFO ] [LOCAL     ] Saved forecast: VKQ	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/VKQ.txt
[2025-12-22T20:34:04.899791] [INFO ] [sig       ] [3358/3560] Completed VKQ in 0.3s | 2.94 sym/s | Total: 19.0m | ETA: 1.1m
[2025-12-22T20:34:04.899831] [INFO ] [sig       ] [3359/3560] Forecasting VKTX...
[2025-12-22T20:34:04.899862] [INFO ] [sig       ] Generating forecast for: VKTX
[2025-12-22T20:34:04.899892] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VKTX' from 'https://tdm.silogroup.org/data/derivative_storage/VKTX.csv'.
[2025-12-22T20:34:04.911565] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VKTX'.
[2025-12-22T20:34:04.911988] [INFO ] [FORECASTER] Starting predict_future for VKTX
[2025-12-22T20:34:04.912812] [DEBUG] [LOCAL     ] No optimal features file found for VKTX: ./output/feature-sets/VKTX.txt
[2025-12-22T20:34:04.912865] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:34:04.912899] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:34:04.912926] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:34:04.912983] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:34:04.969999] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:34:04.970864] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:34:04.970945] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:34:04.970977] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:34:05.089489] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:34:05.089664] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:34:05.089707] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:34:05.089737] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:34:05.093252] [DEBUG] [FORECASTER] VKTX: Forecast T+1@11:T+2@11: DOWN (p=3.96%)
[2025-12-22T20:34:05.093534] [INFO ] [FORECASTER] Completed predict_future for VKTX
[2025-12-22T20:34:05.093681] [INFO ] [sig       ] VKTX: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:34:05.232400] [INFO ] [LOCAL     ] Saved forecast: VKTX	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/VKTX.txt
[2025-12-22T20:34:05.232558] [INFO ] [sig       ] [3359/3560] Completed VKTX in 0.3s | 2.94 sym/s | Total: 19.0m | ETA: 1.1m
[2025-12-22T20:34:05.232619] [INFO ] [sig       ] [3360/3560] Forecasting VLGEA...
[2025-12-22T20:34:05.232651] [INFO ] [sig       ] Generating forecast for: VLGEA
[2025-12-22T20:34:05.232683] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VLGEA' from 'https://tdm.silogroup.org/data/derivative_storage/VLGEA.csv'.
[2025-12-22T20:34:05.243390] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VLGEA'.
[2025-12-22T20:34:05.243782] [INFO ] [FORECASTER] Starting predict_future for VLGEA
[2025-12-22T20:34:05.244540] [DEBUG] [LOCAL     ] No optimal features file found for VLGEA: ./output/feature-sets/VLGEA.txt
[2025-12-22T20:34:05.244613] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:34:05.244646] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:34:05.244673] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:34:05.244728] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:34:05.303122] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:34:05.304006] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:34:05.304090] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:34:05.304124] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:34:05.430501] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:34:05.430704] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:34:05.430747] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:34:05.430777] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:34:05.434239] [DEBUG] [FORECASTER] VLGEA: Forecast T+1@11:T+2@11: DOWN (p=44.51%)
[2025-12-22T20:34:05.434525] [INFO ] [FORECASTER] Completed predict_future for VLGEA
[2025-12-22T20:34:05.434669] [INFO ] [sig       ] VLGEA: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:34:05.573634] [INFO ] [LOCAL     ] Saved forecast: VLGEA	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/VLGEA.txt
[2025-12-22T20:34:05.573793] [INFO ] [sig       ] [3360/3560] Completed VLGEA in 0.3s | 2.94 sym/s | Total: 19.0m | ETA: 1.1m
[2025-12-22T20:34:05.573833] [INFO ] [sig       ] [3361/3560] Forecasting VLN...
[2025-12-22T20:34:05.573862] [INFO ] [sig       ] Generating forecast for: VLN
[2025-12-22T20:34:05.573892] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VLN' from 'https://tdm.silogroup.org/data/derivative_storage/VLN.csv'.
[2025-12-22T20:34:05.585213] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VLN'.
[2025-12-22T20:34:05.585600] [INFO ] [FORECASTER] Starting predict_future for VLN
[2025-12-22T20:34:05.586360] [DEBUG] [LOCAL     ] No optimal features file found for VLN: ./output/feature-sets/VLN.txt
[2025-12-22T20:34:05.586411] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:34:05.586444] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:34:05.586471] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:34:05.586526] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:34:05.646856] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:34:05.647766] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:34:05.647849] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:34:05.647883] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:34:05.767729] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:34:05.767887] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:34:05.767927] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:34:05.767957] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:34:05.771429] [DEBUG] [FORECASTER] VLN: Forecast T+1@11:T+2@11: UP (p=79.50%)
[2025-12-22T20:34:05.771770] [INFO ] [FORECASTER] Completed predict_future for VLN
[2025-12-22T20:34:05.771903] [INFO ] [sig       ] VLN: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:34:05.916699] [INFO ] [LOCAL     ] Saved forecast: VLN	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/VLN.txt
[2025-12-22T20:34:05.916909] [INFO ] [sig       ] [3361/3560] Completed VLN in 0.3s | 2.94 sym/s | Total: 19.0m | ETA: 1.1m
[2025-12-22T20:34:05.916950] [INFO ] [sig       ] [3362/3560] Forecasting VLO...
[2025-12-22T20:34:05.916979] [INFO ] [sig       ] Generating forecast for: VLO
[2025-12-22T20:34:05.917011] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VLO' from 'https://tdm.silogroup.org/data/derivative_storage/VLO.csv'.
[2025-12-22T20:34:05.928606] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VLO'.
[2025-12-22T20:34:05.929032] [INFO ] [FORECASTER] Starting predict_future for VLO
[2025-12-22T20:34:05.929843] [DEBUG] [LOCAL     ] No optimal features file found for VLO: ./output/feature-sets/VLO.txt
[2025-12-22T20:34:05.929895] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:34:05.929927] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:34:05.929954] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:34:05.930010] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:34:05.987212] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:34:05.988052] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:34:05.988137] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:34:05.988169] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:34:06.111629] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:34:06.111804] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:34:06.111844] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:34:06.111873] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:34:06.115528] [DEBUG] [FORECASTER] VLO: Forecast T+1@11:T+2@11: UP (p=91.10%)
[2025-12-22T20:34:06.115886] [INFO ] [FORECASTER] Completed predict_future for VLO
[2025-12-22T20:34:06.116021] [INFO ] [sig       ] VLO: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:34:06.253056] [INFO ] [LOCAL     ] Saved forecast: VLO	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/VLO.txt
[2025-12-22T20:34:06.253211] [INFO ] [sig       ] [3362/3560] Completed VLO in 0.3s | 2.94 sym/s | Total: 19.0m | ETA: 1.1m
[2025-12-22T20:34:06.253250] [INFO ] [sig       ] [3363/3560] Forecasting VLRS...
[2025-12-22T20:34:06.253280] [INFO ] [sig       ] Generating forecast for: VLRS
[2025-12-22T20:34:06.253311] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VLRS' from 'https://tdm.silogroup.org/data/derivative_storage/VLRS.csv'.
[2025-12-22T20:34:06.264217] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VLRS'.
[2025-12-22T20:34:06.264522] [INFO ] [FORECASTER] Starting predict_future for VLRS
[2025-12-22T20:34:06.265283] [DEBUG] [LOCAL     ] No optimal features file found for VLRS: ./output/feature-sets/VLRS.txt
[2025-12-22T20:34:06.265335] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:34:06.265366] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:34:06.265394] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:34:06.265450] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:34:06.321235] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:34:06.321875] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:34:06.321949] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:34:06.321980] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:34:06.439432] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:34:06.439590] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:34:06.439630] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:34:06.439658] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:34:06.442952] [DEBUG] [FORECASTER] VLRS: Forecast T+1@11:T+2@11: DOWN (p=39.22%)
[2025-12-22T20:34:06.443222] [INFO ] [FORECASTER] Completed predict_future for VLRS
[2025-12-22T20:34:06.443341] [INFO ] [sig       ] VLRS: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:34:06.577535] [INFO ] [LOCAL     ] Saved forecast: VLRS	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/VLRS.txt
[2025-12-22T20:34:06.577672] [INFO ] [sig       ] [3363/3560] Completed VLRS in 0.3s | 2.94 sym/s | Total: 19.0m | ETA: 1.1m
[2025-12-22T20:34:06.577711] [INFO ] [sig       ] [3364/3560] Forecasting VLTO...
[2025-12-22T20:34:06.577741] [INFO ] [sig       ] Generating forecast for: VLTO
[2025-12-22T20:34:06.577771] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VLTO' from 'https://tdm.silogroup.org/data/derivative_storage/VLTO.csv'.
[2025-12-22T20:34:06.589204] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VLTO'.
[2025-12-22T20:34:06.589530] [INFO ] [FORECASTER] Starting predict_future for VLTO
[2025-12-22T20:34:06.590334] [DEBUG] [LOCAL     ] No optimal features file found for VLTO: ./output/feature-sets/VLTO.txt
[2025-12-22T20:34:06.590387] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:34:06.590420] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:34:06.590449] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:34:06.590506] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:34:06.649132] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:34:06.649794] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:34:06.649870] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:34:06.649903] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:34:06.774320] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:34:06.774678] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:34:06.774722] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:34:06.774750] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:34:06.778386] [DEBUG] [FORECASTER] VLTO: Forecast T+1@11:T+2@11: UP (p=55.00%)
[2025-12-22T20:34:06.778672] [INFO ] [FORECASTER] Completed predict_future for VLTO
[2025-12-22T20:34:06.778791] [INFO ] [sig       ] VLTO: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:34:06.924451] [INFO ] [LOCAL     ] Saved forecast: VLTO	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/VLTO.txt
[2025-12-22T20:34:06.924625] [INFO ] [sig       ] [3364/3560] Completed VLTO in 0.3s | 2.94 sym/s | Total: 19.0m | ETA: 1.1m
[2025-12-22T20:34:06.924666] [INFO ] [sig       ] [3365/3560] Forecasting VLY...
[2025-12-22T20:34:06.924699] [INFO ] [sig       ] Generating forecast for: VLY
[2025-12-22T20:34:06.924730] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VLY' from 'https://tdm.silogroup.org/data/derivative_storage/VLY.csv'.
[2025-12-22T20:34:06.935826] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VLY'.
[2025-12-22T20:34:06.936192] [INFO ] [FORECASTER] Starting predict_future for VLY
[2025-12-22T20:34:06.936975] [DEBUG] [LOCAL     ] No optimal features file found for VLY: ./output/feature-sets/VLY.txt
[2025-12-22T20:34:06.937044] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:34:06.937107] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:34:06.937135] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:34:06.937192] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:34:06.993868] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:34:06.994747] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:34:06.994833] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:34:06.994865] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:34:07.117870] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:34:07.118024] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:34:07.118062] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:34:07.118090] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:34:07.121404] [DEBUG] [FORECASTER] VLY: Forecast T+1@11:T+2@11: DOWN (p=28.01%)
[2025-12-22T20:34:07.121696] [INFO ] [FORECASTER] Completed predict_future for VLY
[2025-12-22T20:34:07.121821] [INFO ] [sig       ] VLY: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:34:07.262306] [INFO ] [LOCAL     ] Saved forecast: VLY	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/VLY.txt
[2025-12-22T20:34:07.262443] [INFO ] [sig       ] [3365/3560] Completed VLY in 0.3s | 2.94 sym/s | Total: 19.1m | ETA: 1.1m
[2025-12-22T20:34:07.262482] [INFO ] [sig       ] [3366/3560] Forecasting VMBS...
[2025-12-22T20:34:07.262511] [INFO ] [sig       ] Generating forecast for: VMBS
[2025-12-22T20:34:07.262541] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VMBS' from 'https://tdm.silogroup.org/data/derivative_storage/VMBS.csv'.
[2025-12-22T20:34:07.273556] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VMBS'.
[2025-12-22T20:34:07.273939] [INFO ] [FORECASTER] Starting predict_future for VMBS
[2025-12-22T20:34:07.274752] [DEBUG] [LOCAL     ] No optimal features file found for VMBS: ./output/feature-sets/VMBS.txt
[2025-12-22T20:34:07.274807] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:34:07.274840] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:34:07.274867] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:34:07.274924] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:34:07.331980] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:34:07.332720] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:34:07.332798] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:34:07.332830] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:34:07.452806] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:34:07.452955] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:34:07.452994] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:34:07.453022] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:34:07.456361] [DEBUG] [FORECASTER] VMBS: Forecast T+1@11:T+2@11: UP (p=59.73%)
[2025-12-22T20:34:07.456666] [INFO ] [FORECASTER] Completed predict_future for VMBS
[2025-12-22T20:34:07.456791] [INFO ] [sig       ] VMBS: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:34:07.591272] [INFO ] [LOCAL     ] Saved forecast: VMBS	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/VMBS.txt
[2025-12-22T20:34:07.591399] [INFO ] [sig       ] [3366/3560] Completed VMBS in 0.3s | 2.94 sym/s | Total: 19.1m | ETA: 1.1m
[2025-12-22T20:34:07.591437] [INFO ] [sig       ] [3367/3560] Forecasting VMD...
[2025-12-22T20:34:07.591465] [INFO ] [sig       ] Generating forecast for: VMD
[2025-12-22T20:34:07.591496] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VMD' from 'https://tdm.silogroup.org/data/derivative_storage/VMD.csv'.
[2025-12-22T20:34:07.602488] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VMD'.
[2025-12-22T20:34:07.602860] [INFO ] [FORECASTER] Starting predict_future for VMD
[2025-12-22T20:34:07.603670] [DEBUG] [LOCAL     ] No optimal features file found for VMD: ./output/feature-sets/VMD.txt
[2025-12-22T20:34:07.603722] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:34:07.603756] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:34:07.603783] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:34:07.603841] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:34:07.660978] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:34:07.661763] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:34:07.661840] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:34:07.661872] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:34:07.776703] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:34:07.776847] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:34:07.776886] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:34:07.776913] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:34:07.780255] [DEBUG] [FORECASTER] VMD: Forecast T+1@11:T+2@11: DOWN (p=35.10%)
[2025-12-22T20:34:07.780525] [INFO ] [FORECASTER] Completed predict_future for VMD
[2025-12-22T20:34:07.780661] [INFO ] [sig       ] VMD: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:34:07.915724] [INFO ] [LOCAL     ] Saved forecast: VMD	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/VMD.txt
[2025-12-22T20:34:07.915854] [INFO ] [sig       ] [3367/3560] Completed VMD in 0.3s | 2.94 sym/s | Total: 19.1m | ETA: 1.1m
[2025-12-22T20:34:07.915893] [INFO ] [sig       ] [3368/3560] Forecasting VMI...
[2025-12-22T20:34:07.915924] [INFO ] [sig       ] Generating forecast for: VMI
[2025-12-22T20:34:07.915954] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VMI' from 'https://tdm.silogroup.org/data/derivative_storage/VMI.csv'.
[2025-12-22T20:34:07.926906] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VMI'.
[2025-12-22T20:34:07.927231] [INFO ] [FORECASTER] Starting predict_future for VMI
[2025-12-22T20:34:07.928011] [DEBUG] [LOCAL     ] No optimal features file found for VMI: ./output/feature-sets/VMI.txt
[2025-12-22T20:34:07.928062] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:34:07.928096] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:34:07.928125] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:34:07.928180] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:34:07.984672] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:34:07.985297] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:34:07.985372] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:34:07.985404] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:34:08.104146] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:34:08.104291] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:34:08.104329] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:34:08.104396] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:34:08.107743] [DEBUG] [FORECASTER] VMI: Forecast T+1@11:T+2@11: DOWN (p=35.92%)
[2025-12-22T20:34:08.108020] [INFO ] [FORECASTER] Completed predict_future for VMI
[2025-12-22T20:34:08.108144] [INFO ] [sig       ] VMI: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:34:08.244025] [INFO ] [LOCAL     ] Saved forecast: VMI	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/VMI.txt
[2025-12-22T20:34:08.244152] [INFO ] [sig       ] [3368/3560] Completed VMI in 0.3s | 2.94 sym/s | Total: 19.1m | ETA: 1.1m
[2025-12-22T20:34:08.244197] [INFO ] [sig       ] [3369/3560] Forecasting VMO...
[2025-12-22T20:34:08.244228] [INFO ] [sig       ] Generating forecast for: VMO
[2025-12-22T20:34:08.244258] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VMO' from 'https://tdm.silogroup.org/data/derivative_storage/VMO.csv'.
[2025-12-22T20:34:08.255839] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VMO'.
[2025-12-22T20:34:08.256183] [INFO ] [FORECASTER] Starting predict_future for VMO
[2025-12-22T20:34:08.257002] [DEBUG] [LOCAL     ] No optimal features file found for VMO: ./output/feature-sets/VMO.txt
[2025-12-22T20:34:08.257054] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:34:08.257087] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:34:08.257114] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:34:08.257172] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:34:08.314533] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:34:08.315213] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:34:08.315290] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:34:08.315321] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:34:08.435497] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:34:08.435657] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:34:08.435696] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:34:08.435724] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:34:08.438993] [DEBUG] [FORECASTER] VMO: Forecast T+1@11:T+2@11: DOWN (p=36.82%)
[2025-12-22T20:34:08.439283] [INFO ] [FORECASTER] Completed predict_future for VMO
[2025-12-22T20:34:08.439401] [INFO ] [sig       ] VMO: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:34:08.574212] [INFO ] [LOCAL     ] Saved forecast: VMO	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/VMO.txt
[2025-12-22T20:34:08.574332] [INFO ] [sig       ] [3369/3560] Completed VMO in 0.3s | 2.94 sym/s | Total: 19.1m | ETA: 1.1m
[2025-12-22T20:34:08.574370] [INFO ] [sig       ] [3370/3560] Forecasting VNDA...
[2025-12-22T20:34:08.574400] [INFO ] [sig       ] Generating forecast for: VNDA
[2025-12-22T20:34:08.574633] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VNDA' from 'https://tdm.silogroup.org/data/derivative_storage/VNDA.csv'.
[2025-12-22T20:34:08.585871] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VNDA'.
[2025-12-22T20:34:08.586199] [INFO ] [FORECASTER] Starting predict_future for VNDA
[2025-12-22T20:34:08.586982] [DEBUG] [LOCAL     ] No optimal features file found for VNDA: ./output/feature-sets/VNDA.txt
[2025-12-22T20:34:08.587034] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:34:08.587066] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:34:08.587092] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:34:08.587149] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:34:08.643845] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:34:08.644559] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:34:08.644653] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:34:08.644685] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:34:08.761656] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:34:08.761804] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:34:08.761848] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:34:08.761878] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:34:08.765319] [DEBUG] [FORECASTER] VNDA: Forecast T+1@11:T+2@11: UP (p=71.14%)
[2025-12-22T20:34:08.765616] [INFO ] [FORECASTER] Completed predict_future for VNDA
[2025-12-22T20:34:08.765760] [INFO ] [sig       ] VNDA: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:34:08.902352] [INFO ] [LOCAL     ] Saved forecast: VNDA	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/VNDA.txt
[2025-12-22T20:34:08.902478] [INFO ] [sig       ] [3370/3560] Completed VNDA in 0.3s | 2.94 sym/s | Total: 19.1m | ETA: 1.1m
[2025-12-22T20:34:08.902515] [INFO ] [sig       ] [3371/3560] Forecasting VNO...
[2025-12-22T20:34:08.902543] [INFO ] [sig       ] Generating forecast for: VNO
[2025-12-22T20:34:08.902592] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VNO' from 'https://tdm.silogroup.org/data/derivative_storage/VNO.csv'.
[2025-12-22T20:34:08.913279] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VNO'.
[2025-12-22T20:34:08.913611] [INFO ] [FORECASTER] Starting predict_future for VNO
[2025-12-22T20:34:08.914363] [DEBUG] [LOCAL     ] No optimal features file found for VNO: ./output/feature-sets/VNO.txt
[2025-12-22T20:34:08.914414] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:34:08.914445] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:34:08.914472] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:34:08.914527] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:34:08.974598] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:34:08.975351] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:34:08.975429] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:34:08.975462] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:34:09.094657] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:34:09.094806] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:34:09.094845] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:34:09.094875] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:34:09.098334] [DEBUG] [FORECASTER] VNO: Forecast T+1@11:T+2@11: UP (p=91.30%)
[2025-12-22T20:34:09.098630] [INFO ] [FORECASTER] Completed predict_future for VNO
[2025-12-22T20:34:09.098773] [INFO ] [sig       ] VNO: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:34:09.234467] [INFO ] [LOCAL     ] Saved forecast: VNO	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/VNO.txt
[2025-12-22T20:34:09.234614] [INFO ] [sig       ] [3371/3560] Completed VNO in 0.3s | 2.94 sym/s | Total: 19.1m | ETA: 1.1m
[2025-12-22T20:34:09.234655] [INFO ] [sig       ] [3372/3560] Forecasting VNOM...
[2025-12-22T20:34:09.234685] [INFO ] [sig       ] Generating forecast for: VNOM
[2025-12-22T20:34:09.234714] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VNOM' from 'https://tdm.silogroup.org/data/derivative_storage/VNOM.csv'.
[2025-12-22T20:34:09.245563] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VNOM'.
[2025-12-22T20:34:09.245928] [INFO ] [FORECASTER] Starting predict_future for VNOM
[2025-12-22T20:34:09.246754] [DEBUG] [LOCAL     ] No optimal features file found for VNOM: ./output/feature-sets/VNOM.txt
[2025-12-22T20:34:09.246806] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:34:09.246840] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:34:09.246868] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:34:09.246925] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:34:09.305560] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:34:09.306255] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:34:09.306335] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:34:09.306369] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:34:09.426792] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:34:09.426944] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:34:09.427000] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:34:09.427030] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:34:09.430413] [DEBUG] [FORECASTER] VNOM: Forecast T+1@11:T+2@11: UP (p=93.65%)
[2025-12-22T20:34:09.430720] [INFO ] [FORECASTER] Completed predict_future for VNOM
[2025-12-22T20:34:09.430862] [INFO ] [sig       ] VNOM: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:34:09.569127] [INFO ] [LOCAL     ] Saved forecast: VNOM	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/VNOM.txt
[2025-12-22T20:34:09.569271] [INFO ] [sig       ] [3372/3560] Completed VNOM in 0.3s | 2.94 sym/s | Total: 19.1m | ETA: 1.1m
[2025-12-22T20:34:09.569312] [INFO ] [sig       ] [3373/3560] Forecasting VNQI...
[2025-12-22T20:34:09.569345] [INFO ] [sig       ] Generating forecast for: VNQI
[2025-12-22T20:34:09.569378] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VNQI' from 'https://tdm.silogroup.org/data/derivative_storage/VNQI.csv'.
[2025-12-22T20:34:09.580201] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VNQI'.
[2025-12-22T20:34:09.580552] [INFO ] [FORECASTER] Starting predict_future for VNQI
[2025-12-22T20:34:09.581376] [DEBUG] [LOCAL     ] No optimal features file found for VNQI: ./output/feature-sets/VNQI.txt
[2025-12-22T20:34:09.581437] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:34:09.581471] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:34:09.581500] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:34:09.581558] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:34:09.640249] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:34:09.641088] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:34:09.641179] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:34:09.641223] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:34:09.763298] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:34:09.763493] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:34:09.763532] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:34:09.763560] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:34:09.767292] [DEBUG] [FORECASTER] VNQI: Forecast T+1@11:T+2@11: UP (p=99.24%)
[2025-12-22T20:34:09.767633] [INFO ] [FORECASTER] Completed predict_future for VNQI
[2025-12-22T20:34:09.767772] [INFO ] [sig       ] VNQI: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:34:09.906684] [INFO ] [LOCAL     ] Saved forecast: VNQI	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/VNQI.txt
[2025-12-22T20:34:09.906838] [INFO ] [sig       ] [3373/3560] Completed VNQI in 0.3s | 2.94 sym/s | Total: 19.1m | ETA: 1.1m
[2025-12-22T20:34:09.906885] [INFO ] [sig       ] [3374/3560] Forecasting VOC...
[2025-12-22T20:34:09.906917] [INFO ] [sig       ] Generating forecast for: VOC
[2025-12-22T20:34:09.906948] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VOC' from 'https://tdm.silogroup.org/data/derivative_storage/VOC.csv'.
[2025-12-22T20:34:09.918007] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VOC'.
[2025-12-22T20:34:09.918384] [INFO ] [FORECASTER] Starting predict_future for VOC
[2025-12-22T20:34:09.919216] [DEBUG] [LOCAL     ] No optimal features file found for VOC: ./output/feature-sets/VOC.txt
[2025-12-22T20:34:09.919268] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:34:09.919301] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:34:09.919327] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:34:09.919382] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:34:09.976675] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:34:09.977496] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:34:09.977592] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:34:09.977627] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:34:10.097787] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:34:10.097939] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:34:10.097976] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:34:10.098005] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:34:10.101927] [DEBUG] [FORECASTER] VOC: Forecast T+1@11:T+2@11: DOWN (p=27.54%)
[2025-12-22T20:34:10.102219] [INFO ] [FORECASTER] Completed predict_future for VOC
[2025-12-22T20:34:10.102348] [INFO ] [sig       ] VOC: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:34:10.241226] [INFO ] [LOCAL     ] Saved forecast: VOC	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/VOC.txt
[2025-12-22T20:34:10.241383] [INFO ] [sig       ] [3374/3560] Completed VOC in 0.3s | 2.94 sym/s | Total: 19.1m | ETA: 1.1m
[2025-12-22T20:34:10.241422] [INFO ] [sig       ] [3375/3560] Forecasting VOD...
[2025-12-22T20:34:10.241451] [INFO ] [sig       ] Generating forecast for: VOD
[2025-12-22T20:34:10.241483] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VOD' from 'https://tdm.silogroup.org/data/derivative_storage/VOD.csv'.
[2025-12-22T20:34:10.252711] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VOD'.
[2025-12-22T20:34:10.253080] [INFO ] [FORECASTER] Starting predict_future for VOD
[2025-12-22T20:34:10.253994] [DEBUG] [LOCAL     ] No optimal features file found for VOD: ./output/feature-sets/VOD.txt
[2025-12-22T20:34:10.254047] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:34:10.254079] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:34:10.254107] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:34:10.254165] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:34:10.324267] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:34:10.325120] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:34:10.325246] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:34:10.325284] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:34:10.444345] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:34:10.444499] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:34:10.444538] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:34:10.444586] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:34:10.447965] [DEBUG] [FORECASTER] VOD: Forecast T+1@11:T+2@11: UP (p=99.42%)
[2025-12-22T20:34:10.448241] [INFO ] [FORECASTER] Completed predict_future for VOD
[2025-12-22T20:34:10.448365] [INFO ] [sig       ] VOD: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:34:10.586001] [INFO ] [LOCAL     ] Saved forecast: VOD	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/VOD.txt
[2025-12-22T20:34:10.586178] [INFO ] [sig       ] [3375/3560] Completed VOD in 0.3s | 2.94 sym/s | Total: 19.1m | ETA: 1.0m
[2025-12-22T20:34:10.586221] [INFO ] [sig       ] [3376/3560] Forecasting VONE...
[2025-12-22T20:34:10.586252] [INFO ] [sig       ] Generating forecast for: VONE
[2025-12-22T20:34:10.586284] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VONE' from 'https://tdm.silogroup.org/data/derivative_storage/VONE.csv'.
[2025-12-22T20:34:10.597245] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VONE'.
[2025-12-22T20:34:10.597631] [INFO ] [FORECASTER] Starting predict_future for VONE
[2025-12-22T20:34:10.598429] [DEBUG] [LOCAL     ] No optimal features file found for VONE: ./output/feature-sets/VONE.txt
[2025-12-22T20:34:10.598482] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:34:10.598545] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:34:10.598592] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:34:10.598653] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:34:10.655883] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:34:10.656741] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:34:10.656820] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:34:10.656853] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:34:10.781819] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:34:10.781995] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:34:10.782047] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:34:10.782077] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:34:10.785720] [DEBUG] [FORECASTER] VONE: Forecast T+1@11:T+2@11: UP (p=89.69%)
[2025-12-22T20:34:10.786000] [INFO ] [FORECASTER] Completed predict_future for VONE
[2025-12-22T20:34:10.786123] [INFO ] [sig       ] VONE: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:34:10.925596] [INFO ] [LOCAL     ] Saved forecast: VONE	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/VONE.txt
[2025-12-22T20:34:10.925732] [INFO ] [sig       ] [3376/3560] Completed VONE in 0.3s | 2.94 sym/s | Total: 19.1m | ETA: 1.0m
[2025-12-22T20:34:10.925771] [INFO ] [sig       ] [3377/3560] Forecasting VONG...
[2025-12-22T20:34:10.925801] [INFO ] [sig       ] Generating forecast for: VONG
[2025-12-22T20:34:10.925830] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VONG' from 'https://tdm.silogroup.org/data/derivative_storage/VONG.csv'.
[2025-12-22T20:34:10.937837] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VONG'.
[2025-12-22T20:34:10.938184] [INFO ] [FORECASTER] Starting predict_future for VONG
[2025-12-22T20:34:10.938970] [DEBUG] [LOCAL     ] No optimal features file found for VONG: ./output/feature-sets/VONG.txt
[2025-12-22T20:34:10.939052] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:34:10.939086] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:34:10.939112] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:34:10.939168] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:34:11.000014] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:34:11.000941] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:34:11.001021] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:34:11.001056] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:34:11.127633] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:34:11.127784] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:34:11.127823] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:34:11.127850] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:34:11.131166] [DEBUG] [FORECASTER] VONG: Forecast T+1@11:T+2@11: DOWN (p=15.78%)
[2025-12-22T20:34:11.131436] [INFO ] [FORECASTER] Completed predict_future for VONG
[2025-12-22T20:34:11.131587] [INFO ] [sig       ] VONG: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:34:11.267776] [INFO ] [LOCAL     ] Saved forecast: VONG	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/VONG.txt
[2025-12-22T20:34:11.267909] [INFO ] [sig       ] [3377/3560] Completed VONG in 0.3s | 2.94 sym/s | Total: 19.1m | ETA: 1.0m
[2025-12-22T20:34:11.267950] [INFO ] [sig       ] [3378/3560] Forecasting VOTE...
[2025-12-22T20:34:11.267979] [INFO ] [sig       ] Generating forecast for: VOTE
[2025-12-22T20:34:11.268009] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VOTE' from 'https://tdm.silogroup.org/data/derivative_storage/VOTE.csv'.
[2025-12-22T20:34:11.278121] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VOTE'.
[2025-12-22T20:34:11.278463] [INFO ] [FORECASTER] Starting predict_future for VOTE
[2025-12-22T20:34:11.279312] [DEBUG] [LOCAL     ] No optimal features file found for VOTE: ./output/feature-sets/VOTE.txt
[2025-12-22T20:34:11.279364] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:34:11.279398] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:34:11.279425] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:34:11.279483] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:34:11.336217] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:34:11.336874] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:34:11.336958] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:34:11.336990] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:34:11.454358] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:34:11.454501] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:34:11.454539] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:34:11.454585] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:34:11.457891] [DEBUG] [FORECASTER] VOTE: Forecast T+1@11:T+2@11: UP (p=83.94%)
[2025-12-22T20:34:11.458162] [INFO ] [FORECASTER] Completed predict_future for VOTE
[2025-12-22T20:34:11.458281] [INFO ] [sig       ] VOTE: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:34:11.601499] [INFO ] [LOCAL     ] Saved forecast: VOTE	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/VOTE.txt
[2025-12-22T20:34:11.601712] [INFO ] [sig       ] [3378/3560] Completed VOTE in 0.3s | 2.94 sym/s | Total: 19.1m | ETA: 1.0m
[2025-12-22T20:34:11.601753] [INFO ] [sig       ] [3379/3560] Forecasting VPG...
[2025-12-22T20:34:11.601784] [INFO ] [sig       ] Generating forecast for: VPG
[2025-12-22T20:34:11.601815] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VPG' from 'https://tdm.silogroup.org/data/derivative_storage/VPG.csv'.
[2025-12-22T20:34:11.612770] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VPG'.
[2025-12-22T20:34:11.613101] [INFO ] [FORECASTER] Starting predict_future for VPG
[2025-12-22T20:34:11.613885] [DEBUG] [LOCAL     ] No optimal features file found for VPG: ./output/feature-sets/VPG.txt
[2025-12-22T20:34:11.613937] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:34:11.613969] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:34:11.613995] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:34:11.614050] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:34:11.672229] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:34:11.672984] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:34:11.673063] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:34:11.673094] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:34:11.792313] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:34:11.792436] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:34:11.792476] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:34:11.792505] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:34:11.796097] [DEBUG] [FORECASTER] VPG: Forecast T+1@11:T+2@11: UP (p=63.67%)
[2025-12-22T20:34:11.796379] [INFO ] [FORECASTER] Completed predict_future for VPG
[2025-12-22T20:34:11.796503] [INFO ] [sig       ] VPG: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:34:11.932243] [INFO ] [LOCAL     ] Saved forecast: VPG	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/VPG.txt
[2025-12-22T20:34:11.932395] [INFO ] [sig       ] [3379/3560] Completed VPG in 0.3s | 2.94 sym/s | Total: 19.1m | ETA: 1.0m
[2025-12-22T20:34:11.932432] [INFO ] [sig       ] [3380/3560] Forecasting VPLS...
[2025-12-22T20:34:11.932469] [INFO ] [sig       ] Generating forecast for: VPLS
[2025-12-22T20:34:11.932500] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VPLS' from 'https://tdm.silogroup.org/data/derivative_storage/VPLS.csv'.
[2025-12-22T20:34:11.943652] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VPLS'.
[2025-12-22T20:34:11.944043] [INFO ] [FORECASTER] Starting predict_future for VPLS
[2025-12-22T20:34:11.944922] [DEBUG] [LOCAL     ] No optimal features file found for VPLS: ./output/feature-sets/VPLS.txt
[2025-12-22T20:34:11.944976] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:34:11.945008] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:34:11.945035] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:34:11.945091] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:34:12.001327] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:34:12.002193] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:34:12.002274] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:34:12.002306] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:34:12.136161] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:34:12.136311] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:34:12.136350] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:34:12.136379] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:34:12.139775] [DEBUG] [FORECASTER] VPLS: Forecast T+1@11:T+2@11: UP (p=76.15%)
[2025-12-22T20:34:12.140075] [INFO ] [FORECASTER] Completed predict_future for VPLS
[2025-12-22T20:34:12.140208] [INFO ] [sig       ] VPLS: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:34:12.276492] [INFO ] [LOCAL     ] Saved forecast: VPLS	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/VPLS.txt
[2025-12-22T20:34:12.276664] [INFO ] [sig       ] [3380/3560] Completed VPLS in 0.3s | 2.94 sym/s | Total: 19.1m | ETA: 1.0m
[2025-12-22T20:34:12.276706] [INFO ] [sig       ] [3381/3560] Forecasting VRA...
[2025-12-22T20:34:12.276736] [INFO ] [sig       ] Generating forecast for: VRA
[2025-12-22T20:34:12.276767] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRA' from 'https://tdm.silogroup.org/data/derivative_storage/VRA.csv'.
[2025-12-22T20:34:12.288883] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRA'.
[2025-12-22T20:34:12.289302] [INFO ] [FORECASTER] Starting predict_future for VRA
[2025-12-22T20:34:12.290122] [DEBUG] [LOCAL     ] No optimal features file found for VRA: ./output/feature-sets/VRA.txt
[2025-12-22T20:34:12.290176] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:34:12.290210] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:34:12.290238] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:34:12.290295] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:34:12.345749] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:34:12.346612] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:34:12.346690] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:34:12.346722] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:34:12.466705] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:34:12.466867] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:34:12.466910] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:34:12.466940] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:34:12.470642] [DEBUG] [FORECASTER] VRA: Forecast T+1@11:T+2@11: DOWN (p=13.70%)
[2025-12-22T20:34:12.470988] [INFO ] [FORECASTER] Completed predict_future for VRA
[2025-12-22T20:34:12.471135] [INFO ] [sig       ] VRA: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:34:12.618594] [INFO ] [LOCAL     ] Saved forecast: VRA	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/VRA.txt
[2025-12-22T20:34:12.618753] [INFO ] [sig       ] [3381/3560] Completed VRA in 0.3s | 2.94 sym/s | Total: 19.1m | ETA: 1.0m
[2025-12-22T20:34:12.618793] [INFO ] [sig       ] [3382/3560] Forecasting VRCA...
[2025-12-22T20:34:12.618822] [INFO ] [sig       ] Generating forecast for: VRCA
[2025-12-22T20:34:12.618851] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRCA' from 'https://tdm.silogroup.org/data/derivative_storage/VRCA.csv'.
[2025-12-22T20:34:12.630350] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRCA'.
[2025-12-22T20:34:12.630795] [INFO ] [FORECASTER] Starting predict_future for VRCA
[2025-12-22T20:34:12.631646] [DEBUG] [LOCAL     ] No optimal features file found for VRCA: ./output/feature-sets/VRCA.txt
[2025-12-22T20:34:12.631703] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:34:12.631767] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:34:12.631797] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:34:12.631856] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:34:12.695675] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:34:12.696609] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:34:12.696696] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:34:12.696729] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:34:12.820445] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:34:12.820618] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:34:12.820660] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:34:12.820689] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:34:12.824019] [DEBUG] [FORECASTER] VRCA: Forecast T+1@11:T+2@11: DOWN (p=31.47%)
[2025-12-22T20:34:12.824301] [INFO ] [FORECASTER] Completed predict_future for VRCA
[2025-12-22T20:34:12.824428] [INFO ] [sig       ] VRCA: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:34:12.960070] [INFO ] [LOCAL     ] Saved forecast: VRCA	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/VRCA.txt
[2025-12-22T20:34:12.960222] [INFO ] [sig       ] [3382/3560] Completed VRCA in 0.3s | 2.94 sym/s | Total: 19.1m | ETA: 1.0m
[2025-12-22T20:34:12.960266] [INFO ] [sig       ] [3383/3560] Forecasting VRDN...
[2025-12-22T20:34:12.960296] [INFO ] [sig       ] Generating forecast for: VRDN
[2025-12-22T20:34:12.960326] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRDN' from 'https://tdm.silogroup.org/data/derivative_storage/VRDN.csv'.
[2025-12-22T20:34:12.972116] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRDN'.
[2025-12-22T20:34:12.972447] [INFO ] [FORECASTER] Starting predict_future for VRDN
[2025-12-22T20:34:12.973225] [DEBUG] [LOCAL     ] No optimal features file found for VRDN: ./output/feature-sets/VRDN.txt
[2025-12-22T20:34:12.973301] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:34:12.973342] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:34:12.973374] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:34:12.973430] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:34:13.029654] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:34:13.030370] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:34:13.030448] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:34:13.030481] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:34:13.148074] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:34:13.148227] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:34:13.148273] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:34:13.148349] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:34:13.151696] [DEBUG] [FORECASTER] VRDN: Forecast T+1@11:T+2@11: UP (p=95.53%)
[2025-12-22T20:34:13.151965] [INFO ] [FORECASTER] Completed predict_future for VRDN
[2025-12-22T20:34:13.152084] [INFO ] [sig       ] VRDN: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:34:13.285264] [INFO ] [LOCAL     ] Saved forecast: VRDN	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/VRDN.txt
[2025-12-22T20:34:13.285399] [INFO ] [sig       ] [3383/3560] Completed VRDN in 0.3s | 2.94 sym/s | Total: 19.2m | ETA: 1.0m
[2025-12-22T20:34:13.285437] [INFO ] [sig       ] [3384/3560] Forecasting VRE...
[2025-12-22T20:34:13.285467] [INFO ] [sig       ] Generating forecast for: VRE
[2025-12-22T20:34:13.285497] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRE' from 'https://tdm.silogroup.org/data/derivative_storage/VRE.csv'.
[2025-12-22T20:34:13.296928] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRE'.
[2025-12-22T20:34:13.297242] [INFO ] [FORECASTER] Starting predict_future for VRE
[2025-12-22T20:34:13.298015] [DEBUG] [LOCAL     ] No optimal features file found for VRE: ./output/feature-sets/VRE.txt
[2025-12-22T20:34:13.298067] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:34:13.298100] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:34:13.298127] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:34:13.298182] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:34:13.354656] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:34:13.355534] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:34:13.355640] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:34:13.355675] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:34:13.473995] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:34:13.474149] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:34:13.474190] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:34:13.474219] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:34:13.477641] [DEBUG] [FORECASTER] VRE: Forecast T+1@11:T+2@11: DOWN (p=4.89%)
[2025-12-22T20:34:13.477916] [INFO ] [FORECASTER] Completed predict_future for VRE
[2025-12-22T20:34:13.478040] [INFO ] [sig       ] VRE: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:34:13.613846] [INFO ] [LOCAL     ] Saved forecast: VRE	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/VRE.txt
[2025-12-22T20:34:13.613997] [INFO ] [sig       ] [3384/3560] Completed VRE in 0.3s | 2.94 sym/s | Total: 19.2m | ETA: 59.8s
[2025-12-22T20:34:13.614037] [INFO ] [sig       ] [3385/3560] Forecasting VREX...
[2025-12-22T20:34:13.614068] [INFO ] [sig       ] Generating forecast for: VREX
[2025-12-22T20:34:13.614099] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VREX' from 'https://tdm.silogroup.org/data/derivative_storage/VREX.csv'.
[2025-12-22T20:34:13.625534] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VREX'.
[2025-12-22T20:34:13.625928] [INFO ] [FORECASTER] Starting predict_future for VREX
[2025-12-22T20:34:13.626717] [DEBUG] [LOCAL     ] No optimal features file found for VREX: ./output/feature-sets/VREX.txt
[2025-12-22T20:34:13.626768] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:34:13.626799] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:34:13.626825] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:34:13.626880] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:34:13.682224] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:34:13.682924] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:34:13.683001] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:34:13.683067] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:34:13.797859] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:34:13.798010] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:34:13.798049] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:34:13.798110] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:34:13.801436] [DEBUG] [FORECASTER] VREX: Forecast T+1@11:T+2@11: DOWN (p=22.77%)
[2025-12-22T20:34:13.801727] [INFO ] [FORECASTER] Completed predict_future for VREX
[2025-12-22T20:34:13.801847] [INFO ] [sig       ] VREX: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:34:13.936398] [INFO ] [LOCAL     ] Saved forecast: VREX	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/VREX.txt
[2025-12-22T20:34:13.936533] [INFO ] [sig       ] [3385/3560] Completed VREX in 0.3s | 2.94 sym/s | Total: 19.2m | ETA: 59.4s
[2025-12-22T20:34:13.936589] [INFO ] [sig       ] [3386/3560] Forecasting VRIG...
[2025-12-22T20:34:13.936623] [INFO ] [sig       ] Generating forecast for: VRIG
[2025-12-22T20:34:13.936654] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRIG' from 'https://tdm.silogroup.org/data/derivative_storage/VRIG.csv'.
[2025-12-22T20:34:13.948361] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRIG'.
[2025-12-22T20:34:13.948722] [INFO ] [FORECASTER] Starting predict_future for VRIG
[2025-12-22T20:34:13.949542] [DEBUG] [LOCAL     ] No optimal features file found for VRIG: ./output/feature-sets/VRIG.txt
[2025-12-22T20:34:13.949613] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:34:13.949652] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:34:13.949678] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:34:13.949736] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:34:14.006310] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:34:14.007013] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:34:14.007093] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:34:14.007125] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:34:14.099879] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:34:14.099992] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:34:14.100028] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:34:14.100056] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:34:14.103242] [DEBUG] [FORECASTER] VRIG: Forecast T+1@11:T+2@11: UP (p=63.86%)
[2025-12-22T20:34:14.103505] [INFO ] [FORECASTER] Completed predict_future for VRIG
[2025-12-22T20:34:14.103640] [INFO ] [sig       ] VRIG: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:34:14.250233] [INFO ] [LOCAL     ] Saved forecast: VRIG	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/VRIG.txt
[2025-12-22T20:34:14.250446] [INFO ] [sig       ] [3386/3560] Completed VRIG in 0.3s | 2.94 sym/s | Total: 19.2m | ETA: 59.1s
[2025-12-22T20:34:14.250514] [INFO ] [sig       ] [3387/3560] Forecasting VRNS...
[2025-12-22T20:34:14.250566] [INFO ] [sig       ] Generating forecast for: VRNS
[2025-12-22T20:34:14.250642] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRNS' from 'https://tdm.silogroup.org/data/derivative_storage/VRNS.csv'.
[2025-12-22T20:34:14.265417] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRNS'.
[2025-12-22T20:34:14.265901] [INFO ] [FORECASTER] Starting predict_future for VRNS
[2025-12-22T20:34:14.267052] [DEBUG] [LOCAL     ] No optimal features file found for VRNS: ./output/feature-sets/VRNS.txt
[2025-12-22T20:34:14.267123] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:34:14.267176] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:34:14.267264] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:34:14.267364] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:34:14.324171] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:34:14.325022] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:34:14.325102] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:34:14.325134] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:34:14.447916] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:34:14.448070] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:34:14.448110] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:34:14.448140] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:34:14.451568] [DEBUG] [FORECASTER] VRNS: Forecast T+1@11:T+2@11: DOWN (p=44.51%)
[2025-12-22T20:34:14.451858] [INFO ] [FORECASTER] Completed predict_future for VRNS
[2025-12-22T20:34:14.451978] [INFO ] [sig       ] VRNS: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:34:14.587344] [INFO ] [LOCAL     ] Saved forecast: VRNS	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/VRNS.txt
[2025-12-22T20:34:14.587467] [INFO ] [sig       ] [3387/3560] Completed VRNS in 0.3s | 2.94 sym/s | Total: 19.2m | ETA: 58.8s
[2025-12-22T20:34:14.587506] [INFO ] [sig       ] [3388/3560] Forecasting VRRM...
[2025-12-22T20:34:14.587536] [INFO ] [sig       ] Generating forecast for: VRRM
[2025-12-22T20:34:14.587567] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRRM' from 'https://tdm.silogroup.org/data/derivative_storage/VRRM.csv'.
[2025-12-22T20:34:14.598191] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRRM'.
[2025-12-22T20:34:14.598506] [INFO ] [FORECASTER] Starting predict_future for VRRM
[2025-12-22T20:34:14.599316] [DEBUG] [LOCAL     ] No optimal features file found for VRRM: ./output/feature-sets/VRRM.txt
[2025-12-22T20:34:14.599367] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:34:14.599399] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:34:14.599425] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:34:14.599481] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:34:14.657198] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:34:14.657896] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:34:14.657972] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:34:14.658005] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:34:14.777915] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:34:14.778061] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:34:14.778100] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:34:14.778128] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:34:14.781494] [DEBUG] [FORECASTER] VRRM: Forecast T+1@11:T+2@11: DOWN (p=4.88%)
[2025-12-22T20:34:14.781785] [INFO ] [FORECASTER] Completed predict_future for VRRM
[2025-12-22T20:34:14.781911] [INFO ] [sig       ] VRRM: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:34:14.918982] [INFO ] [LOCAL     ] Saved forecast: VRRM	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/VRRM.txt
[2025-12-22T20:34:14.919157] [INFO ] [sig       ] [3388/3560] Completed VRRM in 0.3s | 2.94 sym/s | Total: 19.2m | ETA: 58.4s
[2025-12-22T20:34:14.919196] [INFO ] [sig       ] [3389/3560] Forecasting VRSK...
[2025-12-22T20:34:14.919226] [INFO ] [sig       ] Generating forecast for: VRSK
[2025-12-22T20:34:14.919256] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRSK' from 'https://tdm.silogroup.org/data/derivative_storage/VRSK.csv'.
[2025-12-22T20:34:14.929936] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRSK'.
[2025-12-22T20:34:14.930268] [INFO ] [FORECASTER] Starting predict_future for VRSK
[2025-12-22T20:34:14.931083] [DEBUG] [LOCAL     ] No optimal features file found for VRSK: ./output/feature-sets/VRSK.txt
[2025-12-22T20:34:14.931134] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:34:14.931166] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:34:14.931192] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:34:14.931250] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:34:14.990127] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:34:14.990803] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:34:14.990878] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:34:14.990911] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:34:15.114155] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:34:15.114298] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:34:15.114339] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:34:15.114368] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:34:15.118166] [DEBUG] [FORECASTER] VRSK: Forecast T+1@11:T+2@11: UP (p=85.60%)
[2025-12-22T20:34:15.118441] [INFO ] [FORECASTER] Completed predict_future for VRSK
[2025-12-22T20:34:15.118565] [INFO ] [sig       ] VRSK: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:34:15.257035] [INFO ] [LOCAL     ] Saved forecast: VRSK	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/VRSK.txt
[2025-12-22T20:34:15.257161] [INFO ] [sig       ] [3389/3560] Completed VRSK in 0.3s | 2.94 sym/s | Total: 19.2m | ETA: 58.1s
[2025-12-22T20:34:15.257201] [INFO ] [sig       ] [3390/3560] Forecasting VRSN...
[2025-12-22T20:34:15.257230] [INFO ] [sig       ] Generating forecast for: VRSN
[2025-12-22T20:34:15.257259] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRSN' from 'https://tdm.silogroup.org/data/derivative_storage/VRSN.csv'.
[2025-12-22T20:34:15.267973] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRSN'.
[2025-12-22T20:34:15.268339] [INFO ] [FORECASTER] Starting predict_future for VRSN
[2025-12-22T20:34:15.269215] [DEBUG] [LOCAL     ] No optimal features file found for VRSN: ./output/feature-sets/VRSN.txt
[2025-12-22T20:34:15.269269] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:34:15.269301] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:34:15.269328] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:34:15.269386] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:34:15.328489] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:34:15.329198] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:34:15.329277] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:34:15.329309] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:34:15.453028] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:34:15.453169] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:34:15.453208] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:34:15.453237] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:34:15.456515] [DEBUG] [FORECASTER] VRSN: Forecast T+1@11:T+2@11: DOWN (p=7.81%)
[2025-12-22T20:34:15.456802] [INFO ] [FORECASTER] Completed predict_future for VRSN
[2025-12-22T20:34:15.456919] [INFO ] [sig       ] VRSN: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:34:15.593372] [INFO ] [LOCAL     ] Saved forecast: VRSN	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/VRSN.txt
[2025-12-22T20:34:15.593521] [INFO ] [sig       ] [3390/3560] Completed VRSN in 0.3s | 2.94 sym/s | Total: 19.2m | ETA: 57.7s
[2025-12-22T20:34:15.593563] [INFO ] [sig       ] [3391/3560] Forecasting VRTS...
[2025-12-22T20:34:15.593613] [INFO ] [sig       ] Generating forecast for: VRTS
[2025-12-22T20:34:15.593650] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRTS' from 'https://tdm.silogroup.org/data/derivative_storage/VRTS.csv'.
[2025-12-22T20:34:15.606958] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRTS'.
[2025-12-22T20:34:15.607350] [INFO ] [FORECASTER] Starting predict_future for VRTS
[2025-12-22T20:34:15.608340] [DEBUG] [LOCAL     ] No optimal features file found for VRTS: ./output/feature-sets/VRTS.txt
[2025-12-22T20:34:15.608403] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:34:15.608446] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:34:15.608482] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:34:15.608560] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:34:15.676859] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:34:15.677727] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:34:15.677809] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:34:15.677843] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:34:15.797375] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:34:15.797529] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:34:15.797587] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:34:15.797619] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:34:15.800968] [DEBUG] [FORECASTER] VRTS: Forecast T+1@11:T+2@11: DOWN (p=12.04%)
[2025-12-22T20:34:15.801243] [INFO ] [FORECASTER] Completed predict_future for VRTS
[2025-12-22T20:34:15.801364] [INFO ] [sig       ] VRTS: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:34:15.938203] [INFO ] [LOCAL     ] Saved forecast: VRTS	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/VRTS.txt
[2025-12-22T20:34:15.938357] [INFO ] [sig       ] [3391/3560] Completed VRTS in 0.3s | 2.94 sym/s | Total: 19.2m | ETA: 57.4s
[2025-12-22T20:34:15.938399] [INFO ] [sig       ] [3392/3560] Forecasting VRTX...
[2025-12-22T20:34:15.938428] [INFO ] [sig       ] Generating forecast for: VRTX
[2025-12-22T20:34:15.938458] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRTX' from 'https://tdm.silogroup.org/data/derivative_storage/VRTX.csv'.
[2025-12-22T20:34:15.949600] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRTX'.
[2025-12-22T20:34:15.949986] [INFO ] [FORECASTER] Starting predict_future for VRTX
[2025-12-22T20:34:15.950794] [DEBUG] [LOCAL     ] No optimal features file found for VRTX: ./output/feature-sets/VRTX.txt
[2025-12-22T20:34:15.950848] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:34:15.950881] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:34:15.950909] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:34:15.950966] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:34:16.010107] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:34:16.011049] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:34:16.011184] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:34:16.011218] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:34:16.133608] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:34:16.133759] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:34:16.133800] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:34:16.133829] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:34:16.137332] [DEBUG] [FORECASTER] VRTX: Forecast T+1@11:T+2@11: DOWN (p=29.77%)
[2025-12-22T20:34:16.137678] [INFO ] [FORECASTER] Completed predict_future for VRTX
[2025-12-22T20:34:16.137816] [INFO ] [sig       ] VRTX: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:34:16.274542] [INFO ] [LOCAL     ] Saved forecast: VRTX	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/VRTX.txt
[2025-12-22T20:34:16.274734] [INFO ] [sig       ] [3392/3560] Completed VRTX in 0.3s | 2.94 sym/s | Total: 19.2m | ETA: 57.1s
[2025-12-22T20:34:16.274777] [INFO ] [sig       ] [3393/3560] Forecasting VS...
[2025-12-22T20:34:16.274808] [INFO ] [sig       ] Generating forecast for: VS
[2025-12-22T20:34:16.274838] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VS' from 'https://tdm.silogroup.org/data/derivative_storage/VS.csv'.
[2025-12-22T20:34:16.285666] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VS'.
[2025-12-22T20:34:16.286033] [INFO ] [FORECASTER] Starting predict_future for VS
[2025-12-22T20:34:16.286816] [DEBUG] [LOCAL     ] No optimal features file found for VS: ./output/feature-sets/VS.txt
[2025-12-22T20:34:16.286869] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:34:16.286900] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:34:16.286927] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:34:16.286983] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:34:16.344138] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:34:16.344962] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:34:16.345044] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:34:16.345076] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:34:16.457077] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:34:16.457222] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:34:16.457261] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:34:16.457289] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:34:16.460627] [DEBUG] [FORECASTER] VS: Forecast T+1@11:T+2@11: DOWN (p=46.63%)
[2025-12-22T20:34:16.460902] [INFO ] [FORECASTER] Completed predict_future for VS
[2025-12-22T20:34:16.461022] [INFO ] [sig       ] VS: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:34:16.597657] [INFO ] [LOCAL     ] Saved forecast: VS	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/VS.txt
[2025-12-22T20:34:16.597830] [INFO ] [sig       ] [3393/3560] Completed VS in 0.3s | 2.94 sym/s | Total: 19.2m | ETA: 56.7s
[2025-12-22T20:34:16.597872] [INFO ] [sig       ] [3394/3560] Forecasting VSCO...
[2025-12-22T20:34:16.597901] [INFO ] [sig       ] Generating forecast for: VSCO
[2025-12-22T20:34:16.597930] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VSCO' from 'https://tdm.silogroup.org/data/derivative_storage/VSCO.csv'.
[2025-12-22T20:34:16.609769] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VSCO'.
[2025-12-22T20:34:16.610169] [INFO ] [FORECASTER] Starting predict_future for VSCO
[2025-12-22T20:34:16.610989] [DEBUG] [LOCAL     ] No optimal features file found for VSCO: ./output/feature-sets/VSCO.txt
[2025-12-22T20:34:16.611042] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:34:16.611074] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:34:16.611100] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:34:16.611156] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:34:16.669921] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:34:16.670823] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:34:16.670909] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:34:16.670942] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:34:16.792980] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:34:16.793126] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:34:16.793165] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:34:16.793193] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:34:16.796541] [DEBUG] [FORECASTER] VSCO: Forecast T+1@11:T+2@11: UP (p=95.66%)
[2025-12-22T20:34:16.796827] [INFO ] [FORECASTER] Completed predict_future for VSCO
[2025-12-22T20:34:16.796954] [INFO ] [sig       ] VSCO: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:34:16.931808] [INFO ] [LOCAL     ] Saved forecast: VSCO	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/VSCO.txt
[2025-12-22T20:34:16.931937] [INFO ] [sig       ] [3394/3560] Completed VSCO in 0.3s | 2.94 sym/s | Total: 19.2m | ETA: 56.4s
[2025-12-22T20:34:16.931974] [INFO ] [sig       ] [3395/3560] Forecasting VSDA...
[2025-12-22T20:34:16.932012] [INFO ] [sig       ] Generating forecast for: VSDA
[2025-12-22T20:34:16.932041] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VSDA' from 'https://tdm.silogroup.org/data/derivative_storage/VSDA.csv'.
[2025-12-22T20:34:16.942651] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VSDA'.
[2025-12-22T20:34:16.942959] [INFO ] [FORECASTER] Starting predict_future for VSDA
[2025-12-22T20:34:16.943731] [DEBUG] [LOCAL     ] No optimal features file found for VSDA: ./output/feature-sets/VSDA.txt
[2025-12-22T20:34:16.943783] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:34:16.943814] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:34:16.943840] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:34:16.943896] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:34:17.001970] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:34:17.002615] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:34:17.002692] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:34:17.002725] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:34:17.123871] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:34:17.124030] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:34:17.124072] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:34:17.124101] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:34:17.127647] [DEBUG] [FORECASTER] VSDA: Forecast T+1@11:T+2@11: UP (p=86.27%)
[2025-12-22T20:34:17.127937] [INFO ] [FORECASTER] Completed predict_future for VSDA
[2025-12-22T20:34:17.128066] [INFO ] [sig       ] VSDA: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:34:17.268048] [INFO ] [LOCAL     ] Saved forecast: VSDA	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/VSDA.txt
[2025-12-22T20:34:17.268221] [INFO ] [sig       ] [3395/3560] Completed VSDA in 0.3s | 2.94 sym/s | Total: 19.2m | ETA: 56.0s
[2025-12-22T20:34:17.268261] [INFO ] [sig       ] [3396/3560] Forecasting VSEC...
[2025-12-22T20:34:17.268292] [INFO ] [sig       ] Generating forecast for: VSEC
[2025-12-22T20:34:17.268331] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VSEC' from 'https://tdm.silogroup.org/data/derivative_storage/VSEC.csv'.
[2025-12-22T20:34:17.279465] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VSEC'.
[2025-12-22T20:34:17.279824] [INFO ] [FORECASTER] Starting predict_future for VSEC
[2025-12-22T20:34:17.280631] [DEBUG] [LOCAL     ] No optimal features file found for VSEC: ./output/feature-sets/VSEC.txt
[2025-12-22T20:34:17.280683] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:34:17.280732] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:34:17.280761] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:34:17.280841] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:34:17.338794] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:34:17.339670] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:34:17.339793] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:34:17.339827] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:34:17.460547] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:34:17.460716] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:34:17.460756] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:34:17.460784] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:34:17.464248] [DEBUG] [FORECASTER] VSEC: Forecast T+1@11:T+2@11: DOWN (p=32.07%)
[2025-12-22T20:34:17.464522] [INFO ] [FORECASTER] Completed predict_future for VSEC
[2025-12-22T20:34:17.464666] [INFO ] [sig       ] VSEC: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:34:17.599211] [INFO ] [LOCAL     ] Saved forecast: VSEC	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/VSEC.txt
[2025-12-22T20:34:17.599345] [INFO ] [sig       ] [3396/3560] Completed VSEC in 0.3s | 2.94 sym/s | Total: 19.2m | ETA: 55.7s
[2025-12-22T20:34:17.599384] [INFO ] [sig       ] [3397/3560] Forecasting VSH...
[2025-12-22T20:34:17.599412] [INFO ] [sig       ] Generating forecast for: VSH
[2025-12-22T20:34:17.599443] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VSH' from 'https://tdm.silogroup.org/data/derivative_storage/VSH.csv'.
[2025-12-22T20:34:17.611277] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VSH'.
[2025-12-22T20:34:17.611627] [INFO ] [FORECASTER] Starting predict_future for VSH
[2025-12-22T20:34:17.612392] [DEBUG] [LOCAL     ] No optimal features file found for VSH: ./output/feature-sets/VSH.txt
[2025-12-22T20:34:17.612443] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:34:17.612474] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:34:17.612500] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:34:17.612555] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:34:17.668991] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:34:17.669760] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:34:17.669837] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:34:17.669870] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:34:17.791853] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:34:17.791990] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:34:17.792028] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:34:17.792055] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:34:17.795380] [DEBUG] [FORECASTER] VSH: Forecast T+1@11:T+2@11: DOWN (p=33.99%)
[2025-12-22T20:34:17.795673] [INFO ] [FORECASTER] Completed predict_future for VSH
[2025-12-22T20:34:17.795798] [INFO ] [sig       ] VSH: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:34:17.932494] [INFO ] [LOCAL     ] Saved forecast: VSH	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/VSH.txt
[2025-12-22T20:34:17.932676] [INFO ] [sig       ] [3397/3560] Completed VSH in 0.3s | 2.94 sym/s | Total: 19.2m | ETA: 55.4s
[2025-12-22T20:34:17.932724] [INFO ] [sig       ] [3398/3560] Forecasting VSTM...
[2025-12-22T20:34:17.932754] [INFO ] [sig       ] Generating forecast for: VSTM
[2025-12-22T20:34:17.932784] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VSTM' from 'https://tdm.silogroup.org/data/derivative_storage/VSTM.csv'.
[2025-12-22T20:34:17.943703] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VSTM'.
[2025-12-22T20:34:17.944091] [INFO ] [FORECASTER] Starting predict_future for VSTM
[2025-12-22T20:34:17.944876] [DEBUG] [LOCAL     ] No optimal features file found for VSTM: ./output/feature-sets/VSTM.txt
[2025-12-22T20:34:17.944927] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:34:17.944960] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:34:17.944986] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:34:17.945058] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:34:18.002262] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:34:18.003171] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:34:18.003256] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:34:18.003290] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:34:18.125319] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:34:18.125474] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:34:18.125514] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:34:18.125544] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:34:18.128956] [DEBUG] [FORECASTER] VSTM: Forecast T+1@11:T+2@11: UP (p=66.88%)
[2025-12-22T20:34:18.129258] [INFO ] [FORECASTER] Completed predict_future for VSTM
[2025-12-22T20:34:18.129380] [INFO ] [sig       ] VSTM: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:34:18.268527] [INFO ] [LOCAL     ] Saved forecast: VSTM	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/VSTM.txt
[2025-12-22T20:34:18.268689] [INFO ] [sig       ] [3398/3560] Completed VSTM in 0.3s | 2.94 sym/s | Total: 19.2m | ETA: 55.0s
[2025-12-22T20:34:18.268729] [INFO ] [sig       ] [3399/3560] Forecasting VSTS...
[2025-12-22T20:34:18.268759] [INFO ] [sig       ] Generating forecast for: VSTS
[2025-12-22T20:34:18.268788] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VSTS' from 'https://tdm.silogroup.org/data/derivative_storage/VSTS.csv'.
[2025-12-22T20:34:18.279633] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VSTS'.
[2025-12-22T20:34:18.279931] [INFO ] [FORECASTER] Starting predict_future for VSTS
[2025-12-22T20:34:18.280718] [DEBUG] [LOCAL     ] No optimal features file found for VSTS: ./output/feature-sets/VSTS.txt
[2025-12-22T20:34:18.280770] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:34:18.280838] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:34:18.280874] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:34:18.280933] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:34:18.336961] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:34:18.337549] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:34:18.337640] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:34:18.337673] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:34:18.459711] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:34:18.459853] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:34:18.459892] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:34:18.459920] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:34:18.463193] [DEBUG] [FORECASTER] VSTS: Forecast T+1@11:T+2@11: DOWN (p=36.83%)
[2025-12-22T20:34:18.463469] [INFO ] [FORECASTER] Completed predict_future for VSTS
[2025-12-22T20:34:18.463624] [INFO ] [sig       ] VSTS: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:34:18.600483] [INFO ] [LOCAL     ] Saved forecast: VSTS	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/VSTS.txt
[2025-12-22T20:34:18.600626] [INFO ] [sig       ] [3399/3560] Completed VSTS in 0.3s | 2.94 sym/s | Total: 19.2m | ETA: 54.7s
[2025-12-22T20:34:18.600667] [INFO ] [sig       ] [3400/3560] Forecasting VTC...
[2025-12-22T20:34:18.600697] [INFO ] [sig       ] Generating forecast for: VTC
[2025-12-22T20:34:18.600727] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTC' from 'https://tdm.silogroup.org/data/derivative_storage/VTC.csv'.
[2025-12-22T20:34:18.611061] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTC'.
[2025-12-22T20:34:18.611375] [INFO ] [FORECASTER] Starting predict_future for VTC
[2025-12-22T20:34:18.612167] [DEBUG] [LOCAL     ] No optimal features file found for VTC: ./output/feature-sets/VTC.txt
[2025-12-22T20:34:18.612233] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:34:18.612267] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:34:18.612293] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:34:18.612349] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:34:18.669955] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:34:18.670626] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:34:18.670701] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:34:18.670732] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:34:18.791367] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:34:18.791511] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:34:18.791549] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:34:18.791593] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:34:18.794815] [DEBUG] [FORECASTER] VTC: Forecast T+1@11:T+2@11: DOWN (p=45.85%)
[2025-12-22T20:34:18.795080] [INFO ] [FORECASTER] Completed predict_future for VTC
[2025-12-22T20:34:18.795198] [INFO ] [sig       ] VTC: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:34:18.930405] [INFO ] [LOCAL     ] Saved forecast: VTC	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/VTC.txt
[2025-12-22T20:34:18.930530] [INFO ] [sig       ] [3400/3560] Completed VTC in 0.3s | 2.94 sym/s | Total: 19.2m | ETA: 54.3s
[2025-12-22T20:34:18.930585] [INFO ] [sig       ] [3401/3560] Forecasting VTEX...
[2025-12-22T20:34:18.930617] [INFO ] [sig       ] Generating forecast for: VTEX
[2025-12-22T20:34:18.930647] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTEX' from 'https://tdm.silogroup.org/data/derivative_storage/VTEX.csv'.
[2025-12-22T20:34:18.941351] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTEX'.
[2025-12-22T20:34:18.941672] [INFO ] [FORECASTER] Starting predict_future for VTEX
[2025-12-22T20:34:18.942419] [DEBUG] [LOCAL     ] No optimal features file found for VTEX: ./output/feature-sets/VTEX.txt
[2025-12-22T20:34:18.942470] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:34:18.942501] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:34:18.942528] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:34:18.942600] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:34:18.998885] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:34:18.999501] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:34:18.999592] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:34:18.999626] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:34:19.115471] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:34:19.115633] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:34:19.115673] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:34:19.115701] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:34:19.119056] [DEBUG] [FORECASTER] VTEX: Forecast T+1@11:T+2@11: DOWN (p=10.91%)
[2025-12-22T20:34:19.119340] [INFO ] [FORECASTER] Completed predict_future for VTEX
[2025-12-22T20:34:19.119463] [INFO ] [sig       ] VTEX: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:34:19.253824] [INFO ] [LOCAL     ] Saved forecast: VTEX	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/VTEX.txt
[2025-12-22T20:34:19.253958] [INFO ] [sig       ] [3401/3560] Completed VTEX in 0.3s | 2.94 sym/s | Total: 19.3m | ETA: 54.0s
[2025-12-22T20:34:19.253997] [INFO ] [sig       ] [3402/3560] Forecasting VTIP...
[2025-12-22T20:34:19.254029] [INFO ] [sig       ] Generating forecast for: VTIP
[2025-12-22T20:34:19.254060] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTIP' from 'https://tdm.silogroup.org/data/derivative_storage/VTIP.csv'.
[2025-12-22T20:34:19.265295] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTIP'.
[2025-12-22T20:34:19.265656] [INFO ] [FORECASTER] Starting predict_future for VTIP
[2025-12-22T20:34:19.266429] [DEBUG] [LOCAL     ] No optimal features file found for VTIP: ./output/feature-sets/VTIP.txt
[2025-12-22T20:34:19.266481] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:34:19.266512] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:34:19.266538] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:34:19.266618] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:34:19.323436] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:34:19.324178] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:34:19.324259] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:34:19.324290] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:34:19.445988] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:34:19.446136] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:34:19.446177] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:34:19.446236] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:34:19.449647] [DEBUG] [FORECASTER] VTIP: Forecast T+1@11:T+2@11: DOWN (p=22.50%)
[2025-12-22T20:34:19.449930] [INFO ] [FORECASTER] Completed predict_future for VTIP
[2025-12-22T20:34:19.450054] [INFO ] [sig       ] VTIP: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:34:19.584372] [INFO ] [LOCAL     ] Saved forecast: VTIP	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/VTIP.txt
[2025-12-22T20:34:19.584501] [INFO ] [sig       ] [3402/3560] Completed VTIP in 0.3s | 2.94 sym/s | Total: 19.3m | ETA: 53.7s
[2025-12-22T20:34:19.584541] [INFO ] [sig       ] [3403/3560] Forecasting VTMX...
[2025-12-22T20:34:19.584585] [INFO ] [sig       ] Generating forecast for: VTMX
[2025-12-22T20:34:19.584619] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTMX' from 'https://tdm.silogroup.org/data/derivative_storage/VTMX.csv'.
[2025-12-22T20:34:19.595411] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTMX'.
[2025-12-22T20:34:19.595750] [INFO ] [FORECASTER] Starting predict_future for VTMX
[2025-12-22T20:34:19.596498] [DEBUG] [LOCAL     ] No optimal features file found for VTMX: ./output/feature-sets/VTMX.txt
[2025-12-22T20:34:19.596553] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:34:19.596610] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:34:19.596639] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:34:19.596697] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:34:19.652188] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:34:19.652863] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:34:19.652940] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:34:19.652971] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:34:19.774819] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:34:19.774966] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:34:19.775005] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:34:19.775032] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:34:19.778299] [DEBUG] [FORECASTER] VTMX: Forecast T+1@11:T+2@11: DOWN (p=4.56%)
[2025-12-22T20:34:19.778564] [INFO ] [FORECASTER] Completed predict_future for VTMX
[2025-12-22T20:34:19.778701] [INFO ] [sig       ] VTMX: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:34:19.912270] [INFO ] [LOCAL     ] Saved forecast: VTMX	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/VTMX.txt
[2025-12-22T20:34:19.912394] [INFO ] [sig       ] [3403/3560] Completed VTMX in 0.3s | 2.94 sym/s | Total: 19.3m | ETA: 53.3s
[2025-12-22T20:34:19.912432] [INFO ] [sig       ] [3404/3560] Forecasting VTN...
[2025-12-22T20:34:19.912461] [INFO ] [sig       ] Generating forecast for: VTN
[2025-12-22T20:34:19.912490] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTN' from 'https://tdm.silogroup.org/data/derivative_storage/VTN.csv'.
[2025-12-22T20:34:19.923133] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTN'.
[2025-12-22T20:34:19.923443] [INFO ] [FORECASTER] Starting predict_future for VTN
[2025-12-22T20:34:19.924206] [DEBUG] [LOCAL     ] No optimal features file found for VTN: ./output/feature-sets/VTN.txt
[2025-12-22T20:34:19.924257] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:34:19.924288] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:34:19.924315] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:34:19.924372] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:34:19.980425] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:34:19.981025] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:34:19.981100] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:34:19.981131] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:34:20.100179] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:34:20.100319] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:34:20.100357] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:34:20.100386] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:34:20.103855] [DEBUG] [FORECASTER] VTN: Forecast T+1@11:T+2@11: UP (p=67.85%)
[2025-12-22T20:34:20.104121] [INFO ] [FORECASTER] Completed predict_future for VTN
[2025-12-22T20:34:20.104238] [INFO ] [sig       ] VTN: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:34:20.239976] [INFO ] [LOCAL     ] Saved forecast: VTN	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/VTN.txt
[2025-12-22T20:34:20.240088] [INFO ] [sig       ] [3404/3560] Completed VTN in 0.3s | 2.94 sym/s | Total: 19.3m | ETA: 53.0s
[2025-12-22T20:34:20.240127] [INFO ] [sig       ] [3405/3560] Forecasting VTOL...
[2025-12-22T20:34:20.240156] [INFO ] [sig       ] Generating forecast for: VTOL
[2025-12-22T20:34:20.240186] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTOL' from 'https://tdm.silogroup.org/data/derivative_storage/VTOL.csv'.
[2025-12-22T20:34:20.250777] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTOL'.
[2025-12-22T20:34:20.251091] [INFO ] [FORECASTER] Starting predict_future for VTOL
[2025-12-22T20:34:20.251916] [DEBUG] [LOCAL     ] No optimal features file found for VTOL: ./output/feature-sets/VTOL.txt
[2025-12-22T20:34:20.251968] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:34:20.252000] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:34:20.252026] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:34:20.252083] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:34:20.308926] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:34:20.309557] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:34:20.309651] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:34:20.309684] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:34:20.424299] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:34:20.424451] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:34:20.424489] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:34:20.424517] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:34:20.427798] [DEBUG] [FORECASTER] VTOL: Forecast T+1@11:T+2@11: DOWN (p=3.67%)
[2025-12-22T20:34:20.428080] [INFO ] [FORECASTER] Completed predict_future for VTOL
[2025-12-22T20:34:20.428197] [INFO ] [sig       ] VTOL: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:34:20.621382] [INFO ] [LOCAL     ] Saved forecast: VTOL	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/VTOL.txt
[2025-12-22T20:34:20.621535] [INFO ] [sig       ] [3405/3560] Completed VTOL in 0.4s | 2.94 sym/s | Total: 19.3m | ETA: 52.6s
[2025-12-22T20:34:20.621615] [INFO ] [sig       ] [3406/3560] Forecasting VTRS...
[2025-12-22T20:34:20.621648] [INFO ] [sig       ] Generating forecast for: VTRS
[2025-12-22T20:34:20.621678] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTRS' from 'https://tdm.silogroup.org/data/derivative_storage/VTRS.csv'.
[2025-12-22T20:34:20.632669] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTRS'.
[2025-12-22T20:34:20.633021] [INFO ] [FORECASTER] Starting predict_future for VTRS
[2025-12-22T20:34:20.633815] [DEBUG] [LOCAL     ] No optimal features file found for VTRS: ./output/feature-sets/VTRS.txt
[2025-12-22T20:34:20.633870] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:34:20.633902] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:34:20.633929] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:34:20.633985] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:34:20.689902] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:34:20.690732] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:34:20.690811] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:34:20.690843] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:34:20.813451] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:34:20.813634] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:34:20.813678] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:34:20.813708] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:34:20.817185] [DEBUG] [FORECASTER] VTRS: Forecast T+1@11:T+2@11: UP (p=69.29%)
[2025-12-22T20:34:20.817479] [INFO ] [FORECASTER] Completed predict_future for VTRS
[2025-12-22T20:34:20.817629] [INFO ] [sig       ] VTRS: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:34:20.951945] [INFO ] [LOCAL     ] Saved forecast: VTRS	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/VTRS.txt
[2025-12-22T20:34:20.952110] [INFO ] [sig       ] [3406/3560] Completed VTRS in 0.3s | 2.94 sym/s | Total: 19.3m | ETA: 52.3s
[2025-12-22T20:34:20.952152] [INFO ] [sig       ] [3407/3560] Forecasting VTS...
[2025-12-22T20:34:20.952181] [INFO ] [sig       ] Generating forecast for: VTS
[2025-12-22T20:34:20.952210] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTS' from 'https://tdm.silogroup.org/data/derivative_storage/VTS.csv'.
[2025-12-22T20:34:20.963759] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTS'.
[2025-12-22T20:34:20.964071] [INFO ] [FORECASTER] Starting predict_future for VTS
[2025-12-22T20:34:20.964848] [DEBUG] [LOCAL     ] No optimal features file found for VTS: ./output/feature-sets/VTS.txt
[2025-12-22T20:34:20.964900] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:34:20.964931] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:34:20.964957] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:34:20.965012] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:34:21.022461] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:34:21.023338] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:34:21.023422] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:34:21.023459] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:34:21.138526] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:34:21.138712] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:34:21.138752] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:34:21.138782] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:34:21.142164] [DEBUG] [FORECASTER] VTS: Forecast T+1@11:T+2@11: UP (p=82.13%)
[2025-12-22T20:34:21.142433] [INFO ] [FORECASTER] Completed predict_future for VTS
[2025-12-22T20:34:21.142556] [INFO ] [sig       ] VTS: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:34:21.278678] [INFO ] [LOCAL     ] Saved forecast: VTS	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/VTS.txt
[2025-12-22T20:34:21.278840] [INFO ] [sig       ] [3407/3560] Completed VTS in 0.3s | 2.94 sym/s | Total: 19.3m | ETA: 52.0s
[2025-12-22T20:34:21.278881] [INFO ] [sig       ] [3408/3560] Forecasting VTSI...
[2025-12-22T20:34:21.278910] [INFO ] [sig       ] Generating forecast for: VTSI
[2025-12-22T20:34:21.278940] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTSI' from 'https://tdm.silogroup.org/data/derivative_storage/VTSI.csv'.
[2025-12-22T20:34:21.290204] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTSI'.
[2025-12-22T20:34:21.290619] [INFO ] [FORECASTER] Starting predict_future for VTSI
[2025-12-22T20:34:21.291431] [DEBUG] [LOCAL     ] No optimal features file found for VTSI: ./output/feature-sets/VTSI.txt
[2025-12-22T20:34:21.291483] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:34:21.291515] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:34:21.291541] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:34:21.291622] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:34:21.347517] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:34:21.348374] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:34:21.348455] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:34:21.348487] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:34:21.468914] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:34:21.469094] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:34:21.469133] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:34:21.469161] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:34:21.472568] [DEBUG] [FORECASTER] VTSI: Forecast T+1@11:T+2@11: DOWN (p=23.71%)
[2025-12-22T20:34:21.472896] [INFO ] [FORECASTER] Completed predict_future for VTSI
[2025-12-22T20:34:21.473024] [INFO ] [sig       ] VTSI: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:34:21.610444] [INFO ] [LOCAL     ] Saved forecast: VTSI	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/VTSI.txt
[2025-12-22T20:34:21.610620] [INFO ] [sig       ] [3408/3560] Completed VTSI in 0.3s | 2.94 sym/s | Total: 19.3m | ETA: 51.6s
[2025-12-22T20:34:21.610662] [INFO ] [sig       ] [3409/3560] Forecasting VTWG...
[2025-12-22T20:34:21.610691] [INFO ] [sig       ] Generating forecast for: VTWG
[2025-12-22T20:34:21.610721] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTWG' from 'https://tdm.silogroup.org/data/derivative_storage/VTWG.csv'.
[2025-12-22T20:34:21.621961] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTWG'.
[2025-12-22T20:34:21.622310] [INFO ] [FORECASTER] Starting predict_future for VTWG
[2025-12-22T20:34:21.623090] [DEBUG] [LOCAL     ] No optimal features file found for VTWG: ./output/feature-sets/VTWG.txt
[2025-12-22T20:34:21.623142] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:34:21.623174] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:34:21.623201] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:34:21.623257] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:34:21.680737] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:34:21.681481] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:34:21.681622] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:34:21.681659] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:34:21.808484] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:34:21.808721] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:34:21.808781] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:34:21.808822] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:34:21.814296] [DEBUG] [FORECASTER] VTWG: Forecast T+1@11:T+2@11: DOWN (p=1.71%)
[2025-12-22T20:34:21.814801] [INFO ] [FORECASTER] Completed predict_future for VTWG
[2025-12-22T20:34:21.814979] [INFO ] [sig       ] VTWG: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:34:21.958768] [INFO ] [LOCAL     ] Saved forecast: VTWG	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/VTWG.txt
[2025-12-22T20:34:21.958910] [INFO ] [sig       ] [3409/3560] Completed VTWG in 0.3s | 2.94 sym/s | Total: 19.3m | ETA: 51.3s
[2025-12-22T20:34:21.958950] [INFO ] [sig       ] [3410/3560] Forecasting VTWO...
[2025-12-22T20:34:21.958979] [INFO ] [sig       ] Generating forecast for: VTWO
[2025-12-22T20:34:21.959023] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTWO' from 'https://tdm.silogroup.org/data/derivative_storage/VTWO.csv'.
[2025-12-22T20:34:21.970608] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTWO'.
[2025-12-22T20:34:21.971002] [INFO ] [FORECASTER] Starting predict_future for VTWO
[2025-12-22T20:34:21.971784] [DEBUG] [LOCAL     ] No optimal features file found for VTWO: ./output/feature-sets/VTWO.txt
[2025-12-22T20:34:21.971837] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:34:21.971868] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:34:21.971895] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:34:21.971951] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:34:22.030077] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:34:22.030970] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:34:22.031053] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:34:22.031088] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:34:22.149381] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:34:22.149529] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:34:22.149583] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:34:22.149614] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:34:22.152913] [DEBUG] [FORECASTER] VTWO: Forecast T+1@11:T+2@11: DOWN (p=25.85%)
[2025-12-22T20:34:22.153177] [INFO ] [FORECASTER] Completed predict_future for VTWO
[2025-12-22T20:34:22.153298] [INFO ] [sig       ] VTWO: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:34:22.287416] [INFO ] [LOCAL     ] Saved forecast: VTWO	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/VTWO.txt
[2025-12-22T20:34:22.287528] [INFO ] [sig       ] [3410/3560] Completed VTWO in 0.3s | 2.94 sym/s | Total: 19.3m | ETA: 50.9s
[2025-12-22T20:34:22.287566] [INFO ] [sig       ] [3411/3560] Forecasting VTYX...
[2025-12-22T20:34:22.287615] [INFO ] [sig       ] Generating forecast for: VTYX
[2025-12-22T20:34:22.287645] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTYX' from 'https://tdm.silogroup.org/data/derivative_storage/VTYX.csv'.
[2025-12-22T20:34:22.304234] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTYX'.
[2025-12-22T20:34:22.304726] [INFO ] [FORECASTER] Starting predict_future for VTYX
[2025-12-22T20:34:22.305528] [DEBUG] [LOCAL     ] No optimal features file found for VTYX: ./output/feature-sets/VTYX.txt
[2025-12-22T20:34:22.305601] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:34:22.305652] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:34:22.305682] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:34:22.305740] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:34:22.364631] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:34:22.365543] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:34:22.365671] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:34:22.365707] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:34:22.489186] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:34:22.489353] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:34:22.489395] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:34:22.489424] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:34:22.492989] [DEBUG] [FORECASTER] VTYX: Forecast T+1@11:T+2@11: DOWN (p=8.80%)
[2025-12-22T20:34:22.493297] [INFO ] [FORECASTER] Completed predict_future for VTYX
[2025-12-22T20:34:22.493436] [INFO ] [sig       ] VTYX: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:34:22.635522] [INFO ] [LOCAL     ] Saved forecast: VTYX	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/VTYX.txt
[2025-12-22T20:34:22.635671] [INFO ] [sig       ] [3411/3560] Completed VTYX in 0.3s | 2.94 sym/s | Total: 19.3m | ETA: 50.6s
[2025-12-22T20:34:22.635712] [INFO ] [sig       ] [3412/3560] Forecasting VUZI...
[2025-12-22T20:34:22.635741] [INFO ] [sig       ] Generating forecast for: VUZI
[2025-12-22T20:34:22.635771] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VUZI' from 'https://tdm.silogroup.org/data/derivative_storage/VUZI.csv'.
[2025-12-22T20:34:22.648107] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VUZI'.
[2025-12-22T20:34:22.648498] [INFO ] [FORECASTER] Starting predict_future for VUZI
[2025-12-22T20:34:22.649338] [DEBUG] [LOCAL     ] No optimal features file found for VUZI: ./output/feature-sets/VUZI.txt
[2025-12-22T20:34:22.649396] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:34:22.649436] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:34:22.649468] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:34:22.649537] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:34:22.708050] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:34:22.708794] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:34:22.708873] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:34:22.708907] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:34:22.828163] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:34:22.828322] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:34:22.828364] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:34:22.828395] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:34:22.831995] [DEBUG] [FORECASTER] VUZI: Forecast T+1@11:T+2@11: DOWN (p=43.87%)
[2025-12-22T20:34:22.832266] [INFO ] [FORECASTER] Completed predict_future for VUZI
[2025-12-22T20:34:22.832385] [INFO ] [sig       ] VUZI: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:34:22.967590] [INFO ] [LOCAL     ] Saved forecast: VUZI	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/VUZI.txt
[2025-12-22T20:34:22.967720] [INFO ] [sig       ] [3412/3560] Completed VUZI in 0.3s | 2.94 sym/s | Total: 19.3m | ETA: 50.3s
[2025-12-22T20:34:22.967760] [INFO ] [sig       ] [3413/3560] Forecasting VVOS...
[2025-12-22T20:34:22.967789] [INFO ] [sig       ] Generating forecast for: VVOS
[2025-12-22T20:34:22.967820] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VVOS' from 'https://tdm.silogroup.org/data/derivative_storage/VVOS.csv'.
[2025-12-22T20:34:22.981410] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VVOS'.
[2025-12-22T20:34:22.982036] [INFO ] [FORECASTER] Starting predict_future for VVOS
[2025-12-22T20:34:22.983082] [DEBUG] [LOCAL     ] No optimal features file found for VVOS: ./output/feature-sets/VVOS.txt
[2025-12-22T20:34:22.983140] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:34:22.983175] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:34:22.983203] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:34:22.983263] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:34:23.048052] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:34:23.049528] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:34:23.049835] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:34:23.049871] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:34:23.175404] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:34:23.175656] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:34:23.175706] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:34:23.175737] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:34:23.179663] [DEBUG] [FORECASTER] VVOS: Forecast T+1@11:T+2@11: DOWN (p=12.46%)
[2025-12-22T20:34:23.179977] [INFO ] [FORECASTER] Completed predict_future for VVOS
[2025-12-22T20:34:23.180116] [INFO ] [sig       ] VVOS: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:34:23.322550] [INFO ] [LOCAL     ] Saved forecast: VVOS	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/VVOS.txt
[2025-12-22T20:34:23.322753] [INFO ] [sig       ] [3413/3560] Completed VVOS in 0.4s | 2.94 sym/s | Total: 19.3m | ETA: 49.9s
[2025-12-22T20:34:23.322796] [INFO ] [sig       ] [3414/3560] Forecasting VVX...
[2025-12-22T20:34:23.322828] [INFO ] [sig       ] Generating forecast for: VVX
[2025-12-22T20:34:23.322860] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VVX' from 'https://tdm.silogroup.org/data/derivative_storage/VVX.csv'.
[2025-12-22T20:34:23.339367] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VVX'.
[2025-12-22T20:34:23.339874] [INFO ] [FORECASTER] Starting predict_future for VVX
[2025-12-22T20:34:23.340913] [DEBUG] [LOCAL     ] No optimal features file found for VVX: ./output/feature-sets/VVX.txt
[2025-12-22T20:34:23.340975] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:34:23.341016] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:34:23.341049] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:34:23.341127] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:34:23.403090] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:34:23.403853] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:34:23.403935] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:34:23.403968] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:34:23.525384] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:34:23.525557] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:34:23.525617] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:34:23.525649] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:34:23.529157] [DEBUG] [FORECASTER] VVX: Forecast T+1@11:T+2@11: DOWN (p=11.17%)
[2025-12-22T20:34:23.529463] [INFO ] [FORECASTER] Completed predict_future for VVX
[2025-12-22T20:34:23.529619] [INFO ] [sig       ] VVX: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:34:23.666260] [INFO ] [LOCAL     ] Saved forecast: VVX	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/VVX.txt
[2025-12-22T20:34:23.666411] [INFO ] [sig       ] [3414/3560] Completed VVX in 0.3s | 2.94 sym/s | Total: 19.3m | ETA: 49.6s
[2025-12-22T20:34:23.666457] [INFO ] [sig       ] [3415/3560] Forecasting VWOB...
[2025-12-22T20:34:23.666488] [INFO ] [sig       ] Generating forecast for: VWOB
[2025-12-22T20:34:23.666517] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VWOB' from 'https://tdm.silogroup.org/data/derivative_storage/VWOB.csv'.
[2025-12-22T20:34:23.677743] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VWOB'.
[2025-12-22T20:34:23.678094] [INFO ] [FORECASTER] Starting predict_future for VWOB
[2025-12-22T20:34:23.678878] [DEBUG] [LOCAL     ] No optimal features file found for VWOB: ./output/feature-sets/VWOB.txt
[2025-12-22T20:34:23.678932] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:34:23.678963] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:34:23.678989] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:34:23.679071] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:34:23.737045] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:34:23.737931] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:34:23.738010] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:34:23.738043] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:34:23.862665] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:34:23.862821] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:34:23.862861] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:34:23.862888] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:34:23.866171] [DEBUG] [FORECASTER] VWOB: Forecast T+1@11:T+2@11: DOWN (p=21.09%)
[2025-12-22T20:34:23.866435] [INFO ] [FORECASTER] Completed predict_future for VWOB
[2025-12-22T20:34:23.866554] [INFO ] [sig       ] VWOB: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:34:24.006547] [INFO ] [LOCAL     ] Saved forecast: VWOB	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/VWOB.txt
[2025-12-22T20:34:24.006701] [INFO ] [sig       ] [3415/3560] Completed VWOB in 0.3s | 2.94 sym/s | Total: 19.3m | ETA: 49.3s
[2025-12-22T20:34:24.006742] [INFO ] [sig       ] [3416/3560] Forecasting VXUS...
[2025-12-22T20:34:24.006771] [INFO ] [sig       ] Generating forecast for: VXUS
[2025-12-22T20:34:24.006800] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VXUS' from 'https://tdm.silogroup.org/data/derivative_storage/VXUS.csv'.
[2025-12-22T20:34:24.017841] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VXUS'.
[2025-12-22T20:34:24.018141] [INFO ] [FORECASTER] Starting predict_future for VXUS
[2025-12-22T20:34:24.018904] [DEBUG] [LOCAL     ] No optimal features file found for VXUS: ./output/feature-sets/VXUS.txt
[2025-12-22T20:34:24.018982] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:34:24.019038] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:34:24.019074] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:34:24.019131] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:34:24.084872] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:34:24.085892] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:34:24.086026] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:34:24.086068] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:34:24.206939] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:34:24.207106] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:34:24.207147] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:34:24.207175] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:34:24.210668] [DEBUG] [FORECASTER] VXUS: Forecast T+1@11:T+2@11: UP (p=63.63%)
[2025-12-22T20:34:24.210988] [INFO ] [FORECASTER] Completed predict_future for VXUS
[2025-12-22T20:34:24.211143] [INFO ] [sig       ] VXUS: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:34:24.347397] [INFO ] [LOCAL     ] Saved forecast: VXUS	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/VXUS.txt
[2025-12-22T20:34:24.347529] [INFO ] [sig       ] [3416/3560] Completed VXUS in 0.3s | 2.94 sym/s | Total: 19.3m | ETA: 48.9s
[2025-12-22T20:34:24.347568] [INFO ] [sig       ] [3417/3560] Forecasting VYMI...
[2025-12-22T20:34:24.347617] [INFO ] [sig       ] Generating forecast for: VYMI
[2025-12-22T20:34:24.347647] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VYMI' from 'https://tdm.silogroup.org/data/derivative_storage/VYMI.csv'.
[2025-12-22T20:34:24.358856] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VYMI'.
[2025-12-22T20:34:24.359228] [INFO ] [FORECASTER] Starting predict_future for VYMI
[2025-12-22T20:34:24.360022] [DEBUG] [LOCAL     ] No optimal features file found for VYMI: ./output/feature-sets/VYMI.txt
[2025-12-22T20:34:24.360074] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:34:24.360106] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:34:24.360132] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:34:24.360187] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:34:24.415657] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:34:24.416297] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:34:24.416373] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:34:24.416405] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:34:24.529955] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:34:24.530117] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:34:24.530156] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:34:24.530184] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:34:24.533481] [DEBUG] [FORECASTER] VYMI: Forecast T+1@11:T+2@11: UP (p=77.00%)
[2025-12-22T20:34:24.533772] [INFO ] [FORECASTER] Completed predict_future for VYMI
[2025-12-22T20:34:24.533893] [INFO ] [sig       ] VYMI: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:34:24.669498] [INFO ] [LOCAL     ] Saved forecast: VYMI	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/VYMI.txt
[2025-12-22T20:34:24.669682] [INFO ] [sig       ] [3417/3560] Completed VYMI in 0.3s | 2.94 sym/s | Total: 19.3m | ETA: 48.6s
[2025-12-22T20:34:24.669722] [INFO ] [sig       ] [3418/3560] Forecasting VYX...
[2025-12-22T20:34:24.669754] [INFO ] [sig       ] Generating forecast for: VYX
[2025-12-22T20:34:24.669784] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VYX' from 'https://tdm.silogroup.org/data/derivative_storage/VYX.csv'.
[2025-12-22T20:34:24.684716] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VYX'.
[2025-12-22T20:34:24.685252] [INFO ] [FORECASTER] Starting predict_future for VYX
[2025-12-22T20:34:24.686261] [DEBUG] [LOCAL     ] No optimal features file found for VYX: ./output/feature-sets/VYX.txt
[2025-12-22T20:34:24.686334] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:34:24.686385] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:34:24.686423] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:34:24.686539] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:34:24.748588] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:34:24.749552] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:34:24.749670] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:34:24.749718] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:34:24.876870] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:34:24.877110] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:34:24.877183] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:34:24.877214] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:34:24.881297] [DEBUG] [FORECASTER] VYX: Forecast T+1@11:T+2@11: DOWN (p=17.66%)
[2025-12-22T20:34:24.881612] [INFO ] [FORECASTER] Completed predict_future for VYX
[2025-12-22T20:34:24.881747] [INFO ] [sig       ] VYX: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:34:25.023163] [INFO ] [LOCAL     ] Saved forecast: VYX	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/VYX.txt
[2025-12-22T20:34:25.023387] [INFO ] [sig       ] [3418/3560] Completed VYX in 0.4s | 2.94 sym/s | Total: 19.3m | ETA: 48.2s
[2025-12-22T20:34:25.023434] [INFO ] [sig       ] [3419/3560] Forecasting VZ...
[2025-12-22T20:34:25.023466] [INFO ] [sig       ] Generating forecast for: VZ
[2025-12-22T20:34:25.023498] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VZ' from 'https://tdm.silogroup.org/data/derivative_storage/VZ.csv'.
[2025-12-22T20:34:25.036788] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VZ'.
[2025-12-22T20:34:25.037328] [INFO ] [FORECASTER] Starting predict_future for VZ
[2025-12-22T20:34:25.038289] [DEBUG] [LOCAL     ] No optimal features file found for VZ: ./output/feature-sets/VZ.txt
[2025-12-22T20:34:25.038343] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:34:25.038378] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:34:25.038406] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:34:25.038465] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:34:25.100777] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:34:25.101845] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:34:25.101942] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:34:25.101977] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:34:25.218947] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:34:25.219126] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:34:25.219201] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:34:25.219230] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:34:25.222698] [DEBUG] [FORECASTER] VZ: Forecast T+1@11:T+2@11: UP (p=84.92%)
[2025-12-22T20:34:25.222964] [INFO ] [FORECASTER] Completed predict_future for VZ
[2025-12-22T20:34:25.223084] [INFO ] [sig       ] VZ: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:34:25.357351] [INFO ] [LOCAL     ] Saved forecast: VZ	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/VZ.txt
[2025-12-22T20:34:25.357460] [INFO ] [sig       ] [3419/3560] Completed VZ in 0.3s | 2.94 sym/s | Total: 19.4m | ETA: 47.9s
[2025-12-22T20:34:25.357498] [INFO ] [sig       ] [3420/3560] Forecasting WAB...
[2025-12-22T20:34:25.357527] [INFO ] [sig       ] Generating forecast for: WAB
[2025-12-22T20:34:25.357557] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WAB' from 'https://tdm.silogroup.org/data/derivative_storage/WAB.csv'.
[2025-12-22T20:34:25.368777] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WAB'.
[2025-12-22T20:34:25.369102] [INFO ] [FORECASTER] Starting predict_future for WAB
[2025-12-22T20:34:25.369890] [DEBUG] [LOCAL     ] No optimal features file found for WAB: ./output/feature-sets/WAB.txt
[2025-12-22T20:34:25.369942] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:34:25.369975] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:34:25.370002] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:34:25.370057] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:34:25.426045] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:34:25.426672] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:34:25.426765] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:34:25.426798] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:34:25.545993] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:34:25.546117] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:34:25.546153] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:34:25.546181] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:34:25.549492] [DEBUG] [FORECASTER] WAB: Forecast T+1@11:T+2@11: DOWN (p=25.91%)
[2025-12-22T20:34:25.549783] [INFO ] [FORECASTER] Completed predict_future for WAB
[2025-12-22T20:34:25.549907] [INFO ] [sig       ] WAB: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:34:25.684877] [INFO ] [LOCAL     ] Saved forecast: WAB	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/WAB.txt
[2025-12-22T20:34:25.685019] [INFO ] [sig       ] [3420/3560] Completed WAB in 0.3s | 2.94 sym/s | Total: 19.4m | ETA: 47.6s
[2025-12-22T20:34:25.685075] [INFO ] [sig       ] [3421/3560] Forecasting WABC...
[2025-12-22T20:34:25.685106] [INFO ] [sig       ] Generating forecast for: WABC
[2025-12-22T20:34:25.685136] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WABC' from 'https://tdm.silogroup.org/data/derivative_storage/WABC.csv'.
[2025-12-22T20:34:25.698635] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WABC'.
[2025-12-22T20:34:25.699164] [INFO ] [FORECASTER] Starting predict_future for WABC
[2025-12-22T20:34:25.700142] [DEBUG] [LOCAL     ] No optimal features file found for WABC: ./output/feature-sets/WABC.txt
[2025-12-22T20:34:25.700197] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:34:25.700230] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:34:25.700257] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:34:25.700324] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:34:25.761431] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:34:25.762496] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:34:25.762626] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:34:25.762668] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:34:25.883156] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:34:25.883388] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:34:25.883435] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:34:25.883465] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:34:25.887407] [DEBUG] [FORECASTER] WABC: Forecast T+1@11:T+2@11: UP (p=59.65%)
[2025-12-22T20:34:25.887733] [INFO ] [FORECASTER] Completed predict_future for WABC
[2025-12-22T20:34:25.887863] [INFO ] [sig       ] WABC: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:34:26.027190] [INFO ] [LOCAL     ] Saved forecast: WABC	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/WABC.txt
[2025-12-22T20:34:26.027401] [INFO ] [sig       ] [3421/3560] Completed WABC in 0.3s | 2.94 sym/s | Total: 19.4m | ETA: 47.2s
[2025-12-22T20:34:26.027445] [INFO ] [sig       ] [3422/3560] Forecasting WAFD...
[2025-12-22T20:34:26.027493] [INFO ] [sig       ] Generating forecast for: WAFD
[2025-12-22T20:34:26.027526] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WAFD' from 'https://tdm.silogroup.org/data/derivative_storage/WAFD.csv'.
[2025-12-22T20:34:26.040243] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WAFD'.
[2025-12-22T20:34:26.040657] [INFO ] [FORECASTER] Starting predict_future for WAFD
[2025-12-22T20:34:26.041589] [DEBUG] [LOCAL     ] No optimal features file found for WAFD: ./output/feature-sets/WAFD.txt
[2025-12-22T20:34:26.041642] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:34:26.041698] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:34:26.041725] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:34:26.041787] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:34:26.098868] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:34:26.099849] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:34:26.099942] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:34:26.099976] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:34:26.227372] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:34:26.227630] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:34:26.227681] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:34:26.227713] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:34:26.231912] [DEBUG] [FORECASTER] WAFD: Forecast T+1@11:T+2@11: DOWN (p=2.79%)
[2025-12-22T20:34:26.232285] [INFO ] [FORECASTER] Completed predict_future for WAFD
[2025-12-22T20:34:26.232436] [INFO ] [sig       ] WAFD: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:34:26.374932] [INFO ] [LOCAL     ] Saved forecast: WAFD	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/WAFD.txt
[2025-12-22T20:34:26.375157] [INFO ] [sig       ] [3422/3560] Completed WAFD in 0.3s | 2.94 sym/s | Total: 19.4m | ETA: 46.9s
[2025-12-22T20:34:26.375199] [INFO ] [sig       ] [3423/3560] Forecasting WAFDP...
[2025-12-22T20:34:26.375232] [INFO ] [sig       ] Generating forecast for: WAFDP
[2025-12-22T20:34:26.375313] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WAFDP' from 'https://tdm.silogroup.org/data/derivative_storage/WAFDP.csv'.
[2025-12-22T20:34:26.389686] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WAFDP'.
[2025-12-22T20:34:26.390277] [INFO ] [FORECASTER] Starting predict_future for WAFDP
[2025-12-22T20:34:26.391269] [DEBUG] [LOCAL     ] No optimal features file found for WAFDP: ./output/feature-sets/WAFDP.txt
[2025-12-22T20:34:26.391329] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:34:26.391364] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:34:26.391391] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:34:26.391450] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:34:26.450659] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:34:26.451776] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:34:26.451869] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:34:26.451903] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:34:26.568198] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:34:26.568434] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:34:26.568481] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:34:26.568510] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:34:26.572529] [DEBUG] [FORECASTER] WAFDP: Forecast T+1@11:T+2@11: DOWN (p=11.65%)
[2025-12-22T20:34:26.572863] [INFO ] [FORECASTER] Completed predict_future for WAFDP
[2025-12-22T20:34:26.573003] [INFO ] [sig       ] WAFDP: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:34:26.717452] [INFO ] [LOCAL     ] Saved forecast: WAFDP	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/WAFDP.txt
[2025-12-22T20:34:26.717694] [INFO ] [sig       ] [3423/3560] Completed WAFDP in 0.3s | 2.94 sym/s | Total: 19.4m | ETA: 46.5s
[2025-12-22T20:34:26.717743] [INFO ] [sig       ] [3424/3560] Forecasting WAL...
[2025-12-22T20:34:26.717777] [INFO ] [sig       ] Generating forecast for: WAL
[2025-12-22T20:34:26.717811] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WAL' from 'https://tdm.silogroup.org/data/derivative_storage/WAL.csv'.
[2025-12-22T20:34:26.735509] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WAL'.
[2025-12-22T20:34:26.736131] [INFO ] [FORECASTER] Starting predict_future for WAL
[2025-12-22T20:34:26.737125] [DEBUG] [LOCAL     ] No optimal features file found for WAL: ./output/feature-sets/WAL.txt
[2025-12-22T20:34:26.737179] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:34:26.737213] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:34:26.737241] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:34:26.737300] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:34:26.800807] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:34:26.802064] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:34:26.802191] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:34:26.802228] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:34:26.927302] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:34:26.927539] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:34:26.927604] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:34:26.927638] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:34:26.931758] [DEBUG] [FORECASTER] WAL: Forecast T+1@11:T+2@11: DOWN (p=41.49%)
[2025-12-22T20:34:26.932072] [INFO ] [FORECASTER] Completed predict_future for WAL
[2025-12-22T20:34:26.932211] [INFO ] [sig       ] WAL: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:34:27.074042] [INFO ] [LOCAL     ] Saved forecast: WAL	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/WAL.txt
[2025-12-22T20:34:27.074219] [INFO ] [sig       ] [3424/3560] Completed WAL in 0.4s | 2.94 sym/s | Total: 19.4m | ETA: 46.2s
[2025-12-22T20:34:27.074260] [INFO ] [sig       ] [3425/3560] Forecasting WALD...
[2025-12-22T20:34:27.074299] [INFO ] [sig       ] Generating forecast for: WALD
[2025-12-22T20:34:27.074332] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WALD' from 'https://tdm.silogroup.org/data/derivative_storage/WALD.csv'.
[2025-12-22T20:34:27.087139] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WALD'.
[2025-12-22T20:34:27.087621] [INFO ] [FORECASTER] Starting predict_future for WALD
[2025-12-22T20:34:27.088560] [DEBUG] [LOCAL     ] No optimal features file found for WALD: ./output/feature-sets/WALD.txt
[2025-12-22T20:34:27.088631] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:34:27.088665] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:34:27.088692] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:34:27.088752] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:34:27.146636] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:34:27.147994] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:34:27.148082] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:34:27.148115] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:34:27.267150] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:34:27.267382] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:34:27.267430] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:34:27.267460] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:34:27.272883] [DEBUG] [FORECASTER] WALD: Forecast T+1@11:T+2@11: DOWN (p=49.58%)
[2025-12-22T20:34:27.273385] [INFO ] [FORECASTER] Completed predict_future for WALD
[2025-12-22T20:34:27.273553] [INFO ] [sig       ] WALD: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:34:27.433006] [INFO ] [LOCAL     ] Saved forecast: WALD	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/WALD.txt
[2025-12-22T20:34:27.433253] [INFO ] [sig       ] [3425/3560] Completed WALD in 0.4s | 2.94 sym/s | Total: 19.4m | ETA: 45.9s
[2025-12-22T20:34:27.433304] [INFO ] [sig       ] [3426/3560] Forecasting WASH...
[2025-12-22T20:34:27.433353] [INFO ] [sig       ] Generating forecast for: WASH
[2025-12-22T20:34:27.433393] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WASH' from 'https://tdm.silogroup.org/data/derivative_storage/WASH.csv'.
[2025-12-22T20:34:27.447352] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WASH'.
[2025-12-22T20:34:27.448011] [INFO ] [FORECASTER] Starting predict_future for WASH
[2025-12-22T20:34:27.449132] [DEBUG] [LOCAL     ] No optimal features file found for WASH: ./output/feature-sets/WASH.txt
[2025-12-22T20:34:27.449188] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:34:27.449223] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:34:27.449251] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:34:27.449314] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:34:27.512490] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:34:27.513484] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:34:27.513590] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:34:27.513627] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:34:27.641102] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:34:27.641314] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:34:27.641358] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:34:27.641388] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:34:27.645230] [DEBUG] [FORECASTER] WASH: Forecast T+1@11:T+2@11: UP (p=84.09%)
[2025-12-22T20:34:27.645553] [INFO ] [FORECASTER] Completed predict_future for WASH
[2025-12-22T20:34:27.645715] [INFO ] [sig       ] WASH: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:34:27.785833] [INFO ] [LOCAL     ] Saved forecast: WASH	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/WASH.txt
[2025-12-22T20:34:27.786041] [INFO ] [sig       ] [3426/3560] Completed WASH in 0.4s | 2.94 sym/s | Total: 19.4m | ETA: 45.5s
[2025-12-22T20:34:27.786084] [INFO ] [sig       ] [3427/3560] Forecasting WAVE...
[2025-12-22T20:34:27.786117] [INFO ] [sig       ] Generating forecast for: WAVE
[2025-12-22T20:34:27.786150] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WAVE' from 'https://tdm.silogroup.org/data/derivative_storage/WAVE.csv'.
[2025-12-22T20:34:27.798779] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WAVE'.
[2025-12-22T20:34:27.799324] [INFO ] [FORECASTER] Starting predict_future for WAVE
[2025-12-22T20:34:27.800197] [DEBUG] [LOCAL     ] No optimal features file found for WAVE: ./output/feature-sets/WAVE.txt
[2025-12-22T20:34:27.800250] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:34:27.800282] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:34:27.800308] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:34:27.800363] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:34:27.858116] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:34:27.859086] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:34:27.859172] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:34:27.859207] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:34:27.968600] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:34:27.968759] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:34:27.968798] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:34:27.968829] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:34:27.972313] [DEBUG] [FORECASTER] WAVE: Forecast T+1@11:T+2@11: UP (p=96.15%)
[2025-12-22T20:34:27.972601] [INFO ] [FORECASTER] Completed predict_future for WAVE
[2025-12-22T20:34:27.972724] [INFO ] [sig       ] WAVE: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:34:28.111821] [INFO ] [LOCAL     ] Saved forecast: WAVE	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/WAVE.txt
[2025-12-22T20:34:28.111976] [INFO ] [sig       ] [3427/3560] Completed WAVE in 0.3s | 2.94 sym/s | Total: 19.4m | ETA: 45.2s
[2025-12-22T20:34:28.112017] [INFO ] [sig       ] [3428/3560] Forecasting WAY...
[2025-12-22T20:34:28.112047] [INFO ] [sig       ] Generating forecast for: WAY
[2025-12-22T20:34:28.112079] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WAY' from 'https://tdm.silogroup.org/data/derivative_storage/WAY.csv'.
[2025-12-22T20:34:28.124304] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WAY'.
[2025-12-22T20:34:28.124744] [INFO ] [FORECASTER] Starting predict_future for WAY
[2025-12-22T20:34:28.125568] [DEBUG] [LOCAL     ] No optimal features file found for WAY: ./output/feature-sets/WAY.txt
[2025-12-22T20:34:28.125663] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:34:28.125698] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:34:28.125726] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:34:28.125784] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:34:28.185128] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:34:28.186044] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:34:28.186130] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:34:28.186164] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:34:28.311849] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:34:28.312007] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:34:28.312046] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:34:28.312076] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:34:28.315465] [DEBUG] [FORECASTER] WAY: Forecast T+1@11:T+2@11: UP (p=64.53%)
[2025-12-22T20:34:28.315775] [INFO ] [FORECASTER] Completed predict_future for WAY
[2025-12-22T20:34:28.315903] [INFO ] [sig       ] WAY: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:34:28.453832] [INFO ] [LOCAL     ] Saved forecast: WAY	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/WAY.txt
[2025-12-22T20:34:28.453987] [INFO ] [sig       ] [3428/3560] Completed WAY in 0.3s | 2.94 sym/s | Total: 19.4m | ETA: 44.8s
[2025-12-22T20:34:28.454027] [INFO ] [sig       ] [3429/3560] Forecasting WB...
[2025-12-22T20:34:28.454056] [INFO ] [sig       ] Generating forecast for: WB
[2025-12-22T20:34:28.454087] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WB' from 'https://tdm.silogroup.org/data/derivative_storage/WB.csv'.
[2025-12-22T20:34:28.466103] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WB'.
[2025-12-22T20:34:28.466521] [INFO ] [FORECASTER] Starting predict_future for WB
[2025-12-22T20:34:28.467334] [DEBUG] [LOCAL     ] No optimal features file found for WB: ./output/feature-sets/WB.txt
[2025-12-22T20:34:28.467389] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:34:28.467423] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:34:28.467451] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:34:28.467510] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:34:28.525877] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:34:28.526750] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:34:28.526831] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:34:28.526866] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:34:28.652718] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:34:28.652878] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:34:28.652919] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:34:28.652966] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:34:28.656390] [DEBUG] [FORECASTER] WB: Forecast T+1@11:T+2@11: UP (p=60.14%)
[2025-12-22T20:34:28.656700] [INFO ] [FORECASTER] Completed predict_future for WB
[2025-12-22T20:34:28.656882] [INFO ] [sig       ] WB: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:34:28.799405] [INFO ] [LOCAL     ] Saved forecast: WB	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/WB.txt
[2025-12-22T20:34:28.799564] [INFO ] [sig       ] [3429/3560] Completed WB in 0.3s | 2.94 sym/s | Total: 19.4m | ETA: 44.5s
[2025-12-22T20:34:28.799626] [INFO ] [sig       ] [3430/3560] Forecasting WBD...
[2025-12-22T20:34:28.799657] [INFO ] [sig       ] Generating forecast for: WBD
[2025-12-22T20:34:28.799689] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WBD' from 'https://tdm.silogroup.org/data/derivative_storage/WBD.csv'.
[2025-12-22T20:34:28.811407] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WBD'.
[2025-12-22T20:34:28.811830] [INFO ] [FORECASTER] Starting predict_future for WBD
[2025-12-22T20:34:28.812671] [DEBUG] [LOCAL     ] No optimal features file found for WBD: ./output/feature-sets/WBD.txt
[2025-12-22T20:34:28.812726] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:34:28.812759] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:34:28.812789] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:34:28.812847] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:34:28.870319] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:34:28.871178] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:34:28.871256] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:34:28.871289] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:34:28.989192] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:34:28.989339] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:34:28.989377] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:34:28.989406] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:34:28.992726] [DEBUG] [FORECASTER] WBD: Forecast T+1@11:T+2@11: UP (p=93.32%)
[2025-12-22T20:34:28.992990] [INFO ] [FORECASTER] Completed predict_future for WBD
[2025-12-22T20:34:28.993117] [INFO ] [sig       ] WBD: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:34:29.129306] [INFO ] [LOCAL     ] Saved forecast: WBD	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/WBD.txt
[2025-12-22T20:34:29.129439] [INFO ] [sig       ] [3430/3560] Completed WBD in 0.3s | 2.94 sym/s | Total: 19.4m | ETA: 44.2s
[2025-12-22T20:34:29.129477] [INFO ] [sig       ] [3431/3560] Forecasting WBIY...
[2025-12-22T20:34:29.129507] [INFO ] [sig       ] Generating forecast for: WBIY
[2025-12-22T20:34:29.129537] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WBIY' from 'https://tdm.silogroup.org/data/derivative_storage/WBIY.csv'.
[2025-12-22T20:34:29.139423] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WBIY'.
[2025-12-22T20:34:29.139701] [INFO ] [FORECASTER] Starting predict_future for WBIY
[2025-12-22T20:34:29.140447] [DEBUG] [LOCAL     ] No optimal features file found for WBIY: ./output/feature-sets/WBIY.txt
[2025-12-22T20:34:29.140499] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:34:29.140529] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:34:29.140556] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:34:29.140641] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:34:29.197090] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:34:29.197691] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:34:29.197765] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:34:29.197812] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:34:29.297406] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:34:29.297561] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:34:29.297619] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:34:29.297651] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:34:29.300991] [DEBUG] [FORECASTER] WBIY: Forecast T+1@11:T+2@11: UP (p=50.72%)
[2025-12-22T20:34:29.301267] [INFO ] [FORECASTER] Completed predict_future for WBIY
[2025-12-22T20:34:29.301388] [INFO ] [sig       ] WBIY: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:34:29.438043] [INFO ] [LOCAL     ] Saved forecast: WBIY	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/WBIY.txt
[2025-12-22T20:34:29.438200] [INFO ] [sig       ] [3431/3560] Completed WBIY in 0.3s | 2.94 sym/s | Total: 19.4m | ETA: 43.8s
[2025-12-22T20:34:29.438239] [INFO ] [sig       ] [3432/3560] Forecasting WBS...
[2025-12-22T20:34:29.438269] [INFO ] [sig       ] Generating forecast for: WBS
[2025-12-22T20:34:29.438299] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WBS' from 'https://tdm.silogroup.org/data/derivative_storage/WBS.csv'.
[2025-12-22T20:34:29.450903] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WBS'.
[2025-12-22T20:34:29.451305] [INFO ] [FORECASTER] Starting predict_future for WBS
[2025-12-22T20:34:29.452154] [DEBUG] [LOCAL     ] No optimal features file found for WBS: ./output/feature-sets/WBS.txt
[2025-12-22T20:34:29.452208] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:34:29.452242] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:34:29.452270] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:34:29.452328] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:34:29.510106] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:34:29.511008] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:34:29.511111] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:34:29.511144] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:34:29.637234] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:34:29.637408] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:34:29.637461] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:34:29.637492] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:34:29.641287] [DEBUG] [FORECASTER] WBS: Forecast T+1@11:T+2@11: DOWN (p=45.46%)
[2025-12-22T20:34:29.641601] [INFO ] [FORECASTER] Completed predict_future for WBS
[2025-12-22T20:34:29.641739] [INFO ] [sig       ] WBS: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:34:29.778741] [INFO ] [LOCAL     ] Saved forecast: WBS	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/WBS.txt
[2025-12-22T20:34:29.778877] [INFO ] [sig       ] [3432/3560] Completed WBS in 0.3s | 2.94 sym/s | Total: 19.4m | ETA: 43.5s
[2025-12-22T20:34:29.778916] [INFO ] [sig       ] [3433/3560] Forecasting WBTN...
[2025-12-22T20:34:29.778945] [INFO ] [sig       ] Generating forecast for: WBTN
[2025-12-22T20:34:29.778985] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WBTN' from 'https://tdm.silogroup.org/data/derivative_storage/WBTN.csv'.
[2025-12-22T20:34:29.790743] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WBTN'.
[2025-12-22T20:34:29.791064] [INFO ] [FORECASTER] Starting predict_future for WBTN
[2025-12-22T20:34:29.791909] [DEBUG] [LOCAL     ] No optimal features file found for WBTN: ./output/feature-sets/WBTN.txt
[2025-12-22T20:34:29.791961] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:34:29.791994] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:34:29.792020] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:34:29.792101] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:34:29.849475] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:34:29.850189] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:34:29.850269] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:34:29.850303] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:34:29.972701] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:34:29.972856] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:34:29.972897] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:34:29.972927] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:34:29.976325] [DEBUG] [FORECASTER] WBTN: Forecast T+1@11:T+2@11: DOWN (p=2.36%)
[2025-12-22T20:34:29.976617] [INFO ] [FORECASTER] Completed predict_future for WBTN
[2025-12-22T20:34:29.976742] [INFO ] [sig       ] WBTN: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:34:30.114435] [INFO ] [LOCAL     ] Saved forecast: WBTN	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/WBTN.txt
[2025-12-22T20:34:30.114601] [INFO ] [sig       ] [3433/3560] Completed WBTN in 0.3s | 2.94 sym/s | Total: 19.4m | ETA: 43.1s
[2025-12-22T20:34:30.114654] [INFO ] [sig       ] [3434/3560] Forecasting WBX...
[2025-12-22T20:34:30.114683] [INFO ] [sig       ] Generating forecast for: WBX
[2025-12-22T20:34:30.114713] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WBX' from 'https://tdm.silogroup.org/data/derivative_storage/WBX.csv'.
[2025-12-22T20:34:30.125897] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WBX'.
[2025-12-22T20:34:30.126264] [INFO ] [FORECASTER] Starting predict_future for WBX
[2025-12-22T20:34:30.127059] [DEBUG] [LOCAL     ] No optimal features file found for WBX: ./output/feature-sets/WBX.txt
[2025-12-22T20:34:30.127111] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:34:30.127144] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:34:30.127172] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:34:30.127229] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:34:30.183677] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:34:30.184359] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:34:30.184435] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:34:30.184467] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:34:30.306864] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:34:30.307014] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:34:30.307053] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:34:30.307082] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:34:30.310395] [DEBUG] [FORECASTER] WBX: Forecast T+1@11:T+2@11: DOWN (p=26.94%)
[2025-12-22T20:34:30.310690] [INFO ] [FORECASTER] Completed predict_future for WBX
[2025-12-22T20:34:30.310807] [INFO ] [sig       ] WBX: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:34:30.449333] [INFO ] [LOCAL     ] Saved forecast: WBX	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/WBX.txt
[2025-12-22T20:34:30.449507] [INFO ] [sig       ] [3434/3560] Completed WBX in 0.3s | 2.94 sym/s | Total: 19.4m | ETA: 42.8s
[2025-12-22T20:34:30.449549] [INFO ] [sig       ] [3435/3560] Forecasting WCC...
[2025-12-22T20:34:30.449595] [INFO ] [sig       ] Generating forecast for: WCC
[2025-12-22T20:34:30.449634] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WCC' from 'https://tdm.silogroup.org/data/derivative_storage/WCC.csv'.
[2025-12-22T20:34:30.461613] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WCC'.
[2025-12-22T20:34:30.462005] [INFO ] [FORECASTER] Starting predict_future for WCC
[2025-12-22T20:34:30.462846] [DEBUG] [LOCAL     ] No optimal features file found for WCC: ./output/feature-sets/WCC.txt
[2025-12-22T20:34:30.462921] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:34:30.462955] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:34:30.462982] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:34:30.463038] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:34:30.518944] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:34:30.519868] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:34:30.519970] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:34:30.520004] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:34:30.645082] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:34:30.645228] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:34:30.645267] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:34:30.645295] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:34:30.648697] [DEBUG] [FORECASTER] WCC: Forecast T+1@11:T+2@11: DOWN (p=5.84%)
[2025-12-22T20:34:30.648978] [INFO ] [FORECASTER] Completed predict_future for WCC
[2025-12-22T20:34:30.649133] [INFO ] [sig       ] WCC: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:34:30.789736] [INFO ] [LOCAL     ] Saved forecast: WCC	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/WCC.txt
[2025-12-22T20:34:30.789899] [INFO ] [sig       ] [3435/3560] Completed WCC in 0.3s | 2.94 sym/s | Total: 19.4m | ETA: 42.5s
[2025-12-22T20:34:30.789941] [INFO ] [sig       ] [3436/3560] Forecasting WCLD...
[2025-12-22T20:34:30.789970] [INFO ] [sig       ] Generating forecast for: WCLD
[2025-12-22T20:34:30.789999] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WCLD' from 'https://tdm.silogroup.org/data/derivative_storage/WCLD.csv'.
[2025-12-22T20:34:30.800742] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WCLD'.
[2025-12-22T20:34:30.801038] [INFO ] [FORECASTER] Starting predict_future for WCLD
[2025-12-22T20:34:30.801830] [DEBUG] [LOCAL     ] No optimal features file found for WCLD: ./output/feature-sets/WCLD.txt
[2025-12-22T20:34:30.801882] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:34:30.801912] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:34:30.801939] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:34:30.801995] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:34:30.858731] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:34:30.859638] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:34:30.859721] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:34:30.859753] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:34:30.978920] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:34:30.979137] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:34:30.979177] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:34:30.979205] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:34:30.982791] [DEBUG] [FORECASTER] WCLD: Forecast T+1@11:T+2@11: UP (p=88.61%)
[2025-12-22T20:34:30.983159] [INFO ] [FORECASTER] Completed predict_future for WCLD
[2025-12-22T20:34:30.983296] [INFO ] [sig       ] WCLD: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:34:31.121313] [INFO ] [LOCAL     ] Saved forecast: WCLD	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/WCLD.txt
[2025-12-22T20:34:31.121464] [INFO ] [sig       ] [3436/3560] Completed WCLD in 0.3s | 2.94 sym/s | Total: 19.5m | ETA: 42.1s
[2025-12-22T20:34:31.121504] [INFO ] [sig       ] [3437/3560] Forecasting WD...
[2025-12-22T20:34:31.121533] [INFO ] [sig       ] Generating forecast for: WD
[2025-12-22T20:34:31.121563] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WD' from 'https://tdm.silogroup.org/data/derivative_storage/WD.csv'.
[2025-12-22T20:34:31.132875] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WD'.
[2025-12-22T20:34:31.133228] [INFO ] [FORECASTER] Starting predict_future for WD
[2025-12-22T20:34:31.134010] [DEBUG] [LOCAL     ] No optimal features file found for WD: ./output/feature-sets/WD.txt
[2025-12-22T20:34:31.134061] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:34:31.134092] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:34:31.134119] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:34:31.134174] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:34:31.192360] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:34:31.193226] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:34:31.193308] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:34:31.193341] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:34:31.313071] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:34:31.313225] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:34:31.313263] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:34:31.313291] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:34:31.316621] [DEBUG] [FORECASTER] WD: Forecast T+1@11:T+2@11: DOWN (p=12.01%)
[2025-12-22T20:34:31.316898] [INFO ] [FORECASTER] Completed predict_future for WD
[2025-12-22T20:34:31.317021] [INFO ] [sig       ] WD: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:34:31.452808] [INFO ] [LOCAL     ] Saved forecast: WD	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/WD.txt
[2025-12-22T20:34:31.452962] [INFO ] [sig       ] [3437/3560] Completed WD in 0.3s | 2.94 sym/s | Total: 19.5m | ETA: 41.8s
[2025-12-22T20:34:31.453000] [INFO ] [sig       ] [3438/3560] Forecasting WDAY...
[2025-12-22T20:34:31.453029] [INFO ] [sig       ] Generating forecast for: WDAY
[2025-12-22T20:34:31.453058] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WDAY' from 'https://tdm.silogroup.org/data/derivative_storage/WDAY.csv'.
[2025-12-22T20:34:31.466234] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WDAY'.
[2025-12-22T20:34:31.466683] [INFO ] [FORECASTER] Starting predict_future for WDAY
[2025-12-22T20:34:31.467556] [DEBUG] [LOCAL     ] No optimal features file found for WDAY: ./output/feature-sets/WDAY.txt
[2025-12-22T20:34:31.467643] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:34:31.467683] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:34:31.467710] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:34:31.467768] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:34:31.523656] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:34:31.524525] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:34:31.524627] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:34:31.524661] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:34:31.643281] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:34:31.643433] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:34:31.643496] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:34:31.643525] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:34:31.646823] [DEBUG] [FORECASTER] WDAY: Forecast T+1@11:T+2@11: UP (p=99.06%)
[2025-12-22T20:34:31.647100] [INFO ] [FORECASTER] Completed predict_future for WDAY
[2025-12-22T20:34:31.647218] [INFO ] [sig       ] WDAY: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:34:31.784988] [INFO ] [LOCAL     ] Saved forecast: WDAY	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/WDAY.txt
[2025-12-22T20:34:31.785147] [INFO ] [sig       ] [3438/3560] Completed WDAY in 0.3s | 2.94 sym/s | Total: 19.5m | ETA: 41.4s
[2025-12-22T20:34:31.785188] [INFO ] [sig       ] [3439/3560] Forecasting WDC...
[2025-12-22T20:34:31.785217] [INFO ] [sig       ] Generating forecast for: WDC
[2025-12-22T20:34:31.785247] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WDC' from 'https://tdm.silogroup.org/data/derivative_storage/WDC.csv'.
[2025-12-22T20:34:31.798721] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WDC'.
[2025-12-22T20:34:31.799228] [INFO ] [FORECASTER] Starting predict_future for WDC
[2025-12-22T20:34:31.800259] [DEBUG] [LOCAL     ] No optimal features file found for WDC: ./output/feature-sets/WDC.txt
[2025-12-22T20:34:31.800323] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:34:31.800365] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:34:31.800399] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:34:31.800471] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:34:31.866216] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:34:31.867120] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:34:31.867201] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:34:31.867234] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:34:31.999552] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:34:31.999728] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:34:31.999768] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:34:31.999796] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:34:32.003158] [DEBUG] [FORECASTER] WDC: Forecast T+1@11:T+2@11: UP (p=89.58%)
[2025-12-22T20:34:32.003441] [INFO ] [FORECASTER] Completed predict_future for WDC
[2025-12-22T20:34:32.003565] [INFO ] [sig       ] WDC: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:34:32.144705] [INFO ] [LOCAL     ] Saved forecast: WDC	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/WDC.txt
[2025-12-22T20:34:32.144881] [INFO ] [sig       ] [3439/3560] Completed WDC in 0.4s | 2.94 sym/s | Total: 19.5m | ETA: 41.1s
[2025-12-22T20:34:32.144923] [INFO ] [sig       ] [3440/3560] Forecasting WDFC...
[2025-12-22T20:34:32.144998] [INFO ] [sig       ] Generating forecast for: WDFC
[2025-12-22T20:34:32.145031] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WDFC' from 'https://tdm.silogroup.org/data/derivative_storage/WDFC.csv'.
[2025-12-22T20:34:32.157105] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WDFC'.
[2025-12-22T20:34:32.157539] [INFO ] [FORECASTER] Starting predict_future for WDFC
[2025-12-22T20:34:32.158384] [DEBUG] [LOCAL     ] No optimal features file found for WDFC: ./output/feature-sets/WDFC.txt
[2025-12-22T20:34:32.158437] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:34:32.158469] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:34:32.158495] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:34:32.158551] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:34:32.215063] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:34:32.216035] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:34:32.216147] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:34:32.216183] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:34:32.357106] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:34:32.357309] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:34:32.357377] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:34:32.357431] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:34:32.363043] [DEBUG] [FORECASTER] WDFC: Forecast T+1@11:T+2@11: UP (p=83.11%)
[2025-12-22T20:34:32.363613] [INFO ] [FORECASTER] Completed predict_future for WDFC
[2025-12-22T20:34:32.363821] [INFO ] [sig       ] WDFC: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:34:32.540755] [INFO ] [LOCAL     ] Saved forecast: WDFC	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/WDFC.txt
[2025-12-22T20:34:32.540955] [INFO ] [sig       ] [3440/3560] Completed WDFC in 0.4s | 2.94 sym/s | Total: 19.5m | ETA: 40.8s
[2025-12-22T20:34:32.541005] [INFO ] [sig       ] [3441/3560] Forecasting WDH...
[2025-12-22T20:34:32.541039] [INFO ] [sig       ] Generating forecast for: WDH
[2025-12-22T20:34:32.541078] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WDH' from 'https://tdm.silogroup.org/data/derivative_storage/WDH.csv'.
[2025-12-22T20:34:32.563769] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WDH'.
[2025-12-22T20:34:32.564316] [INFO ] [FORECASTER] Starting predict_future for WDH
[2025-12-22T20:34:32.565523] [DEBUG] [LOCAL     ] No optimal features file found for WDH: ./output/feature-sets/WDH.txt
[2025-12-22T20:34:32.565618] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:34:32.565674] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:34:32.565721] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:34:32.565815] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:34:32.641435] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:34:32.642762] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:34:32.642900] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:34:32.642956] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:34:32.810692] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:34:32.810898] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:34:32.810965] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:34:32.811017] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:34:32.816986] [DEBUG] [FORECASTER] WDH: Forecast T+1@11:T+2@11: DOWN (p=30.22%)
[2025-12-22T20:34:32.817543] [INFO ] [FORECASTER] Completed predict_future for WDH
[2025-12-22T20:34:32.817778] [INFO ] [sig       ] WDH: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:34:33.012047] [INFO ] [LOCAL     ] Saved forecast: WDH	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/WDH.txt
[2025-12-22T20:34:33.012251] [INFO ] [sig       ] [3441/3560] Completed WDH in 0.5s | 2.94 sym/s | Total: 19.5m | ETA: 40.4s
[2025-12-22T20:34:33.012301] [INFO ] [sig       ] [3442/3560] Forecasting WDI...
[2025-12-22T20:34:33.012332] [INFO ] [sig       ] Generating forecast for: WDI
[2025-12-22T20:34:33.012363] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WDI' from 'https://tdm.silogroup.org/data/derivative_storage/WDI.csv'.
[2025-12-22T20:34:33.031638] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WDI'.
[2025-12-22T20:34:33.032096] [INFO ] [FORECASTER] Starting predict_future for WDI
[2025-12-22T20:34:33.032989] [DEBUG] [LOCAL     ] No optimal features file found for WDI: ./output/feature-sets/WDI.txt
[2025-12-22T20:34:33.033046] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:34:33.033079] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:34:33.033106] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:34:33.033164] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:34:33.092084] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:34:33.093073] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:34:33.093164] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:34:33.093198] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:34:33.217297] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:34:33.217471] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:34:33.217514] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:34:33.217544] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:34:33.221081] [DEBUG] [FORECASTER] WDI: Forecast T+1@11:T+2@11: UP (p=89.55%)
[2025-12-22T20:34:33.221390] [INFO ] [FORECASTER] Completed predict_future for WDI
[2025-12-22T20:34:33.221526] [INFO ] [sig       ] WDI: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:34:33.359620] [INFO ] [LOCAL     ] Saved forecast: WDI	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/WDI.txt
[2025-12-22T20:34:33.359811] [INFO ] [sig       ] [3442/3560] Completed WDI in 0.3s | 2.94 sym/s | Total: 19.5m | ETA: 40.1s
[2025-12-22T20:34:33.359855] [INFO ] [sig       ] [3443/3560] Forecasting WDS...
[2025-12-22T20:34:33.359886] [INFO ] [sig       ] Generating forecast for: WDS
[2025-12-22T20:34:33.359918] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WDS' from 'https://tdm.silogroup.org/data/derivative_storage/WDS.csv'.
[2025-12-22T20:34:33.372564] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WDS'.
[2025-12-22T20:34:33.373020] [INFO ] [FORECASTER] Starting predict_future for WDS
[2025-12-22T20:34:33.373890] [DEBUG] [LOCAL     ] No optimal features file found for WDS: ./output/feature-sets/WDS.txt
[2025-12-22T20:34:33.373946] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:34:33.373979] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:34:33.374008] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:34:33.374095] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:34:33.432843] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:34:33.433777] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:34:33.433875] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:34:33.433926] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:34:33.555354] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:34:33.555525] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:34:33.555597] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:34:33.555632] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:34:33.559402] [DEBUG] [FORECASTER] WDS: Forecast T+1@11:T+2@11: UP (p=97.85%)
[2025-12-22T20:34:33.559708] [INFO ] [FORECASTER] Completed predict_future for WDS
[2025-12-22T20:34:33.559836] [INFO ] [sig       ] WDS: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:34:33.702376] [INFO ] [LOCAL     ] Saved forecast: WDS	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/WDS.txt
[2025-12-22T20:34:33.702509] [INFO ] [sig       ] [3443/3560] Completed WDS in 0.3s | 2.94 sym/s | Total: 19.5m | ETA: 39.7s
[2025-12-22T20:34:33.702548] [INFO ] [sig       ] [3444/3560] Forecasting WEA...
[2025-12-22T20:34:33.702594] [INFO ] [sig       ] Generating forecast for: WEA
[2025-12-22T20:34:33.702628] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WEA' from 'https://tdm.silogroup.org/data/derivative_storage/WEA.csv'.
[2025-12-22T20:34:33.713081] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WEA'.
[2025-12-22T20:34:33.713388] [INFO ] [FORECASTER] Starting predict_future for WEA
[2025-12-22T20:34:33.714218] [DEBUG] [LOCAL     ] No optimal features file found for WEA: ./output/feature-sets/WEA.txt
[2025-12-22T20:34:33.714271] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:34:33.714304] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:34:33.714332] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:34:33.714388] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:34:33.772136] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:34:33.773018] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:34:33.773101] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:34:33.773135] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:34:33.886851] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:34:33.886999] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:34:33.887040] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:34:33.887068] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:34:33.890562] [DEBUG] [FORECASTER] WEA: Forecast T+1@11:T+2@11: UP (p=56.16%)
[2025-12-22T20:34:33.890888] [INFO ] [FORECASTER] Completed predict_future for WEA
[2025-12-22T20:34:33.891029] [INFO ] [sig       ] WEA: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:34:34.027371] [INFO ] [LOCAL     ] Saved forecast: WEA	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/WEA.txt
[2025-12-22T20:34:34.027496] [INFO ] [sig       ] [3444/3560] Completed WEA in 0.3s | 2.94 sym/s | Total: 19.5m | ETA: 39.4s
[2025-12-22T20:34:34.027534] [INFO ] [sig       ] [3445/3560] Forecasting WEC...
[2025-12-22T20:34:34.027564] [INFO ] [sig       ] Generating forecast for: WEC
[2025-12-22T20:34:34.027612] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WEC' from 'https://tdm.silogroup.org/data/derivative_storage/WEC.csv'.
[2025-12-22T20:34:34.039396] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WEC'.
[2025-12-22T20:34:34.039746] [INFO ] [FORECASTER] Starting predict_future for WEC
[2025-12-22T20:34:34.040526] [DEBUG] [LOCAL     ] No optimal features file found for WEC: ./output/feature-sets/WEC.txt
[2025-12-22T20:34:34.040593] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:34:34.040628] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:34:34.040655] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:34:34.040725] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:34:34.097440] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:34:34.098074] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:34:34.098152] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:34:34.098185] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:34:34.223143] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:34:34.223331] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:34:34.223389] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:34:34.223429] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:34:34.227006] [DEBUG] [FORECASTER] WEC: Forecast T+1@11:T+2@11: DOWN (p=4.10%)
[2025-12-22T20:34:34.227324] [INFO ] [FORECASTER] Completed predict_future for WEC
[2025-12-22T20:34:34.227460] [INFO ] [sig       ] WEC: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:34:34.389099] [INFO ] [LOCAL     ] Saved forecast: WEC	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/WEC.txt
[2025-12-22T20:34:34.389259] [INFO ] [sig       ] [3445/3560] Completed WEC in 0.4s | 2.94 sym/s | Total: 19.5m | ETA: 39.1s
[2025-12-22T20:34:34.389299] [INFO ] [sig       ] [3446/3560] Forecasting WEN...
[2025-12-22T20:34:34.389329] [INFO ] [sig       ] Generating forecast for: WEN
[2025-12-22T20:34:34.389358] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WEN' from 'https://tdm.silogroup.org/data/derivative_storage/WEN.csv'.
[2025-12-22T20:34:34.400950] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WEN'.
[2025-12-22T20:34:34.401339] [INFO ] [FORECASTER] Starting predict_future for WEN
[2025-12-22T20:34:34.402130] [DEBUG] [LOCAL     ] No optimal features file found for WEN: ./output/feature-sets/WEN.txt
[2025-12-22T20:34:34.402181] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:34:34.402226] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:34:34.402254] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:34:34.402310] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:34:34.457861] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:34:34.458612] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:34:34.458690] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:34:34.458723] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:34:34.576407] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:34:34.576556] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:34:34.576612] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:34:34.576641] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:34:34.579979] [DEBUG] [FORECASTER] WEN: Forecast T+1@11:T+2@11: DOWN (p=18.30%)
[2025-12-22T20:34:34.580276] [INFO ] [FORECASTER] Completed predict_future for WEN
[2025-12-22T20:34:34.580395] [INFO ] [sig       ] WEN: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:34:34.714434] [INFO ] [LOCAL     ] Saved forecast: WEN	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/WEN.txt
[2025-12-22T20:34:34.714548] [INFO ] [sig       ] [3446/3560] Completed WEN in 0.3s | 2.94 sym/s | Total: 19.5m | ETA: 38.7s
[2025-12-22T20:34:34.714604] [INFO ] [sig       ] [3447/3560] Forecasting WERN...
[2025-12-22T20:34:34.714635] [INFO ] [sig       ] Generating forecast for: WERN
[2025-12-22T20:34:34.714665] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WERN' from 'https://tdm.silogroup.org/data/derivative_storage/WERN.csv'.
[2025-12-22T20:34:34.726278] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WERN'.
[2025-12-22T20:34:34.726604] [INFO ] [FORECASTER] Starting predict_future for WERN
[2025-12-22T20:34:34.727356] [DEBUG] [LOCAL     ] No optimal features file found for WERN: ./output/feature-sets/WERN.txt
[2025-12-22T20:34:34.727406] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:34:34.727437] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:34:34.727463] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:34:34.727518] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:34:34.782817] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:34:34.783405] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:34:34.783480] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:34:34.783511] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:34:34.897054] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:34:34.897216] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:34:34.897285] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:34:34.897327] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:34:34.900882] [DEBUG] [FORECASTER] WERN: Forecast T+1@11:T+2@11: DOWN (p=43.37%)
[2025-12-22T20:34:34.901233] [INFO ] [FORECASTER] Completed predict_future for WERN
[2025-12-22T20:34:34.901378] [INFO ] [sig       ] WERN: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:34:35.041460] [INFO ] [LOCAL     ] Saved forecast: WERN	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/WERN.txt
[2025-12-22T20:34:35.041636] [INFO ] [sig       ] [3447/3560] Completed WERN in 0.3s | 2.94 sym/s | Total: 19.5m | ETA: 38.4s
[2025-12-22T20:34:35.041677] [INFO ] [sig       ] [3448/3560] Forecasting WES...
[2025-12-22T20:34:35.041709] [INFO ] [sig       ] Generating forecast for: WES
[2025-12-22T20:34:35.041742] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WES' from 'https://tdm.silogroup.org/data/derivative_storage/WES.csv'.
[2025-12-22T20:34:35.053776] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WES'.
[2025-12-22T20:34:35.054240] [INFO ] [FORECASTER] Starting predict_future for WES
[2025-12-22T20:34:35.055047] [DEBUG] [LOCAL     ] No optimal features file found for WES: ./output/feature-sets/WES.txt
[2025-12-22T20:34:35.055099] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:34:35.055132] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:34:35.055159] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:34:35.055214] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:34:35.111355] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:34:35.112174] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:34:35.112254] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:34:35.112285] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:34:35.231935] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:34:35.232129] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:34:35.232170] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:34:35.232197] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:34:35.235929] [DEBUG] [FORECASTER] WES: Forecast T+1@11:T+2@11: DOWN (p=12.18%)
[2025-12-22T20:34:35.236247] [INFO ] [FORECASTER] Completed predict_future for WES
[2025-12-22T20:34:35.236381] [INFO ] [sig       ] WES: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:34:35.372877] [INFO ] [LOCAL     ] Saved forecast: WES	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/WES.txt
[2025-12-22T20:34:35.373050] [INFO ] [sig       ] [3448/3560] Completed WES in 0.3s | 2.94 sym/s | Total: 19.5m | ETA: 38.0s
[2025-12-22T20:34:35.373091] [INFO ] [sig       ] [3449/3560] Forecasting WEX...
[2025-12-22T20:34:35.373121] [INFO ] [sig       ] Generating forecast for: WEX
[2025-12-22T20:34:35.373158] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WEX' from 'https://tdm.silogroup.org/data/derivative_storage/WEX.csv'.
[2025-12-22T20:34:35.385993] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WEX'.
[2025-12-22T20:34:35.386401] [INFO ] [FORECASTER] Starting predict_future for WEX
[2025-12-22T20:34:35.387191] [DEBUG] [LOCAL     ] No optimal features file found for WEX: ./output/feature-sets/WEX.txt
[2025-12-22T20:34:35.387243] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:34:35.387274] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:34:35.387300] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:34:35.387356] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:34:35.444116] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:34:35.445011] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:34:35.445104] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:34:35.445139] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:34:35.563707] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:34:35.563867] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:34:35.563907] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:34:35.563935] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:34:35.567279] [DEBUG] [FORECASTER] WEX: Forecast T+1@11:T+2@11: DOWN (p=16.55%)
[2025-12-22T20:34:35.567547] [INFO ] [FORECASTER] Completed predict_future for WEX
[2025-12-22T20:34:35.567687] [INFO ] [sig       ] WEX: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:34:35.703367] [INFO ] [LOCAL     ] Saved forecast: WEX	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/WEX.txt
[2025-12-22T20:34:35.703510] [INFO ] [sig       ] [3449/3560] Completed WEX in 0.3s | 2.94 sym/s | Total: 19.5m | ETA: 37.7s
[2025-12-22T20:34:35.703549] [INFO ] [sig       ] [3450/3560] Forecasting WEYS...
[2025-12-22T20:34:35.703603] [INFO ] [sig       ] Generating forecast for: WEYS
[2025-12-22T20:34:35.703637] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WEYS' from 'https://tdm.silogroup.org/data/derivative_storage/WEYS.csv'.
[2025-12-22T20:34:35.714293] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WEYS'.
[2025-12-22T20:34:35.714669] [INFO ] [FORECASTER] Starting predict_future for WEYS
[2025-12-22T20:34:35.715415] [DEBUG] [LOCAL     ] No optimal features file found for WEYS: ./output/feature-sets/WEYS.txt
[2025-12-22T20:34:35.715466] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:34:35.715498] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:34:35.715525] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:34:35.715598] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:34:35.775029] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:34:35.775850] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:34:35.775944] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:34:35.775977] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:34:35.879824] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:34:35.879975] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:34:35.880015] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:34:35.880044] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:34:35.883415] [DEBUG] [FORECASTER] WEYS: Forecast T+1@11:T+2@11: UP (p=98.95%)
[2025-12-22T20:34:35.883721] [INFO ] [FORECASTER] Completed predict_future for WEYS
[2025-12-22T20:34:35.883850] [INFO ] [sig       ] WEYS: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:34:36.018490] [INFO ] [LOCAL     ] Saved forecast: WEYS	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/WEYS.txt
[2025-12-22T20:34:36.018678] [INFO ] [sig       ] [3450/3560] Completed WEYS in 0.3s | 2.94 sym/s | Total: 19.5m | ETA: 37.4s
[2025-12-22T20:34:36.018732] [INFO ] [sig       ] [3451/3560] Forecasting WF...
[2025-12-22T20:34:36.018766] [INFO ] [sig       ] Generating forecast for: WF
[2025-12-22T20:34:36.018796] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WF' from 'https://tdm.silogroup.org/data/derivative_storage/WF.csv'.
[2025-12-22T20:34:36.031928] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WF'.
[2025-12-22T20:34:36.032336] [INFO ] [FORECASTER] Starting predict_future for WF
[2025-12-22T20:34:36.033278] [DEBUG] [LOCAL     ] No optimal features file found for WF: ./output/feature-sets/WF.txt
[2025-12-22T20:34:36.033333] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:34:36.033367] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:34:36.033395] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:34:36.033452] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:34:36.093023] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:34:36.093899] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:34:36.093979] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:34:36.094012] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:34:36.215405] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:34:36.215559] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:34:36.215626] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:34:36.215656] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:34:36.219050] [DEBUG] [FORECASTER] WF: Forecast T+1@11:T+2@11: DOWN (p=39.05%)
[2025-12-22T20:34:36.219320] [INFO ] [FORECASTER] Completed predict_future for WF
[2025-12-22T20:34:36.219444] [INFO ] [sig       ] WF: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:34:36.356170] [INFO ] [LOCAL     ] Saved forecast: WF	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/WF.txt
[2025-12-22T20:34:36.356325] [INFO ] [sig       ] [3451/3560] Completed WF in 0.3s | 2.94 sym/s | Total: 19.5m | ETA: 37.0s
[2025-12-22T20:34:36.356366] [INFO ] [sig       ] [3452/3560] Forecasting WFC...
[2025-12-22T20:34:36.356396] [INFO ] [sig       ] Generating forecast for: WFC
[2025-12-22T20:34:36.356426] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WFC' from 'https://tdm.silogroup.org/data/derivative_storage/WFC.csv'.
[2025-12-22T20:34:36.368486] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WFC'.
[2025-12-22T20:34:36.368893] [INFO ] [FORECASTER] Starting predict_future for WFC
[2025-12-22T20:34:36.369736] [DEBUG] [LOCAL     ] No optimal features file found for WFC: ./output/feature-sets/WFC.txt
[2025-12-22T20:34:36.369801] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:34:36.369843] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:34:36.369877] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:34:36.369941] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:34:36.426383] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:34:36.427256] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:34:36.427340] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:34:36.427372] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:34:36.552999] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:34:36.553150] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:34:36.553191] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:34:36.553219] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:34:36.556586] [DEBUG] [FORECASTER] WFC: Forecast T+1@11:T+2@11: UP (p=70.60%)
[2025-12-22T20:34:36.556864] [INFO ] [FORECASTER] Completed predict_future for WFC
[2025-12-22T20:34:36.556984] [INFO ] [sig       ] WFC: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:34:36.698638] [INFO ] [LOCAL     ] Saved forecast: WFC	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/WFC.txt
[2025-12-22T20:34:36.698807] [INFO ] [sig       ] [3452/3560] Completed WFC in 0.3s | 2.94 sym/s | Total: 19.5m | ETA: 36.7s
[2025-12-22T20:34:36.698848] [INFO ] [sig       ] [3453/3560] Forecasting WFG...
[2025-12-22T20:34:36.698877] [INFO ] [sig       ] Generating forecast for: WFG
[2025-12-22T20:34:36.698907] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WFG' from 'https://tdm.silogroup.org/data/derivative_storage/WFG.csv'.
[2025-12-22T20:34:36.711024] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WFG'.
[2025-12-22T20:34:36.711362] [INFO ] [FORECASTER] Starting predict_future for WFG
[2025-12-22T20:34:36.712191] [DEBUG] [LOCAL     ] No optimal features file found for WFG: ./output/feature-sets/WFG.txt
[2025-12-22T20:34:36.712243] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:34:36.712275] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:34:36.712300] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:34:36.712356] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:34:36.781872] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:34:36.782791] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:34:36.782884] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:34:36.782923] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:34:36.909178] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:34:36.909333] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:34:36.909374] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:34:36.909421] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:34:36.913033] [DEBUG] [FORECASTER] WFG: Forecast T+1@11:T+2@11: DOWN (p=0.80%)
[2025-12-22T20:34:36.913356] [INFO ] [FORECASTER] Completed predict_future for WFG
[2025-12-22T20:34:36.913493] [INFO ] [sig       ] WFG: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:34:37.068767] [INFO ] [LOCAL     ] Saved forecast: WFG	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/WFG.txt
[2025-12-22T20:34:37.068951] [INFO ] [sig       ] [3453/3560] Completed WFG in 0.4s | 2.94 sym/s | Total: 19.6m | ETA: 36.3s
[2025-12-22T20:34:37.068995] [INFO ] [sig       ] [3454/3560] Forecasting WFRD...
[2025-12-22T20:34:37.069053] [INFO ] [sig       ] Generating forecast for: WFRD
[2025-12-22T20:34:37.069084] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WFRD' from 'https://tdm.silogroup.org/data/derivative_storage/WFRD.csv'.
[2025-12-22T20:34:37.081389] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WFRD'.
[2025-12-22T20:34:37.081826] [INFO ] [FORECASTER] Starting predict_future for WFRD
[2025-12-22T20:34:37.082692] [DEBUG] [LOCAL     ] No optimal features file found for WFRD: ./output/feature-sets/WFRD.txt
[2025-12-22T20:34:37.082750] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:34:37.082793] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:34:37.082833] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:34:37.082909] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:34:37.145675] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:34:37.146632] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:34:37.146728] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:34:37.146763] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:34:37.277025] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:34:37.277183] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:34:37.277223] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:34:37.277252] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:34:37.281055] [DEBUG] [FORECASTER] WFRD: Forecast T+1@11:T+2@11: DOWN (p=1.78%)
[2025-12-22T20:34:37.281426] [INFO ] [FORECASTER] Completed predict_future for WFRD
[2025-12-22T20:34:37.281594] [INFO ] [sig       ] WFRD: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:34:37.435411] [INFO ] [LOCAL     ] Saved forecast: WFRD	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/WFRD.txt
[2025-12-22T20:34:37.435615] [INFO ] [sig       ] [3454/3560] Completed WFRD in 0.4s | 2.94 sym/s | Total: 19.6m | ETA: 36.0s
[2025-12-22T20:34:37.435669] [INFO ] [sig       ] [3455/3560] Forecasting WGMI...
[2025-12-22T20:34:37.435702] [INFO ] [sig       ] Generating forecast for: WGMI
[2025-12-22T20:34:37.435734] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WGMI' from 'https://tdm.silogroup.org/data/derivative_storage/WGMI.csv'.
[2025-12-22T20:34:37.448379] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WGMI'.
[2025-12-22T20:34:37.448811] [INFO ] [FORECASTER] Starting predict_future for WGMI
[2025-12-22T20:34:37.449827] [DEBUG] [LOCAL     ] No optimal features file found for WGMI: ./output/feature-sets/WGMI.txt
[2025-12-22T20:34:37.449883] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:34:37.449916] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:34:37.449944] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:34:37.450021] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:34:37.512285] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:34:37.513213] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:34:37.513313] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:34:37.513376] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:34:37.642113] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:34:37.642270] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:34:37.642312] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:34:37.642341] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:34:37.645935] [DEBUG] [FORECASTER] WGMI: Forecast T+1@11:T+2@11: UP (p=95.39%)
[2025-12-22T20:34:37.646236] [INFO ] [FORECASTER] Completed predict_future for WGMI
[2025-12-22T20:34:37.646371] [INFO ] [sig       ] WGMI: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:34:37.782600] [INFO ] [LOCAL     ] Saved forecast: WGMI	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/WGMI.txt
[2025-12-22T20:34:37.782739] [INFO ] [sig       ] [3455/3560] Completed WGMI in 0.3s | 2.94 sym/s | Total: 19.6m | ETA: 35.7s
[2025-12-22T20:34:37.782778] [INFO ] [sig       ] [3456/3560] Forecasting WGO...
[2025-12-22T20:34:37.782809] [INFO ] [sig       ] Generating forecast for: WGO
[2025-12-22T20:34:37.782841] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WGO' from 'https://tdm.silogroup.org/data/derivative_storage/WGO.csv'.
[2025-12-22T20:34:37.795229] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WGO'.
[2025-12-22T20:34:37.795559] [INFO ] [FORECASTER] Starting predict_future for WGO
[2025-12-22T20:34:37.796329] [DEBUG] [LOCAL     ] No optimal features file found for WGO: ./output/feature-sets/WGO.txt
[2025-12-22T20:34:37.796380] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:34:37.796411] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:34:37.796437] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:34:37.796494] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:34:37.852243] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:34:37.852883] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:34:37.852958] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:34:37.852990] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:34:37.974190] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:34:37.974335] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:34:37.974377] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:34:37.974404] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:34:37.977865] [DEBUG] [FORECASTER] WGO: Forecast T+1@11:T+2@11: DOWN (p=17.46%)
[2025-12-22T20:34:37.978144] [INFO ] [FORECASTER] Completed predict_future for WGO
[2025-12-22T20:34:37.978268] [INFO ] [sig       ] WGO: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:34:38.120782] [INFO ] [LOCAL     ] Saved forecast: WGO	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/WGO.txt
[2025-12-22T20:34:38.120969] [INFO ] [sig       ] [3456/3560] Completed WGO in 0.3s | 2.94 sym/s | Total: 19.6m | ETA: 35.3s
[2025-12-22T20:34:38.121043] [INFO ] [sig       ] [3457/3560] Forecasting WGS...
[2025-12-22T20:34:38.121073] [INFO ] [sig       ] Generating forecast for: WGS
[2025-12-22T20:34:38.121104] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WGS' from 'https://tdm.silogroup.org/data/derivative_storage/WGS.csv'.
[2025-12-22T20:34:38.135836] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WGS'.
[2025-12-22T20:34:38.136257] [INFO ] [FORECASTER] Starting predict_future for WGS
[2025-12-22T20:34:38.137062] [DEBUG] [LOCAL     ] No optimal features file found for WGS: ./output/feature-sets/WGS.txt
[2025-12-22T20:34:38.137114] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:34:38.137157] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:34:38.137198] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:34:38.137306] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:34:38.195922] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:34:38.196865] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:34:38.196949] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:34:38.196982] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:34:38.328228] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:34:38.328405] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:34:38.328446] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:34:38.328475] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:34:38.332041] [DEBUG] [FORECASTER] WGS: Forecast T+1@11:T+2@11: UP (p=98.18%)
[2025-12-22T20:34:38.332354] [INFO ] [FORECASTER] Completed predict_future for WGS
[2025-12-22T20:34:38.332499] [INFO ] [sig       ] WGS: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:34:38.474522] [INFO ] [LOCAL     ] Saved forecast: WGS	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/WGS.txt
[2025-12-22T20:34:38.474709] [INFO ] [sig       ] [3457/3560] Completed WGS in 0.4s | 2.94 sym/s | Total: 19.6m | ETA: 35.0s
[2025-12-22T20:34:38.474764] [INFO ] [sig       ] [3458/3560] Forecasting WH...
[2025-12-22T20:34:38.474805] [INFO ] [sig       ] Generating forecast for: WH
[2025-12-22T20:34:38.474850] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WH' from 'https://tdm.silogroup.org/data/derivative_storage/WH.csv'.
[2025-12-22T20:34:38.486886] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WH'.
[2025-12-22T20:34:38.487346] [INFO ] [FORECASTER] Starting predict_future for WH
[2025-12-22T20:34:38.488439] [DEBUG] [LOCAL     ] No optimal features file found for WH: ./output/feature-sets/WH.txt
[2025-12-22T20:34:38.488495] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:34:38.488528] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:34:38.488555] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:34:38.488638] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:34:38.548217] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:34:38.549215] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:34:38.549301] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:34:38.549334] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:34:38.669801] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:34:38.669978] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:34:38.670017] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:34:38.670045] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:34:38.673376] [DEBUG] [FORECASTER] WH: Forecast T+1@11:T+2@11: UP (p=75.60%)
[2025-12-22T20:34:38.673673] [INFO ] [FORECASTER] Completed predict_future for WH
[2025-12-22T20:34:38.673795] [INFO ] [sig       ] WH: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:34:38.809679] [INFO ] [LOCAL     ] Saved forecast: WH	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/WH.txt
[2025-12-22T20:34:38.809816] [INFO ] [sig       ] [3458/3560] Completed WH in 0.3s | 2.94 sym/s | Total: 19.6m | ETA: 34.7s
[2025-12-22T20:34:38.809855] [INFO ] [sig       ] [3459/3560] Forecasting WHD...
[2025-12-22T20:34:38.809885] [INFO ] [sig       ] Generating forecast for: WHD
[2025-12-22T20:34:38.809914] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WHD' from 'https://tdm.silogroup.org/data/derivative_storage/WHD.csv'.
[2025-12-22T20:34:38.821053] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WHD'.
[2025-12-22T20:34:38.821393] [INFO ] [FORECASTER] Starting predict_future for WHD
[2025-12-22T20:34:38.822190] [DEBUG] [LOCAL     ] No optimal features file found for WHD: ./output/feature-sets/WHD.txt
[2025-12-22T20:34:38.822276] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:34:38.822312] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:34:38.822341] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:34:38.822398] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:34:38.888261] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:34:38.889317] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:34:38.889414] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:34:38.889454] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:34:39.010004] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:34:39.010163] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:34:39.010201] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:34:39.010229] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:34:39.013600] [DEBUG] [FORECASTER] WHD: Forecast T+1@11:T+2@11: UP (p=56.52%)
[2025-12-22T20:34:39.013876] [INFO ] [FORECASTER] Completed predict_future for WHD
[2025-12-22T20:34:39.013998] [INFO ] [sig       ] WHD: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:34:39.154344] [INFO ] [LOCAL     ] Saved forecast: WHD	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/WHD.txt
[2025-12-22T20:34:39.154504] [INFO ] [sig       ] [3459/3560] Completed WHD in 0.3s | 2.94 sym/s | Total: 19.6m | ETA: 34.3s
[2025-12-22T20:34:39.154545] [INFO ] [sig       ] [3460/3560] Forecasting WHF...
[2025-12-22T20:34:39.154594] [INFO ] [sig       ] Generating forecast for: WHF
[2025-12-22T20:34:39.154628] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WHF' from 'https://tdm.silogroup.org/data/derivative_storage/WHF.csv'.
[2025-12-22T20:34:39.167320] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WHF'.
[2025-12-22T20:34:39.167735] [INFO ] [FORECASTER] Starting predict_future for WHF
[2025-12-22T20:34:39.168634] [DEBUG] [LOCAL     ] No optimal features file found for WHF: ./output/feature-sets/WHF.txt
[2025-12-22T20:34:39.168688] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:34:39.168721] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:34:39.168747] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:34:39.168837] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:34:39.231331] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:34:39.232224] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:34:39.232313] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:34:39.232354] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:34:39.357237] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:34:39.357398] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:34:39.357439] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:34:39.357469] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:34:39.360948] [DEBUG] [FORECASTER] WHF: Forecast T+1@11:T+2@11: UP (p=94.84%)
[2025-12-22T20:34:39.361237] [INFO ] [FORECASTER] Completed predict_future for WHF
[2025-12-22T20:34:39.361363] [INFO ] [sig       ] WHF: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:34:39.504383] [INFO ] [LOCAL     ] Saved forecast: WHF	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/WHF.txt
[2025-12-22T20:34:39.504547] [INFO ] [sig       ] [3460/3560] Completed WHF in 0.3s | 2.94 sym/s | Total: 19.6m | ETA: 34.0s
[2025-12-22T20:34:39.504606] [INFO ] [sig       ] [3461/3560] Forecasting WHG...
[2025-12-22T20:34:39.504637] [INFO ] [sig       ] Generating forecast for: WHG
[2025-12-22T20:34:39.504668] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WHG' from 'https://tdm.silogroup.org/data/derivative_storage/WHG.csv'.
[2025-12-22T20:34:39.516819] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WHG'.
[2025-12-22T20:34:39.517248] [INFO ] [FORECASTER] Starting predict_future for WHG
[2025-12-22T20:34:39.518068] [DEBUG] [LOCAL     ] No optimal features file found for WHG: ./output/feature-sets/WHG.txt
[2025-12-22T20:34:39.518130] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:34:39.518162] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:34:39.518188] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:34:39.518243] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:34:39.574036] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:34:39.574668] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:34:39.574759] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:34:39.574791] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:34:39.679551] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:34:39.679739] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:34:39.679777] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:34:39.679805] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:34:39.683144] [DEBUG] [FORECASTER] WHG: Forecast T+1@11:T+2@11: DOWN (p=31.78%)
[2025-12-22T20:34:39.683416] [INFO ] [FORECASTER] Completed predict_future for WHG
[2025-12-22T20:34:39.683534] [INFO ] [sig       ] WHG: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:34:39.819337] [INFO ] [LOCAL     ] Saved forecast: WHG	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/WHG.txt
[2025-12-22T20:34:39.819504] [INFO ] [sig       ] [3461/3560] Completed WHG in 0.3s | 2.94 sym/s | Total: 19.6m | ETA: 33.6s
[2025-12-22T20:34:39.819545] [INFO ] [sig       ] [3462/3560] Forecasting WIA...
[2025-12-22T20:34:39.819595] [INFO ] [sig       ] Generating forecast for: WIA
[2025-12-22T20:34:39.819628] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WIA' from 'https://tdm.silogroup.org/data/derivative_storage/WIA.csv'.
[2025-12-22T20:34:39.832605] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WIA'.
[2025-12-22T20:34:39.832983] [INFO ] [FORECASTER] Starting predict_future for WIA
[2025-12-22T20:34:39.833771] [DEBUG] [LOCAL     ] No optimal features file found for WIA: ./output/feature-sets/WIA.txt
[2025-12-22T20:34:39.833823] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:34:39.833861] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:34:39.833888] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:34:39.833944] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:34:39.889521] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:34:39.890236] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:34:39.890315] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:34:39.890347] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:34:40.005113] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:34:40.005275] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:34:40.005314] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:34:40.005343] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:34:40.008720] [DEBUG] [FORECASTER] WIA: Forecast T+1@11:T+2@11: UP (p=86.93%)
[2025-12-22T20:34:40.008990] [INFO ] [FORECASTER] Completed predict_future for WIA
[2025-12-22T20:34:40.009129] [INFO ] [sig       ] WIA: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:34:40.144633] [INFO ] [LOCAL     ] Saved forecast: WIA	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/WIA.txt
[2025-12-22T20:34:40.144775] [INFO ] [sig       ] [3462/3560] Completed WIA in 0.3s | 2.94 sym/s | Total: 19.6m | ETA: 33.3s
[2025-12-22T20:34:40.144813] [INFO ] [sig       ] [3463/3560] Forecasting WIMI...
[2025-12-22T20:34:40.144842] [INFO ] [sig       ] Generating forecast for: WIMI
[2025-12-22T20:34:40.144870] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WIMI' from 'https://tdm.silogroup.org/data/derivative_storage/WIMI.csv'.
[2025-12-22T20:34:40.159960] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WIMI'.
[2025-12-22T20:34:40.160639] [INFO ] [FORECASTER] Starting predict_future for WIMI
[2025-12-22T20:34:40.161601] [DEBUG] [LOCAL     ] No optimal features file found for WIMI: ./output/feature-sets/WIMI.txt
[2025-12-22T20:34:40.161657] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:34:40.161692] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:34:40.161721] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:34:40.161781] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:34:40.220238] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:34:40.221429] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:34:40.221528] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:34:40.221563] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:34:40.349731] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:34:40.349964] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:34:40.350024] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:34:40.350057] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:34:40.354210] [DEBUG] [FORECASTER] WIMI: Forecast T+1@11:T+2@11: DOWN (p=3.95%)
[2025-12-22T20:34:40.354627] [INFO ] [FORECASTER] Completed predict_future for WIMI
[2025-12-22T20:34:40.354781] [INFO ] [sig       ] WIMI: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:34:40.495181] [INFO ] [LOCAL     ] Saved forecast: WIMI	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/WIMI.txt
[2025-12-22T20:34:40.495370] [INFO ] [sig       ] [3463/3560] Completed WIMI in 0.4s | 2.94 sym/s | Total: 19.6m | ETA: 33.0s
[2025-12-22T20:34:40.495413] [INFO ] [sig       ] [3464/3560] Forecasting WINA...
[2025-12-22T20:34:40.495446] [INFO ] [sig       ] Generating forecast for: WINA
[2025-12-22T20:34:40.495478] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WINA' from 'https://tdm.silogroup.org/data/derivative_storage/WINA.csv'.
[2025-12-22T20:34:40.508372] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WINA'.
[2025-12-22T20:34:40.508881] [INFO ] [FORECASTER] Starting predict_future for WINA
[2025-12-22T20:34:40.509942] [DEBUG] [LOCAL     ] No optimal features file found for WINA: ./output/feature-sets/WINA.txt
[2025-12-22T20:34:40.509995] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:34:40.510028] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:34:40.510055] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:34:40.510112] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:34:40.567812] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:34:40.569045] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:34:40.569145] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:34:40.569178] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:34:40.690835] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:34:40.691178] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-22T20:34:40.691228] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:34:40.691259] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:34:40.695186] [DEBUG] [FORECASTER] WINA: Forecast T+1@11:T+2@11: UP (p=84.79%)
[2025-12-22T20:34:40.695549] [INFO ] [FORECASTER] Completed predict_future for WINA
[2025-12-22T20:34:40.695712] [INFO ] [sig       ] WINA: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:34:40.841016] [INFO ] [LOCAL     ] Saved forecast: WINA	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/WINA.txt
[2025-12-22T20:34:40.841224] [INFO ] [sig       ] [3464/3560] Completed WINA in 0.3s | 2.94 sym/s | Total: 19.6m | ETA: 32.6s
[2025-12-22T20:34:40.841265] [INFO ] [sig       ] [3465/3560] Forecasting WING...
[2025-12-22T20:34:40.841298] [INFO ] [sig       ] Generating forecast for: WING
[2025-12-22T20:34:40.841329] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WING' from 'https://tdm.silogroup.org/data/derivative_storage/WING.csv'.
[2025-12-22T20:34:40.855535] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WING'.
[2025-12-22T20:34:40.856042] [INFO ] [FORECASTER] Starting predict_future for WING
[2025-12-22T20:34:40.856944] [DEBUG] [LOCAL     ] No optimal features file found for WING: ./output/feature-sets/WING.txt
[2025-12-22T20:34:40.856999] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:34:40.857032] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:34:40.857060] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:34:40.857117] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:34:40.914282] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:34:40.915465] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:34:40.915563] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:34:40.915617] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:34:41.040068] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:34:41.040306] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:34:41.040351] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:34:41.040380] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:34:41.044821] [DEBUG] [FORECASTER] WING: Forecast T+1@11:T+2@11: UP (p=67.12%)
[2025-12-22T20:34:41.045337] [INFO ] [FORECASTER] Completed predict_future for WING
[2025-12-22T20:34:41.045476] [INFO ] [sig       ] WING: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:34:41.191288] [INFO ] [LOCAL     ] Saved forecast: WING	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/WING.txt
[2025-12-22T20:34:41.191496] [INFO ] [sig       ] [3465/3560] Completed WING in 0.4s | 2.94 sym/s | Total: 19.6m | ETA: 32.3s
[2025-12-22T20:34:41.191546] [INFO ] [sig       ] [3466/3560] Forecasting WINN...
[2025-12-22T20:34:41.191605] [INFO ] [sig       ] Generating forecast for: WINN
[2025-12-22T20:34:41.191641] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WINN' from 'https://tdm.silogroup.org/data/derivative_storage/WINN.csv'.
[2025-12-22T20:34:41.206803] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WINN'.
[2025-12-22T20:34:41.207350] [INFO ] [FORECASTER] Starting predict_future for WINN
[2025-12-22T20:34:41.208340] [DEBUG] [LOCAL     ] No optimal features file found for WINN: ./output/feature-sets/WINN.txt
[2025-12-22T20:34:41.208400] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:34:41.208440] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:34:41.208470] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:34:41.208530] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:34:41.268662] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:34:41.269904] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:34:41.270003] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:34:41.270037] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:34:41.395126] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:34:41.395392] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:34:41.395440] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:34:41.395472] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:34:41.399529] [DEBUG] [FORECASTER] WINN: Forecast T+1@11:T+2@11: DOWN (p=1.26%)
[2025-12-22T20:34:41.399876] [INFO ] [FORECASTER] Completed predict_future for WINN
[2025-12-22T20:34:41.400040] [INFO ] [sig       ] WINN: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:34:41.539955] [INFO ] [LOCAL     ] Saved forecast: WINN	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/WINN.txt
[2025-12-22T20:34:41.540169] [INFO ] [sig       ] [3466/3560] Completed WINN in 0.3s | 2.94 sym/s | Total: 19.6m | ETA: 31.9s
[2025-12-22T20:34:41.540213] [INFO ] [sig       ] [3467/3560] Forecasting WIX...
[2025-12-22T20:34:41.540245] [INFO ] [sig       ] Generating forecast for: WIX
[2025-12-22T20:34:41.540278] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WIX' from 'https://tdm.silogroup.org/data/derivative_storage/WIX.csv'.
[2025-12-22T20:34:41.554764] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WIX'.
[2025-12-22T20:34:41.555542] [INFO ] [FORECASTER] Starting predict_future for WIX
[2025-12-22T20:34:41.556727] [DEBUG] [LOCAL     ] No optimal features file found for WIX: ./output/feature-sets/WIX.txt
[2025-12-22T20:34:41.556783] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:34:41.556816] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:34:41.556844] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:34:41.556902] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:34:41.614726] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:34:41.615890] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:34:41.615989] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:34:41.616022] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:34:41.741021] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:34:41.741259] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:34:41.741306] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:34:41.741336] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:34:41.745788] [DEBUG] [FORECASTER] WIX: Forecast T+1@11:T+2@11: UP (p=93.41%)
[2025-12-22T20:34:41.746314] [INFO ] [FORECASTER] Completed predict_future for WIX
[2025-12-22T20:34:41.746458] [INFO ] [sig       ] WIX: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:34:41.889514] [INFO ] [LOCAL     ] Saved forecast: WIX	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/WIX.txt
[2025-12-22T20:34:41.889748] [INFO ] [sig       ] [3467/3560] Completed WIX in 0.3s | 2.94 sym/s | Total: 19.6m | ETA: 31.6s
[2025-12-22T20:34:41.889794] [INFO ] [sig       ] [3468/3560] Forecasting WK...
[2025-12-22T20:34:41.889825] [INFO ] [sig       ] Generating forecast for: WK
[2025-12-22T20:34:41.889861] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WK' from 'https://tdm.silogroup.org/data/derivative_storage/WK.csv'.
[2025-12-22T20:34:41.903338] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WK'.
[2025-12-22T20:34:41.903924] [INFO ] [FORECASTER] Starting predict_future for WK
[2025-12-22T20:34:41.904894] [DEBUG] [LOCAL     ] No optimal features file found for WK: ./output/feature-sets/WK.txt
[2025-12-22T20:34:41.904948] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:34:41.904987] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:34:41.905020] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:34:41.905082] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:34:41.969193] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:34:41.970620] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:34:41.970724] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:34:41.970763] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:34:42.095740] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:34:42.096024] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:34:42.096105] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:34:42.096143] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:34:42.100389] [DEBUG] [FORECASTER] WK: Forecast T+1@11:T+2@11: DOWN (p=39.55%)
[2025-12-22T20:34:42.100861] [INFO ] [FORECASTER] Completed predict_future for WK
[2025-12-22T20:34:42.101037] [INFO ] [sig       ] WK: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:34:42.256014] [INFO ] [LOCAL     ] Saved forecast: WK	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/WK.txt
[2025-12-22T20:34:42.256253] [INFO ] [sig       ] [3468/3560] Completed WK in 0.4s | 2.94 sym/s | Total: 19.6m | ETA: 31.3s
[2025-12-22T20:34:42.256308] [INFO ] [sig       ] [3469/3560] Forecasting WKC...
[2025-12-22T20:34:42.256340] [INFO ] [sig       ] Generating forecast for: WKC
[2025-12-22T20:34:42.256375] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WKC' from 'https://tdm.silogroup.org/data/derivative_storage/WKC.csv'.
[2025-12-22T20:34:42.269366] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WKC'.
[2025-12-22T20:34:42.269926] [INFO ] [FORECASTER] Starting predict_future for WKC
[2025-12-22T20:34:42.270850] [DEBUG] [LOCAL     ] No optimal features file found for WKC: ./output/feature-sets/WKC.txt
[2025-12-22T20:34:42.270905] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:34:42.270939] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:34:42.270968] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:34:42.271027] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:34:42.330789] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:34:42.331974] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:34:42.332080] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:34:42.332116] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:34:42.457325] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:34:42.457562] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:34:42.457629] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:34:42.457662] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:34:42.461707] [DEBUG] [FORECASTER] WKC: Forecast T+1@11:T+2@11: UP (p=74.29%)
[2025-12-22T20:34:42.462057] [INFO ] [FORECASTER] Completed predict_future for WKC
[2025-12-22T20:34:42.462206] [INFO ] [sig       ] WKC: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:34:42.604120] [INFO ] [LOCAL     ] Saved forecast: WKC	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/WKC.txt
[2025-12-22T20:34:42.604319] [INFO ] [sig       ] [3469/3560] Completed WKC in 0.3s | 2.94 sym/s | Total: 19.6m | ETA: 30.9s
[2025-12-22T20:34:42.604366] [INFO ] [sig       ] [3470/3560] Forecasting WKEY...
[2025-12-22T20:34:42.604399] [INFO ] [sig       ] Generating forecast for: WKEY
[2025-12-22T20:34:42.604432] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WKEY' from 'https://tdm.silogroup.org/data/derivative_storage/WKEY.csv'.
[2025-12-22T20:34:42.618476] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WKEY'.
[2025-12-22T20:34:42.619115] [INFO ] [FORECASTER] Starting predict_future for WKEY
[2025-12-22T20:34:42.620057] [DEBUG] [LOCAL     ] No optimal features file found for WKEY: ./output/feature-sets/WKEY.txt
[2025-12-22T20:34:42.620111] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:34:42.620169] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:34:42.620198] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:34:42.620268] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:34:42.680567] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:34:42.681738] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:34:42.681841] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:34:42.681876] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:34:42.814193] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:34:42.814464] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:34:42.814520] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:34:42.814554] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:34:42.819780] [DEBUG] [FORECASTER] WKEY: Forecast T+1@11:T+2@11: DOWN (p=1.99%)
[2025-12-22T20:34:42.820363] [INFO ] [FORECASTER] Completed predict_future for WKEY
[2025-12-22T20:34:42.820514] [INFO ] [sig       ] WKEY: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:34:42.973568] [INFO ] [LOCAL     ] Saved forecast: WKEY	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/WKEY.txt
[2025-12-22T20:34:42.973785] [INFO ] [sig       ] [3470/3560] Completed WKEY in 0.4s | 2.94 sym/s | Total: 19.6m | ETA: 30.6s
[2025-12-22T20:34:42.973830] [INFO ] [sig       ] [3471/3560] Forecasting WKSP...
[2025-12-22T20:34:42.973861] [INFO ] [sig       ] Generating forecast for: WKSP
[2025-12-22T20:34:42.973892] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WKSP' from 'https://tdm.silogroup.org/data/derivative_storage/WKSP.csv'.
[2025-12-22T20:34:42.990107] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WKSP'.
[2025-12-22T20:34:42.990827] [INFO ] [FORECASTER] Starting predict_future for WKSP
[2025-12-22T20:34:42.991945] [DEBUG] [LOCAL     ] No optimal features file found for WKSP: ./output/feature-sets/WKSP.txt
[2025-12-22T20:34:42.992001] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:34:42.992036] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:34:42.992066] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:34:42.992296] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:34:43.053680] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:34:43.054886] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:34:43.054995] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:34:43.055030] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:34:43.180470] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:34:43.180720] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:34:43.180766] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:34:43.180796] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:34:43.184757] [DEBUG] [FORECASTER] WKSP: Forecast T+1@11:T+2@11: UP (p=87.43%)
[2025-12-22T20:34:43.185093] [INFO ] [FORECASTER] Completed predict_future for WKSP
[2025-12-22T20:34:43.185233] [INFO ] [sig       ] WKSP: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:34:43.348389] [INFO ] [LOCAL     ] Saved forecast: WKSP	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/WKSP.txt
[2025-12-22T20:34:43.348627] [INFO ] [sig       ] [3471/3560] Completed WKSP in 0.4s | 2.94 sym/s | Total: 19.7m | ETA: 30.2s
[2025-12-22T20:34:43.348675] [INFO ] [sig       ] [3472/3560] Forecasting WLDN...
[2025-12-22T20:34:43.348705] [INFO ] [sig       ] Generating forecast for: WLDN
[2025-12-22T20:34:43.348736] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WLDN' from 'https://tdm.silogroup.org/data/derivative_storage/WLDN.csv'.
[2025-12-22T20:34:43.361895] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WLDN'.
[2025-12-22T20:34:43.362524] [INFO ] [FORECASTER] Starting predict_future for WLDN
[2025-12-22T20:34:43.363454] [DEBUG] [LOCAL     ] No optimal features file found for WLDN: ./output/feature-sets/WLDN.txt
[2025-12-22T20:34:43.363509] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:34:43.363545] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:34:43.363596] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:34:43.363660] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:34:43.422517] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:34:43.423740] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:34:43.423839] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:34:43.423892] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:34:43.552259] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:34:43.552555] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:34:43.552623] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:34:43.552655] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:34:43.556498] [DEBUG] [FORECASTER] WLDN: Forecast T+1@11:T+2@11: DOWN (p=37.37%)
[2025-12-22T20:34:43.556821] [INFO ] [FORECASTER] Completed predict_future for WLDN
[2025-12-22T20:34:43.556967] [INFO ] [sig       ] WLDN: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:34:43.703746] [INFO ] [LOCAL     ] Saved forecast: WLDN	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/WLDN.txt
[2025-12-22T20:34:43.703977] [INFO ] [sig       ] [3472/3560] Completed WLDN in 0.4s | 2.94 sym/s | Total: 19.7m | ETA: 29.9s
[2025-12-22T20:34:43.704027] [INFO ] [sig       ] [3473/3560] Forecasting WLDS...
[2025-12-22T20:34:43.704060] [INFO ] [sig       ] Generating forecast for: WLDS
[2025-12-22T20:34:43.704091] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WLDS' from 'https://tdm.silogroup.org/data/derivative_storage/WLDS.csv'.
[2025-12-22T20:34:43.717544] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WLDS'.
[2025-12-22T20:34:43.718135] [INFO ] [FORECASTER] Starting predict_future for WLDS
[2025-12-22T20:34:43.719220] [DEBUG] [LOCAL     ] No optimal features file found for WLDS: ./output/feature-sets/WLDS.txt
[2025-12-22T20:34:43.719277] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:34:43.719312] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:34:43.719339] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:34:43.719399] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:34:43.779303] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:34:43.780462] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:34:43.780560] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:34:43.780612] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:34:43.897119] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:34:43.897283] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:34:43.897323] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:34:43.897351] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:34:43.900751] [DEBUG] [FORECASTER] WLDS: Forecast T+1@11:T+2@11: UP (p=91.56%)
[2025-12-22T20:34:43.901015] [INFO ] [FORECASTER] Completed predict_future for WLDS
[2025-12-22T20:34:43.901138] [INFO ] [sig       ] WLDS: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:34:44.035330] [INFO ] [LOCAL     ] Saved forecast: WLDS	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/WLDS.txt
[2025-12-22T20:34:44.035451] [INFO ] [sig       ] [3473/3560] Completed WLDS in 0.3s | 2.94 sym/s | Total: 19.7m | ETA: 29.6s
[2025-12-22T20:34:44.035521] [INFO ] [sig       ] [3474/3560] Forecasting WLFC...
[2025-12-22T20:34:44.035553] [INFO ] [sig       ] Generating forecast for: WLFC
[2025-12-22T20:34:44.035600] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WLFC' from 'https://tdm.silogroup.org/data/derivative_storage/WLFC.csv'.
[2025-12-22T20:34:44.046510] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WLFC'.
[2025-12-22T20:34:44.046815] [INFO ] [FORECASTER] Starting predict_future for WLFC
[2025-12-22T20:34:44.047604] [DEBUG] [LOCAL     ] No optimal features file found for WLFC: ./output/feature-sets/WLFC.txt
[2025-12-22T20:34:44.047656] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:34:44.047688] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:34:44.047716] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:34:44.047772] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:34:44.103250] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:34:44.103981] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:34:44.104060] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:34:44.104093] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:34:44.220223] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:34:44.220380] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:34:44.220420] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:34:44.220448] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:34:44.224191] [DEBUG] [FORECASTER] WLFC: Forecast T+1@11:T+2@11: DOWN (p=41.34%)
[2025-12-22T20:34:44.224465] [INFO ] [FORECASTER] Completed predict_future for WLFC
[2025-12-22T20:34:44.224605] [INFO ] [sig       ] WLFC: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:34:44.360170] [INFO ] [LOCAL     ] Saved forecast: WLFC	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/WLFC.txt
[2025-12-22T20:34:44.360305] [INFO ] [sig       ] [3474/3560] Completed WLFC in 0.3s | 2.94 sym/s | Total: 19.7m | ETA: 29.2s
[2025-12-22T20:34:44.360344] [INFO ] [sig       ] [3475/3560] Forecasting WLK...
[2025-12-22T20:34:44.360373] [INFO ] [sig       ] Generating forecast for: WLK
[2025-12-22T20:34:44.360403] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WLK' from 'https://tdm.silogroup.org/data/derivative_storage/WLK.csv'.
[2025-12-22T20:34:44.371699] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WLK'.
[2025-12-22T20:34:44.372061] [INFO ] [FORECASTER] Starting predict_future for WLK
[2025-12-22T20:34:44.372823] [DEBUG] [LOCAL     ] No optimal features file found for WLK: ./output/feature-sets/WLK.txt
[2025-12-22T20:34:44.372874] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:34:44.372906] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:34:44.372933] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:34:44.372993] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:34:44.432762] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:34:44.433675] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:34:44.433752] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:34:44.433784] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:34:44.547810] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:34:44.547964] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:34:44.548003] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:34:44.548031] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:34:44.551390] [DEBUG] [FORECASTER] WLK: Forecast T+1@11:T+2@11: UP (p=52.33%)
[2025-12-22T20:34:44.551677] [INFO ] [FORECASTER] Completed predict_future for WLK
[2025-12-22T20:34:44.551838] [INFO ] [sig       ] WLK: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:34:44.688935] [INFO ] [LOCAL     ] Saved forecast: WLK	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/WLK.txt
[2025-12-22T20:34:44.689106] [INFO ] [sig       ] [3475/3560] Completed WLK in 0.3s | 2.94 sym/s | Total: 19.7m | ETA: 28.9s
[2025-12-22T20:34:44.689149] [INFO ] [sig       ] [3476/3560] Forecasting WLKP...
[2025-12-22T20:34:44.689179] [INFO ] [sig       ] Generating forecast for: WLKP
[2025-12-22T20:34:44.689208] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WLKP' from 'https://tdm.silogroup.org/data/derivative_storage/WLKP.csv'.
[2025-12-22T20:34:44.700767] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WLKP'.
[2025-12-22T20:34:44.701168] [INFO ] [FORECASTER] Starting predict_future for WLKP
[2025-12-22T20:34:44.701966] [DEBUG] [LOCAL     ] No optimal features file found for WLKP: ./output/feature-sets/WLKP.txt
[2025-12-22T20:34:44.702018] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:34:44.702050] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:34:44.702077] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:34:44.702132] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:34:44.758378] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:34:44.759035] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:34:44.759112] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:34:44.759144] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:34:44.872344] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:34:44.872490] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:34:44.872528] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:34:44.872555] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:34:44.875938] [DEBUG] [FORECASTER] WLKP: Forecast T+1@11:T+2@11: DOWN (p=36.30%)
[2025-12-22T20:34:44.876238] [INFO ] [FORECASTER] Completed predict_future for WLKP
[2025-12-22T20:34:44.876361] [INFO ] [sig       ] WLKP: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:34:45.011730] [INFO ] [LOCAL     ] Saved forecast: WLKP	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/WLKP.txt
[2025-12-22T20:34:45.011885] [INFO ] [sig       ] [3476/3560] Completed WLKP in 0.3s | 2.94 sym/s | Total: 19.7m | ETA: 28.5s
[2025-12-22T20:34:45.011925] [INFO ] [sig       ] [3477/3560] Forecasting WMG...
[2025-12-22T20:34:45.011955] [INFO ] [sig       ] Generating forecast for: WMG
[2025-12-22T20:34:45.011985] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WMG' from 'https://tdm.silogroup.org/data/derivative_storage/WMG.csv'.
[2025-12-22T20:34:45.024465] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WMG'.
[2025-12-22T20:34:45.024934] [INFO ] [FORECASTER] Starting predict_future for WMG
[2025-12-22T20:34:45.025785] [DEBUG] [LOCAL     ] No optimal features file found for WMG: ./output/feature-sets/WMG.txt
[2025-12-22T20:34:45.025839] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:34:45.025872] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:34:45.025937] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:34:45.026019] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:34:45.082952] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:34:45.083667] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:34:45.083746] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:34:45.083780] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:34:45.208142] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:34:45.208295] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:34:45.208334] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:34:45.208379] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:34:45.211689] [DEBUG] [FORECASTER] WMG: Forecast T+1@11:T+2@11: UP (p=97.91%)
[2025-12-22T20:34:45.211950] [INFO ] [FORECASTER] Completed predict_future for WMG
[2025-12-22T20:34:45.212071] [INFO ] [sig       ] WMG: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:34:45.346854] [INFO ] [LOCAL     ] Saved forecast: WMG	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/WMG.txt
[2025-12-22T20:34:45.346968] [INFO ] [sig       ] [3477/3560] Completed WMG in 0.3s | 2.94 sym/s | Total: 19.7m | ETA: 28.2s
[2025-12-22T20:34:45.347013] [INFO ] [sig       ] [3478/3560] Forecasting WMK...
[2025-12-22T20:34:45.347050] [INFO ] [sig       ] Generating forecast for: WMK
[2025-12-22T20:34:45.347086] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WMK' from 'https://tdm.silogroup.org/data/derivative_storage/WMK.csv'.
[2025-12-22T20:34:45.358733] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WMK'.
[2025-12-22T20:34:45.359052] [INFO ] [FORECASTER] Starting predict_future for WMK
[2025-12-22T20:34:45.359841] [DEBUG] [LOCAL     ] No optimal features file found for WMK: ./output/feature-sets/WMK.txt
[2025-12-22T20:34:45.359901] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:34:45.359936] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:34:45.359968] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:34:45.360035] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:34:45.417215] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:34:45.417826] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:34:45.417902] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:34:45.417936] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:34:45.536345] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:34:45.536477] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:34:45.536515] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:34:45.536544] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:34:45.539782] [DEBUG] [FORECASTER] WMK: Forecast T+1@11:T+2@11: UP (p=81.87%)
[2025-12-22T20:34:45.540049] [INFO ] [FORECASTER] Completed predict_future for WMK
[2025-12-22T20:34:45.540166] [INFO ] [sig       ] WMK: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:34:45.676229] [INFO ] [LOCAL     ] Saved forecast: WMK	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/WMK.txt
[2025-12-22T20:34:45.676363] [INFO ] [sig       ] [3478/3560] Completed WMK in 0.3s | 2.94 sym/s | Total: 19.7m | ETA: 27.9s
[2025-12-22T20:34:45.676403] [INFO ] [sig       ] [3479/3560] Forecasting WMS...
[2025-12-22T20:34:45.676433] [INFO ] [sig       ] Generating forecast for: WMS
[2025-12-22T20:34:45.676464] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WMS' from 'https://tdm.silogroup.org/data/derivative_storage/WMS.csv'.
[2025-12-22T20:34:45.687850] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WMS'.
[2025-12-22T20:34:45.688193] [INFO ] [FORECASTER] Starting predict_future for WMS
[2025-12-22T20:34:45.688974] [DEBUG] [LOCAL     ] No optimal features file found for WMS: ./output/feature-sets/WMS.txt
[2025-12-22T20:34:45.689051] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:34:45.689084] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:34:45.689111] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:34:45.689166] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:34:45.745092] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:34:45.745888] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:34:45.746227] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:34:45.746267] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:34:45.869415] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:34:45.869620] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:34:45.869663] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:34:45.869691] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:34:45.873132] [DEBUG] [FORECASTER] WMS: Forecast T+1@11:T+2@11: UP (p=69.47%)
[2025-12-22T20:34:45.873405] [INFO ] [FORECASTER] Completed predict_future for WMS
[2025-12-22T20:34:45.873525] [INFO ] [sig       ] WMS: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:34:46.009627] [INFO ] [LOCAL     ] Saved forecast: WMS	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/WMS.txt
[2025-12-22T20:34:46.009785] [INFO ] [sig       ] [3479/3560] Completed WMS in 0.3s | 2.94 sym/s | Total: 19.7m | ETA: 27.5s
[2025-12-22T20:34:46.009823] [INFO ] [sig       ] [3480/3560] Forecasting WNC...
[2025-12-22T20:34:46.009852] [INFO ] [sig       ] Generating forecast for: WNC
[2025-12-22T20:34:46.009881] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WNC' from 'https://tdm.silogroup.org/data/derivative_storage/WNC.csv'.
[2025-12-22T20:34:46.023486] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WNC'.
[2025-12-22T20:34:46.023975] [INFO ] [FORECASTER] Starting predict_future for WNC
[2025-12-22T20:34:46.024932] [DEBUG] [LOCAL     ] No optimal features file found for WNC: ./output/feature-sets/WNC.txt
[2025-12-22T20:34:46.024995] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:34:46.025030] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:34:46.025057] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:34:46.025112] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:34:46.088104] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:34:46.088974] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:34:46.089080] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:34:46.089116] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:34:46.220084] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:34:46.220237] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:34:46.220279] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:34:46.220308] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:34:46.224105] [DEBUG] [FORECASTER] WNC: Forecast T+1@11:T+2@11: UP (p=99.18%)
[2025-12-22T20:34:46.224438] [INFO ] [FORECASTER] Completed predict_future for WNC
[2025-12-22T20:34:46.224568] [INFO ] [sig       ] WNC: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:34:46.376241] [INFO ] [LOCAL     ] Saved forecast: WNC	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/WNC.txt
[2025-12-22T20:34:46.376408] [INFO ] [sig       ] [3480/3560] Completed WNC in 0.4s | 2.94 sym/s | Total: 19.7m | ETA: 27.2s
[2025-12-22T20:34:46.376460] [INFO ] [sig       ] [3481/3560] Forecasting WNEB...
[2025-12-22T20:34:46.376503] [INFO ] [sig       ] Generating forecast for: WNEB
[2025-12-22T20:34:46.376538] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WNEB' from 'https://tdm.silogroup.org/data/derivative_storage/WNEB.csv'.
[2025-12-22T20:34:46.388044] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WNEB'.
[2025-12-22T20:34:46.388436] [INFO ] [FORECASTER] Starting predict_future for WNEB
[2025-12-22T20:34:46.389423] [DEBUG] [LOCAL     ] No optimal features file found for WNEB: ./output/feature-sets/WNEB.txt
[2025-12-22T20:34:46.389477] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:34:46.389510] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:34:46.389553] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:34:46.389629] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:34:46.460087] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:34:46.460951] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:34:46.461039] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:34:46.461072] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:34:46.592071] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:34:46.592217] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:34:46.592258] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:34:46.592286] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:34:46.596007] [DEBUG] [FORECASTER] WNEB: Forecast T+1@11:T+2@11: UP (p=77.59%)
[2025-12-22T20:34:46.596313] [INFO ] [FORECASTER] Completed predict_future for WNEB
[2025-12-22T20:34:46.596456] [INFO ] [sig       ] WNEB: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:34:46.753525] [INFO ] [LOCAL     ] Saved forecast: WNEB	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/WNEB.txt
[2025-12-22T20:34:46.753722] [INFO ] [sig       ] [3481/3560] Completed WNEB in 0.4s | 2.94 sym/s | Total: 19.7m | ETA: 26.8s
[2025-12-22T20:34:46.753783] [INFO ] [sig       ] [3482/3560] Forecasting WOOD...
[2025-12-22T20:34:46.753821] [INFO ] [sig       ] Generating forecast for: WOOD
[2025-12-22T20:34:46.753854] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WOOD' from 'https://tdm.silogroup.org/data/derivative_storage/WOOD.csv'.
[2025-12-22T20:34:46.765225] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WOOD'.
[2025-12-22T20:34:46.765604] [INFO ] [FORECASTER] Starting predict_future for WOOD
[2025-12-22T20:34:46.766394] [DEBUG] [LOCAL     ] No optimal features file found for WOOD: ./output/feature-sets/WOOD.txt
[2025-12-22T20:34:46.766455] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:34:46.766502] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:34:46.766542] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:34:46.766618] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:34:46.834950] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:34:46.835728] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:34:46.835808] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:34:46.835841] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:34:46.950036] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:34:46.950180] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:34:46.950220] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:34:46.950249] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:34:46.953702] [DEBUG] [FORECASTER] WOOD: Forecast T+1@11:T+2@11: UP (p=89.40%)
[2025-12-22T20:34:46.954016] [INFO ] [FORECASTER] Completed predict_future for WOOD
[2025-12-22T20:34:46.954144] [INFO ] [sig       ] WOOD: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:34:47.103193] [INFO ] [LOCAL     ] Saved forecast: WOOD	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/WOOD.txt
[2025-12-22T20:34:47.103332] [INFO ] [sig       ] [3482/3560] Completed WOOD in 0.3s | 2.94 sym/s | Total: 19.7m | ETA: 26.5s
[2025-12-22T20:34:47.103372] [INFO ] [sig       ] [3483/3560] Forecasting WOOF...
[2025-12-22T20:34:47.103413] [INFO ] [sig       ] Generating forecast for: WOOF
[2025-12-22T20:34:47.103449] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WOOF' from 'https://tdm.silogroup.org/data/derivative_storage/WOOF.csv'.
[2025-12-22T20:34:47.115942] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WOOF'.
[2025-12-22T20:34:47.116380] [INFO ] [FORECASTER] Starting predict_future for WOOF
[2025-12-22T20:34:47.117666] [DEBUG] [LOCAL     ] No optimal features file found for WOOF: ./output/feature-sets/WOOF.txt
[2025-12-22T20:34:47.117722] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:34:47.117756] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:34:47.117783] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:34:47.117841] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:34:47.178121] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:34:47.178930] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:34:47.179035] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:34:47.179072] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:34:47.297183] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:34:47.297335] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:34:47.297374] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:34:47.297402] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:34:47.300781] [DEBUG] [FORECASTER] WOOF: Forecast T+1@11:T+2@11: DOWN (p=24.13%)
[2025-12-22T20:34:47.301063] [INFO ] [FORECASTER] Completed predict_future for WOOF
[2025-12-22T20:34:47.301201] [INFO ] [sig       ] WOOF: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:34:47.435681] [INFO ] [LOCAL     ] Saved forecast: WOOF	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/WOOF.txt
[2025-12-22T20:34:47.435823] [INFO ] [sig       ] [3483/3560] Completed WOOF in 0.3s | 2.94 sym/s | Total: 19.7m | ETA: 26.2s
[2025-12-22T20:34:47.435863] [INFO ] [sig       ] [3484/3560] Forecasting WPC...
[2025-12-22T20:34:47.435893] [INFO ] [sig       ] Generating forecast for: WPC
[2025-12-22T20:34:47.435922] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WPC' from 'https://tdm.silogroup.org/data/derivative_storage/WPC.csv'.
[2025-12-22T20:34:47.446748] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WPC'.
[2025-12-22T20:34:47.447120] [INFO ] [FORECASTER] Starting predict_future for WPC
[2025-12-22T20:34:47.447905] [DEBUG] [LOCAL     ] No optimal features file found for WPC: ./output/feature-sets/WPC.txt
[2025-12-22T20:34:47.447956] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:34:47.447991] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:34:47.448023] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:34:47.448090] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:34:47.506842] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:34:47.507636] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:34:47.507716] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:34:47.507748] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:34:47.628346] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:34:47.628503] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:34:47.628543] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:34:47.628587] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:34:47.631905] [DEBUG] [FORECASTER] WPC: Forecast T+1@11:T+2@11: DOWN (p=4.02%)
[2025-12-22T20:34:47.632179] [INFO ] [FORECASTER] Completed predict_future for WPC
[2025-12-22T20:34:47.632299] [INFO ] [sig       ] WPC: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:34:47.767026] [INFO ] [LOCAL     ] Saved forecast: WPC	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/WPC.txt
[2025-12-22T20:34:47.767161] [INFO ] [sig       ] [3484/3560] Completed WPC in 0.3s | 2.94 sym/s | Total: 19.7m | ETA: 25.8s
[2025-12-22T20:34:47.767200] [INFO ] [sig       ] [3485/3560] Forecasting WPP...
[2025-12-22T20:34:47.767228] [INFO ] [sig       ] Generating forecast for: WPP
[2025-12-22T20:34:47.767264] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WPP' from 'https://tdm.silogroup.org/data/derivative_storage/WPP.csv'.
[2025-12-22T20:34:47.779085] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WPP'.
[2025-12-22T20:34:47.779437] [INFO ] [FORECASTER] Starting predict_future for WPP
[2025-12-22T20:34:47.780209] [DEBUG] [LOCAL     ] No optimal features file found for WPP: ./output/feature-sets/WPP.txt
[2025-12-22T20:34:47.780260] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:34:47.780292] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:34:47.780319] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:34:47.780374] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:34:47.835566] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:34:47.836351] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:34:47.836431] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:34:47.836463] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:34:47.955184] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:34:47.955336] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:34:47.955375] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:34:47.955402] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:34:47.958723] [DEBUG] [FORECASTER] WPP: Forecast T+1@11:T+2@11: DOWN (p=18.75%)
[2025-12-22T20:34:47.958992] [INFO ] [FORECASTER] Completed predict_future for WPP
[2025-12-22T20:34:47.959153] [INFO ] [sig       ] WPP: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:34:48.092866] [INFO ] [LOCAL     ] Saved forecast: WPP	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/WPP.txt
[2025-12-22T20:34:48.093002] [INFO ] [sig       ] [3485/3560] Completed WPP in 0.3s | 2.94 sym/s | Total: 19.7m | ETA: 25.5s
[2025-12-22T20:34:48.093044] [INFO ] [sig       ] [3486/3560] Forecasting WRAP...
[2025-12-22T20:34:48.093074] [INFO ] [sig       ] Generating forecast for: WRAP
[2025-12-22T20:34:48.093103] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WRAP' from 'https://tdm.silogroup.org/data/derivative_storage/WRAP.csv'.
[2025-12-22T20:34:48.104367] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WRAP'.
[2025-12-22T20:34:48.104761] [INFO ] [FORECASTER] Starting predict_future for WRAP
[2025-12-22T20:34:48.105533] [DEBUG] [LOCAL     ] No optimal features file found for WRAP: ./output/feature-sets/WRAP.txt
[2025-12-22T20:34:48.105602] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:34:48.105635] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:34:48.105662] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:34:48.105717] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:34:48.161475] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:34:48.162223] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:34:48.162299] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:34:48.162331] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:34:48.280490] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:34:48.280657] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:34:48.280697] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:34:48.280724] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:34:48.284057] [DEBUG] [FORECASTER] WRAP: Forecast T+1@11:T+2@11: DOWN (p=1.87%)
[2025-12-22T20:34:48.284328] [INFO ] [FORECASTER] Completed predict_future for WRAP
[2025-12-22T20:34:48.284448] [INFO ] [sig       ] WRAP: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:34:48.422615] [INFO ] [LOCAL     ] Saved forecast: WRAP	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/WRAP.txt
[2025-12-22T20:34:48.422770] [INFO ] [sig       ] [3486/3560] Completed WRAP in 0.3s | 2.94 sym/s | Total: 19.7m | ETA: 25.1s
[2025-12-22T20:34:48.422810] [INFO ] [sig       ] [3487/3560] Forecasting WRB...
[2025-12-22T20:34:48.422839] [INFO ] [sig       ] Generating forecast for: WRB
[2025-12-22T20:34:48.422868] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WRB' from 'https://tdm.silogroup.org/data/derivative_storage/WRB.csv'.
[2025-12-22T20:34:48.435044] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WRB'.
[2025-12-22T20:34:48.435360] [INFO ] [FORECASTER] Starting predict_future for WRB
[2025-12-22T20:34:48.436133] [DEBUG] [LOCAL     ] No optimal features file found for WRB: ./output/feature-sets/WRB.txt
[2025-12-22T20:34:48.436184] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:34:48.436216] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:34:48.436242] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:34:48.436298] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:34:48.492029] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:34:48.492751] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:34:48.492827] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:34:48.492860] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:34:48.610352] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:34:48.610499] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:34:48.610538] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:34:48.610566] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:34:48.613925] [DEBUG] [FORECASTER] WRB: Forecast T+1@11:T+2@11: DOWN (p=26.81%)
[2025-12-22T20:34:48.614212] [INFO ] [FORECASTER] Completed predict_future for WRB
[2025-12-22T20:34:48.614333] [INFO ] [sig       ] WRB: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:34:48.750218] [INFO ] [LOCAL     ] Saved forecast: WRB	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/WRB.txt
[2025-12-22T20:34:48.750359] [INFO ] [sig       ] [3487/3560] Completed WRB in 0.3s | 2.94 sym/s | Total: 19.7m | ETA: 24.8s
[2025-12-22T20:34:48.750397] [INFO ] [sig       ] [3488/3560] Forecasting WRBY...
[2025-12-22T20:34:48.750427] [INFO ] [sig       ] Generating forecast for: WRBY
[2025-12-22T20:34:48.750458] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WRBY' from 'https://tdm.silogroup.org/data/derivative_storage/WRBY.csv'.
[2025-12-22T20:34:48.760730] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WRBY'.
[2025-12-22T20:34:48.761070] [INFO ] [FORECASTER] Starting predict_future for WRBY
[2025-12-22T20:34:48.761880] [DEBUG] [LOCAL     ] No optimal features file found for WRBY: ./output/feature-sets/WRBY.txt
[2025-12-22T20:34:48.761932] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:34:48.761964] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:34:48.761990] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:34:48.762047] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:34:48.817608] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:34:48.818328] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:34:48.818405] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:34:48.818437] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:34:48.937791] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:34:48.937941] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:34:48.937979] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:34:48.938007] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:34:48.941412] [DEBUG] [FORECASTER] WRBY: Forecast T+1@11:T+2@11: DOWN (p=4.63%)
[2025-12-22T20:34:48.941705] [INFO ] [FORECASTER] Completed predict_future for WRBY
[2025-12-22T20:34:48.941842] [INFO ] [sig       ] WRBY: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:34:49.076519] [INFO ] [LOCAL     ] Saved forecast: WRBY	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/WRBY.txt
[2025-12-22T20:34:49.076673] [INFO ] [sig       ] [3488/3560] Completed WRBY in 0.3s | 2.94 sym/s | Total: 19.8m | ETA: 24.5s
[2025-12-22T20:34:49.076713] [INFO ] [sig       ] [3489/3560] Forecasting WRLD...
[2025-12-22T20:34:49.076743] [INFO ] [sig       ] Generating forecast for: WRLD
[2025-12-22T20:34:49.076778] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WRLD' from 'https://tdm.silogroup.org/data/derivative_storage/WRLD.csv'.
[2025-12-22T20:34:49.087431] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WRLD'.
[2025-12-22T20:34:49.087813] [INFO ] [FORECASTER] Starting predict_future for WRLD
[2025-12-22T20:34:49.088590] [DEBUG] [LOCAL     ] No optimal features file found for WRLD: ./output/feature-sets/WRLD.txt
[2025-12-22T20:34:49.088642] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:34:49.088674] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:34:49.088701] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:34:49.088757] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:34:49.147931] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:34:49.148759] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:34:49.148836] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:34:49.148868] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:34:49.268351] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:34:49.268506] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:34:49.268544] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:34:49.268601] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:34:49.272106] [DEBUG] [FORECASTER] WRLD: Forecast T+1@11:T+2@11: UP (p=52.53%)
[2025-12-22T20:34:49.272377] [INFO ] [FORECASTER] Completed predict_future for WRLD
[2025-12-22T20:34:49.272497] [INFO ] [sig       ] WRLD: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:34:49.406639] [INFO ] [LOCAL     ] Saved forecast: WRLD	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/WRLD.txt
[2025-12-22T20:34:49.406776] [INFO ] [sig       ] [3489/3560] Completed WRLD in 0.3s | 2.94 sym/s | Total: 19.8m | ETA: 24.1s
[2025-12-22T20:34:49.406815] [INFO ] [sig       ] [3490/3560] Forecasting WSBC...
[2025-12-22T20:34:49.406844] [INFO ] [sig       ] Generating forecast for: WSBC
[2025-12-22T20:34:49.406873] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WSBC' from 'https://tdm.silogroup.org/data/derivative_storage/WSBC.csv'.
[2025-12-22T20:34:49.419859] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WSBC'.
[2025-12-22T20:34:49.420228] [INFO ] [FORECASTER] Starting predict_future for WSBC
[2025-12-22T20:34:49.421105] [DEBUG] [LOCAL     ] No optimal features file found for WSBC: ./output/feature-sets/WSBC.txt
[2025-12-22T20:34:49.421171] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:34:49.421210] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:34:49.421240] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:34:49.421301] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:34:49.478498] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:34:49.479162] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:34:49.479239] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:34:49.479273] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:34:49.596699] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:34:49.596849] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:34:49.596890] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:34:49.596919] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:34:49.600367] [DEBUG] [FORECASTER] WSBC: Forecast T+1@11:T+2@11: UP (p=50.76%)
[2025-12-22T20:34:49.600683] [INFO ] [FORECASTER] Completed predict_future for WSBC
[2025-12-22T20:34:49.600811] [INFO ] [sig       ] WSBC: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:34:49.735161] [INFO ] [LOCAL     ] Saved forecast: WSBC	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/WSBC.txt
[2025-12-22T20:34:49.735302] [INFO ] [sig       ] [3490/3560] Completed WSBC in 0.3s | 2.94 sym/s | Total: 19.8m | ETA: 23.8s
[2025-12-22T20:34:49.735378] [INFO ] [sig       ] [3491/3560] Forecasting WSBF...
[2025-12-22T20:34:49.735420] [INFO ] [sig       ] Generating forecast for: WSBF
[2025-12-22T20:34:49.735462] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WSBF' from 'https://tdm.silogroup.org/data/derivative_storage/WSBF.csv'.
[2025-12-22T20:34:49.747954] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WSBF'.
[2025-12-22T20:34:49.748304] [INFO ] [FORECASTER] Starting predict_future for WSBF
[2025-12-22T20:34:49.749173] [DEBUG] [LOCAL     ] No optimal features file found for WSBF: ./output/feature-sets/WSBF.txt
[2025-12-22T20:34:49.749227] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:34:49.749259] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:34:49.749288] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:34:49.749343] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:34:49.810961] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:34:49.811729] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:34:49.811810] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:34:49.811843] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:34:49.938072] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:34:49.938239] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:34:49.938286] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:34:49.938325] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:34:49.942019] [DEBUG] [FORECASTER] WSBF: Forecast T+1@11:T+2@11: UP (p=95.85%)
[2025-12-22T20:34:49.942322] [INFO ] [FORECASTER] Completed predict_future for WSBF
[2025-12-22T20:34:49.942474] [INFO ] [sig       ] WSBF: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:34:50.088031] [INFO ] [LOCAL     ] Saved forecast: WSBF	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/WSBF.txt
[2025-12-22T20:34:50.088201] [INFO ] [sig       ] [3491/3560] Completed WSBF in 0.4s | 2.94 sym/s | Total: 19.8m | ETA: 23.4s
[2025-12-22T20:34:50.088244] [INFO ] [sig       ] [3492/3560] Forecasting WSC...
[2025-12-22T20:34:50.088275] [INFO ] [sig       ] Generating forecast for: WSC
[2025-12-22T20:34:50.088307] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WSC' from 'https://tdm.silogroup.org/data/derivative_storage/WSC.csv'.
[2025-12-22T20:34:50.099477] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WSC'.
[2025-12-22T20:34:50.099898] [INFO ] [FORECASTER] Starting predict_future for WSC
[2025-12-22T20:34:50.100754] [DEBUG] [LOCAL     ] No optimal features file found for WSC: ./output/feature-sets/WSC.txt
[2025-12-22T20:34:50.100821] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:34:50.100870] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:34:50.100907] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:34:50.100983] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:34:50.159587] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:34:50.160484] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:34:50.160569] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:34:50.160625] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:34:50.287622] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:34:50.287826] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:34:50.287867] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:34:50.287894] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:34:50.291396] [DEBUG] [FORECASTER] WSC: Forecast T+1@11:T+2@11: DOWN (p=4.82%)
[2025-12-22T20:34:50.291708] [INFO ] [FORECASTER] Completed predict_future for WSC
[2025-12-22T20:34:50.291840] [INFO ] [sig       ] WSC: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:34:50.425679] [INFO ] [LOCAL     ] Saved forecast: WSC	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/WSC.txt
[2025-12-22T20:34:50.425792] [INFO ] [sig       ] [3492/3560] Completed WSC in 0.3s | 2.94 sym/s | Total: 19.8m | ETA: 23.1s
[2025-12-22T20:34:50.425830] [INFO ] [sig       ] [3493/3560] Forecasting WSFS...
[2025-12-22T20:34:50.425858] [INFO ] [sig       ] Generating forecast for: WSFS
[2025-12-22T20:34:50.425887] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WSFS' from 'https://tdm.silogroup.org/data/derivative_storage/WSFS.csv'.
[2025-12-22T20:34:50.436729] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WSFS'.
[2025-12-22T20:34:50.437024] [INFO ] [FORECASTER] Starting predict_future for WSFS
[2025-12-22T20:34:50.437793] [DEBUG] [LOCAL     ] No optimal features file found for WSFS: ./output/feature-sets/WSFS.txt
[2025-12-22T20:34:50.437844] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:34:50.437876] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:34:50.437903] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:34:50.437959] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:34:50.493679] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:34:50.494254] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:34:50.494328] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:34:50.494360] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:34:50.608518] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:34:50.608728] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:34:50.608769] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:34:50.608796] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:34:50.612284] [DEBUG] [FORECASTER] WSFS: Forecast T+1@11:T+2@11: UP (p=94.57%)
[2025-12-22T20:34:50.612636] [INFO ] [FORECASTER] Completed predict_future for WSFS
[2025-12-22T20:34:50.612779] [INFO ] [sig       ] WSFS: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:34:50.748255] [INFO ] [LOCAL     ] Saved forecast: WSFS	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/WSFS.txt
[2025-12-22T20:34:50.748384] [INFO ] [sig       ] [3493/3560] Completed WSFS in 0.3s | 2.94 sym/s | Total: 19.8m | ETA: 22.8s
[2025-12-22T20:34:50.748422] [INFO ] [sig       ] [3494/3560] Forecasting WSM...
[2025-12-22T20:34:50.748451] [INFO ] [sig       ] Generating forecast for: WSM
[2025-12-22T20:34:50.748480] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WSM' from 'https://tdm.silogroup.org/data/derivative_storage/WSM.csv'.
[2025-12-22T20:34:50.759187] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WSM'.
[2025-12-22T20:34:50.759493] [INFO ] [FORECASTER] Starting predict_future for WSM
[2025-12-22T20:34:50.760256] [DEBUG] [LOCAL     ] No optimal features file found for WSM: ./output/feature-sets/WSM.txt
[2025-12-22T20:34:50.760321] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:34:50.760353] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:34:50.760407] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:34:50.760465] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:34:50.816696] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:34:50.817288] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:34:50.817363] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:34:50.817395] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:34:50.934693] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:34:50.934812] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:34:50.934850] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:34:50.934878] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:34:50.938151] [DEBUG] [FORECASTER] WSM: Forecast T+1@11:T+2@11: UP (p=98.90%)
[2025-12-22T20:34:50.938416] [INFO ] [FORECASTER] Completed predict_future for WSM
[2025-12-22T20:34:50.938535] [INFO ] [sig       ] WSM: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:34:51.072922] [INFO ] [LOCAL     ] Saved forecast: WSM	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/WSM.txt
[2025-12-22T20:34:51.073035] [INFO ] [sig       ] [3494/3560] Completed WSM in 0.3s | 2.94 sym/s | Total: 19.8m | ETA: 22.4s
[2025-12-22T20:34:51.073071] [INFO ] [sig       ] [3495/3560] Forecasting WSO...
[2025-12-22T20:34:51.073101] [INFO ] [sig       ] Generating forecast for: WSO
[2025-12-22T20:34:51.073130] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WSO' from 'https://tdm.silogroup.org/data/derivative_storage/WSO.csv'.
[2025-12-22T20:34:51.085492] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WSO'.
[2025-12-22T20:34:51.085807] [INFO ] [FORECASTER] Starting predict_future for WSO
[2025-12-22T20:34:51.086552] [DEBUG] [LOCAL     ] No optimal features file found for WSO: ./output/feature-sets/WSO.txt
[2025-12-22T20:34:51.086630] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:34:51.086672] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:34:51.086699] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:34:51.086762] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:34:51.142340] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:34:51.142932] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:34:51.143007] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:34:51.143038] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:34:51.263292] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:34:51.263411] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:34:51.263448] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:34:51.263476] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:34:51.266649] [DEBUG] [FORECASTER] WSO: Forecast T+1@11:T+2@11: DOWN (p=19.83%)
[2025-12-22T20:34:51.266911] [INFO ] [FORECASTER] Completed predict_future for WSO
[2025-12-22T20:34:51.267027] [INFO ] [sig       ] WSO: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:34:51.401691] [INFO ] [LOCAL     ] Saved forecast: WSO	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/WSO.txt
[2025-12-22T20:34:51.401802] [INFO ] [sig       ] [3495/3560] Completed WSO in 0.3s | 2.94 sym/s | Total: 19.8m | ETA: 22.1s
[2025-12-22T20:34:51.401840] [INFO ] [sig       ] [3496/3560] Forecasting WTBA...
[2025-12-22T20:34:51.401868] [INFO ] [sig       ] Generating forecast for: WTBA
[2025-12-22T20:34:51.401897] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WTBA' from 'https://tdm.silogroup.org/data/derivative_storage/WTBA.csv'.
[2025-12-22T20:34:51.415595] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WTBA'.
[2025-12-22T20:34:51.415937] [INFO ] [FORECASTER] Starting predict_future for WTBA
[2025-12-22T20:34:51.416745] [DEBUG] [LOCAL     ] No optimal features file found for WTBA: ./output/feature-sets/WTBA.txt
[2025-12-22T20:34:51.416796] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:34:51.416828] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:34:51.416855] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:34:51.416910] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:34:51.472235] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:34:51.472843] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:34:51.472917] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:34:51.472948] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:34:51.589466] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:34:51.589612] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:34:51.589652] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:34:51.589679] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:34:51.592922] [DEBUG] [FORECASTER] WTBA: Forecast T+1@11:T+2@11: DOWN (p=4.08%)
[2025-12-22T20:34:51.593187] [INFO ] [FORECASTER] Completed predict_future for WTBA
[2025-12-22T20:34:51.593304] [INFO ] [sig       ] WTBA: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:34:51.728188] [INFO ] [LOCAL     ] Saved forecast: WTBA	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/WTBA.txt
[2025-12-22T20:34:51.728304] [INFO ] [sig       ] [3496/3560] Completed WTBA in 0.3s | 2.94 sym/s | Total: 19.8m | ETA: 21.7s
[2025-12-22T20:34:51.728340] [INFO ] [sig       ] [3497/3560] Forecasting WTFC...
[2025-12-22T20:34:51.728368] [INFO ] [sig       ] Generating forecast for: WTFC
[2025-12-22T20:34:51.728398] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WTFC' from 'https://tdm.silogroup.org/data/derivative_storage/WTFC.csv'.
[2025-12-22T20:34:51.743816] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WTFC'.
[2025-12-22T20:34:51.744097] [INFO ] [FORECASTER] Starting predict_future for WTFC
[2025-12-22T20:34:51.744899] [DEBUG] [LOCAL     ] No optimal features file found for WTFC: ./output/feature-sets/WTFC.txt
[2025-12-22T20:34:51.744951] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:34:51.744983] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:34:51.745009] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:34:51.745065] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:34:51.801452] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:34:51.802149] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:34:51.802226] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:34:51.802258] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:34:51.923233] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:34:51.923369] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:34:51.923407] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:34:51.923434] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:34:51.926961] [DEBUG] [FORECASTER] WTFC: Forecast T+1@11:T+2@11: DOWN (p=18.22%)
[2025-12-22T20:34:51.927227] [INFO ] [FORECASTER] Completed predict_future for WTFC
[2025-12-22T20:34:51.927348] [INFO ] [sig       ] WTFC: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:34:52.062684] [INFO ] [LOCAL     ] Saved forecast: WTFC	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/WTFC.txt
[2025-12-22T20:34:52.062811] [INFO ] [sig       ] [3497/3560] Completed WTFC in 0.3s | 2.94 sym/s | Total: 19.8m | ETA: 21.4s
[2025-12-22T20:34:52.062851] [INFO ] [sig       ] [3498/3560] Forecasting WTI...
[2025-12-22T20:34:52.062880] [INFO ] [sig       ] Generating forecast for: WTI
[2025-12-22T20:34:52.062911] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WTI' from 'https://tdm.silogroup.org/data/derivative_storage/WTI.csv'.
[2025-12-22T20:34:52.075051] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WTI'.
[2025-12-22T20:34:52.075355] [INFO ] [FORECASTER] Starting predict_future for WTI
[2025-12-22T20:34:52.076125] [DEBUG] [LOCAL     ] No optimal features file found for WTI: ./output/feature-sets/WTI.txt
[2025-12-22T20:34:52.076177] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:34:52.076209] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:34:52.076237] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:34:52.076294] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:34:52.132813] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:34:52.133411] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:34:52.133485] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:34:52.133516] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:34:52.246551] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:34:52.246720] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:34:52.246759] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:34:52.246788] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:34:52.250074] [DEBUG] [FORECASTER] WTI: Forecast T+1@11:T+2@11: DOWN (p=40.75%)
[2025-12-22T20:34:52.250337] [INFO ] [FORECASTER] Completed predict_future for WTI
[2025-12-22T20:34:52.250454] [INFO ] [sig       ] WTI: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:34:52.386744] [INFO ] [LOCAL     ] Saved forecast: WTI	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/WTI.txt
[2025-12-22T20:34:52.386854] [INFO ] [sig       ] [3498/3560] Completed WTI in 0.3s | 2.94 sym/s | Total: 19.8m | ETA: 21.1s
[2025-12-22T20:34:52.386891] [INFO ] [sig       ] [3499/3560] Forecasting WTRG...
[2025-12-22T20:34:52.386920] [INFO ] [sig       ] Generating forecast for: WTRG
[2025-12-22T20:34:52.386950] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WTRG' from 'https://tdm.silogroup.org/data/derivative_storage/WTRG.csv'.
[2025-12-22T20:34:52.398602] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WTRG'.
[2025-12-22T20:34:52.398894] [INFO ] [FORECASTER] Starting predict_future for WTRG
[2025-12-22T20:34:52.399780] [DEBUG] [LOCAL     ] No optimal features file found for WTRG: ./output/feature-sets/WTRG.txt
[2025-12-22T20:34:52.399831] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:34:52.399862] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:34:52.399889] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:34:52.399945] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:34:52.455761] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:34:52.456330] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:34:52.456406] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:34:52.456436] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:34:52.573881] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:34:52.574068] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:34:52.574108] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:34:52.574135] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:34:52.577446] [DEBUG] [FORECASTER] WTRG: Forecast T+1@11:T+2@11: UP (p=69.34%)
[2025-12-22T20:34:52.577756] [INFO ] [FORECASTER] Completed predict_future for WTRG
[2025-12-22T20:34:52.577878] [INFO ] [sig       ] WTRG: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:34:52.713395] [INFO ] [LOCAL     ] Saved forecast: WTRG	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/WTRG.txt
[2025-12-22T20:34:52.713519] [INFO ] [sig       ] [3499/3560] Completed WTRG in 0.3s | 2.94 sym/s | Total: 19.8m | ETA: 20.7s
[2025-12-22T20:34:52.713558] [INFO ] [sig       ] [3500/3560] Forecasting WTS...
[2025-12-22T20:34:52.713605] [INFO ] [sig       ] Generating forecast for: WTS
[2025-12-22T20:34:52.713637] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WTS' from 'https://tdm.silogroup.org/data/derivative_storage/WTS.csv'.
[2025-12-22T20:34:52.724407] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WTS'.
[2025-12-22T20:34:52.724734] [INFO ] [FORECASTER] Starting predict_future for WTS
[2025-12-22T20:34:52.725484] [DEBUG] [LOCAL     ] No optimal features file found for WTS: ./output/feature-sets/WTS.txt
[2025-12-22T20:34:52.725535] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:34:52.725566] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:34:52.725616] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:34:52.725672] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:34:52.781845] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:34:52.782426] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:34:52.782501] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:34:52.782532] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:34:52.901836] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:34:52.901976] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:34:52.902014] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:34:52.902042] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:34:52.905299] [DEBUG] [FORECASTER] WTS: Forecast T+1@11:T+2@11: UP (p=60.22%)
[2025-12-22T20:34:52.905584] [INFO ] [FORECASTER] Completed predict_future for WTS
[2025-12-22T20:34:52.905704] [INFO ] [sig       ] WTS: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:34:53.039972] [INFO ] [LOCAL     ] Saved forecast: WTS	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/WTS.txt
[2025-12-22T20:34:53.040086] [INFO ] [sig       ] [3500/3560] Completed WTS in 0.3s | 2.94 sym/s | Total: 19.8m | ETA: 20.4s
[2025-12-22T20:34:53.040125] [INFO ] [sig       ] [3501/3560] Forecasting WULF...
[2025-12-22T20:34:53.040155] [INFO ] [sig       ] Generating forecast for: WULF
[2025-12-22T20:34:53.040186] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WULF' from 'https://tdm.silogroup.org/data/derivative_storage/WULF.csv'.
[2025-12-22T20:34:53.051995] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WULF'.
[2025-12-22T20:34:53.052298] [INFO ] [FORECASTER] Starting predict_future for WULF
[2025-12-22T20:34:53.053066] [DEBUG] [LOCAL     ] No optimal features file found for WULF: ./output/feature-sets/WULF.txt
[2025-12-22T20:34:53.053119] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:34:53.053157] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:34:53.053190] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:34:53.053259] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:34:53.109392] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:34:53.109986] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:34:53.110060] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:34:53.110091] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:34:53.227105] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:34:53.227218] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:34:53.227271] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:34:53.227300] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:34:53.230471] [DEBUG] [FORECASTER] WULF: Forecast T+1@11:T+2@11: UP (p=90.94%)
[2025-12-22T20:34:53.230751] [INFO ] [FORECASTER] Completed predict_future for WULF
[2025-12-22T20:34:53.230869] [INFO ] [sig       ] WULF: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:34:53.370565] [INFO ] [LOCAL     ] Saved forecast: WULF	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/WULF.txt
[2025-12-22T20:34:53.370815] [INFO ] [sig       ] [3501/3560] Completed WULF in 0.3s | 2.94 sym/s | Total: 19.8m | ETA: 20.0s
[2025-12-22T20:34:53.370882] [INFO ] [sig       ] [3502/3560] Forecasting WVE...
[2025-12-22T20:34:53.370924] [INFO ] [sig       ] Generating forecast for: WVE
[2025-12-22T20:34:53.370973] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WVE' from 'https://tdm.silogroup.org/data/derivative_storage/WVE.csv'.
[2025-12-22T20:34:53.383485] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WVE'.
[2025-12-22T20:34:53.383827] [INFO ] [FORECASTER] Starting predict_future for WVE
[2025-12-22T20:34:53.384600] [DEBUG] [LOCAL     ] No optimal features file found for WVE: ./output/feature-sets/WVE.txt
[2025-12-22T20:34:53.384655] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:34:53.384687] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:34:53.384714] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:34:53.384770] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:34:53.441445] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:34:53.442058] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:34:53.442133] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:34:53.442164] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:34:53.565845] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:34:53.565986] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:34:53.566024] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:34:53.566051] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:34:53.569505] [DEBUG] [FORECASTER] WVE: Forecast T+1@11:T+2@11: UP (p=80.12%)
[2025-12-22T20:34:53.569790] [INFO ] [FORECASTER] Completed predict_future for WVE
[2025-12-22T20:34:53.569911] [INFO ] [sig       ] WVE: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:34:53.705372] [INFO ] [LOCAL     ] Saved forecast: WVE	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/WVE.txt
[2025-12-22T20:34:53.705491] [INFO ] [sig       ] [3502/3560] Completed WVE in 0.3s | 2.94 sym/s | Total: 19.8m | ETA: 19.7s
[2025-12-22T20:34:53.705529] [INFO ] [sig       ] [3503/3560] Forecasting WWD...
[2025-12-22T20:34:53.705559] [INFO ] [sig       ] Generating forecast for: WWD
[2025-12-22T20:34:53.705608] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WWD' from 'https://tdm.silogroup.org/data/derivative_storage/WWD.csv'.
[2025-12-22T20:34:53.716889] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WWD'.
[2025-12-22T20:34:53.717216] [INFO ] [FORECASTER] Starting predict_future for WWD
[2025-12-22T20:34:53.717983] [DEBUG] [LOCAL     ] No optimal features file found for WWD: ./output/feature-sets/WWD.txt
[2025-12-22T20:34:53.718033] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:34:53.718064] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:34:53.718091] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:34:53.718147] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:34:53.774256] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:34:53.774890] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:34:53.774965] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:34:53.774996] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:34:53.892893] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:34:53.893037] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:34:53.893077] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:34:53.893106] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:34:53.896434] [DEBUG] [FORECASTER] WWD: Forecast T+1@11:T+2@11: UP (p=82.81%)
[2025-12-22T20:34:53.896729] [INFO ] [FORECASTER] Completed predict_future for WWD
[2025-12-22T20:34:53.896851] [INFO ] [sig       ] WWD: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:34:54.032736] [INFO ] [LOCAL     ] Saved forecast: WWD	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/WWD.txt
[2025-12-22T20:34:54.032848] [INFO ] [sig       ] [3503/3560] Completed WWD in 0.3s | 2.94 sym/s | Total: 19.8m | ETA: 19.4s
[2025-12-22T20:34:54.032886] [INFO ] [sig       ] [3504/3560] Forecasting WY...
[2025-12-22T20:34:54.032915] [INFO ] [sig       ] Generating forecast for: WY
[2025-12-22T20:34:54.032945] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WY' from 'https://tdm.silogroup.org/data/derivative_storage/WY.csv'.
[2025-12-22T20:34:54.044376] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WY'.
[2025-12-22T20:34:54.044693] [INFO ] [FORECASTER] Starting predict_future for WY
[2025-12-22T20:34:54.045449] [DEBUG] [LOCAL     ] No optimal features file found for WY: ./output/feature-sets/WY.txt
[2025-12-22T20:34:54.045499] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:34:54.045530] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:34:54.045557] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:34:54.045632] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:34:54.102278] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:34:54.102929] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:34:54.103028] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:34:54.103063] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:34:54.215766] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:34:54.215910] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:34:54.215948] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:34:54.215976] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:34:54.219282] [DEBUG] [FORECASTER] WY: Forecast T+1@11:T+2@11: DOWN (p=1.53%)
[2025-12-22T20:34:54.219550] [INFO ] [FORECASTER] Completed predict_future for WY
[2025-12-22T20:34:54.219688] [INFO ] [sig       ] WY: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:34:54.355559] [INFO ] [LOCAL     ] Saved forecast: WY	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/WY.txt
[2025-12-22T20:34:54.355682] [INFO ] [sig       ] [3504/3560] Completed WY in 0.3s | 2.94 sym/s | Total: 19.8m | ETA: 19.0s
[2025-12-22T20:34:54.355719] [INFO ] [sig       ] [3505/3560] Forecasting WYNN...
[2025-12-22T20:34:54.355749] [INFO ] [sig       ] Generating forecast for: WYNN
[2025-12-22T20:34:54.355779] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WYNN' from 'https://tdm.silogroup.org/data/derivative_storage/WYNN.csv'.
[2025-12-22T20:34:54.368836] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WYNN'.
[2025-12-22T20:34:54.369178] [INFO ] [FORECASTER] Starting predict_future for WYNN
[2025-12-22T20:34:54.369955] [DEBUG] [LOCAL     ] No optimal features file found for WYNN: ./output/feature-sets/WYNN.txt
[2025-12-22T20:34:54.370005] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:34:54.370051] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:34:54.370079] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:34:54.370135] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:34:54.425807] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:34:54.426412] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:34:54.426488] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:34:54.426519] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:34:54.547015] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:34:54.547153] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:34:54.547195] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:34:54.547227] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:34:54.550594] [DEBUG] [FORECASTER] WYNN: Forecast T+1@11:T+2@11: DOWN (p=4.77%)
[2025-12-22T20:34:54.550861] [INFO ] [FORECASTER] Completed predict_future for WYNN
[2025-12-22T20:34:54.550979] [INFO ] [sig       ] WYNN: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:34:54.685169] [INFO ] [LOCAL     ] Saved forecast: WYNN	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/WYNN.txt
[2025-12-22T20:34:54.685291] [INFO ] [sig       ] [3505/3560] Completed WYNN in 0.3s | 2.94 sym/s | Total: 19.8m | ETA: 18.7s
[2025-12-22T20:34:54.685329] [INFO ] [sig       ] [3506/3560] Forecasting XBIL...
[2025-12-22T20:34:54.685358] [INFO ] [sig       ] Generating forecast for: XBIL
[2025-12-22T20:34:54.685388] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XBIL' from 'https://tdm.silogroup.org/data/derivative_storage/XBIL.csv'.
[2025-12-22T20:34:54.696972] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XBIL'.
[2025-12-22T20:34:54.697300] [INFO ] [FORECASTER] Starting predict_future for XBIL
[2025-12-22T20:34:54.698077] [DEBUG] [LOCAL     ] No optimal features file found for XBIL: ./output/feature-sets/XBIL.txt
[2025-12-22T20:34:54.698128] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:34:54.698159] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:34:54.698186] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:34:54.698243] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:34:54.754134] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:34:54.754830] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:34:54.754908] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:34:54.754940] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:34:54.848961] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:34:54.849111] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:34:54.849151] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:34:54.849180] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:34:54.852588] [DEBUG] [FORECASTER] XBIL: Forecast T+1@11:T+2@11: UP (p=93.68%)
[2025-12-22T20:34:54.852855] [INFO ] [FORECASTER] Completed predict_future for XBIL
[2025-12-22T20:34:54.852972] [INFO ] [sig       ] XBIL: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:34:54.987265] [INFO ] [LOCAL     ] Saved forecast: XBIL	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/XBIL.txt
[2025-12-22T20:34:54.987402] [INFO ] [sig       ] [3506/3560] Completed XBIL in 0.3s | 2.94 sym/s | Total: 19.8m | ETA: 18.3s
[2025-12-22T20:34:54.987441] [INFO ] [sig       ] [3507/3560] Forecasting XEL...
[2025-12-22T20:34:54.987470] [INFO ] [sig       ] Generating forecast for: XEL
[2025-12-22T20:34:54.987499] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XEL' from 'https://tdm.silogroup.org/data/derivative_storage/XEL.csv'.
[2025-12-22T20:34:55.002556] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XEL'.
[2025-12-22T20:34:55.002943] [INFO ] [FORECASTER] Starting predict_future for XEL
[2025-12-22T20:34:55.003722] [DEBUG] [LOCAL     ] No optimal features file found for XEL: ./output/feature-sets/XEL.txt
[2025-12-22T20:34:55.003772] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:34:55.003805] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:34:55.003832] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:34:55.003888] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:34:55.059359] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:34:55.060002] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:34:55.060077] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:34:55.060108] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:34:55.176877] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:34:55.177013] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:34:55.177051] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:34:55.177080] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:34:55.180387] [DEBUG] [FORECASTER] XEL: Forecast T+1@11:T+2@11: DOWN (p=7.85%)
[2025-12-22T20:34:55.180674] [INFO ] [FORECASTER] Completed predict_future for XEL
[2025-12-22T20:34:55.180802] [INFO ] [sig       ] XEL: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:34:55.317285] [INFO ] [LOCAL     ] Saved forecast: XEL	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/XEL.txt
[2025-12-22T20:34:55.317481] [INFO ] [sig       ] [3507/3560] Completed XEL in 0.3s | 2.94 sym/s | Total: 19.9m | ETA: 18.0s
[2025-12-22T20:34:55.317521] [INFO ] [sig       ] [3508/3560] Forecasting XENE...
[2025-12-22T20:34:55.317550] [INFO ] [sig       ] Generating forecast for: XENE
[2025-12-22T20:34:55.317599] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XENE' from 'https://tdm.silogroup.org/data/derivative_storage/XENE.csv'.
[2025-12-22T20:34:55.328434] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XENE'.
[2025-12-22T20:34:55.329295] [INFO ] [FORECASTER] Starting predict_future for XENE
[2025-12-22T20:34:55.330199] [DEBUG] [LOCAL     ] No optimal features file found for XENE: ./output/feature-sets/XENE.txt
[2025-12-22T20:34:55.330253] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:34:55.330285] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:34:55.330312] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:34:55.330368] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:34:55.390365] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:34:55.391232] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:34:55.391312] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:34:55.391344] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:34:55.510065] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:34:55.510184] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:34:55.510222] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:34:55.510249] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:34:55.513536] [DEBUG] [FORECASTER] XENE: Forecast T+1@11:T+2@11: DOWN (p=5.37%)
[2025-12-22T20:34:55.513821] [INFO ] [FORECASTER] Completed predict_future for XENE
[2025-12-22T20:34:55.513939] [INFO ] [sig       ] XENE: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:34:55.649267] [INFO ] [LOCAL     ] Saved forecast: XENE	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/XENE.txt
[2025-12-22T20:34:55.649383] [INFO ] [sig       ] [3508/3560] Completed XENE in 0.3s | 2.94 sym/s | Total: 19.9m | ETA: 17.7s
[2025-12-22T20:34:55.649421] [INFO ] [sig       ] [3509/3560] Forecasting XERS...
[2025-12-22T20:34:55.649456] [INFO ] [sig       ] Generating forecast for: XERS
[2025-12-22T20:34:55.649488] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XERS' from 'https://tdm.silogroup.org/data/derivative_storage/XERS.csv'.
[2025-12-22T20:34:55.660898] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XERS'.
[2025-12-22T20:34:55.661202] [INFO ] [FORECASTER] Starting predict_future for XERS
[2025-12-22T20:34:55.662163] [DEBUG] [LOCAL     ] No optimal features file found for XERS: ./output/feature-sets/XERS.txt
[2025-12-22T20:34:55.662214] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:34:55.662245] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:34:55.662272] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:34:55.662327] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:34:55.718685] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:34:55.719311] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:34:55.719386] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:34:55.719418] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:34:55.834947] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:34:55.835081] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:34:55.835119] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:34:55.835147] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:34:55.838427] [DEBUG] [FORECASTER] XERS: Forecast T+1@11:T+2@11: UP (p=97.39%)
[2025-12-22T20:34:55.838711] [INFO ] [FORECASTER] Completed predict_future for XERS
[2025-12-22T20:34:55.838830] [INFO ] [sig       ] XERS: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:34:55.974308] [INFO ] [LOCAL     ] Saved forecast: XERS	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/XERS.txt
[2025-12-22T20:34:55.974443] [INFO ] [sig       ] [3509/3560] Completed XERS in 0.3s | 2.94 sym/s | Total: 19.9m | ETA: 17.3s
[2025-12-22T20:34:55.974483] [INFO ] [sig       ] [3510/3560] Forecasting XGN...
[2025-12-22T20:34:55.974511] [INFO ] [sig       ] Generating forecast for: XGN
[2025-12-22T20:34:55.974541] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XGN' from 'https://tdm.silogroup.org/data/derivative_storage/XGN.csv'.
[2025-12-22T20:34:55.985284] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XGN'.
[2025-12-22T20:34:55.985595] [INFO ] [FORECASTER] Starting predict_future for XGN
[2025-12-22T20:34:55.986341] [DEBUG] [LOCAL     ] No optimal features file found for XGN: ./output/feature-sets/XGN.txt
[2025-12-22T20:34:55.986392] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:34:55.986425] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:34:55.986452] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:34:55.986507] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:34:56.042775] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:34:56.043414] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:34:56.043488] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:34:56.043520] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:34:56.163861] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:34:56.163996] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:34:56.164034] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:34:56.164063] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:34:56.167307] [DEBUG] [FORECASTER] XGN: Forecast T+1@11:T+2@11: DOWN (p=4.53%)
[2025-12-22T20:34:56.167587] [INFO ] [FORECASTER] Completed predict_future for XGN
[2025-12-22T20:34:56.167707] [INFO ] [sig       ] XGN: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:34:56.303042] [INFO ] [LOCAL     ] Saved forecast: XGN	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/XGN.txt
[2025-12-22T20:34:56.303158] [INFO ] [sig       ] [3510/3560] Completed XGN in 0.3s | 2.94 sym/s | Total: 19.9m | ETA: 17.0s
[2025-12-22T20:34:56.303197] [INFO ] [sig       ] [3511/3560] Forecasting XOM...
[2025-12-22T20:34:56.303226] [INFO ] [sig       ] Generating forecast for: XOM
[2025-12-22T20:34:56.303259] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XOM' from 'https://tdm.silogroup.org/data/derivative_storage/XOM.csv'.
[2025-12-22T20:34:56.314158] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XOM'.
[2025-12-22T20:34:56.314464] [INFO ] [FORECASTER] Starting predict_future for XOM
[2025-12-22T20:34:56.315226] [DEBUG] [LOCAL     ] No optimal features file found for XOM: ./output/feature-sets/XOM.txt
[2025-12-22T20:34:56.315277] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:34:56.315336] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:34:56.315364] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:34:56.315420] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:34:56.371428] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:34:56.372046] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:34:56.372121] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:34:56.372153] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:34:56.492443] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:34:56.492604] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:34:56.492646] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:34:56.492674] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:34:56.495973] [DEBUG] [FORECASTER] XOM: Forecast T+1@11:T+2@11: DOWN (p=33.38%)
[2025-12-22T20:34:56.496242] [INFO ] [FORECASTER] Completed predict_future for XOM
[2025-12-22T20:34:56.496362] [INFO ] [sig       ] XOM: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:34:56.631214] [INFO ] [LOCAL     ] Saved forecast: XOM	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/XOM.txt
[2025-12-22T20:34:56.631359] [INFO ] [sig       ] [3511/3560] Completed XOM in 0.3s | 2.94 sym/s | Total: 19.9m | ETA: 16.6s
[2025-12-22T20:34:56.631404] [INFO ] [sig       ] [3512/3560] Forecasting XOMA...
[2025-12-22T20:34:56.631432] [INFO ] [sig       ] Generating forecast for: XOMA
[2025-12-22T20:34:56.631462] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XOMA' from 'https://tdm.silogroup.org/data/derivative_storage/XOMA.csv'.
[2025-12-22T20:34:56.642063] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XOMA'.
[2025-12-22T20:34:56.642355] [INFO ] [FORECASTER] Starting predict_future for XOMA
[2025-12-22T20:34:56.643134] [DEBUG] [LOCAL     ] No optimal features file found for XOMA: ./output/feature-sets/XOMA.txt
[2025-12-22T20:34:56.643185] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:34:56.643220] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:34:56.643252] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:34:56.643320] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:34:56.699833] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:34:56.700433] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:34:56.700509] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:34:56.700540] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:34:56.821192] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:34:56.821333] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:34:56.821376] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:34:56.821421] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:34:56.824758] [DEBUG] [FORECASTER] XOMA: Forecast T+1@11:T+2@11: DOWN (p=26.70%)
[2025-12-22T20:34:56.825025] [INFO ] [FORECASTER] Completed predict_future for XOMA
[2025-12-22T20:34:56.825143] [INFO ] [sig       ] XOMA: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:34:56.965557] [INFO ] [LOCAL     ] Saved forecast: XOMA	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/XOMA.txt
[2025-12-22T20:34:56.965714] [INFO ] [sig       ] [3512/3560] Completed XOMA in 0.3s | 2.94 sym/s | Total: 19.9m | ETA: 16.3s
[2025-12-22T20:34:56.965755] [INFO ] [sig       ] [3513/3560] Forecasting XOS...
[2025-12-22T20:34:56.965784] [INFO ] [sig       ] Generating forecast for: XOS
[2025-12-22T20:34:56.965815] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XOS' from 'https://tdm.silogroup.org/data/derivative_storage/XOS.csv'.
[2025-12-22T20:34:56.976298] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XOS'.
[2025-12-22T20:34:56.976649] [INFO ] [FORECASTER] Starting predict_future for XOS
[2025-12-22T20:34:56.977407] [DEBUG] [LOCAL     ] No optimal features file found for XOS: ./output/feature-sets/XOS.txt
[2025-12-22T20:34:56.977459] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:34:56.977492] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:34:56.977518] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:34:56.977598] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:34:57.033420] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:34:57.034155] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:34:57.034233] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:34:57.034268] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:34:57.155115] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:34:57.155264] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:34:57.155303] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:34:57.155331] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:34:57.158691] [DEBUG] [FORECASTER] XOS: Forecast T+1@11:T+2@11: UP (p=88.17%)
[2025-12-22T20:34:57.158963] [INFO ] [FORECASTER] Completed predict_future for XOS
[2025-12-22T20:34:57.159108] [INFO ] [sig       ] XOS: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:34:57.296248] [INFO ] [LOCAL     ] Saved forecast: XOS	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/XOS.txt
[2025-12-22T20:34:57.296388] [INFO ] [sig       ] [3513/3560] Completed XOS in 0.3s | 2.94 sym/s | Total: 19.9m | ETA: 16.0s
[2025-12-22T20:34:57.296427] [INFO ] [sig       ] [3514/3560] Forecasting XP...
[2025-12-22T20:34:57.296456] [INFO ] [sig       ] Generating forecast for: XP
[2025-12-22T20:34:57.296487] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XP' from 'https://tdm.silogroup.org/data/derivative_storage/XP.csv'.
[2025-12-22T20:34:57.307314] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XP'.
[2025-12-22T20:34:57.307676] [INFO ] [FORECASTER] Starting predict_future for XP
[2025-12-22T20:34:57.308430] [DEBUG] [LOCAL     ] No optimal features file found for XP: ./output/feature-sets/XP.txt
[2025-12-22T20:34:57.308481] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:34:57.308511] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:34:57.308536] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:34:57.308608] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:34:57.365640] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:34:57.366462] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:34:57.366544] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:34:57.366613] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:34:57.488705] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:34:57.488859] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:34:57.488898] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:34:57.488970] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:34:57.492396] [DEBUG] [FORECASTER] XP: Forecast T+1@11:T+2@11: DOWN (p=8.71%)
[2025-12-22T20:34:57.492705] [INFO ] [FORECASTER] Completed predict_future for XP
[2025-12-22T20:34:57.492831] [INFO ] [sig       ] XP: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:34:57.630536] [INFO ] [LOCAL     ] Saved forecast: XP	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/XP.txt
[2025-12-22T20:34:57.630717] [INFO ] [sig       ] [3514/3560] Completed XP in 0.3s | 2.94 sym/s | Total: 19.9m | ETA: 15.6s
[2025-12-22T20:34:57.630764] [INFO ] [sig       ] [3515/3560] Forecasting XPEL...
[2025-12-22T20:34:57.630795] [INFO ] [sig       ] Generating forecast for: XPEL
[2025-12-22T20:34:57.630827] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XPEL' from 'https://tdm.silogroup.org/data/derivative_storage/XPEL.csv'.
[2025-12-22T20:34:57.641509] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XPEL'.
[2025-12-22T20:34:57.641871] [INFO ] [FORECASTER] Starting predict_future for XPEL
[2025-12-22T20:34:57.642648] [DEBUG] [LOCAL     ] No optimal features file found for XPEL: ./output/feature-sets/XPEL.txt
[2025-12-22T20:34:57.642700] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:34:57.642732] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:34:57.642758] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:34:57.642813] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:34:57.699412] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:34:57.700167] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:34:57.700249] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:34:57.700288] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:34:57.817349] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:34:57.817474] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:34:57.817514] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:34:57.817541] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:34:57.820876] [DEBUG] [FORECASTER] XPEL: Forecast T+1@11:T+2@11: DOWN (p=15.30%)
[2025-12-22T20:34:57.821142] [INFO ] [FORECASTER] Completed predict_future for XPEL
[2025-12-22T20:34:57.821261] [INFO ] [sig       ] XPEL: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:34:57.955806] [INFO ] [LOCAL     ] Saved forecast: XPEL	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/XPEL.txt
[2025-12-22T20:34:57.955937] [INFO ] [sig       ] [3515/3560] Completed XPEL in 0.3s | 2.94 sym/s | Total: 19.9m | ETA: 15.3s
[2025-12-22T20:34:57.955976] [INFO ] [sig       ] [3516/3560] Forecasting XPO...
[2025-12-22T20:34:57.956005] [INFO ] [sig       ] Generating forecast for: XPO
[2025-12-22T20:34:57.956035] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XPO' from 'https://tdm.silogroup.org/data/derivative_storage/XPO.csv'.
[2025-12-22T20:34:57.967257] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XPO'.
[2025-12-22T20:34:57.967615] [INFO ] [FORECASTER] Starting predict_future for XPO
[2025-12-22T20:34:57.968398] [DEBUG] [LOCAL     ] No optimal features file found for XPO: ./output/feature-sets/XPO.txt
[2025-12-22T20:34:57.968455] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:34:57.968486] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:34:57.968513] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:34:57.968606] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:34:58.024926] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:34:58.025635] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:34:58.025712] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:34:58.025744] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:34:58.144235] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:34:58.144396] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:34:58.144434] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:34:58.144464] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:34:58.147950] [DEBUG] [FORECASTER] XPO: Forecast T+1@11:T+2@11: UP (p=71.85%)
[2025-12-22T20:34:58.148229] [INFO ] [FORECASTER] Completed predict_future for XPO
[2025-12-22T20:34:58.148347] [INFO ] [sig       ] XPO: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:34:58.295729] [INFO ] [LOCAL     ] Saved forecast: XPO	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/XPO.txt
[2025-12-22T20:34:58.295890] [INFO ] [sig       ] [3516/3560] Completed XPO in 0.3s | 2.94 sym/s | Total: 19.9m | ETA: 14.9s
[2025-12-22T20:34:58.295931] [INFO ] [sig       ] [3517/3560] Forecasting XPOF...
[2025-12-22T20:34:58.295963] [INFO ] [sig       ] Generating forecast for: XPOF
[2025-12-22T20:34:58.295996] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XPOF' from 'https://tdm.silogroup.org/data/derivative_storage/XPOF.csv'.
[2025-12-22T20:34:58.307095] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XPOF'.
[2025-12-22T20:34:58.307462] [INFO ] [FORECASTER] Starting predict_future for XPOF
[2025-12-22T20:34:58.308338] [DEBUG] [LOCAL     ] No optimal features file found for XPOF: ./output/feature-sets/XPOF.txt
[2025-12-22T20:34:58.308402] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:34:58.308443] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:34:58.308472] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:34:58.308529] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:34:58.366339] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:34:58.367130] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:34:58.367208] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:34:58.367240] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:34:58.487382] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:34:58.487528] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:34:58.487583] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:34:58.487614] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:34:58.490924] [DEBUG] [FORECASTER] XPOF: Forecast T+1@11:T+2@11: DOWN (p=10.54%)
[2025-12-22T20:34:58.491191] [INFO ] [FORECASTER] Completed predict_future for XPOF
[2025-12-22T20:34:58.491311] [INFO ] [sig       ] XPOF: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:34:58.630553] [INFO ] [LOCAL     ] Saved forecast: XPOF	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/XPOF.txt
[2025-12-22T20:34:58.630749] [INFO ] [sig       ] [3517/3560] Completed XPOF in 0.3s | 2.94 sym/s | Total: 19.9m | ETA: 14.6s
[2025-12-22T20:34:58.630808] [INFO ] [sig       ] [3518/3560] Forecasting XPRO...
[2025-12-22T20:34:58.630853] [INFO ] [sig       ] Generating forecast for: XPRO
[2025-12-22T20:34:58.630893] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XPRO' from 'https://tdm.silogroup.org/data/derivative_storage/XPRO.csv'.
[2025-12-22T20:34:58.644052] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XPRO'.
[2025-12-22T20:34:58.644394] [INFO ] [FORECASTER] Starting predict_future for XPRO
[2025-12-22T20:34:58.645179] [DEBUG] [LOCAL     ] No optimal features file found for XPRO: ./output/feature-sets/XPRO.txt
[2025-12-22T20:34:58.645230] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:34:58.645263] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:34:58.645290] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:34:58.645346] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:34:58.701743] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:34:58.702605] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:34:58.702687] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:34:58.702720] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:34:58.822528] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:34:58.822705] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:34:58.822747] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:34:58.822777] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:34:58.826385] [DEBUG] [FORECASTER] XPRO: Forecast T+1@11:T+2@11: DOWN (p=0.65%)
[2025-12-22T20:34:58.826692] [INFO ] [FORECASTER] Completed predict_future for XPRO
[2025-12-22T20:34:58.826819] [INFO ] [sig       ] XPRO: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:34:58.961557] [INFO ] [LOCAL     ] Saved forecast: XPRO	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/XPRO.txt
[2025-12-22T20:34:58.961736] [INFO ] [sig       ] [3518/3560] Completed XPRO in 0.3s | 2.94 sym/s | Total: 19.9m | ETA: 14.3s
[2025-12-22T20:34:58.961781] [INFO ] [sig       ] [3519/3560] Forecasting XRAY...
[2025-12-22T20:34:58.961812] [INFO ] [sig       ] Generating forecast for: XRAY
[2025-12-22T20:34:58.961844] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XRAY' from 'https://tdm.silogroup.org/data/derivative_storage/XRAY.csv'.
[2025-12-22T20:34:58.972724] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XRAY'.
[2025-12-22T20:34:58.973063] [INFO ] [FORECASTER] Starting predict_future for XRAY
[2025-12-22T20:34:58.973845] [DEBUG] [LOCAL     ] No optimal features file found for XRAY: ./output/feature-sets/XRAY.txt
[2025-12-22T20:34:58.973896] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:34:58.973929] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:34:58.973956] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:34:58.974011] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:34:59.029961] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:34:59.030757] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:34:59.030839] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:34:59.030871] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:34:59.149897] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:34:59.150053] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:34:59.150092] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:34:59.150120] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:34:59.153560] [DEBUG] [FORECASTER] XRAY: Forecast T+1@11:T+2@11: DOWN (p=11.43%)
[2025-12-22T20:34:59.153894] [INFO ] [FORECASTER] Completed predict_future for XRAY
[2025-12-22T20:34:59.154025] [INFO ] [sig       ] XRAY: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:34:59.291227] [INFO ] [LOCAL     ] Saved forecast: XRAY	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/XRAY.txt
[2025-12-22T20:34:59.291377] [INFO ] [sig       ] [3519/3560] Completed XRAY in 0.3s | 2.94 sym/s | Total: 19.9m | ETA: 13.9s
[2025-12-22T20:34:59.291424] [INFO ] [sig       ] [3520/3560] Forecasting XRX...
[2025-12-22T20:34:59.291458] [INFO ] [sig       ] Generating forecast for: XRX
[2025-12-22T20:34:59.291494] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XRX' from 'https://tdm.silogroup.org/data/derivative_storage/XRX.csv'.
[2025-12-22T20:34:59.302187] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XRX'.
[2025-12-22T20:34:59.302533] [INFO ] [FORECASTER] Starting predict_future for XRX
[2025-12-22T20:34:59.303336] [DEBUG] [LOCAL     ] No optimal features file found for XRX: ./output/feature-sets/XRX.txt
[2025-12-22T20:34:59.303388] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:34:59.303421] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:34:59.303447] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:34:59.303503] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:34:59.359731] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:34:59.360382] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:34:59.360456] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:34:59.360487] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:34:59.479950] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:34:59.480096] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:34:59.480134] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:34:59.480163] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:34:59.483444] [DEBUG] [FORECASTER] XRX: Forecast T+1@11:T+2@11: UP (p=61.44%)
[2025-12-22T20:34:59.483733] [INFO ] [FORECASTER] Completed predict_future for XRX
[2025-12-22T20:34:59.483851] [INFO ] [sig       ] XRX: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:34:59.619286] [INFO ] [LOCAL     ] Saved forecast: XRX	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/XRX.txt
[2025-12-22T20:34:59.619435] [INFO ] [sig       ] [3520/3560] Completed XRX in 0.3s | 2.94 sym/s | Total: 19.9m | ETA: 13.6s
[2025-12-22T20:34:59.619474] [INFO ] [sig       ] [3521/3560] Forecasting XTIA...
[2025-12-22T20:34:59.619505] [INFO ] [sig       ] Generating forecast for: XTIA
[2025-12-22T20:34:59.619536] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XTIA' from 'https://tdm.silogroup.org/data/derivative_storage/XTIA.csv'.
[2025-12-22T20:34:59.630178] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XTIA'.
[2025-12-22T20:34:59.630487] [INFO ] [FORECASTER] Starting predict_future for XTIA
[2025-12-22T20:34:59.631260] [DEBUG] [LOCAL     ] No optimal features file found for XTIA: ./output/feature-sets/XTIA.txt
[2025-12-22T20:34:59.631311] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:34:59.631343] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:34:59.631370] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:34:59.631426] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:34:59.687520] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:34:59.688224] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:34:59.688327] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:34:59.688361] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:34:59.809851] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:34:59.810003] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:34:59.810046] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:34:59.810075] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:34:59.813397] [DEBUG] [FORECASTER] XTIA: Forecast T+1@11:T+2@11: UP (p=90.55%)
[2025-12-22T20:34:59.813695] [INFO ] [FORECASTER] Completed predict_future for XTIA
[2025-12-22T20:34:59.813818] [INFO ] [sig       ] XTIA: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:34:59.948340] [INFO ] [LOCAL     ] Saved forecast: XTIA	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/XTIA.txt
[2025-12-22T20:34:59.948734] [INFO ] [sig       ] [3521/3560] Completed XTIA in 0.3s | 2.94 sym/s | Total: 19.9m | ETA: 13.2s
[2025-12-22T20:34:59.948782] [INFO ] [sig       ] [3522/3560] Forecasting XTKG...
[2025-12-22T20:34:59.948812] [INFO ] [sig       ] Generating forecast for: XTKG
[2025-12-22T20:34:59.948842] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XTKG' from 'https://tdm.silogroup.org/data/derivative_storage/XTKG.csv'.
[2025-12-22T20:34:59.960283] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XTKG'.
[2025-12-22T20:34:59.960625] [INFO ] [FORECASTER] Starting predict_future for XTKG
[2025-12-22T20:34:59.961377] [DEBUG] [LOCAL     ] No optimal features file found for XTKG: ./output/feature-sets/XTKG.txt
[2025-12-22T20:34:59.961428] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:34:59.961460] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:34:59.961487] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:34:59.961543] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:35:00.017014] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:35:00.017619] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:35:00.017693] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:35:00.017725] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:35:00.129279] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:35:00.129425] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:35:00.129462] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:35:00.129491] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:35:00.132787] [DEBUG] [FORECASTER] XTKG: Forecast T+1@11:T+2@11: DOWN (p=41.28%)
[2025-12-22T20:35:00.133056] [INFO ] [FORECASTER] Completed predict_future for XTKG
[2025-12-22T20:35:00.133176] [INFO ] [sig       ] XTKG: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:35:00.267243] [INFO ] [LOCAL     ] Saved forecast: XTKG	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/XTKG.txt
[2025-12-22T20:35:00.267372] [INFO ] [sig       ] [3522/3560] Completed XTKG in 0.3s | 2.94 sym/s | Total: 19.9m | ETA: 12.9s
[2025-12-22T20:35:00.267412] [INFO ] [sig       ] [3523/3560] Forecasting XYF...
[2025-12-22T20:35:00.267441] [INFO ] [sig       ] Generating forecast for: XYF
[2025-12-22T20:35:00.267471] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XYF' from 'https://tdm.silogroup.org/data/derivative_storage/XYF.csv'.
[2025-12-22T20:35:00.277861] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XYF'.
[2025-12-22T20:35:00.278169] [INFO ] [FORECASTER] Starting predict_future for XYF
[2025-12-22T20:35:00.278940] [DEBUG] [LOCAL     ] No optimal features file found for XYF: ./output/feature-sets/XYF.txt
[2025-12-22T20:35:00.278991] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:35:00.279046] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:35:00.279082] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:35:00.279137] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:35:00.335969] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:35:00.336740] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:35:00.336822] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:35:00.336854] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:35:00.453308] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:35:00.453451] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:35:00.453495] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:35:00.453524] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:35:00.456916] [DEBUG] [FORECASTER] XYF: Forecast T+1@11:T+2@11: DOWN (p=28.73%)
[2025-12-22T20:35:00.457204] [INFO ] [FORECASTER] Completed predict_future for XYF
[2025-12-22T20:35:00.457333] [INFO ] [sig       ] XYF: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:35:00.596609] [INFO ] [LOCAL     ] Saved forecast: XYF	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/XYF.txt
[2025-12-22T20:35:00.596756] [INFO ] [sig       ] [3523/3560] Completed XYF in 0.3s | 2.94 sym/s | Total: 19.9m | ETA: 12.6s
[2025-12-22T20:35:00.596795] [INFO ] [sig       ] [3524/3560] Forecasting XYL...
[2025-12-22T20:35:00.596825] [INFO ] [sig       ] Generating forecast for: XYL
[2025-12-22T20:35:00.596856] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XYL' from 'https://tdm.silogroup.org/data/derivative_storage/XYL.csv'.
[2025-12-22T20:35:00.610360] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XYL'.
[2025-12-22T20:35:00.610861] [INFO ] [FORECASTER] Starting predict_future for XYL
[2025-12-22T20:35:00.611809] [DEBUG] [LOCAL     ] No optimal features file found for XYL: ./output/feature-sets/XYL.txt
[2025-12-22T20:35:00.611864] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:35:00.611897] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:35:00.611924] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:35:00.611981] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:35:00.670448] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:35:00.671317] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:35:00.671396] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:35:00.671431] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:35:00.791349] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:35:00.791511] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:35:00.791551] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:35:00.791603] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:35:00.795063] [DEBUG] [FORECASTER] XYL: Forecast T+1@11:T+2@11: DOWN (p=4.11%)
[2025-12-22T20:35:00.795383] [INFO ] [FORECASTER] Completed predict_future for XYL
[2025-12-22T20:35:00.795519] [INFO ] [sig       ] XYL: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:35:00.931899] [INFO ] [LOCAL     ] Saved forecast: XYL	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/XYL.txt
[2025-12-22T20:35:00.932104] [INFO ] [sig       ] [3524/3560] Completed XYL in 0.3s | 2.94 sym/s | Total: 19.9m | ETA: 12.2s
[2025-12-22T20:35:00.932147] [INFO ] [sig       ] [3525/3560] Forecasting YALA...
[2025-12-22T20:35:00.932179] [INFO ] [sig       ] Generating forecast for: YALA
[2025-12-22T20:35:00.932209] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YALA' from 'https://tdm.silogroup.org/data/derivative_storage/YALA.csv'.
[2025-12-22T20:35:00.942760] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YALA'.
[2025-12-22T20:35:00.943135] [INFO ] [FORECASTER] Starting predict_future for YALA
[2025-12-22T20:35:00.943915] [DEBUG] [LOCAL     ] No optimal features file found for YALA: ./output/feature-sets/YALA.txt
[2025-12-22T20:35:00.943967] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:35:00.943999] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:35:00.944027] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:35:00.944083] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:35:01.003762] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:35:01.004751] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:35:01.004849] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:35:01.004892] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:35:01.126008] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:35:01.126183] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:35:01.126224] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:35:01.126252] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:35:01.129829] [DEBUG] [FORECASTER] YALA: Forecast T+1@11:T+2@11: UP (p=61.62%)
[2025-12-22T20:35:01.130138] [INFO ] [FORECASTER] Completed predict_future for YALA
[2025-12-22T20:35:01.130271] [INFO ] [sig       ] YALA: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:35:01.267824] [INFO ] [LOCAL     ] Saved forecast: YALA	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/YALA.txt
[2025-12-22T20:35:01.267989] [INFO ] [sig       ] [3525/3560] Completed YALA in 0.3s | 2.94 sym/s | Total: 20.0m | ETA: 11.9s
[2025-12-22T20:35:01.268031] [INFO ] [sig       ] [3526/3560] Forecasting YELP...
[2025-12-22T20:35:01.268061] [INFO ] [sig       ] Generating forecast for: YELP
[2025-12-22T20:35:01.268093] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YELP' from 'https://tdm.silogroup.org/data/derivative_storage/YELP.csv'.
[2025-12-22T20:35:01.279362] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YELP'.
[2025-12-22T20:35:01.279729] [INFO ] [FORECASTER] Starting predict_future for YELP
[2025-12-22T20:35:01.280515] [DEBUG] [LOCAL     ] No optimal features file found for YELP: ./output/feature-sets/YELP.txt
[2025-12-22T20:35:01.280584] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:35:01.280620] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:35:01.280647] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:35:01.280703] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:35:01.341257] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:35:01.342034] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:35:01.342113] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:35:01.342147] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:35:01.464543] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:35:01.464714] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:35:01.464754] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:35:01.464782] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:35:01.468100] [DEBUG] [FORECASTER] YELP: Forecast T+1@11:T+2@11: DOWN (p=48.47%)
[2025-12-22T20:35:01.468369] [INFO ] [FORECASTER] Completed predict_future for YELP
[2025-12-22T20:35:01.468487] [INFO ] [sig       ] YELP: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:35:01.611614] [INFO ] [LOCAL     ] Saved forecast: YELP	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/YELP.txt
[2025-12-22T20:35:01.611775] [INFO ] [sig       ] [3526/3560] Completed YELP in 0.3s | 2.94 sym/s | Total: 20.0m | ETA: 11.5s
[2025-12-22T20:35:01.611822] [INFO ] [sig       ] [3527/3560] Forecasting YETI...
[2025-12-22T20:35:01.611868] [INFO ] [sig       ] Generating forecast for: YETI
[2025-12-22T20:35:01.611912] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YETI' from 'https://tdm.silogroup.org/data/derivative_storage/YETI.csv'.
[2025-12-22T20:35:01.623875] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YETI'.
[2025-12-22T20:35:01.624261] [INFO ] [FORECASTER] Starting predict_future for YETI
[2025-12-22T20:35:01.625159] [DEBUG] [LOCAL     ] No optimal features file found for YETI: ./output/feature-sets/YETI.txt
[2025-12-22T20:35:01.625215] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:35:01.625251] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:35:01.625279] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:35:01.625341] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:35:01.686873] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:35:01.687752] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:35:01.687831] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:35:01.687864] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:35:01.816717] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:35:01.816879] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:35:01.816921] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:35:01.816951] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:35:01.820762] [DEBUG] [FORECASTER] YETI: Forecast T+1@11:T+2@11: UP (p=91.09%)
[2025-12-22T20:35:01.821076] [INFO ] [FORECASTER] Completed predict_future for YETI
[2025-12-22T20:35:01.821216] [INFO ] [sig       ] YETI: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:35:01.967518] [INFO ] [LOCAL     ] Saved forecast: YETI	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/YETI.txt
[2025-12-22T20:35:01.967732] [INFO ] [sig       ] [3527/3560] Completed YETI in 0.4s | 2.94 sym/s | Total: 20.0m | ETA: 11.2s
[2025-12-22T20:35:01.967786] [INFO ] [sig       ] [3528/3560] Forecasting YMM...
[2025-12-22T20:35:01.967818] [INFO ] [sig       ] Generating forecast for: YMM
[2025-12-22T20:35:01.967849] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YMM' from 'https://tdm.silogroup.org/data/derivative_storage/YMM.csv'.
[2025-12-22T20:35:01.979724] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YMM'.
[2025-12-22T20:35:01.980154] [INFO ] [FORECASTER] Starting predict_future for YMM
[2025-12-22T20:35:01.981023] [DEBUG] [LOCAL     ] No optimal features file found for YMM: ./output/feature-sets/YMM.txt
[2025-12-22T20:35:01.981078] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:35:01.981140] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:35:01.981171] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:35:01.981229] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:35:02.038272] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:35:02.039191] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:35:02.039278] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:35:02.039313] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:35:02.160905] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:35:02.161070] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:35:02.161111] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:35:02.161141] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:35:02.164604] [DEBUG] [FORECASTER] YMM: Forecast T+1@11:T+2@11: DOWN (p=15.05%)
[2025-12-22T20:35:02.164914] [INFO ] [FORECASTER] Completed predict_future for YMM
[2025-12-22T20:35:02.165052] [INFO ] [sig       ] YMM: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:35:02.309880] [INFO ] [LOCAL     ] Saved forecast: YMM	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/YMM.txt
[2025-12-22T20:35:02.310041] [INFO ] [sig       ] [3528/3560] Completed YMM in 0.3s | 2.94 sym/s | Total: 20.0m | ETA: 10.9s
[2025-12-22T20:35:02.310081] [INFO ] [sig       ] [3529/3560] Forecasting YPF...
[2025-12-22T20:35:02.310111] [INFO ] [sig       ] Generating forecast for: YPF
[2025-12-22T20:35:02.310140] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YPF' from 'https://tdm.silogroup.org/data/derivative_storage/YPF.csv'.
[2025-12-22T20:35:02.322483] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YPF'.
[2025-12-22T20:35:02.322891] [INFO ] [FORECASTER] Starting predict_future for YPF
[2025-12-22T20:35:02.323689] [DEBUG] [LOCAL     ] No optimal features file found for YPF: ./output/feature-sets/YPF.txt
[2025-12-22T20:35:02.323757] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:35:02.323791] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:35:02.323817] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:35:02.323873] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:35:02.382726] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:35:02.383649] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:35:02.383731] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:35:02.383763] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:35:02.511947] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:35:02.512108] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:35:02.512150] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:35:02.512180] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:35:02.515553] [DEBUG] [FORECASTER] YPF: Forecast T+1@11:T+2@11: UP (p=98.20%)
[2025-12-22T20:35:02.515855] [INFO ] [FORECASTER] Completed predict_future for YPF
[2025-12-22T20:35:02.515980] [INFO ] [sig       ] YPF: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:35:02.682672] [INFO ] [LOCAL     ] Saved forecast: YPF	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/YPF.txt
[2025-12-22T20:35:02.682832] [INFO ] [sig       ] [3529/3560] Completed YPF in 0.4s | 2.94 sym/s | Total: 20.0m | ETA: 10.5s
[2025-12-22T20:35:02.682881] [INFO ] [sig       ] [3530/3560] Forecasting YQQQ...
[2025-12-22T20:35:02.682915] [INFO ] [sig       ] Generating forecast for: YQQQ
[2025-12-22T20:35:02.682947] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YQQQ' from 'https://tdm.silogroup.org/data/derivative_storage/YQQQ.csv'.
[2025-12-22T20:35:02.694717] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YQQQ'.
[2025-12-22T20:35:02.695117] [INFO ] [FORECASTER] Starting predict_future for YQQQ
[2025-12-22T20:35:02.695985] [DEBUG] [LOCAL     ] No optimal features file found for YQQQ: ./output/feature-sets/YQQQ.txt
[2025-12-22T20:35:02.696041] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:35:02.696077] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:35:02.696106] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:35:02.696164] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:35:02.754802] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:35:02.755684] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:35:02.755775] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:35:02.755809] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:35:02.881249] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:35:02.881404] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:35:02.881444] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:35:02.881472] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:35:02.884820] [DEBUG] [FORECASTER] YQQQ: Forecast T+1@11:T+2@11: UP (p=92.19%)
[2025-12-22T20:35:02.885095] [INFO ] [FORECASTER] Completed predict_future for YQQQ
[2025-12-22T20:35:02.885216] [INFO ] [sig       ] YQQQ: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:35:03.020171] [INFO ] [LOCAL     ] Saved forecast: YQQQ	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/YQQQ.txt
[2025-12-22T20:35:03.020413] [INFO ] [sig       ] [3530/3560] Completed YQQQ in 0.3s | 2.94 sym/s | Total: 20.0m | ETA: 10.2s
[2025-12-22T20:35:03.020456] [INFO ] [sig       ] [3531/3560] Forecasting YRD...
[2025-12-22T20:35:03.020487] [INFO ] [sig       ] Generating forecast for: YRD
[2025-12-22T20:35:03.020520] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YRD' from 'https://tdm.silogroup.org/data/derivative_storage/YRD.csv'.
[2025-12-22T20:35:03.031413] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YRD'.
[2025-12-22T20:35:03.031745] [INFO ] [FORECASTER] Starting predict_future for YRD
[2025-12-22T20:35:03.032504] [DEBUG] [LOCAL     ] No optimal features file found for YRD: ./output/feature-sets/YRD.txt
[2025-12-22T20:35:03.032556] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:35:03.032614] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:35:03.032643] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:35:03.032699] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:35:03.088152] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:35:03.088748] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:35:03.088823] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:35:03.088854] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:35:03.202301] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:35:03.202403] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:35:03.202438] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:35:03.202494] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:35:03.205614] [DEBUG] [FORECASTER] YRD: Forecast T+1@11:T+2@11: DOWN (p=46.81%)
[2025-12-22T20:35:03.205870] [INFO ] [FORECASTER] Completed predict_future for YRD
[2025-12-22T20:35:03.205986] [INFO ] [sig       ] YRD: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:35:03.340346] [INFO ] [LOCAL     ] Saved forecast: YRD	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/YRD.txt
[2025-12-22T20:35:03.340472] [INFO ] [sig       ] [3531/3560] Completed YRD in 0.3s | 2.94 sym/s | Total: 20.0m | ETA: 9.8s
[2025-12-22T20:35:03.340510] [INFO ] [sig       ] [3532/3560] Forecasting YSG...
[2025-12-22T20:35:03.340539] [INFO ] [sig       ] Generating forecast for: YSG
[2025-12-22T20:35:03.340587] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YSG' from 'https://tdm.silogroup.org/data/derivative_storage/YSG.csv'.
[2025-12-22T20:35:03.351140] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YSG'.
[2025-12-22T20:35:03.351451] [INFO ] [FORECASTER] Starting predict_future for YSG
[2025-12-22T20:35:03.352212] [DEBUG] [LOCAL     ] No optimal features file found for YSG: ./output/feature-sets/YSG.txt
[2025-12-22T20:35:03.352264] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:35:03.352295] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:35:03.352321] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:35:03.352377] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:35:03.408116] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:35:03.408728] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:35:03.408804] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:35:03.408835] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:35:03.538916] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:35:03.539231] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:35:03.539279] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:35:03.539309] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:35:03.543415] [DEBUG] [FORECASTER] YSG: Forecast T+1@11:T+2@11: DOWN (p=17.76%)
[2025-12-22T20:35:03.543873] [INFO ] [FORECASTER] Completed predict_future for YSG
[2025-12-22T20:35:03.544038] [INFO ] [sig       ] YSG: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:35:03.684092] [INFO ] [LOCAL     ] Saved forecast: YSG	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/YSG.txt
[2025-12-22T20:35:03.684234] [INFO ] [sig       ] [3532/3560] Completed YSG in 0.3s | 2.94 sym/s | Total: 20.0m | ETA: 9.5s
[2025-12-22T20:35:03.684280] [INFO ] [sig       ] [3533/3560] Forecasting YTRA...
[2025-12-22T20:35:03.684311] [INFO ] [sig       ] Generating forecast for: YTRA
[2025-12-22T20:35:03.684341] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YTRA' from 'https://tdm.silogroup.org/data/derivative_storage/YTRA.csv'.
[2025-12-22T20:35:03.695340] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YTRA'.
[2025-12-22T20:35:03.695701] [INFO ] [FORECASTER] Starting predict_future for YTRA
[2025-12-22T20:35:03.696460] [DEBUG] [LOCAL     ] No optimal features file found for YTRA: ./output/feature-sets/YTRA.txt
[2025-12-22T20:35:03.696512] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:35:03.696544] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:35:03.696596] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:35:03.696657] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:35:03.754127] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:35:03.755022] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:35:03.755104] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:35:03.755138] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:35:03.871450] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:35:03.871625] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:35:03.871668] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:35:03.871698] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:35:03.875008] [DEBUG] [FORECASTER] YTRA: Forecast T+1@11:T+2@11: UP (p=61.64%)
[2025-12-22T20:35:03.875282] [INFO ] [FORECASTER] Completed predict_future for YTRA
[2025-12-22T20:35:03.875405] [INFO ] [sig       ] YTRA: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:35:04.016964] [INFO ] [LOCAL     ] Saved forecast: YTRA	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/YTRA.txt
[2025-12-22T20:35:04.017172] [INFO ] [sig       ] [3533/3560] Completed YTRA in 0.3s | 2.94 sym/s | Total: 20.0m | ETA: 9.2s
[2025-12-22T20:35:04.017239] [INFO ] [sig       ] [3534/3560] Forecasting YUM...
[2025-12-22T20:35:04.017287] [INFO ] [sig       ] Generating forecast for: YUM
[2025-12-22T20:35:04.017335] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YUM' from 'https://tdm.silogroup.org/data/derivative_storage/YUM.csv'.
[2025-12-22T20:35:04.032674] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YUM'.
[2025-12-22T20:35:04.033156] [INFO ] [FORECASTER] Starting predict_future for YUM
[2025-12-22T20:35:04.034302] [DEBUG] [LOCAL     ] No optimal features file found for YUM: ./output/feature-sets/YUM.txt
[2025-12-22T20:35:04.034375] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:35:04.034432] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:35:04.034479] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:35:04.034570] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:35:04.094668] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:35:04.095522] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:35:04.095644] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:35:04.095688] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:35:04.233103] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:35:04.233287] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:35:04.233335] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:35:04.233369] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:35:04.238147] [DEBUG] [FORECASTER] YUM: Forecast T+1@11:T+2@11: DOWN (p=44.86%)
[2025-12-22T20:35:04.238595] [INFO ] [FORECASTER] Completed predict_future for YUM
[2025-12-22T20:35:04.238777] [INFO ] [sig       ] YUM: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:35:04.394184] [INFO ] [LOCAL     ] Saved forecast: YUM	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/YUM.txt
[2025-12-22T20:35:04.394344] [INFO ] [sig       ] [3534/3560] Completed YUM in 0.4s | 2.94 sym/s | Total: 20.0m | ETA: 8.8s
[2025-12-22T20:35:04.394385] [INFO ] [sig       ] [3535/3560] Forecasting YUMC...
[2025-12-22T20:35:04.394415] [INFO ] [sig       ] Generating forecast for: YUMC
[2025-12-22T20:35:04.394454] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YUMC' from 'https://tdm.silogroup.org/data/derivative_storage/YUMC.csv'.
[2025-12-22T20:35:04.405558] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YUMC'.
[2025-12-22T20:35:04.406008] [INFO ] [FORECASTER] Starting predict_future for YUMC
[2025-12-22T20:35:04.406925] [DEBUG] [LOCAL     ] No optimal features file found for YUMC: ./output/feature-sets/YUMC.txt
[2025-12-22T20:35:04.406981] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:35:04.407028] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:35:04.407061] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:35:04.407146] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:35:04.466811] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:35:04.467724] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:35:04.467842] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:35:04.467878] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:35:04.594964] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:35:04.595122] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:35:04.595164] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:35:04.595195] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:35:04.598890] [DEBUG] [FORECASTER] YUMC: Forecast T+1@11:T+2@11: DOWN (p=0.79%)
[2025-12-22T20:35:04.599243] [INFO ] [FORECASTER] Completed predict_future for YUMC
[2025-12-22T20:35:04.599384] [INFO ] [sig       ] YUMC: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:35:04.736686] [INFO ] [LOCAL     ] Saved forecast: YUMC	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/YUMC.txt
[2025-12-22T20:35:04.736842] [INFO ] [sig       ] [3535/3560] Completed YUMC in 0.3s | 2.94 sym/s | Total: 20.0m | ETA: 8.5s
[2025-12-22T20:35:04.736886] [INFO ] [sig       ] [3536/3560] Forecasting Z...
[2025-12-22T20:35:04.736927] [INFO ] [sig       ] Generating forecast for: Z
[2025-12-22T20:35:04.736967] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'Z' from 'https://tdm.silogroup.org/data/derivative_storage/Z.csv'.
[2025-12-22T20:35:04.750451] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'Z'.
[2025-12-22T20:35:04.750874] [INFO ] [FORECASTER] Starting predict_future for Z
[2025-12-22T20:35:04.751895] [DEBUG] [LOCAL     ] No optimal features file found for Z: ./output/feature-sets/Z.txt
[2025-12-22T20:35:04.751950] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:35:04.751984] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:35:04.752013] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:35:04.752071] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:35:04.809908] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:35:04.810763] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:35:04.810848] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:35:04.810882] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:35:04.933138] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:35:04.933295] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:35:04.933351] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:35:04.933380] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:35:04.936674] [DEBUG] [FORECASTER] Z: Forecast T+1@11:T+2@11: DOWN (p=1.52%)
[2025-12-22T20:35:04.936938] [INFO ] [FORECASTER] Completed predict_future for Z
[2025-12-22T20:35:04.937056] [INFO ] [sig       ] Z: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:35:05.129701] [INFO ] [LOCAL     ] Saved forecast: Z	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/Z.txt
[2025-12-22T20:35:05.129859] [INFO ] [sig       ] [3536/3560] Completed Z in 0.4s | 2.94 sym/s | Total: 20.0m | ETA: 8.2s
[2025-12-22T20:35:05.129900] [INFO ] [sig       ] [3537/3560] Forecasting ZBH...
[2025-12-22T20:35:05.129928] [INFO ] [sig       ] Generating forecast for: ZBH
[2025-12-22T20:35:05.129958] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZBH' from 'https://tdm.silogroup.org/data/derivative_storage/ZBH.csv'.
[2025-12-22T20:35:05.142008] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZBH'.
[2025-12-22T20:35:05.142396] [INFO ] [FORECASTER] Starting predict_future for ZBH
[2025-12-22T20:35:05.143183] [DEBUG] [LOCAL     ] No optimal features file found for ZBH: ./output/feature-sets/ZBH.txt
[2025-12-22T20:35:05.143236] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:35:05.143267] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:35:05.143293] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:35:05.143348] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:35:05.201252] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:35:05.202116] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:35:05.202197] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:35:05.202230] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:35:05.319718] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:35:05.319871] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:35:05.319910] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:35:05.319939] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:35:05.323263] [DEBUG] [FORECASTER] ZBH: Forecast T+1@11:T+2@11: UP (p=87.01%)
[2025-12-22T20:35:05.323528] [INFO ] [FORECASTER] Completed predict_future for ZBH
[2025-12-22T20:35:05.323674] [INFO ] [sig       ] ZBH: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:35:05.461646] [INFO ] [LOCAL     ] Saved forecast: ZBH	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/ZBH.txt
[2025-12-22T20:35:05.461805] [INFO ] [sig       ] [3537/3560] Completed ZBH in 0.3s | 2.94 sym/s | Total: 20.0m | ETA: 7.8s
[2025-12-22T20:35:05.461846] [INFO ] [sig       ] [3538/3560] Forecasting ZBIO...
[2025-12-22T20:35:05.461876] [INFO ] [sig       ] Generating forecast for: ZBIO
[2025-12-22T20:35:05.461905] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZBIO' from 'https://tdm.silogroup.org/data/derivative_storage/ZBIO.csv'.
[2025-12-22T20:35:05.473452] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZBIO'.
[2025-12-22T20:35:05.473879] [INFO ] [FORECASTER] Starting predict_future for ZBIO
[2025-12-22T20:35:05.474708] [DEBUG] [LOCAL     ] No optimal features file found for ZBIO: ./output/feature-sets/ZBIO.txt
[2025-12-22T20:35:05.474762] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:35:05.474796] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:35:05.474825] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:35:05.474882] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:35:05.532019] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:35:05.533165] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:35:05.533268] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:35:05.533340] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:35:05.654199] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:35:05.654357] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:35:05.654399] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:35:05.654429] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:35:05.657851] [DEBUG] [FORECASTER] ZBIO: Forecast T+1@11:T+2@11: UP (p=96.98%)
[2025-12-22T20:35:05.658132] [INFO ] [FORECASTER] Completed predict_future for ZBIO
[2025-12-22T20:35:05.658259] [INFO ] [sig       ] ZBIO: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:35:05.797052] [INFO ] [LOCAL     ] Saved forecast: ZBIO	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/ZBIO.txt
[2025-12-22T20:35:05.797206] [INFO ] [sig       ] [3538/3560] Completed ZBIO in 0.3s | 2.94 sym/s | Total: 20.0m | ETA: 7.5s
[2025-12-22T20:35:05.797247] [INFO ] [sig       ] [3539/3560] Forecasting ZBRA...
[2025-12-22T20:35:05.797277] [INFO ] [sig       ] Generating forecast for: ZBRA
[2025-12-22T20:35:05.797309] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZBRA' from 'https://tdm.silogroup.org/data/derivative_storage/ZBRA.csv'.
[2025-12-22T20:35:05.808154] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZBRA'.
[2025-12-22T20:35:05.808549] [INFO ] [FORECASTER] Starting predict_future for ZBRA
[2025-12-22T20:35:05.809352] [DEBUG] [LOCAL     ] No optimal features file found for ZBRA: ./output/feature-sets/ZBRA.txt
[2025-12-22T20:35:05.809408] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:35:05.809448] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:35:05.809481] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:35:05.809550] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:35:05.866402] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:35:05.867274] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:35:05.867354] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:35:05.867387] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:35:05.984374] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:35:05.984530] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:35:05.984586] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:35:05.984619] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:35:05.987922] [DEBUG] [FORECASTER] ZBRA: Forecast T+1@11:T+2@11: UP (p=97.83%)
[2025-12-22T20:35:05.988195] [INFO ] [FORECASTER] Completed predict_future for ZBRA
[2025-12-22T20:35:05.988317] [INFO ] [sig       ] ZBRA: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:35:06.126365] [INFO ] [LOCAL     ] Saved forecast: ZBRA	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/ZBRA.txt
[2025-12-22T20:35:06.126528] [INFO ] [sig       ] [3539/3560] Completed ZBRA in 0.3s | 2.94 sym/s | Total: 20.0m | ETA: 7.1s
[2025-12-22T20:35:06.126588] [INFO ] [sig       ] [3540/3560] Forecasting ZD...
[2025-12-22T20:35:06.126622] [INFO ] [sig       ] Generating forecast for: ZD
[2025-12-22T20:35:06.126654] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZD' from 'https://tdm.silogroup.org/data/derivative_storage/ZD.csv'.
[2025-12-22T20:35:06.140228] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZD'.
[2025-12-22T20:35:06.140555] [INFO ] [FORECASTER] Starting predict_future for ZD
[2025-12-22T20:35:06.141348] [DEBUG] [LOCAL     ] No optimal features file found for ZD: ./output/feature-sets/ZD.txt
[2025-12-22T20:35:06.141400] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:35:06.141446] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:35:06.141474] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:35:06.141531] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:35:06.199304] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:35:06.200020] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:35:06.200109] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:35:06.200146] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:35:06.319471] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:35:06.319635] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:35:06.319676] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:35:06.319705] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:35:06.322994] [DEBUG] [FORECASTER] ZD: Forecast T+1@11:T+2@11: DOWN (p=20.36%)
[2025-12-22T20:35:06.323256] [INFO ] [FORECASTER] Completed predict_future for ZD
[2025-12-22T20:35:06.323376] [INFO ] [sig       ] ZD: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:35:06.458744] [INFO ] [LOCAL     ] Saved forecast: ZD	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/ZD.txt
[2025-12-22T20:35:06.458901] [INFO ] [sig       ] [3540/3560] Completed ZD in 0.3s | 2.94 sym/s | Total: 20.0m | ETA: 6.8s
[2025-12-22T20:35:06.458942] [INFO ] [sig       ] [3541/3560] Forecasting ZEPP...
[2025-12-22T20:35:06.458971] [INFO ] [sig       ] Generating forecast for: ZEPP
[2025-12-22T20:35:06.459019] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZEPP' from 'https://tdm.silogroup.org/data/derivative_storage/ZEPP.csv'.
[2025-12-22T20:35:06.470516] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZEPP'.
[2025-12-22T20:35:06.470921] [INFO ] [FORECASTER] Starting predict_future for ZEPP
[2025-12-22T20:35:06.471699] [DEBUG] [LOCAL     ] No optimal features file found for ZEPP: ./output/feature-sets/ZEPP.txt
[2025-12-22T20:35:06.471750] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:35:06.471782] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:35:06.471810] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:35:06.471866] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:35:06.527933] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:35:06.528812] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:35:06.528897] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:35:06.528930] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:35:06.638446] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:35:06.638622] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:35:06.638662] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:35:06.638691] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:35:06.642065] [DEBUG] [FORECASTER] ZEPP: Forecast T+1@11:T+2@11: DOWN (p=1.53%)
[2025-12-22T20:35:06.642352] [INFO ] [FORECASTER] Completed predict_future for ZEPP
[2025-12-22T20:35:06.642481] [INFO ] [sig       ] ZEPP: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:35:06.777337] [INFO ] [LOCAL     ] Saved forecast: ZEPP	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/ZEPP.txt
[2025-12-22T20:35:06.777478] [INFO ] [sig       ] [3541/3560] Completed ZEPP in 0.3s | 2.94 sym/s | Total: 20.0m | ETA: 6.5s
[2025-12-22T20:35:06.777518] [INFO ] [sig       ] [3542/3560] Forecasting ZETA...
[2025-12-22T20:35:06.777551] [INFO ] [sig       ] Generating forecast for: ZETA
[2025-12-22T20:35:06.777599] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZETA' from 'https://tdm.silogroup.org/data/derivative_storage/ZETA.csv'.
[2025-12-22T20:35:06.788235] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZETA'.
[2025-12-22T20:35:06.788557] [INFO ] [FORECASTER] Starting predict_future for ZETA
[2025-12-22T20:35:06.789363] [DEBUG] [LOCAL     ] No optimal features file found for ZETA: ./output/feature-sets/ZETA.txt
[2025-12-22T20:35:06.789415] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:35:06.789447] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:35:06.789474] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:35:06.789530] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:35:06.845716] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:35:06.846507] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:35:06.846608] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:35:06.846644] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:35:06.968950] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:35:06.969118] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:35:06.969158] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:35:06.969186] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:35:06.972644] [DEBUG] [FORECASTER] ZETA: Forecast T+1@11:T+2@11: DOWN (p=30.91%)
[2025-12-22T20:35:06.972909] [INFO ] [FORECASTER] Completed predict_future for ZETA
[2025-12-22T20:35:06.973026] [INFO ] [sig       ] ZETA: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:35:07.106516] [INFO ] [LOCAL     ] Saved forecast: ZETA	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/ZETA.txt
[2025-12-22T20:35:07.106680] [INFO ] [sig       ] [3542/3560] Completed ZETA in 0.3s | 2.94 sym/s | Total: 20.1m | ETA: 6.1s
[2025-12-22T20:35:07.106721] [INFO ] [sig       ] [3543/3560] Forecasting ZEUS...
[2025-12-22T20:35:07.106750] [INFO ] [sig       ] Generating forecast for: ZEUS
[2025-12-22T20:35:07.106780] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZEUS' from 'https://tdm.silogroup.org/data/derivative_storage/ZEUS.csv'.
[2025-12-22T20:35:07.117614] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZEUS'.
[2025-12-22T20:35:07.117939] [INFO ] [FORECASTER] Starting predict_future for ZEUS
[2025-12-22T20:35:07.118707] [DEBUG] [LOCAL     ] No optimal features file found for ZEUS: ./output/feature-sets/ZEUS.txt
[2025-12-22T20:35:07.118758] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:35:07.118789] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:35:07.118816] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:35:07.118870] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:35:07.174270] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:35:07.174953] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:35:07.175043] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:35:07.175076] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:35:07.295304] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:35:07.295459] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:35:07.295498] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:35:07.295526] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:35:07.298826] [DEBUG] [FORECASTER] ZEUS: Forecast T+1@11:T+2@11: UP (p=83.48%)
[2025-12-22T20:35:07.299110] [INFO ] [FORECASTER] Completed predict_future for ZEUS
[2025-12-22T20:35:07.299228] [INFO ] [sig       ] ZEUS: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:35:07.433474] [INFO ] [LOCAL     ] Saved forecast: ZEUS	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/ZEUS.txt
[2025-12-22T20:35:07.433624] [INFO ] [sig       ] [3543/3560] Completed ZEUS in 0.3s | 2.94 sym/s | Total: 20.1m | ETA: 5.8s
[2025-12-22T20:35:07.433666] [INFO ] [sig       ] [3544/3560] Forecasting ZGN...
[2025-12-22T20:35:07.433702] [INFO ] [sig       ] Generating forecast for: ZGN
[2025-12-22T20:35:07.433733] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZGN' from 'https://tdm.silogroup.org/data/derivative_storage/ZGN.csv'.
[2025-12-22T20:35:07.444098] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZGN'.
[2025-12-22T20:35:07.444446] [INFO ] [FORECASTER] Starting predict_future for ZGN
[2025-12-22T20:35:07.445227] [DEBUG] [LOCAL     ] No optimal features file found for ZGN: ./output/feature-sets/ZGN.txt
[2025-12-22T20:35:07.445279] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:35:07.445315] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:35:07.445342] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:35:07.445399] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:35:07.500504] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:35:07.501197] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:35:07.501273] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:35:07.501305] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:35:07.620233] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:35:07.620396] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:35:07.620435] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:35:07.620464] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:35:07.623790] [DEBUG] [FORECASTER] ZGN: Forecast T+1@11:T+2@11: DOWN (p=2.06%)
[2025-12-22T20:35:07.624061] [INFO ] [FORECASTER] Completed predict_future for ZGN
[2025-12-22T20:35:07.624183] [INFO ] [sig       ] ZGN: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:35:07.757489] [INFO ] [LOCAL     ] Saved forecast: ZGN	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/ZGN.txt
[2025-12-22T20:35:07.757647] [INFO ] [sig       ] [3544/3560] Completed ZGN in 0.3s | 2.94 sym/s | Total: 20.1m | ETA: 5.4s
[2025-12-22T20:35:07.757687] [INFO ] [sig       ] [3545/3560] Forecasting ZH...
[2025-12-22T20:35:07.757717] [INFO ] [sig       ] Generating forecast for: ZH
[2025-12-22T20:35:07.757747] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZH' from 'https://tdm.silogroup.org/data/derivative_storage/ZH.csv'.
[2025-12-22T20:35:07.768929] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZH'.
[2025-12-22T20:35:07.769319] [INFO ] [FORECASTER] Starting predict_future for ZH
[2025-12-22T20:35:07.770096] [DEBUG] [LOCAL     ] No optimal features file found for ZH: ./output/feature-sets/ZH.txt
[2025-12-22T20:35:07.770148] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:35:07.770207] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:35:07.770235] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:35:07.770291] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:35:07.825720] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:35:07.826452] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:35:07.826533] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:35:07.826566] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:35:07.943328] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:35:07.943487] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:35:07.943527] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:35:07.943556] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:35:07.946902] [DEBUG] [FORECASTER] ZH: Forecast T+1@11:T+2@11: DOWN (p=30.98%)
[2025-12-22T20:35:07.947174] [INFO ] [FORECASTER] Completed predict_future for ZH
[2025-12-22T20:35:07.947296] [INFO ] [sig       ] ZH: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:35:08.081268] [INFO ] [LOCAL     ] Saved forecast: ZH	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/ZH.txt
[2025-12-22T20:35:08.081421] [INFO ] [sig       ] [3545/3560] Completed ZH in 0.3s | 2.94 sym/s | Total: 20.1m | ETA: 5.1s
[2025-12-22T20:35:08.081461] [INFO ] [sig       ] [3546/3560] Forecasting ZIM...
[2025-12-22T20:35:08.081491] [INFO ] [sig       ] Generating forecast for: ZIM
[2025-12-22T20:35:08.081521] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZIM' from 'https://tdm.silogroup.org/data/derivative_storage/ZIM.csv'.
[2025-12-22T20:35:08.093182] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZIM'.
[2025-12-22T20:35:08.093543] [INFO ] [FORECASTER] Starting predict_future for ZIM
[2025-12-22T20:35:08.094328] [DEBUG] [LOCAL     ] No optimal features file found for ZIM: ./output/feature-sets/ZIM.txt
[2025-12-22T20:35:08.094379] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:35:08.094410] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:35:08.094436] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:35:08.094492] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:35:08.150119] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:35:08.150989] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:35:08.151073] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:35:08.151106] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:35:08.272031] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:35:08.272186] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:35:08.272227] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:35:08.272257] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:35:08.275985] [DEBUG] [FORECASTER] ZIM: Forecast T+1@11:T+2@11: UP (p=51.59%)
[2025-12-22T20:35:08.276258] [INFO ] [FORECASTER] Completed predict_future for ZIM
[2025-12-22T20:35:08.276382] [INFO ] [sig       ] ZIM: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:35:08.412322] [INFO ] [LOCAL     ] Saved forecast: ZIM	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/ZIM.txt
[2025-12-22T20:35:08.412481] [INFO ] [sig       ] [3546/3560] Completed ZIM in 0.3s | 2.94 sym/s | Total: 20.1m | ETA: 4.8s
[2025-12-22T20:35:08.412521] [INFO ] [sig       ] [3547/3560] Forecasting ZION...
[2025-12-22T20:35:08.412551] [INFO ] [sig       ] Generating forecast for: ZION
[2025-12-22T20:35:08.412599] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZION' from 'https://tdm.silogroup.org/data/derivative_storage/ZION.csv'.
[2025-12-22T20:35:08.423537] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZION'.
[2025-12-22T20:35:08.423903] [INFO ] [FORECASTER] Starting predict_future for ZION
[2025-12-22T20:35:08.424740] [DEBUG] [LOCAL     ] No optimal features file found for ZION: ./output/feature-sets/ZION.txt
[2025-12-22T20:35:08.424794] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:35:08.424829] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:35:08.424856] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:35:08.424915] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:35:08.482667] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:35:08.483403] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:35:08.483483] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:35:08.483518] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:35:08.614950] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:35:08.615102] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:35:08.615141] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:35:08.615169] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:35:08.618562] [DEBUG] [FORECASTER] ZION: Forecast T+1@11:T+2@11: DOWN (p=41.63%)
[2025-12-22T20:35:08.618846] [INFO ] [FORECASTER] Completed predict_future for ZION
[2025-12-22T20:35:08.618964] [INFO ] [sig       ] ZION: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:35:08.759780] [INFO ] [LOCAL     ] Saved forecast: ZION	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/ZION.txt
[2025-12-22T20:35:08.759951] [INFO ] [sig       ] [3547/3560] Completed ZION in 0.3s | 2.94 sym/s | Total: 20.1m | ETA: 4.4s
[2025-12-22T20:35:08.759992] [INFO ] [sig       ] [3548/3560] Forecasting ZIP...
[2025-12-22T20:35:08.760023] [INFO ] [sig       ] Generating forecast for: ZIP
[2025-12-22T20:35:08.760056] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZIP' from 'https://tdm.silogroup.org/data/derivative_storage/ZIP.csv'.
[2025-12-22T20:35:08.771195] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZIP'.
[2025-12-22T20:35:08.771520] [INFO ] [FORECASTER] Starting predict_future for ZIP
[2025-12-22T20:35:08.772285] [DEBUG] [LOCAL     ] No optimal features file found for ZIP: ./output/feature-sets/ZIP.txt
[2025-12-22T20:35:08.772337] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:35:08.772368] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:35:08.772395] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:35:08.772450] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:35:08.831101] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:35:08.832075] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:35:08.832161] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:35:08.832194] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:35:08.953958] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:35:08.954113] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:35:08.954154] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:35:08.954243] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:35:08.958034] [DEBUG] [FORECASTER] ZIP: Forecast T+1@11:T+2@11: DOWN (p=1.40%)
[2025-12-22T20:35:08.958377] [INFO ] [FORECASTER] Completed predict_future for ZIP
[2025-12-22T20:35:08.958518] [INFO ] [sig       ] ZIP: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:35:09.098031] [INFO ] [LOCAL     ] Saved forecast: ZIP	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/ZIP.txt
[2025-12-22T20:35:09.098163] [INFO ] [sig       ] [3548/3560] Completed ZIP in 0.3s | 2.94 sym/s | Total: 20.1m | ETA: 4.1s
[2025-12-22T20:35:09.098201] [INFO ] [sig       ] [3549/3560] Forecasting ZLAB...
[2025-12-22T20:35:09.098231] [INFO ] [sig       ] Generating forecast for: ZLAB
[2025-12-22T20:35:09.098261] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZLAB' from 'https://tdm.silogroup.org/data/derivative_storage/ZLAB.csv'.
[2025-12-22T20:35:09.109192] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZLAB'.
[2025-12-22T20:35:09.109554] [INFO ] [FORECASTER] Starting predict_future for ZLAB
[2025-12-22T20:35:09.110384] [DEBUG] [LOCAL     ] No optimal features file found for ZLAB: ./output/feature-sets/ZLAB.txt
[2025-12-22T20:35:09.110437] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:35:09.110470] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:35:09.110497] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:35:09.110554] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:35:09.168711] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:35:09.169496] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:35:09.169597] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:35:09.169634] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:35:09.291540] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:35:09.291698] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:35:09.291741] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:35:09.291768] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:35:09.295042] [DEBUG] [FORECASTER] ZLAB: Forecast T+1@11:T+2@11: UP (p=94.54%)
[2025-12-22T20:35:09.295304] [INFO ] [FORECASTER] Completed predict_future for ZLAB
[2025-12-22T20:35:09.295428] [INFO ] [sig       ] ZLAB: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:35:09.430054] [INFO ] [LOCAL     ] Saved forecast: ZLAB	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/ZLAB.txt
[2025-12-22T20:35:09.430191] [INFO ] [sig       ] [3549/3560] Completed ZLAB in 0.3s | 2.94 sym/s | Total: 20.1m | ETA: 3.7s
[2025-12-22T20:35:09.430230] [INFO ] [sig       ] [3550/3560] Forecasting ZM...
[2025-12-22T20:35:09.430259] [INFO ] [sig       ] Generating forecast for: ZM
[2025-12-22T20:35:09.430289] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZM' from 'https://tdm.silogroup.org/data/derivative_storage/ZM.csv'.
[2025-12-22T20:35:09.441017] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZM'.
[2025-12-22T20:35:09.441377] [INFO ] [FORECASTER] Starting predict_future for ZM
[2025-12-22T20:35:09.442153] [DEBUG] [LOCAL     ] No optimal features file found for ZM: ./output/feature-sets/ZM.txt
[2025-12-22T20:35:09.442205] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:35:09.442236] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:35:09.442262] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:35:09.442318] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:35:09.500676] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:35:09.501471] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:35:09.501552] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:35:09.501605] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:35:09.623103] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:35:09.623257] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:35:09.623297] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:35:09.623326] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:35:09.626694] [DEBUG] [FORECASTER] ZM: Forecast T+1@11:T+2@11: DOWN (p=11.54%)
[2025-12-22T20:35:09.626967] [INFO ] [FORECASTER] Completed predict_future for ZM
[2025-12-22T20:35:09.627090] [INFO ] [sig       ] ZM: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:35:09.762968] [INFO ] [LOCAL     ] Saved forecast: ZM	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/ZM.txt
[2025-12-22T20:35:09.763110] [INFO ] [sig       ] [3550/3560] Completed ZM in 0.3s | 2.94 sym/s | Total: 20.1m | ETA: 3.4s
[2025-12-22T20:35:09.763149] [INFO ] [sig       ] [3551/3560] Forecasting ZNTL...
[2025-12-22T20:35:09.763178] [INFO ] [sig       ] Generating forecast for: ZNTL
[2025-12-22T20:35:09.763209] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZNTL' from 'https://tdm.silogroup.org/data/derivative_storage/ZNTL.csv'.
[2025-12-22T20:35:09.774456] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZNTL'.
[2025-12-22T20:35:09.774808] [INFO ] [FORECASTER] Starting predict_future for ZNTL
[2025-12-22T20:35:09.775659] [DEBUG] [LOCAL     ] No optimal features file found for ZNTL: ./output/feature-sets/ZNTL.txt
[2025-12-22T20:35:09.775712] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:35:09.775745] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:35:09.775774] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:35:09.775831] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:35:09.832342] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:35:09.833013] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:35:09.833092] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:35:09.833126] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:35:09.955793] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:35:09.955952] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:35:09.955993] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:35:09.956021] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:35:09.959379] [DEBUG] [FORECASTER] ZNTL: Forecast T+1@11:T+2@11: UP (p=73.92%)
[2025-12-22T20:35:09.959677] [INFO ] [FORECASTER] Completed predict_future for ZNTL
[2025-12-22T20:35:09.959800] [INFO ] [sig       ] ZNTL: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:35:10.105182] [INFO ] [LOCAL     ] Saved forecast: ZNTL	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/ZNTL.txt
[2025-12-22T20:35:10.105357] [INFO ] [sig       ] [3551/3560] Completed ZNTL in 0.3s | 2.94 sym/s | Total: 20.1m | ETA: 3.1s
[2025-12-22T20:35:10.105402] [INFO ] [sig       ] [3552/3560] Forecasting ZS...
[2025-12-22T20:35:10.105434] [INFO ] [sig       ] Generating forecast for: ZS
[2025-12-22T20:35:10.105465] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZS' from 'https://tdm.silogroup.org/data/derivative_storage/ZS.csv'.
[2025-12-22T20:35:10.118439] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZS'.
[2025-12-22T20:35:10.118931] [INFO ] [FORECASTER] Starting predict_future for ZS
[2025-12-22T20:35:10.119825] [DEBUG] [LOCAL     ] No optimal features file found for ZS: ./output/feature-sets/ZS.txt
[2025-12-22T20:35:10.119879] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:35:10.119912] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:35:10.119939] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:35:10.119997] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:35:10.178235] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:35:10.179097] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:35:10.179177] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:35:10.179210] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:35:10.298484] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:35:10.298660] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:35:10.298708] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:35:10.298737] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:35:10.302077] [DEBUG] [FORECASTER] ZS: Forecast T+1@11:T+2@11: UP (p=98.24%)
[2025-12-22T20:35:10.302343] [INFO ] [FORECASTER] Completed predict_future for ZS
[2025-12-22T20:35:10.302461] [INFO ] [sig       ] ZS: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:35:10.440399] [INFO ] [LOCAL     ] Saved forecast: ZS	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/ZS.txt
[2025-12-22T20:35:10.440524] [INFO ] [sig       ] [3552/3560] Completed ZS in 0.3s | 2.94 sym/s | Total: 20.1m | ETA: 2.7s
[2025-12-22T20:35:10.440563] [INFO ] [sig       ] [3553/3560] Forecasting ZTO...
[2025-12-22T20:35:10.440611] [INFO ] [sig       ] Generating forecast for: ZTO
[2025-12-22T20:35:10.440641] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZTO' from 'https://tdm.silogroup.org/data/derivative_storage/ZTO.csv'.
[2025-12-22T20:35:10.451699] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZTO'.
[2025-12-22T20:35:10.452047] [INFO ] [FORECASTER] Starting predict_future for ZTO
[2025-12-22T20:35:10.452887] [DEBUG] [LOCAL     ] No optimal features file found for ZTO: ./output/feature-sets/ZTO.txt
[2025-12-22T20:35:10.452953] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:35:10.452987] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:35:10.453016] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:35:10.453073] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:35:10.509447] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:35:10.510079] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:35:10.510153] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:35:10.510184] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:35:10.627793] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:35:10.627946] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:35:10.627986] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:35:10.628018] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:35:10.631426] [DEBUG] [FORECASTER] ZTO: Forecast T+1@11:T+2@11: DOWN (p=19.15%)
[2025-12-22T20:35:10.631715] [INFO ] [FORECASTER] Completed predict_future for ZTO
[2025-12-22T20:35:10.631839] [INFO ] [sig       ] ZTO: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:35:10.770689] [INFO ] [LOCAL     ] Saved forecast: ZTO	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/ZTO.txt
[2025-12-22T20:35:10.770847] [INFO ] [sig       ] [3553/3560] Completed ZTO in 0.3s | 2.94 sym/s | Total: 20.1m | ETA: 2.4s
[2025-12-22T20:35:10.770888] [INFO ] [sig       ] [3554/3560] Forecasting ZTS...
[2025-12-22T20:35:10.770917] [INFO ] [sig       ] Generating forecast for: ZTS
[2025-12-22T20:35:10.770946] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZTS' from 'https://tdm.silogroup.org/data/derivative_storage/ZTS.csv'.
[2025-12-22T20:35:10.783104] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZTS'.
[2025-12-22T20:35:10.783512] [INFO ] [FORECASTER] Starting predict_future for ZTS
[2025-12-22T20:35:10.784331] [DEBUG] [LOCAL     ] No optimal features file found for ZTS: ./output/feature-sets/ZTS.txt
[2025-12-22T20:35:10.784385] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:35:10.784418] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:35:10.784444] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:35:10.784499] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:35:10.842735] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:35:10.843598] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:35:10.843679] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:35:10.843712] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:35:10.975873] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:35:10.976033] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:35:10.976073] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:35:10.976101] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:35:10.979457] [DEBUG] [FORECASTER] ZTS: Forecast T+1@11:T+2@11: UP (p=94.70%)
[2025-12-22T20:35:10.979765] [INFO ] [FORECASTER] Completed predict_future for ZTS
[2025-12-22T20:35:10.979891] [INFO ] [sig       ] ZTS: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:35:11.115247] [INFO ] [LOCAL     ] Saved forecast: ZTS	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/ZTS.txt
[2025-12-22T20:35:11.115407] [INFO ] [sig       ] [3554/3560] Completed ZTS in 0.3s | 2.94 sym/s | Total: 20.1m | ETA: 2.0s
[2025-12-22T20:35:11.115448] [INFO ] [sig       ] [3555/3560] Forecasting ZUMZ...
[2025-12-22T20:35:11.115478] [INFO ] [sig       ] Generating forecast for: ZUMZ
[2025-12-22T20:35:11.115507] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZUMZ' from 'https://tdm.silogroup.org/data/derivative_storage/ZUMZ.csv'.
[2025-12-22T20:35:11.127937] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZUMZ'.
[2025-12-22T20:35:11.128328] [INFO ] [FORECASTER] Starting predict_future for ZUMZ
[2025-12-22T20:35:11.129142] [DEBUG] [LOCAL     ] No optimal features file found for ZUMZ: ./output/feature-sets/ZUMZ.txt
[2025-12-22T20:35:11.129194] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:35:11.129225] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:35:11.129252] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:35:11.129307] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:35:11.185238] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:35:11.186049] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:35:11.186126] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:35:11.186209] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:35:11.308784] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:35:11.308936] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:35:11.308975] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:35:11.309026] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:35:11.312379] [DEBUG] [FORECASTER] ZUMZ: Forecast T+1@11:T+2@11: UP (p=55.12%)
[2025-12-22T20:35:11.312680] [INFO ] [FORECASTER] Completed predict_future for ZUMZ
[2025-12-22T20:35:11.312811] [INFO ] [sig       ] ZUMZ: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:35:11.448297] [INFO ] [LOCAL     ] Saved forecast: ZUMZ	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/ZUMZ.txt
[2025-12-22T20:35:11.448426] [INFO ] [sig       ] [3555/3560] Completed ZUMZ in 0.3s | 2.94 sym/s | Total: 20.1m | ETA: 1.7s
[2025-12-22T20:35:11.448464] [INFO ] [sig       ] [3556/3560] Forecasting ZURA...
[2025-12-22T20:35:11.448494] [INFO ] [sig       ] Generating forecast for: ZURA
[2025-12-22T20:35:11.448525] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZURA' from 'https://tdm.silogroup.org/data/derivative_storage/ZURA.csv'.
[2025-12-22T20:35:11.460232] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZURA'.
[2025-12-22T20:35:11.460601] [INFO ] [FORECASTER] Starting predict_future for ZURA
[2025-12-22T20:35:11.461421] [DEBUG] [LOCAL     ] No optimal features file found for ZURA: ./output/feature-sets/ZURA.txt
[2025-12-22T20:35:11.461477] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:35:11.461511] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:35:11.461538] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:35:11.461615] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:35:11.518378] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:35:11.519036] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:35:11.519114] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:35:11.519146] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:35:11.643147] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:35:11.643296] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:35:11.643336] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:35:11.643366] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:35:11.646772] [DEBUG] [FORECASTER] ZURA: Forecast T+1@11:T+2@11: DOWN (p=29.76%)
[2025-12-22T20:35:11.647047] [INFO ] [FORECASTER] Completed predict_future for ZURA
[2025-12-22T20:35:11.647168] [INFO ] [sig       ] ZURA: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:35:11.783990] [INFO ] [LOCAL     ] Saved forecast: ZURA	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/ZURA.txt
[2025-12-22T20:35:11.784112] [INFO ] [sig       ] [3556/3560] Completed ZURA in 0.3s | 2.94 sym/s | Total: 20.1m | ETA: 1.4s
[2025-12-22T20:35:11.784156] [INFO ] [sig       ] [3557/3560] Forecasting ZVIA...
[2025-12-22T20:35:11.784186] [INFO ] [sig       ] Generating forecast for: ZVIA
[2025-12-22T20:35:11.784215] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZVIA' from 'https://tdm.silogroup.org/data/derivative_storage/ZVIA.csv'.
[2025-12-22T20:35:11.798241] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZVIA'.
[2025-12-22T20:35:11.798821] [INFO ] [FORECASTER] Starting predict_future for ZVIA
[2025-12-22T20:35:11.799799] [DEBUG] [LOCAL     ] No optimal features file found for ZVIA: ./output/feature-sets/ZVIA.txt
[2025-12-22T20:35:11.799854] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:35:11.799889] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:35:11.799921] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:35:11.799988] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:35:11.860487] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:35:11.861630] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:35:11.861728] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:35:11.861765] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:35:11.985262] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:35:11.985506] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:35:11.985555] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:35:11.985605] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:35:11.989690] [DEBUG] [FORECASTER] ZVIA: Forecast T+1@11:T+2@11: DOWN (p=9.72%)
[2025-12-22T20:35:11.990016] [INFO ] [FORECASTER] Completed predict_future for ZVIA
[2025-12-22T20:35:11.990175] [INFO ] [sig       ] ZVIA: Forecast for 2025-12-22: DOWN (sign=0.00)
[2025-12-22T20:35:12.133474] [INFO ] [LOCAL     ] Saved forecast: ZVIA	2025-12-23	0 -> ./output/forecasts/individual/2025-12-23/ZVIA.txt
[2025-12-22T20:35:12.133674] [INFO ] [sig       ] [3557/3560] Completed ZVIA in 0.3s | 2.94 sym/s | Total: 20.1m | ETA: 1.0s
[2025-12-22T20:35:12.133720] [INFO ] [sig       ] [3558/3560] Forecasting ZVRA...
[2025-12-22T20:35:12.133749] [INFO ] [sig       ] Generating forecast for: ZVRA
[2025-12-22T20:35:12.133780] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZVRA' from 'https://tdm.silogroup.org/data/derivative_storage/ZVRA.csv'.
[2025-12-22T20:35:12.147771] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZVRA'.
[2025-12-22T20:35:12.148382] [INFO ] [FORECASTER] Starting predict_future for ZVRA
[2025-12-22T20:35:12.149427] [DEBUG] [LOCAL     ] No optimal features file found for ZVRA: ./output/feature-sets/ZVRA.txt
[2025-12-22T20:35:12.149489] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:35:12.149525] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:35:12.149554] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:35:12.149635] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:35:12.210656] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:35:12.211808] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:35:12.211938] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:35:12.211973] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:35:12.332271] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:35:12.332507] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:35:12.332554] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:35:12.332600] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:35:12.336681] [DEBUG] [FORECASTER] ZVRA: Forecast T+1@11:T+2@11: UP (p=82.50%)
[2025-12-22T20:35:12.336998] [INFO ] [FORECASTER] Completed predict_future for ZVRA
[2025-12-22T20:35:12.337163] [INFO ] [sig       ] ZVRA: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:35:12.474986] [INFO ] [LOCAL     ] Saved forecast: ZVRA	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/ZVRA.txt
[2025-12-22T20:35:12.475209] [INFO ] [sig       ] [3558/3560] Completed ZVRA in 0.3s | 2.94 sym/s | Total: 20.1m | ETA: 0.7s
[2025-12-22T20:35:12.475252] [INFO ] [sig       ] [3559/3560] Forecasting ZWS...
[2025-12-22T20:35:12.475284] [INFO ] [sig       ] Generating forecast for: ZWS
[2025-12-22T20:35:12.475316] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZWS' from 'https://tdm.silogroup.org/data/derivative_storage/ZWS.csv'.
[2025-12-22T20:35:12.491125] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZWS'.
[2025-12-22T20:35:12.491747] [INFO ] [FORECASTER] Starting predict_future for ZWS
[2025-12-22T20:35:12.492698] [DEBUG] [LOCAL     ] No optimal features file found for ZWS: ./output/feature-sets/ZWS.txt
[2025-12-22T20:35:12.492755] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:35:12.492791] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:35:12.492821] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:35:12.492894] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:35:12.553848] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:35:12.555068] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:35:12.555164] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:35:12.555199] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:35:12.680697] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:35:12.680927] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:35:12.680974] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:35:12.681004] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:35:12.684923] [DEBUG] [FORECASTER] ZWS: Forecast T+1@11:T+2@11: UP (p=56.30%)
[2025-12-22T20:35:12.685237] [INFO ] [FORECASTER] Completed predict_future for ZWS
[2025-12-22T20:35:12.685374] [INFO ] [sig       ] ZWS: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:35:12.824972] [INFO ] [LOCAL     ] Saved forecast: ZWS	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/ZWS.txt
[2025-12-22T20:35:12.825173] [INFO ] [sig       ] [3559/3560] Completed ZWS in 0.3s | 2.94 sym/s | Total: 20.1m | ETA: 0.3s
[2025-12-22T20:35:12.825217] [INFO ] [sig       ] [3560/3560] Forecasting ZYME...
[2025-12-22T20:35:12.825249] [INFO ] [sig       ] Generating forecast for: ZYME
[2025-12-22T20:35:12.825282] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZYME' from 'https://tdm.silogroup.org/data/derivative_storage/ZYME.csv'.
[2025-12-22T20:35:12.841703] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZYME'.
[2025-12-22T20:35:12.842183] [INFO ] [FORECASTER] Starting predict_future for ZYME
[2025-12-22T20:35:12.843109] [DEBUG] [LOCAL     ] No optimal features file found for ZYME: ./output/feature-sets/ZYME.txt
[2025-12-22T20:35:12.843162] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-22T20:35:12.843195] [DEBUG] [FORECASTER] Starting train method
[2025-12-22T20:35:12.843222] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-22T20:35:12.843280] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-22T20:35:12.903281] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-22T20:35:12.904390] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-22T20:35:12.904490] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-22T20:35:12.904524] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-22T20:35:13.030627] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-22T20:35:13.030855] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-22T20:35:13.030930] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-22T20:35:13.030963] [INFO ] [FORECASTER] Training complete
[2025-12-22T20:35:13.035044] [DEBUG] [FORECASTER] ZYME: Forecast T+1@11:T+2@11: UP (p=70.19%)
[2025-12-22T20:35:13.035407] [INFO ] [FORECASTER] Completed predict_future for ZYME
[2025-12-22T20:35:13.035554] [INFO ] [sig       ] ZYME: Forecast for 2025-12-22: UP (sign=1.00)
[2025-12-22T20:35:13.179041] [INFO ] [LOCAL     ] Saved forecast: ZYME	2025-12-23	1 -> ./output/forecasts/individual/2025-12-23/ZYME.txt
[2025-12-22T20:35:13.179241] [INFO ] [sig       ] [3560/3560] Completed ZYME in 0.4s | 2.94 sym/s | Total: 20.2m | ETA: 0.0s
[2025-12-22T20:35:13.179284] [INFO ] [sig       ] ==================================================
[2025-12-22T20:35:13.179316] [INFO ] [sig       ] Forecasts complete: 3560/3560 symbols succeeded
[2025-12-22T20:35:13.179346] [INFO ] [sig       ] Automatically generating consolidated reports...
[2025-12-22T20:35:13.179374] [INFO ] [sig       ] Generating consolidated forecast reports
[2025-12-22T20:35:13.179796] [INFO ] [sig       ] Found 50 forecast dates to process
[2025-12-22T20:35:13.179838] [INFO ] [sig       ] [1/50] Processing report for 2025-10-10...
[2025-12-22T20:35:13.179875] [INFO ] [sig       ] [1/50] Report for 2025-10-10 already exists, skipping...
[2025-12-22T20:35:13.179905] [INFO ] [sig       ] [2/50] Processing report for 2025-10-13...
[2025-12-22T20:35:13.179940] [INFO ] [sig       ] [2/50] Report for 2025-10-13 already exists, skipping...
[2025-12-22T20:35:13.179967] [INFO ] [sig       ] [3/50] Processing report for 2025-10-14...
[2025-12-22T20:35:13.179998] [INFO ] [sig       ] [3/50] Report for 2025-10-14 already exists, skipping...
[2025-12-22T20:35:13.180024] [INFO ] [sig       ] [4/50] Processing report for 2025-10-15...
[2025-12-22T20:35:13.180055] [INFO ] [sig       ] [4/50] Report for 2025-10-15 already exists, skipping...
[2025-12-22T20:35:13.180080] [INFO ] [sig       ] [5/50] Processing report for 2025-10-16...
[2025-12-22T20:35:13.180110] [INFO ] [sig       ] [5/50] Report for 2025-10-16 already exists, skipping...
[2025-12-22T20:35:13.180135] [INFO ] [sig       ] [6/50] Processing report for 2025-10-17...
[2025-12-22T20:35:13.180165] [INFO ] [sig       ] [6/50] Report for 2025-10-17 already exists, skipping...
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[2025-12-22T20:35:13.180220] [INFO ] [sig       ] [7/50] Report for 2025-10-20 already exists, skipping...
[2025-12-22T20:35:13.180245] [INFO ] [sig       ] [8/50] Processing report for 2025-10-21...
[2025-12-22T20:35:13.180275] [INFO ] [sig       ] [8/50] Report for 2025-10-21 already exists, skipping...
[2025-12-22T20:35:13.180299] [INFO ] [sig       ] [9/50] Processing report for 2025-10-22...
[2025-12-22T20:35:13.180328] [INFO ] [sig       ] [9/50] Report for 2025-10-22 already exists, skipping...
[2025-12-22T20:35:13.180353] [INFO ] [sig       ] [10/50] Processing report for 2025-10-23...
[2025-12-22T20:35:13.180382] [INFO ] [sig       ] [10/50] Report for 2025-10-23 already exists, skipping...
[2025-12-22T20:35:13.180406] [INFO ] [sig       ] [11/50] Processing report for 2025-10-24...
[2025-12-22T20:35:13.180436] [INFO ] [sig       ] [11/50] Report for 2025-10-24 already exists, skipping...
[2025-12-22T20:35:13.180461] [INFO ] [sig       ] [12/50] Processing report for 2025-10-27...
[2025-12-22T20:35:13.180491] [INFO ] [sig       ] [12/50] Report for 2025-10-27 already exists, skipping...
[2025-12-22T20:35:13.180515] [INFO ] [sig       ] [13/50] Processing report for 2025-10-28...
[2025-12-22T20:35:13.180639] [INFO ] [sig       ] [13/50] Report for 2025-10-28 already exists, skipping...
[2025-12-22T20:35:13.180668] [INFO ] [sig       ] [14/50] Processing report for 2025-10-30...
[2025-12-22T20:35:13.180699] [INFO ] [sig       ] [14/50] Report for 2025-10-30 already exists, skipping...
[2025-12-22T20:35:13.180725] [INFO ] [sig       ] [15/50] Processing report for 2025-10-31...
[2025-12-22T20:35:13.180764] [INFO ] [sig       ] [15/50] Report for 2025-10-31 already exists, skipping...
[2025-12-22T20:35:13.180791] [INFO ] [sig       ] [16/50] Processing report for 2025-11-03...
[2025-12-22T20:35:13.180821] [INFO ] [sig       ] [16/50] Report for 2025-11-03 already exists, skipping...
[2025-12-22T20:35:13.180845] [INFO ] [sig       ] [17/50] Processing report for 2025-11-04...
[2025-12-22T20:35:13.180876] [INFO ] [sig       ] [17/50] Report for 2025-11-04 already exists, skipping...
[2025-12-22T20:35:13.180901] [INFO ] [sig       ] [18/50] Processing report for 2025-11-05...
[2025-12-22T20:35:13.180930] [INFO ] [sig       ] [18/50] Report for 2025-11-05 already exists, skipping...
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[2025-12-22T20:35:13.180986] [INFO ] [sig       ] [19/50] Report for 2025-11-06 already exists, skipping...
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[2025-12-22T20:35:13.181040] [INFO ] [sig       ] [20/50] Report for 2025-11-07 already exists, skipping...
[2025-12-22T20:35:13.181065] [INFO ] [sig       ] [21/50] Processing report for 2025-11-10...
[2025-12-22T20:35:13.181095] [INFO ] [sig       ] [21/50] Report for 2025-11-10 already exists, skipping...
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[2025-12-22T20:35:13.181148] [INFO ] [sig       ] [22/50] Report for 2025-11-11 already exists, skipping...
[2025-12-22T20:35:13.181173] [INFO ] [sig       ] [23/50] Processing report for 2025-11-12...
[2025-12-22T20:35:13.181202] [INFO ] [sig       ] [23/50] Report for 2025-11-12 already exists, skipping...
[2025-12-22T20:35:13.181226] [INFO ] [sig       ] [24/50] Processing report for 2025-11-13...
[2025-12-22T20:35:13.181256] [INFO ] [sig       ] [24/50] Report for 2025-11-13 already exists, skipping...
[2025-12-22T20:35:13.181280] [INFO ] [sig       ] [25/50] Processing report for 2025-11-17...
[2025-12-22T20:35:13.181309] [INFO ] [sig       ] [25/50] Report for 2025-11-17 already exists, skipping...
[2025-12-22T20:35:13.181333] [INFO ] [sig       ] [26/50] Processing report for 2025-11-18...
[2025-12-22T20:35:13.181364] [INFO ] [sig       ] [26/50] Report for 2025-11-18 already exists, skipping...
[2025-12-22T20:35:13.181388] [INFO ] [sig       ] [27/50] Processing report for 2025-11-19...
[2025-12-22T20:35:13.181418] [INFO ] [sig       ] [27/50] Report for 2025-11-19 already exists, skipping...
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[2025-12-22T20:35:13.181473] [INFO ] [sig       ] [28/50] Report for 2025-11-20 already exists, skipping...
[2025-12-22T20:35:13.181497] [INFO ] [sig       ] [29/50] Processing report for 2025-11-21...
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[2025-12-22T20:35:13.181554] [INFO ] [sig       ] [30/50] Processing report for 2025-11-24...
[2025-12-22T20:35:13.181605] [INFO ] [sig       ] [30/50] Report for 2025-11-24 already exists, skipping...
[2025-12-22T20:35:13.181632] [INFO ] [sig       ] [31/50] Processing report for 2025-11-25...
[2025-12-22T20:35:13.181663] [INFO ] [sig       ] [31/50] Report for 2025-11-25 already exists, skipping...
[2025-12-22T20:35:13.181689] [INFO ] [sig       ] [32/50] Processing report for 2025-11-26...
[2025-12-22T20:35:13.181720] [INFO ] [sig       ] [32/50] Report for 2025-11-26 already exists, skipping...
[2025-12-22T20:35:13.181746] [INFO ] [sig       ] [33/50] Processing report for 2025-11-28...
[2025-12-22T20:35:13.181776] [INFO ] [sig       ] [33/50] Report for 2025-11-28 already exists, skipping...
[2025-12-22T20:35:13.181801] [INFO ] [sig       ] [34/50] Processing report for 2025-12-01...
[2025-12-22T20:35:13.181849] [INFO ] [sig       ] [34/50] Report for 2025-12-01 already exists, skipping...
[2025-12-22T20:35:13.181877] [INFO ] [sig       ] [35/50] Processing report for 2025-12-02...
[2025-12-22T20:35:13.181915] [INFO ] [sig       ] [35/50] Report for 2025-12-02 already exists, skipping...
[2025-12-22T20:35:13.181942] [INFO ] [sig       ] [36/50] Processing report for 2025-12-03...
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[2025-12-22T20:35:13.182111] [INFO ] [sig       ] [39/50] Processing report for 2025-12-08...
[2025-12-22T20:35:13.182141] [INFO ] [sig       ] [39/50] Report for 2025-12-08 already exists, skipping...
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[2025-12-22T20:35:13.182275] [INFO ] [sig       ] [42/50] Processing report for 2025-12-11...
[2025-12-22T20:35:13.182306] [INFO ] [sig       ] [42/50] Report for 2025-12-11 already exists, skipping...
[2025-12-22T20:35:13.182331] [INFO ] [sig       ] [43/50] Processing report for 2025-12-12...
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[2025-12-22T20:35:13.182684] [INFO ] [sig       ] [49/50] Processing report for 2025-12-22...
[2025-12-22T20:35:13.182736] [INFO ] [sig       ] [49/50] Report for 2025-12-22 already exists, skipping...
[2025-12-22T20:35:13.182773] [INFO ] [sig       ] [50/50] Processing report for 2025-12-23...
[2025-12-22T20:35:13.861235] [DEBUG] [LOCAL     ] Loaded configuration for GATX: 1 features, 70.0% accuracy
[2025-12-22T20:35:13.861498] [DEBUG] [LOCAL     ] Loaded configuration for NVAX: 1 features, 60.0% accuracy
[2025-12-22T20:35:13.861623] [DEBUG] [LOCAL     ] Loaded configuration for NTRS: 1 features, 80.0% accuracy
[2025-12-22T20:35:13.861695] [DEBUG] [LOCAL     ] Loaded configuration for RMD: 3 features, 60.0% accuracy
[2025-12-22T20:35:13.861770] [DEBUG] [LOCAL     ] Loaded configuration for LTRN: 2 features, 80.0% accuracy
[2025-12-22T20:35:13.861856] [DEBUG] [LOCAL     ] Loaded configuration for PFL: 1 features, 100.0% accuracy
[2025-12-22T20:35:13.861928] [DEBUG] [LOCAL     ] Loaded configuration for OBIL: 2 features, 80.0% accuracy
[2025-12-22T20:35:13.861993] [DEBUG] [LOCAL     ] Loaded configuration for PWP: 4 features, 90.0% accuracy
[2025-12-22T20:35:13.862065] [DEBUG] [LOCAL     ] Loaded configuration for TILE: 2 features, 80.0% accuracy
[2025-12-22T20:35:13.862144] [DEBUG] [LOCAL     ] Loaded configuration for FHI: 1 features, 80.0% accuracy
[2025-12-22T20:35:13.862238] [DEBUG] [LOCAL     ] Loaded configuration for MP: 1 features, 60.0% accuracy
[2025-12-22T20:35:13.862306] [DEBUG] [LOCAL     ] Loaded configuration for WK: 3 features, 60.0% accuracy
[2025-12-22T20:35:13.862404] [DEBUG] [LOCAL     ] Loaded configuration for FIX: 4 features, 80.0% accuracy
[2025-12-22T20:35:13.862487] [DEBUG] [LOCAL     ] Loaded configuration for COEP: 3 features, 70.0% accuracy
[2025-12-22T20:35:13.862590] [DEBUG] [LOCAL     ] Loaded configuration for SLXN: 4 features, 80.0% accuracy
[2025-12-22T20:35:13.862667] [DEBUG] [LOCAL     ] Loaded configuration for RGLD: 3 features, 70.0% accuracy
[2025-12-22T20:35:13.862732] [DEBUG] [LOCAL     ] Loaded configuration for WSC: 2 features, 60.0% accuracy
[2025-12-22T20:35:13.862797] [DEBUG] [LOCAL     ] Loaded configuration for FNF: 3 features, 60.0% accuracy
[2025-12-22T20:35:13.862861] [DEBUG] [LOCAL     ] Loaded configuration for BXC: 0 features, 60.0% accuracy
[2025-12-22T20:35:13.862938] [DEBUG] [LOCAL     ] Loaded configuration for SEDG: 2 features, 100.0% accuracy
[2025-12-22T20:35:13.863006] [DEBUG] [LOCAL     ] Loaded configuration for NGNE: 2 features, 70.0% accuracy
[2025-12-22T20:35:13.863070] [DEBUG] [LOCAL     ] Loaded configuration for NMCO: 1 features, 80.0% accuracy
[2025-12-22T20:35:13.863180] [DEBUG] [LOCAL     ] Loaded configuration for LOMA: 2 features, 70.0% accuracy
[2025-12-22T20:35:13.863266] [DEBUG] [LOCAL     ] Loaded configuration for CCBG: 2 features, 80.0% accuracy
[2025-12-22T20:35:13.863336] [DEBUG] [LOCAL     ] Loaded configuration for TRS: 0 features, 60.0% accuracy
[2025-12-22T20:35:13.863412] [DEBUG] [LOCAL     ] Loaded configuration for GOSS: 2 features, 70.0% accuracy
[2025-12-22T20:35:13.863477] [DEBUG] [LOCAL     ] Loaded configuration for TCBI: 3 features, 60.0% accuracy
[2025-12-22T20:35:13.863542] [DEBUG] [LOCAL     ] Loaded configuration for INSP: 0 features, 70.0% accuracy
[2025-12-22T20:35:13.863652] [DEBUG] [LOCAL     ] Loaded configuration for IBEX: 1 features, 80.0% accuracy
[2025-12-22T20:35:13.863752] [DEBUG] [LOCAL     ] Loaded configuration for HUBG: 1 features, 60.0% accuracy
[2025-12-22T20:35:13.863846] [DEBUG] [LOCAL     ] Loaded configuration for ADTX: 1 features, 80.0% accuracy
[2025-12-22T20:35:13.863910] [DEBUG] [LOCAL     ] Loaded configuration for BPYPO: 2 features, 90.0% accuracy
[2025-12-22T20:35:13.863973] [DEBUG] [LOCAL     ] Loaded configuration for IX: 3 features, 70.0% accuracy
[2025-12-22T20:35:13.864049] [DEBUG] [LOCAL     ] Loaded configuration for AVAL: 6 features, 90.0% accuracy
[2025-12-22T20:35:13.864114] [DEBUG] [LOCAL     ] Loaded configuration for SKYY: 3 features, 60.0% accuracy
[2025-12-22T20:35:13.864205] [DEBUG] [LOCAL     ] Loaded configuration for TNGX: 2 features, 70.0% accuracy
[2025-12-22T20:35:13.864267] [DEBUG] [LOCAL     ] Loaded configuration for LEG: 2 features, 70.0% accuracy
[2025-12-22T20:35:13.864329] [DEBUG] [LOCAL     ] Loaded configuration for INTZ: 3 features, 90.0% accuracy
[2025-12-22T20:35:13.864392] [DEBUG] [LOCAL     ] Loaded configuration for NMAI: 1 features, 90.0% accuracy
[2025-12-22T20:35:13.864464] [DEBUG] [LOCAL     ] Loaded configuration for J: 1 features, 60.0% accuracy
[2025-12-22T20:35:13.864556] [DEBUG] [LOCAL     ] Loaded configuration for GFS: 1 features, 70.0% accuracy
[2025-12-22T20:35:13.864685] [DEBUG] [LOCAL     ] Loaded configuration for FJP: 4 features, 60.0% accuracy
[2025-12-22T20:35:13.864798] [DEBUG] [LOCAL     ] Loaded configuration for CMCO: 0 features, 80.0% accuracy
[2025-12-22T20:35:13.864868] [DEBUG] [LOCAL     ] Loaded configuration for MGIC: 1 features, 60.0% accuracy
[2025-12-22T20:35:13.864981] [DEBUG] [LOCAL     ] Loaded configuration for ABUS: 2 features, 90.0% accuracy
[2025-12-22T20:35:13.865047] [DEBUG] [LOCAL     ] Loaded configuration for FFIN: 1 features, 70.0% accuracy
[2025-12-22T20:35:13.865132] [DEBUG] [LOCAL     ] Loaded configuration for CTLP: 2 features, 80.0% accuracy
[2025-12-22T20:35:13.865212] [DEBUG] [LOCAL     ] Loaded configuration for MTCH: 2 features, 70.0% accuracy
[2025-12-22T20:35:13.865330] [DEBUG] [LOCAL     ] Loaded configuration for LEO: 3 features, 70.0% accuracy
[2025-12-22T20:35:13.865431] [DEBUG] [LOCAL     ] Loaded configuration for BILI: 3 features, 70.0% accuracy
[2025-12-22T20:35:13.865504] [DEBUG] [LOCAL     ] Loaded configuration for MBX: 2 features, 90.0% accuracy
[2025-12-22T20:35:13.865599] [DEBUG] [LOCAL     ] Loaded configuration for AAXJ: 3 features, 70.0% accuracy
[2025-12-22T20:35:13.865670] [DEBUG] [LOCAL     ] Loaded configuration for NWSA: 4 features, 90.0% accuracy
[2025-12-22T20:35:13.865768] [DEBUG] [LOCAL     ] Loaded configuration for PEP: 2 features, 60.0% accuracy
[2025-12-22T20:35:13.865831] [DEBUG] [LOCAL     ] Loaded configuration for KKRS: 2 features, 90.0% accuracy
[2025-12-22T20:35:13.865896] [DEBUG] [LOCAL     ] Loaded configuration for SCHL: 2 features, 70.0% accuracy
[2025-12-22T20:35:13.865959] [DEBUG] [LOCAL     ] Loaded configuration for KROS: 1 features, 80.0% accuracy
[2025-12-22T20:35:13.866022] [DEBUG] [LOCAL     ] Loaded configuration for UPC: 3 features, 70.0% accuracy
[2025-12-22T20:35:13.866097] [DEBUG] [LOCAL     ] Loaded configuration for NXG: 3 features, 70.0% accuracy
[2025-12-22T20:35:13.866176] [DEBUG] [LOCAL     ] Loaded configuration for FLS: 1 features, 80.0% accuracy
[2025-12-22T20:35:13.866279] [DEBUG] [LOCAL     ] Loaded configuration for XBIL: 1 features, 60.0% accuracy
[2025-12-22T20:35:13.866350] [DEBUG] [LOCAL     ] Loaded configuration for ASND: 0 features, 90.0% accuracy
[2025-12-22T20:35:13.866444] [DEBUG] [LOCAL     ] Loaded configuration for FTGC: 2 features, 60.0% accuracy
[2025-12-22T20:35:13.866536] [DEBUG] [LOCAL     ] Loaded configuration for HCI: 3 features, 80.0% accuracy
[2025-12-22T20:35:13.866632] [DEBUG] [LOCAL     ] Loaded configuration for ALGM: 4 features, 90.0% accuracy
[2025-12-22T20:35:13.866710] [DEBUG] [LOCAL     ] Loaded configuration for RY: 2 features, 70.0% accuracy
[2025-12-22T20:35:13.866774] [DEBUG] [LOCAL     ] Loaded configuration for CMRE: 1 features, 90.0% accuracy
[2025-12-22T20:35:13.866866] [DEBUG] [LOCAL     ] Loaded configuration for TSHA: 3 features, 70.0% accuracy
[2025-12-22T20:35:13.866944] [DEBUG] [LOCAL     ] Loaded configuration for LPL: 3 features, 50.0% accuracy
[2025-12-22T20:35:13.867018] [DEBUG] [LOCAL     ] Loaded configuration for BABA: 3 features, 70.0% accuracy
[2025-12-22T20:35:13.867132] [DEBUG] [LOCAL     ] Loaded configuration for BYRN: 3 features, 90.0% accuracy
[2025-12-22T20:35:13.867222] [DEBUG] [LOCAL     ] Loaded configuration for ACP: 1 features, 60.0% accuracy
[2025-12-22T20:35:13.867318] [DEBUG] [LOCAL     ] Loaded configuration for ERII: 2 features, 60.0% accuracy
[2025-12-22T20:35:13.867391] [DEBUG] [LOCAL     ] Loaded configuration for SCL: 3 features, 90.0% accuracy
[2025-12-22T20:35:13.867482] [DEBUG] [LOCAL     ] Loaded configuration for NGVC: 2 features, 70.0% accuracy
[2025-12-22T20:35:13.867549] [DEBUG] [LOCAL     ] Loaded configuration for PVH: 5 features, 90.0% accuracy
[2025-12-22T20:35:13.867633] [DEBUG] [LOCAL     ] Loaded configuration for FARM: 3 features, 60.0% accuracy
[2025-12-22T20:35:13.867698] [DEBUG] [LOCAL     ] Loaded configuration for VRRM: 4 features, 80.0% accuracy
[2025-12-22T20:35:13.867761] [DEBUG] [LOCAL     ] Loaded configuration for ACRE: 2 features, 60.0% accuracy
[2025-12-22T20:35:13.867838] [DEBUG] [LOCAL     ] Loaded configuration for CLX: 2 features, 80.0% accuracy
[2025-12-22T20:35:13.867902] [DEBUG] [LOCAL     ] Loaded configuration for SKWD: 3 features, 60.0% accuracy
[2025-12-22T20:35:13.867964] [DEBUG] [LOCAL     ] Loaded configuration for GL: 2 features, 90.0% accuracy
[2025-12-22T20:35:13.868056] [DEBUG] [LOCAL     ] Loaded configuration for NQP: 2 features, 60.0% accuracy
[2025-12-22T20:35:13.868121] [DEBUG] [LOCAL     ] Loaded configuration for AAOI: 3 features, 80.0% accuracy
[2025-12-22T20:35:13.868192] [DEBUG] [LOCAL     ] Loaded configuration for KURA: 2 features, 90.0% accuracy
[2025-12-22T20:35:13.868285] [DEBUG] [LOCAL     ] Loaded configuration for SVCO: 3 features, 80.0% accuracy
[2025-12-22T20:35:13.868389] [DEBUG] [LOCAL     ] Loaded configuration for TIMB: 1 features, 60.0% accuracy
[2025-12-22T20:35:13.868466] [DEBUG] [LOCAL     ] Loaded configuration for NRK: 1 features, 70.0% accuracy
[2025-12-22T20:35:13.868540] [DEBUG] [LOCAL     ] Loaded configuration for EPSN: 1 features, 80.0% accuracy
[2025-12-22T20:35:13.868654] [DEBUG] [LOCAL     ] Loaded configuration for IDN: 0 features, 70.0% accuracy
[2025-12-22T20:35:13.868719] [DEBUG] [LOCAL     ] Loaded configuration for PRG: 2 features, 80.0% accuracy
[2025-12-22T20:35:13.868821] [DEBUG] [LOCAL     ] Loaded configuration for CMS: 6 features, 80.0% accuracy
[2025-12-22T20:35:13.868883] [DEBUG] [LOCAL     ] Loaded configuration for BGY: 2 features, 90.0% accuracy
[2025-12-22T20:35:13.868946] [DEBUG] [LOCAL     ] Loaded configuration for GMED: 4 features, 60.0% accuracy
[2025-12-22T20:35:13.869087] [DEBUG] [LOCAL     ] Loaded configuration for SKYX: 3 features, 80.0% accuracy
[2025-12-22T20:35:13.869158] [DEBUG] [LOCAL     ] Loaded configuration for CCRN: 2 features, 60.0% accuracy
[2025-12-22T20:35:13.869240] [DEBUG] [LOCAL     ] Loaded configuration for IGA: 3 features, 60.0% accuracy
[2025-12-22T20:35:13.869338] [DEBUG] [LOCAL     ] Loaded configuration for ARE: 4 features, 70.0% accuracy
[2025-12-22T20:35:13.869448] [DEBUG] [LOCAL     ] Loaded configuration for BRX: 1 features, 70.0% accuracy
[2025-12-22T20:35:13.869608] [DEBUG] [LOCAL     ] Loaded configuration for RXO: 1 features, 70.0% accuracy
[2025-12-22T20:35:13.869714] [DEBUG] [LOCAL     ] Loaded configuration for LZ: 2 features, 80.0% accuracy
[2025-12-22T20:35:13.869779] [DEBUG] [LOCAL     ] Loaded configuration for ELTX: 1 features, 80.0% accuracy
[2025-12-22T20:35:13.869841] [DEBUG] [LOCAL     ] Loaded configuration for ADP: 3 features, 90.0% accuracy
[2025-12-22T20:35:13.869902] [DEBUG] [LOCAL     ] Loaded configuration for FOLD: 2 features, 90.0% accuracy
[2025-12-22T20:35:13.869975] [DEBUG] [LOCAL     ] Loaded configuration for AZO: 2 features, 90.0% accuracy
[2025-12-22T20:35:13.870039] [DEBUG] [LOCAL     ] Loaded configuration for CTMX: 2 features, 70.0% accuracy
[2025-12-22T20:35:13.870100] [DEBUG] [LOCAL     ] Loaded configuration for PDP: 1 features, 90.0% accuracy
[2025-12-22T20:35:13.870162] [DEBUG] [LOCAL     ] Loaded configuration for AMX: 0 features, 80.0% accuracy
[2025-12-22T20:35:13.870243] [DEBUG] [LOCAL     ] Loaded configuration for PAC: 1 features, 70.0% accuracy
[2025-12-22T20:35:13.870343] [DEBUG] [LOCAL     ] Loaded configuration for AIMD: 1 features, 50.0% accuracy
[2025-12-22T20:35:13.870415] [DEBUG] [LOCAL     ] Loaded configuration for NLY: 1 features, 70.0% accuracy
[2025-12-22T20:35:13.870482] [DEBUG] [LOCAL     ] Loaded configuration for LINE: 5 features, 90.0% accuracy
[2025-12-22T20:35:13.870553] [DEBUG] [LOCAL     ] Loaded configuration for KDP: 1 features, 90.0% accuracy
[2025-12-22T20:35:13.870687] [DEBUG] [LOCAL     ] Loaded configuration for OGI: 2 features, 90.0% accuracy
[2025-12-22T20:35:13.870769] [DEBUG] [LOCAL     ] Loaded configuration for GLAD: 1 features, 80.0% accuracy
[2025-12-22T20:35:13.870848] [DEBUG] [LOCAL     ] Loaded configuration for CMA: 1 features, 80.0% accuracy
[2025-12-22T20:35:13.870920] [DEBUG] [LOCAL     ] Loaded configuration for CARS: 2 features, 90.0% accuracy
[2025-12-22T20:35:13.871013] [DEBUG] [LOCAL     ] Loaded configuration for CCSI: 3 features, 80.0% accuracy
[2025-12-22T20:35:13.871081] [DEBUG] [LOCAL     ] Loaded configuration for TDSC: 2 features, 90.0% accuracy
[2025-12-22T20:35:13.871141] [DEBUG] [LOCAL     ] Loaded configuration for AQNB: 0 features, 80.0% accuracy
[2025-12-22T20:35:13.871202] [DEBUG] [LOCAL     ] Loaded configuration for AAPD: 0 features, 80.0% accuracy
[2025-12-22T20:35:13.871265] [DEBUG] [LOCAL     ] Loaded configuration for EPC: 3 features, 80.0% accuracy
[2025-12-22T20:35:13.871327] [DEBUG] [LOCAL     ] Loaded configuration for APOG: 3 features, 70.0% accuracy
[2025-12-22T20:35:13.871388] [DEBUG] [LOCAL     ] Loaded configuration for FIP: 4 features, 80.0% accuracy
[2025-12-22T20:35:13.871449] [DEBUG] [LOCAL     ] Loaded configuration for CATO: 2 features, 70.0% accuracy
[2025-12-22T20:35:13.871608] [DEBUG] [LOCAL     ] Loaded configuration for DGRE: 6 features, 100.0% accuracy
[2025-12-22T20:35:13.871686] [DEBUG] [LOCAL     ] Loaded configuration for GNMA: 1 features, 80.0% accuracy
[2025-12-22T20:35:13.871780] [DEBUG] [LOCAL     ] Loaded configuration for PBM: 2 features, 90.0% accuracy
[2025-12-22T20:35:13.871874] [DEBUG] [LOCAL     ] Loaded configuration for CWH: 1 features, 80.0% accuracy
[2025-12-22T20:35:13.871940] [DEBUG] [LOCAL     ] Loaded configuration for SOUN: 3 features, 80.0% accuracy
[2025-12-22T20:35:13.872005] [DEBUG] [LOCAL     ] Loaded configuration for PCN: 3 features, 100.0% accuracy
[2025-12-22T20:35:13.872078] [DEBUG] [LOCAL     ] Loaded configuration for AGZD: 1 features, 80.0% accuracy
[2025-12-22T20:35:13.872172] [DEBUG] [LOCAL     ] Loaded configuration for SSP: 1 features, 70.0% accuracy
[2025-12-22T20:35:13.872239] [DEBUG] [LOCAL     ] Loaded configuration for FCFS: 1 features, 70.0% accuracy
[2025-12-22T20:35:13.872302] [DEBUG] [LOCAL     ] Loaded configuration for OTLY: 3 features, 70.0% accuracy
[2025-12-22T20:35:13.872363] [DEBUG] [LOCAL     ] Loaded configuration for DWAS: 2 features, 70.0% accuracy
[2025-12-22T20:35:13.872425] [DEBUG] [LOCAL     ] Loaded configuration for NPFD: 5 features, 80.0% accuracy
[2025-12-22T20:35:13.872485] [DEBUG] [LOCAL     ] Loaded configuration for NVEC: 1 features, 40.0% accuracy
[2025-12-22T20:35:13.872547] [DEBUG] [LOCAL     ] Loaded configuration for SXC: 3 features, 80.0% accuracy
[2025-12-22T20:35:13.872633] [DEBUG] [LOCAL     ] Loaded configuration for SIBN: 1 features, 60.0% accuracy
[2025-12-22T20:35:13.872695] [DEBUG] [LOCAL     ] Loaded configuration for GPIX: 4 features, 90.0% accuracy
[2025-12-22T20:35:13.872785] [DEBUG] [LOCAL     ] Loaded configuration for MA: 2 features, 90.0% accuracy
[2025-12-22T20:35:13.872850] [DEBUG] [LOCAL     ] Loaded configuration for KNF: 3 features, 80.0% accuracy
[2025-12-22T20:35:13.872948] [DEBUG] [LOCAL     ] Loaded configuration for WING: 3 features, 80.0% accuracy
[2025-12-22T20:35:13.873016] [DEBUG] [LOCAL     ] Loaded configuration for YMM: 0 features, 60.0% accuracy
[2025-12-22T20:35:13.873095] [DEBUG] [LOCAL     ] Loaded configuration for FRPH: 2 features, 90.0% accuracy
[2025-12-22T20:35:13.873182] [DEBUG] [LOCAL     ] Loaded configuration for RLX: 3 features, 80.0% accuracy
[2025-12-22T20:35:13.873267] [DEBUG] [LOCAL     ] Loaded configuration for JMSB: 4 features, 80.0% accuracy
[2025-12-22T20:35:13.873332] [DEBUG] [LOCAL     ] Loaded configuration for FRME: 1 features, 70.0% accuracy
[2025-12-22T20:35:13.873395] [DEBUG] [LOCAL     ] Loaded configuration for OBK: 1 features, 90.0% accuracy
[2025-12-22T20:35:13.873468] [DEBUG] [LOCAL     ] Loaded configuration for LASE: 1 features, 90.0% accuracy
[2025-12-22T20:35:13.873532] [DEBUG] [LOCAL     ] Loaded configuration for OABI: 3 features, 100.0% accuracy
[2025-12-22T20:35:13.873616] [DEBUG] [LOCAL     ] Loaded configuration for CTRA: 3 features, 90.0% accuracy
[2025-12-22T20:35:13.873694] [DEBUG] [LOCAL     ] Loaded configuration for PHK: 4 features, 90.0% accuracy
[2025-12-22T20:35:13.873759] [DEBUG] [LOCAL     ] Loaded configuration for BHC: 4 features, 90.0% accuracy
[2025-12-22T20:35:13.873822] [DEBUG] [LOCAL     ] Loaded configuration for SLDP: 4 features, 80.0% accuracy
[2025-12-22T20:35:13.873885] [DEBUG] [LOCAL     ] Loaded configuration for WHD: 2 features, 90.0% accuracy
[2025-12-22T20:35:13.873947] [DEBUG] [LOCAL     ] Loaded configuration for BKN: 0 features, 70.0% accuracy
[2025-12-22T20:35:13.874009] [DEBUG] [LOCAL     ] Loaded configuration for ELF: 1 features, 50.0% accuracy
[2025-12-22T20:35:13.874071] [DEBUG] [LOCAL     ] Loaded configuration for STEL: 4 features, 60.0% accuracy
[2025-12-22T20:35:13.874132] [DEBUG] [LOCAL     ] Loaded configuration for ESGD: 2 features, 70.0% accuracy
[2025-12-22T20:35:13.874193] [DEBUG] [LOCAL     ] Loaded configuration for TOL: 2 features, 60.0% accuracy
[2025-12-22T20:35:13.874256] [DEBUG] [LOCAL     ] Loaded configuration for LQDA: 2 features, 90.0% accuracy
[2025-12-22T20:35:13.874332] [DEBUG] [LOCAL     ] Loaded configuration for ACNB: 1 features, 80.0% accuracy
[2025-12-22T20:35:13.874394] [DEBUG] [LOCAL     ] Loaded configuration for RERE: 3 features, 70.0% accuracy
[2025-12-22T20:35:13.874458] [DEBUG] [LOCAL     ] Loaded configuration for BITF: 4 features, 80.0% accuracy
[2025-12-22T20:35:13.874521] [DEBUG] [LOCAL     ] Loaded configuration for KIM: 3 features, 80.0% accuracy
[2025-12-22T20:35:13.874604] [DEBUG] [LOCAL     ] Loaded configuration for CLRB: 2 features, 50.0% accuracy
[2025-12-22T20:35:13.874688] [DEBUG] [LOCAL     ] Loaded configuration for TSN: 2 features, 60.0% accuracy
[2025-12-22T20:35:13.874797] [DEBUG] [LOCAL     ] Loaded configuration for ZUMZ: 3 features, 70.0% accuracy
[2025-12-22T20:35:13.874888] [DEBUG] [LOCAL     ] Loaded configuration for ISSC: 4 features, 90.0% accuracy
[2025-12-22T20:35:13.874992] [DEBUG] [LOCAL     ] Loaded configuration for ANGI: 2 features, 70.0% accuracy
[2025-12-22T20:35:13.875096] [DEBUG] [LOCAL     ] Loaded configuration for AXTI: 2 features, 80.0% accuracy
[2025-12-22T20:35:13.875198] [DEBUG] [LOCAL     ] Loaded configuration for MYGN: 2 features, 70.0% accuracy
[2025-12-22T20:35:13.875296] [DEBUG] [LOCAL     ] Loaded configuration for NEO: 5 features, 80.0% accuracy
[2025-12-22T20:35:13.875394] [DEBUG] [LOCAL     ] Loaded configuration for FUND: 2 features, 90.0% accuracy
[2025-12-22T20:35:13.875472] [DEBUG] [LOCAL     ] Loaded configuration for GPRE: 1 features, 100.0% accuracy
[2025-12-22T20:35:13.875538] [DEBUG] [LOCAL     ] Loaded configuration for TGLS: 2 features, 90.0% accuracy
[2025-12-22T20:35:13.875645] [DEBUG] [LOCAL     ] Loaded configuration for VSCO: 0 features, 70.0% accuracy
[2025-12-22T20:35:13.875713] [DEBUG] [LOCAL     ] Loaded configuration for ZD: 3 features, 80.0% accuracy
[2025-12-22T20:35:13.875777] [DEBUG] [LOCAL     ] Loaded configuration for EIC: 3 features, 70.0% accuracy
[2025-12-22T20:35:13.875855] [DEBUG] [LOCAL     ] Loaded configuration for CB: 3 features, 70.0% accuracy
[2025-12-22T20:35:13.875917] [DEBUG] [LOCAL     ] Loaded configuration for SMPL: 3 features, 80.0% accuracy
[2025-12-22T20:35:13.875993] [DEBUG] [LOCAL     ] Loaded configuration for IEX: 0 features, 70.0% accuracy
[2025-12-22T20:35:13.876057] [DEBUG] [LOCAL     ] Loaded configuration for CTRM: 3 features, 80.0% accuracy
[2025-12-22T20:35:13.876119] [DEBUG] [LOCAL     ] Loaded configuration for AXL: 3 features, 70.0% accuracy
[2025-12-22T20:35:13.876181] [DEBUG] [LOCAL     ] Loaded configuration for UBS: 2 features, 60.0% accuracy
[2025-12-22T20:35:13.876243] [DEBUG] [LOCAL     ] Loaded configuration for RLJ: 2 features, 60.0% accuracy
[2025-12-22T20:35:13.876304] [DEBUG] [LOCAL     ] Loaded configuration for DRVN: 1 features, 70.0% accuracy
[2025-12-22T20:35:13.876381] [DEBUG] [LOCAL     ] Loaded configuration for HRL: 1 features, 70.0% accuracy
[2025-12-22T20:35:13.876455] [DEBUG] [LOCAL     ] Loaded configuration for FFBC: 0 features, 60.0% accuracy
[2025-12-22T20:35:13.876555] [DEBUG] [LOCAL     ] Loaded configuration for BSX: 2 features, 90.0% accuracy
[2025-12-22T20:35:13.876640] [DEBUG] [LOCAL     ] Loaded configuration for MFIN: 4 features, 80.0% accuracy
[2025-12-22T20:35:13.876703] [DEBUG] [LOCAL     ] Loaded configuration for CCK: 4 features, 100.0% accuracy
[2025-12-22T20:35:13.876765] [DEBUG] [LOCAL     ] Loaded configuration for LIN: 2 features, 70.0% accuracy
[2025-12-22T20:35:13.876830] [DEBUG] [LOCAL     ] Loaded configuration for PFF: 2 features, 90.0% accuracy
[2025-12-22T20:35:13.876900] [DEBUG] [LOCAL     ] Loaded configuration for OFIX: 1 features, 70.0% accuracy
[2025-12-22T20:35:13.876965] [DEBUG] [LOCAL     ] Loaded configuration for JEPQ: 6 features, 80.0% accuracy
[2025-12-22T20:35:13.877026] [DEBUG] [LOCAL     ] Loaded configuration for BTZ: 1 features, 80.0% accuracy
[2025-12-22T20:35:13.877088] [DEBUG] [LOCAL     ] Loaded configuration for ALTS: 1 features, 70.0% accuracy
[2025-12-22T20:35:13.877150] [DEBUG] [LOCAL     ] Loaded configuration for ALAB: 2 features, 70.0% accuracy
[2025-12-22T20:35:13.877261] [DEBUG] [LOCAL     ] Loaded configuration for IDCC: 2 features, 80.0% accuracy
[2025-12-22T20:35:13.877337] [DEBUG] [LOCAL     ] Loaded configuration for DOUG: 1 features, 90.0% accuracy
[2025-12-22T20:35:13.877399] [DEBUG] [LOCAL     ] Loaded configuration for ACON: 1 features, 80.0% accuracy
[2025-12-22T20:35:13.877460] [DEBUG] [LOCAL     ] Loaded configuration for LMBS: 2 features, 90.0% accuracy
[2025-12-22T20:35:13.877544] [DEBUG] [LOCAL     ] Loaded configuration for BTMD: 3 features, 80.0% accuracy
[2025-12-22T20:35:13.877629] [DEBUG] [LOCAL     ] Loaded configuration for COFS: 3 features, 70.0% accuracy
[2025-12-22T20:35:13.877692] [DEBUG] [LOCAL     ] Loaded configuration for NXE: 3 features, 90.0% accuracy
[2025-12-22T20:35:13.877758] [DEBUG] [LOCAL     ] Loaded configuration for NTNX: 4 features, 70.0% accuracy
[2025-12-22T20:35:13.877826] [DEBUG] [LOCAL     ] Loaded configuration for AIRJ: 3 features, 80.0% accuracy
[2025-12-22T20:35:13.877888] [DEBUG] [LOCAL     ] Loaded configuration for AFRM: 1 features, 80.0% accuracy
[2025-12-22T20:35:13.877950] [DEBUG] [LOCAL     ] Loaded configuration for REGN: 1 features, 60.0% accuracy
[2025-12-22T20:35:13.878011] [DEBUG] [LOCAL     ] Loaded configuration for CACC: 1 features, 60.0% accuracy
[2025-12-22T20:35:13.878073] [DEBUG] [LOCAL     ] Loaded configuration for TMCI: 2 features, 90.0% accuracy
[2025-12-22T20:35:13.878176] [DEBUG] [LOCAL     ] Loaded configuration for DX: 2 features, 80.0% accuracy
[2025-12-22T20:35:13.878252] [DEBUG] [LOCAL     ] Loaded configuration for CION: 1 features, 80.0% accuracy
[2025-12-22T20:35:13.878323] [DEBUG] [LOCAL     ] Loaded configuration for IHG: 1 features, 80.0% accuracy
[2025-12-22T20:35:13.878388] [DEBUG] [LOCAL     ] Loaded configuration for TNK: 2 features, 60.0% accuracy
[2025-12-22T20:35:13.878449] [DEBUG] [LOCAL     ] Loaded configuration for PRCH: 2 features, 70.0% accuracy
[2025-12-22T20:35:13.878515] [DEBUG] [LOCAL     ] Loaded configuration for BNJ: 2 features, 60.0% accuracy
[2025-12-22T20:35:13.878593] [DEBUG] [LOCAL     ] Loaded configuration for WCC: 3 features, 80.0% accuracy
[2025-12-22T20:35:13.878671] [DEBUG] [LOCAL     ] Loaded configuration for DVAX: 5 features, 90.0% accuracy
[2025-12-22T20:35:13.878748] [DEBUG] [LOCAL     ] Loaded configuration for CECO: 2 features, 90.0% accuracy
[2025-12-22T20:35:13.878851] [DEBUG] [LOCAL     ] Loaded configuration for LYG: 1 features, 70.0% accuracy
[2025-12-22T20:35:13.878921] [DEBUG] [LOCAL     ] Loaded configuration for CADL: 1 features, 90.0% accuracy
[2025-12-22T20:35:13.878982] [DEBUG] [LOCAL     ] Loaded configuration for DG: 1 features, 70.0% accuracy
[2025-12-22T20:35:13.879078] [DEBUG] [LOCAL     ] Loaded configuration for OSIS: 1 features, 70.0% accuracy
[2025-12-22T20:35:13.879141] [DEBUG] [LOCAL     ] Loaded configuration for DKNG: 2 features, 90.0% accuracy
[2025-12-22T20:35:13.879203] [DEBUG] [LOCAL     ] Loaded configuration for NWE: 2 features, 70.0% accuracy
[2025-12-22T20:35:13.879263] [DEBUG] [LOCAL     ] Loaded configuration for CODA: 0 features, 90.0% accuracy
[2025-12-22T20:35:13.879324] [DEBUG] [LOCAL     ] Loaded configuration for TTEC: 2 features, 90.0% accuracy
[2025-12-22T20:35:13.879384] [DEBUG] [LOCAL     ] Loaded configuration for NATL: 2 features, 90.0% accuracy
[2025-12-22T20:35:13.879444] [DEBUG] [LOCAL     ] Loaded configuration for VTEX: 2 features, 90.0% accuracy
[2025-12-22T20:35:13.879507] [DEBUG] [LOCAL     ] Loaded configuration for ORGO: 1 features, 80.0% accuracy
[2025-12-22T20:35:13.879569] [DEBUG] [LOCAL     ] Loaded configuration for LGIH: 1 features, 90.0% accuracy
[2025-12-22T20:35:13.879653] [DEBUG] [LOCAL     ] Loaded configuration for LZB: 2 features, 80.0% accuracy
[2025-12-22T20:35:13.879714] [DEBUG] [LOCAL     ] Loaded configuration for MPB: 3 features, 70.0% accuracy
[2025-12-22T20:35:13.879775] [DEBUG] [LOCAL     ] Loaded configuration for IDE: 1 features, 80.0% accuracy
[2025-12-22T20:35:13.880193] [DEBUG] [LOCAL     ] Loaded configuration for CTNM: 3 features, 80.0% accuracy
[2025-12-22T20:35:13.880291] [DEBUG] [LOCAL     ] Loaded configuration for GOOG: 1 features, 60.0% accuracy
[2025-12-22T20:35:13.880356] [DEBUG] [LOCAL     ] Loaded configuration for JBL: 2 features, 70.0% accuracy
[2025-12-22T20:35:13.880419] [DEBUG] [LOCAL     ] Loaded configuration for IRDM: 4 features, 80.0% accuracy
[2025-12-22T20:35:13.880480] [DEBUG] [LOCAL     ] Loaded configuration for AIP: 3 features, 80.0% accuracy
[2025-12-22T20:35:13.880541] [DEBUG] [LOCAL     ] Loaded configuration for EDAP: 1 features, 70.0% accuracy
[2025-12-22T20:35:13.880626] [DEBUG] [LOCAL     ] Loaded configuration for FUN: 3 features, 80.0% accuracy
[2025-12-22T20:35:13.880689] [DEBUG] [LOCAL     ] Loaded configuration for CTO: 3 features, 70.0% accuracy
[2025-12-22T20:35:13.880752] [DEBUG] [LOCAL     ] Loaded configuration for CPSS: 2 features, 70.0% accuracy
[2025-12-22T20:35:13.880814] [DEBUG] [LOCAL     ] Loaded configuration for HIFS: 1 features, 90.0% accuracy
[2025-12-22T20:35:13.880876] [DEBUG] [LOCAL     ] Loaded configuration for ASPS: 1 features, 80.0% accuracy
[2025-12-22T20:35:13.880949] [DEBUG] [LOCAL     ] Loaded configuration for ALXO: 1 features, 70.0% accuracy
[2025-12-22T20:35:13.881012] [DEBUG] [LOCAL     ] Loaded configuration for ECC: 1 features, 50.0% accuracy
[2025-12-22T20:35:13.881074] [DEBUG] [LOCAL     ] Loaded configuration for HUMA: 4 features, 60.0% accuracy
[2025-12-22T20:35:13.881150] [DEBUG] [LOCAL     ] Loaded configuration for BG: 4 features, 70.0% accuracy
[2025-12-22T20:35:13.881214] [DEBUG] [LOCAL     ] Loaded configuration for CMPX: 1 features, 70.0% accuracy
[2025-12-22T20:35:13.881277] [DEBUG] [LOCAL     ] Loaded configuration for ORMP: 2 features, 80.0% accuracy
[2025-12-22T20:35:13.881338] [DEBUG] [LOCAL     ] Loaded configuration for ORKA: 2 features, 70.0% accuracy
[2025-12-22T20:35:13.881399] [DEBUG] [LOCAL     ] Loaded configuration for THFF: 1 features, 70.0% accuracy
[2025-12-22T20:35:13.881460] [DEBUG] [LOCAL     ] Loaded configuration for KTF: 3 features, 80.0% accuracy
[2025-12-22T20:35:13.881537] [DEBUG] [LOCAL     ] Loaded configuration for TBLD: 0 features, 80.0% accuracy
[2025-12-22T20:35:13.881619] [DEBUG] [LOCAL     ] Loaded configuration for ACAD: 1 features, 70.0% accuracy
[2025-12-22T20:35:13.881685] [DEBUG] [LOCAL     ] Loaded configuration for INMB: 2 features, 70.0% accuracy
[2025-12-22T20:35:13.881747] [DEBUG] [LOCAL     ] Loaded configuration for TSQ: 3 features, 100.0% accuracy
[2025-12-22T20:35:13.881809] [DEBUG] [LOCAL     ] Loaded configuration for CNC: 1 features, 70.0% accuracy
[2025-12-22T20:35:13.881884] [DEBUG] [LOCAL     ] Loaded configuration for LZM: 3 features, 80.0% accuracy
[2025-12-22T20:35:13.881949] [DEBUG] [LOCAL     ] Loaded configuration for ATGE: 3 features, 60.0% accuracy
[2025-12-22T20:35:13.882011] [DEBUG] [LOCAL     ] Loaded configuration for BXMX: 4 features, 70.0% accuracy
[2025-12-22T20:35:13.882072] [DEBUG] [LOCAL     ] Loaded configuration for AQN: 2 features, 60.0% accuracy
[2025-12-22T20:35:13.882146] [DEBUG] [LOCAL     ] Loaded configuration for SPAI: 2 features, 70.0% accuracy
[2025-12-22T20:35:13.882211] [DEBUG] [LOCAL     ] Loaded configuration for KLIC: 3 features, 80.0% accuracy
[2025-12-22T20:35:13.882276] [DEBUG] [LOCAL     ] Loaded configuration for MBB: 2 features, 80.0% accuracy
[2025-12-22T20:35:13.882338] [DEBUG] [LOCAL     ] Loaded configuration for RYI: 4 features, 70.0% accuracy
[2025-12-22T20:35:13.882411] [DEBUG] [LOCAL     ] Loaded configuration for HPE: 0 features, 90.0% accuracy
[2025-12-22T20:35:13.882475] [DEBUG] [LOCAL     ] Loaded configuration for MSGS: 2 features, 90.0% accuracy
[2025-12-22T20:35:13.882537] [DEBUG] [LOCAL     ] Loaded configuration for LYEL: 4 features, 70.0% accuracy
[2025-12-22T20:35:13.882623] [DEBUG] [LOCAL     ] Loaded configuration for FBIZ: 6 features, 70.0% accuracy
[2025-12-22T20:35:13.882687] [DEBUG] [LOCAL     ] Loaded configuration for CRH: 2 features, 70.0% accuracy
[2025-12-22T20:35:13.882752] [DEBUG] [LOCAL     ] Loaded configuration for TELO: 3 features, 80.0% accuracy
[2025-12-22T20:35:13.882847] [DEBUG] [LOCAL     ] Loaded configuration for GHM: 1 features, 80.0% accuracy
[2025-12-22T20:35:13.882915] [DEBUG] [LOCAL     ] Loaded configuration for FTLF: 2 features, 80.0% accuracy
[2025-12-22T20:35:13.882989] [DEBUG] [LOCAL     ] Loaded configuration for OXLC: 4 features, 60.0% accuracy
[2025-12-22T20:35:13.883053] [DEBUG] [LOCAL     ] Loaded configuration for AFL: 3 features, 70.0% accuracy
[2025-12-22T20:35:13.883125] [DEBUG] [LOCAL     ] Loaded configuration for FEMS: 1 features, 50.0% accuracy
[2025-12-22T20:35:13.883188] [DEBUG] [LOCAL     ] Loaded configuration for LMND: 3 features, 80.0% accuracy
[2025-12-22T20:35:13.883250] [DEBUG] [LOCAL     ] Loaded configuration for BIPH: 2 features, 80.0% accuracy
[2025-12-22T20:35:13.883311] [DEBUG] [LOCAL     ] Loaded configuration for BJ: 4 features, 90.0% accuracy
[2025-12-22T20:35:13.883403] [DEBUG] [LOCAL     ] Loaded configuration for BLBD: 2 features, 90.0% accuracy
[2025-12-22T20:35:13.883466] [DEBUG] [LOCAL     ] Loaded configuration for PMAX: 2 features, 100.0% accuracy
[2025-12-22T20:35:13.883528] [DEBUG] [LOCAL     ] Loaded configuration for SQNS: 5 features, 90.0% accuracy
[2025-12-22T20:35:13.883611] [DEBUG] [LOCAL     ] Loaded configuration for CNK: 4 features, 100.0% accuracy
[2025-12-22T20:35:13.883677] [DEBUG] [LOCAL     ] Loaded configuration for TSLQ: 3 features, 80.0% accuracy
[2025-12-22T20:35:13.883741] [DEBUG] [LOCAL     ] Loaded configuration for STEM: 3 features, 100.0% accuracy
[2025-12-22T20:35:13.883804] [DEBUG] [LOCAL     ] Loaded configuration for FIHL: 4 features, 70.0% accuracy
[2025-12-22T20:35:13.883866] [DEBUG] [LOCAL     ] Loaded configuration for ACHC: 1 features, 50.0% accuracy
[2025-12-22T20:35:13.883928] [DEBUG] [LOCAL     ] Loaded configuration for HLF: 2 features, 70.0% accuracy
[2025-12-22T20:35:13.884003] [DEBUG] [LOCAL     ] Loaded configuration for PAA: 2 features, 70.0% accuracy
[2025-12-22T20:35:13.884078] [DEBUG] [LOCAL     ] Loaded configuration for BDN: 2 features, 90.0% accuracy
[2025-12-22T20:35:13.884141] [DEBUG] [LOCAL     ] Loaded configuration for CTBI: 4 features, 60.0% accuracy
[2025-12-22T20:35:13.884205] [DEBUG] [LOCAL     ] Loaded configuration for RRGB: 2 features, 100.0% accuracy
[2025-12-22T20:35:13.884268] [DEBUG] [LOCAL     ] Loaded configuration for VOC: 2 features, 90.0% accuracy
[2025-12-22T20:35:13.884341] [DEBUG] [LOCAL     ] Loaded configuration for HWH: 3 features, 90.0% accuracy
[2025-12-22T20:35:13.884441] [DEBUG] [LOCAL     ] Loaded configuration for IMMP: 3 features, 50.0% accuracy
[2025-12-22T20:35:13.884519] [DEBUG] [LOCAL     ] Loaded configuration for HLIO: 2 features, 60.0% accuracy
[2025-12-22T20:35:13.884642] [DEBUG] [LOCAL     ] Loaded configuration for SGBX: 1 features, 70.0% accuracy
[2025-12-22T20:35:13.884711] [DEBUG] [LOCAL     ] Loaded configuration for KBWY: 1 features, 90.0% accuracy
[2025-12-22T20:35:13.884775] [DEBUG] [LOCAL     ] Loaded configuration for JKHY: 2 features, 100.0% accuracy
[2025-12-22T20:35:13.884838] [DEBUG] [LOCAL     ] Loaded configuration for AXON: 2 features, 90.0% accuracy
[2025-12-22T20:35:13.884900] [DEBUG] [LOCAL     ] Loaded configuration for RDVY: 2 features, 70.0% accuracy
[2025-12-22T20:35:13.884962] [DEBUG] [LOCAL     ] Loaded configuration for PAYS: 1 features, 80.0% accuracy
[2025-12-22T20:35:13.885025] [DEBUG] [LOCAL     ] Loaded configuration for RIME: 6 features, 80.0% accuracy
[2025-12-22T20:35:13.885101] [DEBUG] [LOCAL     ] Loaded configuration for NTRA: 1 features, 80.0% accuracy
[2025-12-22T20:35:13.885165] [DEBUG] [LOCAL     ] Loaded configuration for OLMA: 2 features, 80.0% accuracy
[2025-12-22T20:35:13.885271] [DEBUG] [LOCAL     ] Loaded configuration for XOM: 0 features, 70.0% accuracy
[2025-12-22T20:35:13.885348] [DEBUG] [LOCAL     ] Loaded configuration for BUG: 4 features, 60.0% accuracy
[2025-12-22T20:35:13.885412] [DEBUG] [LOCAL     ] Loaded configuration for UAA: 4 features, 80.0% accuracy
[2025-12-22T20:35:13.885474] [DEBUG] [LOCAL     ] Loaded configuration for DCO: 2 features, 60.0% accuracy
[2025-12-22T20:35:13.885567] [DEBUG] [LOCAL     ] Loaded configuration for BGS: 4 features, 80.0% accuracy
[2025-12-22T20:35:13.885695] [DEBUG] [LOCAL     ] Loaded configuration for SNY: 1 features, 80.0% accuracy
[2025-12-22T20:35:13.885786] [DEBUG] [LOCAL     ] Loaded configuration for GWRS: 1 features, 80.0% accuracy
[2025-12-22T20:35:13.885856] [DEBUG] [LOCAL     ] Loaded configuration for PSTG: 3 features, 70.0% accuracy
[2025-12-22T20:35:13.885920] [DEBUG] [LOCAL     ] Loaded configuration for HUN: 2 features, 70.0% accuracy
[2025-12-22T20:35:13.885997] [DEBUG] [LOCAL     ] Loaded configuration for ALEX: 4 features, 80.0% accuracy
[2025-12-22T20:35:13.886061] [DEBUG] [LOCAL     ] Loaded configuration for BE: 1 features, 80.0% accuracy
[2025-12-22T20:35:13.886124] [DEBUG] [LOCAL     ] Loaded configuration for ULY: 3 features, 80.0% accuracy
[2025-12-22T20:35:13.886187] [DEBUG] [LOCAL     ] Loaded configuration for PATH: 0 features, 60.0% accuracy
[2025-12-22T20:35:13.886257] [DEBUG] [LOCAL     ] Loaded configuration for VEL: 3 features, 70.0% accuracy
[2025-12-22T20:35:13.886319] [DEBUG] [LOCAL     ] Loaded configuration for PFM: 1 features, 70.0% accuracy
[2025-12-22T20:35:13.886383] [DEBUG] [LOCAL     ] Loaded configuration for AGNCL: 6 features, 90.0% accuracy
[2025-12-22T20:35:13.886457] [DEBUG] [LOCAL     ] Loaded configuration for CTRN: 3 features, 80.0% accuracy
[2025-12-22T20:35:13.886522] [DEBUG] [LOCAL     ] Loaded configuration for ACWX: 1 features, 80.0% accuracy
[2025-12-22T20:35:13.886603] [DEBUG] [LOCAL     ] Loaded configuration for VERX: 3 features, 70.0% accuracy
[2025-12-22T20:35:13.886669] [DEBUG] [LOCAL     ] Loaded configuration for NB: 2 features, 70.0% accuracy
[2025-12-22T20:35:13.886731] [DEBUG] [LOCAL     ] Loaded configuration for GUG: 1 features, 60.0% accuracy
[2025-12-22T20:35:13.886827] [DEBUG] [LOCAL     ] Loaded configuration for TX: 3 features, 80.0% accuracy
[2025-12-22T20:35:13.886901] [DEBUG] [LOCAL     ] Loaded configuration for KN: 1 features, 80.0% accuracy
[2025-12-22T20:35:13.886965] [DEBUG] [LOCAL     ] Loaded configuration for EVC: 1 features, 70.0% accuracy
[2025-12-22T20:35:13.887028] [DEBUG] [LOCAL     ] Loaded configuration for RSKD: 4 features, 80.0% accuracy
[2025-12-22T20:35:13.887089] [DEBUG] [LOCAL     ] Loaded configuration for ARES: 2 features, 90.0% accuracy
[2025-12-22T20:35:13.887164] [DEBUG] [LOCAL     ] Loaded configuration for BMY: 3 features, 80.0% accuracy
[2025-12-22T20:35:13.887228] [DEBUG] [LOCAL     ] Loaded configuration for GGLS: 2 features, 80.0% accuracy
[2025-12-22T20:35:13.887292] [DEBUG] [LOCAL     ] Loaded configuration for BBD: 1 features, 60.0% accuracy
[2025-12-22T20:35:13.887354] [DEBUG] [LOCAL     ] Loaded configuration for GLBE: 2 features, 80.0% accuracy
[2025-12-22T20:35:13.887418] [DEBUG] [LOCAL     ] Loaded configuration for ESTA: 4 features, 90.0% accuracy
[2025-12-22T20:35:13.887482] [DEBUG] [LOCAL     ] Loaded configuration for TOI: 3 features, 80.0% accuracy
[2025-12-22T20:35:13.887547] [DEBUG] [LOCAL     ] Loaded configuration for NUVL: 5 features, 90.0% accuracy
[2025-12-22T20:35:13.887631] [DEBUG] [LOCAL     ] Loaded configuration for JAMF: 2 features, 70.0% accuracy
[2025-12-22T20:35:13.887695] [DEBUG] [LOCAL     ] Loaded configuration for EDN: 5 features, 80.0% accuracy
[2025-12-22T20:35:13.887777] [DEBUG] [LOCAL     ] Loaded configuration for SPCE: 1 features, 80.0% accuracy
[2025-12-22T20:35:13.887843] [DEBUG] [LOCAL     ] Loaded configuration for ATRO: 3 features, 90.0% accuracy
[2025-12-22T20:35:13.887903] [DEBUG] [LOCAL     ] Loaded configuration for CRON: 1 features, 70.0% accuracy
[2025-12-22T20:35:13.887965] [DEBUG] [LOCAL     ] Loaded configuration for GLRE: 2 features, 80.0% accuracy
[2025-12-22T20:35:13.888027] [DEBUG] [LOCAL     ] Loaded configuration for TS: 2 features, 100.0% accuracy
[2025-12-22T20:35:13.888089] [DEBUG] [LOCAL     ] Loaded configuration for VSTM: 3 features, 80.0% accuracy
[2025-12-22T20:35:13.888151] [DEBUG] [LOCAL     ] Loaded configuration for KIDS: 0 features, 90.0% accuracy
[2025-12-22T20:35:13.888232] [DEBUG] [LOCAL     ] Loaded configuration for GTES: 7 features, 90.0% accuracy
[2025-12-22T20:35:13.888308] [DEBUG] [LOCAL     ] Loaded configuration for GRFS: 1 features, 70.0% accuracy
[2025-12-22T20:35:13.888372] [DEBUG] [LOCAL     ] Loaded configuration for RELL: 2 features, 80.0% accuracy
[2025-12-22T20:35:13.888469] [DEBUG] [LOCAL     ] Loaded configuration for WDH: 4 features, 80.0% accuracy
[2025-12-22T20:35:13.888533] [DEBUG] [LOCAL     ] Loaded configuration for LILA: 2 features, 70.0% accuracy
[2025-12-22T20:35:13.888627] [DEBUG] [LOCAL     ] Loaded configuration for HIG: 2 features, 80.0% accuracy
[2025-12-22T20:35:13.888695] [DEBUG] [LOCAL     ] Loaded configuration for NOTE: 1 features, 80.0% accuracy
[2025-12-22T20:35:13.888758] [DEBUG] [LOCAL     ] Loaded configuration for TPZ: 3 features, 80.0% accuracy
[2025-12-22T20:35:13.888821] [DEBUG] [LOCAL     ] Loaded configuration for APLD: 1 features, 90.0% accuracy
[2025-12-22T20:35:13.888883] [DEBUG] [LOCAL     ] Loaded configuration for FWRG: 2 features, 50.0% accuracy
[2025-12-22T20:35:13.888945] [DEBUG] [LOCAL     ] Loaded configuration for UPXI: 2 features, 70.0% accuracy
[2025-12-22T20:35:13.889038] [DEBUG] [LOCAL     ] Loaded configuration for USXF: 1 features, 80.0% accuracy
[2025-12-22T20:35:13.889119] [DEBUG] [LOCAL     ] Loaded configuration for ANF: 4 features, 100.0% accuracy
[2025-12-22T20:35:13.889184] [DEBUG] [LOCAL     ] Loaded configuration for ICE: 2 features, 70.0% accuracy
[2025-12-22T20:35:13.889244] [DEBUG] [LOCAL     ] Loaded configuration for ESGE: 2 features, 80.0% accuracy
[2025-12-22T20:35:13.889305] [DEBUG] [LOCAL     ] Loaded configuration for TBIL: 0 features, 90.0% accuracy
[2025-12-22T20:35:13.889366] [DEBUG] [LOCAL     ] Loaded configuration for FITBO: 1 features, 70.0% accuracy
[2025-12-22T20:35:13.889426] [DEBUG] [LOCAL     ] Loaded configuration for IHS: 1 features, 90.0% accuracy
[2025-12-22T20:35:13.889489] [DEBUG] [LOCAL     ] Loaded configuration for RYAAY: 3 features, 70.0% accuracy
[2025-12-22T20:35:13.889551] [DEBUG] [LOCAL     ] Loaded configuration for ZETA: 1 features, 90.0% accuracy
[2025-12-22T20:35:13.889633] [DEBUG] [LOCAL     ] Loaded configuration for VPLS: 2 features, 60.0% accuracy
[2025-12-22T20:35:13.889696] [DEBUG] [LOCAL     ] Loaded configuration for MEDP: 1 features, 80.0% accuracy
[2025-12-22T20:35:13.889756] [DEBUG] [LOCAL     ] Loaded configuration for BWB: 1 features, 60.0% accuracy
[2025-12-22T20:35:13.889832] [DEBUG] [LOCAL     ] Loaded configuration for DMAC: 5 features, 70.0% accuracy
[2025-12-22T20:35:13.889892] [DEBUG] [LOCAL     ] Loaded configuration for PACB: 0 features, 70.0% accuracy
[2025-12-22T20:35:13.889952] [DEBUG] [LOCAL     ] Loaded configuration for ABG: 2 features, 90.0% accuracy
[2025-12-22T20:35:13.890024] [DEBUG] [LOCAL     ] Loaded configuration for WASH: 2 features, 80.0% accuracy
[2025-12-22T20:35:13.890086] [DEBUG] [LOCAL     ] Loaded configuration for NFLX: 3 features, 90.0% accuracy
[2025-12-22T20:35:13.890145] [DEBUG] [LOCAL     ] Loaded configuration for DRD: 0 features, 60.0% accuracy
[2025-12-22T20:35:13.890218] [DEBUG] [LOCAL     ] Loaded configuration for FIGS: 5 features, 90.0% accuracy
[2025-12-22T20:35:13.890280] [DEBUG] [LOCAL     ] Loaded configuration for KPRX: 3 features, 90.0% accuracy
[2025-12-22T20:35:13.890342] [DEBUG] [LOCAL     ] Loaded configuration for FNB: 4 features, 80.0% accuracy
[2025-12-22T20:35:13.890403] [DEBUG] [LOCAL     ] Loaded configuration for AMCX: 1 features, 70.0% accuracy
[2025-12-22T20:35:13.890475] [DEBUG] [LOCAL     ] Loaded configuration for CCD: 3 features, 60.0% accuracy
[2025-12-22T20:35:13.890541] [DEBUG] [LOCAL     ] Loaded configuration for TVC: 1 features, 80.0% accuracy
[2025-12-22T20:35:13.890619] [DEBUG] [LOCAL     ] Loaded configuration for SPRC: 1 features, 80.0% accuracy
[2025-12-22T20:35:13.890686] [DEBUG] [LOCAL     ] Loaded configuration for LRCX: 3 features, 66.66666666666666% accuracy
[2025-12-22T20:35:13.890747] [DEBUG] [LOCAL     ] Loaded configuration for RPTX: 0 features, 80.0% accuracy
[2025-12-22T20:35:13.890837] [DEBUG] [LOCAL     ] Loaded configuration for ETG: 3 features, 70.0% accuracy
[2025-12-22T20:35:13.890902] [DEBUG] [LOCAL     ] Loaded configuration for DSP: 1 features, 70.0% accuracy
[2025-12-22T20:35:13.890964] [DEBUG] [LOCAL     ] Loaded configuration for LII: 2 features, 90.0% accuracy
[2025-12-22T20:35:13.891027] [DEBUG] [LOCAL     ] Loaded configuration for SYY: 3 features, 80.0% accuracy
[2025-12-22T20:35:13.891090] [DEBUG] [LOCAL     ] Loaded configuration for ZBIO: 2 features, 60.0% accuracy
[2025-12-22T20:35:13.891151] [DEBUG] [LOCAL     ] Loaded configuration for CGO: 3 features, 70.0% accuracy
[2025-12-22T20:35:13.891225] [DEBUG] [LOCAL     ] Loaded configuration for FGEN: 3 features, 70.0% accuracy
[2025-12-22T20:35:13.891290] [DEBUG] [LOCAL     ] Loaded configuration for HESM: 3 features, 70.0% accuracy
[2025-12-22T20:35:13.891363] [DEBUG] [LOCAL     ] Loaded configuration for PCF: 1 features, 60.0% accuracy
[2025-12-22T20:35:13.891426] [DEBUG] [LOCAL     ] Loaded configuration for F: 0 features, 70.0% accuracy
[2025-12-22T20:35:13.891490] [DEBUG] [LOCAL     ] Loaded configuration for FEX: 2 features, 70.0% accuracy
[2025-12-22T20:35:13.891552] [DEBUG] [LOCAL     ] Loaded configuration for ASBA: 0 features, 70.0% accuracy
[2025-12-22T20:35:13.891678] [DEBUG] [LOCAL     ] Loaded configuration for CTRE: 2 features, 80.0% accuracy
[2025-12-22T20:35:13.891762] [DEBUG] [LOCAL     ] Loaded configuration for THG: 2 features, 60.0% accuracy
[2025-12-22T20:35:13.891827] [DEBUG] [LOCAL     ] Loaded configuration for LCID: 4 features, 70.0% accuracy
[2025-12-22T20:35:13.891902] [DEBUG] [LOCAL     ] Loaded configuration for ORC: 0 features, 80.0% accuracy
[2025-12-22T20:35:13.891967] [DEBUG] [LOCAL     ] Loaded configuration for PH: 4 features, 70.0% accuracy
[2025-12-22T20:35:13.892040] [DEBUG] [LOCAL     ] Loaded configuration for BTI: 1 features, 80.0% accuracy
[2025-12-22T20:35:13.892103] [DEBUG] [LOCAL     ] Loaded configuration for DTM: 1 features, 60.0% accuracy
[2025-12-22T20:35:13.892167] [DEBUG] [LOCAL     ] Loaded configuration for BBVA: 2 features, 80.0% accuracy
[2025-12-22T20:35:13.892228] [DEBUG] [LOCAL     ] Loaded configuration for DHIL: 5 features, 90.0% accuracy
[2025-12-22T20:35:13.892290] [DEBUG] [LOCAL     ] Loaded configuration for AFYA: 4 features, 90.0% accuracy
[2025-12-22T20:35:13.892352] [DEBUG] [LOCAL     ] Loaded configuration for QVAL: 4 features, 90.0% accuracy
[2025-12-22T20:35:13.892414] [DEBUG] [LOCAL     ] Loaded configuration for SNGX: 1 features, 90.0% accuracy
[2025-12-22T20:35:13.892475] [DEBUG] [LOCAL     ] Loaded configuration for SMX: 2 features, 80.0% accuracy
[2025-12-22T20:35:13.892536] [DEBUG] [LOCAL     ] Loaded configuration for IIM: 3 features, 70.0% accuracy
[2025-12-22T20:35:13.892618] [DEBUG] [LOCAL     ] Loaded configuration for WKSP: 1 features, 90.0% accuracy
[2025-12-22T20:35:13.892683] [DEBUG] [LOCAL     ] Loaded configuration for BCML: 2 features, 70.0% accuracy
[2025-12-22T20:35:13.892792] [DEBUG] [LOCAL     ] Loaded configuration for FTQI: 0 features, 80.0% accuracy
[2025-12-22T20:35:13.892859] [DEBUG] [LOCAL     ] Loaded configuration for CBNK: 2 features, 100.0% accuracy
[2025-12-22T20:35:13.892921] [DEBUG] [LOCAL     ] Loaded configuration for PROK: 1 features, 70.0% accuracy
[2025-12-22T20:35:13.892983] [DEBUG] [LOCAL     ] Loaded configuration for ABVX: 1 features, 80.0% accuracy
[2025-12-22T20:35:13.893044] [DEBUG] [LOCAL     ] Loaded configuration for KSPI: 3 features, 70.0% accuracy
[2025-12-22T20:35:13.893105] [DEBUG] [LOCAL     ] Loaded configuration for FRSX: 1 features, 80.0% accuracy
[2025-12-22T20:35:13.893190] [DEBUG] [LOCAL     ] Loaded configuration for AEFC: 3 features, 70.0% accuracy
[2025-12-22T20:35:13.893256] [DEBUG] [LOCAL     ] Loaded configuration for AMDL: 5 features, 70.0% accuracy
[2025-12-22T20:35:13.893359] [DEBUG] [LOCAL     ] Loaded configuration for BRSP: 0 features, 70.0% accuracy
[2025-12-22T20:35:13.893428] [DEBUG] [LOCAL     ] Loaded configuration for SEM: 4 features, 100.0% accuracy
[2025-12-22T20:35:13.893499] [DEBUG] [LOCAL     ] Loaded configuration for SOJC: 3 features, 100.0% accuracy
[2025-12-22T20:35:13.893562] [DEBUG] [LOCAL     ] Loaded configuration for GBIO: 2 features, 60.0% accuracy
[2025-12-22T20:35:13.893657] [DEBUG] [LOCAL     ] Loaded configuration for ARDC: 0 features, 60.0% accuracy
[2025-12-22T20:35:13.893732] [DEBUG] [LOCAL     ] Loaded configuration for SVRA: 2 features, 70.0% accuracy
[2025-12-22T20:35:13.893795] [DEBUG] [LOCAL     ] Loaded configuration for VSH: 4 features, 80.0% accuracy
[2025-12-22T20:35:13.893856] [DEBUG] [LOCAL     ] Loaded configuration for BCSF: 1 features, 60.0% accuracy
[2025-12-22T20:35:13.893918] [DEBUG] [LOCAL     ] Loaded configuration for SURG: 1 features, 70.0% accuracy
[2025-12-22T20:35:13.893979] [DEBUG] [LOCAL     ] Loaded configuration for GAMB: 2 features, 80.0% accuracy
[2025-12-22T20:35:13.894041] [DEBUG] [LOCAL     ] Loaded configuration for NVO: 3 features, 100.0% accuracy
[2025-12-22T20:35:13.894102] [DEBUG] [LOCAL     ] Loaded configuration for AES: 1 features, 90.0% accuracy
[2025-12-22T20:35:13.894175] [DEBUG] [LOCAL     ] Loaded configuration for SLNO: 0 features, 80.0% accuracy
[2025-12-22T20:35:13.894238] [DEBUG] [LOCAL     ] Loaded configuration for BEPH: 0 features, 80.0% accuracy
[2025-12-22T20:35:13.894301] [DEBUG] [LOCAL     ] Loaded configuration for LINC: 1 features, 90.0% accuracy
[2025-12-22T20:35:13.894363] [DEBUG] [LOCAL     ] Loaded configuration for IAE: 2 features, 50.0% accuracy
[2025-12-22T20:35:13.894425] [DEBUG] [LOCAL     ] Loaded configuration for NGG: 0 features, 80.0% accuracy
[2025-12-22T20:35:13.894485] [DEBUG] [LOCAL     ] Loaded configuration for QLYS: 1 features, 100.0% accuracy
[2025-12-22T20:35:13.894547] [DEBUG] [LOCAL     ] Loaded configuration for DFH: 2 features, 60.0% accuracy
[2025-12-22T20:35:13.894628] [DEBUG] [LOCAL     ] Loaded configuration for HCTI: 3 features, 80.0% accuracy
[2025-12-22T20:35:13.894693] [DEBUG] [LOCAL     ] Loaded configuration for TPG: 3 features, 80.0% accuracy
[2025-12-22T20:35:13.894753] [DEBUG] [LOCAL     ] Loaded configuration for VPG: 2 features, 80.0% accuracy
[2025-12-22T20:35:13.894827] [DEBUG] [LOCAL     ] Loaded configuration for PHIO: 5 features, 80.0% accuracy
[2025-12-22T20:35:13.894928] [DEBUG] [LOCAL     ] Loaded configuration for CHMI: 2 features, 80.0% accuracy
[2025-12-22T20:35:13.895001] [DEBUG] [LOCAL     ] Loaded configuration for UTI: 1 features, 70.0% accuracy
[2025-12-22T20:35:13.895065] [DEBUG] [LOCAL     ] Loaded configuration for GPRO: 4 features, 80.0% accuracy
[2025-12-22T20:35:13.895127] [DEBUG] [LOCAL     ] Loaded configuration for STRA: 2 features, 70.0% accuracy
[2025-12-22T20:35:13.895188] [DEBUG] [LOCAL     ] Loaded configuration for QS: 2 features, 80.0% accuracy
[2025-12-22T20:35:13.895250] [DEBUG] [LOCAL     ] Loaded configuration for FOX: 2 features, 70.0% accuracy
[2025-12-22T20:35:13.895321] [DEBUG] [LOCAL     ] Loaded configuration for VTOL: 2 features, 70.0% accuracy
[2025-12-22T20:35:13.895386] [DEBUG] [LOCAL     ] Loaded configuration for PAHC: 4 features, 70.0% accuracy
[2025-12-22T20:35:13.895449] [DEBUG] [LOCAL     ] Loaded configuration for MPC: 1 features, 80.0% accuracy
[2025-12-22T20:35:13.895511] [DEBUG] [LOCAL     ] Loaded configuration for FINX: 5 features, 80.0% accuracy
[2025-12-22T20:35:13.895592] [DEBUG] [LOCAL     ] Loaded configuration for GEF: 1 features, 70.0% accuracy
[2025-12-22T20:35:13.895660] [DEBUG] [LOCAL     ] Loaded configuration for CHD: 4 features, 70.0% accuracy
[2025-12-22T20:35:13.895722] [DEBUG] [LOCAL     ] Loaded configuration for GDYN: 4 features, 70.0% accuracy
[2025-12-22T20:35:13.895807] [DEBUG] [LOCAL     ] Loaded configuration for PVL: 1 features, 100.0% accuracy
[2025-12-22T20:35:13.895873] [DEBUG] [LOCAL     ] Loaded configuration for TAOP: 1 features, 80.0% accuracy
[2025-12-22T20:35:13.895934] [DEBUG] [LOCAL     ] Loaded configuration for PINE: 3 features, 80.0% accuracy
[2025-12-22T20:35:13.895994] [DEBUG] [LOCAL     ] Loaded configuration for LTRX: 3 features, 80.0% accuracy
[2025-12-22T20:35:13.896064] [DEBUG] [LOCAL     ] Loaded configuration for ACTG: 0 features, 90.0% accuracy
[2025-12-22T20:35:13.896125] [DEBUG] [LOCAL     ] Loaded configuration for AURA: 3 features, 80.0% accuracy
[2025-12-22T20:35:13.896188] [DEBUG] [LOCAL     ] Loaded configuration for GBAB: 4 features, 90.0% accuracy
[2025-12-22T20:35:13.896250] [DEBUG] [LOCAL     ] Loaded configuration for DRUG: 1 features, 80.0% accuracy
[2025-12-22T20:35:13.896322] [DEBUG] [LOCAL     ] Loaded configuration for CSGS: 2 features, 70.0% accuracy
[2025-12-22T20:35:13.896397] [DEBUG] [LOCAL     ] Loaded configuration for FDS: 2 features, 80.0% accuracy
[2025-12-22T20:35:13.896461] [DEBUG] [LOCAL     ] Loaded configuration for PINS: 2 features, 60.0% accuracy
[2025-12-22T20:35:13.896522] [DEBUG] [LOCAL     ] Loaded configuration for FUBO: 2 features, 70.0% accuracy
[2025-12-22T20:35:13.896600] [DEBUG] [LOCAL     ] Loaded configuration for ZEUS: 1 features, 70.0% accuracy
[2025-12-22T20:35:13.896664] [DEBUG] [LOCAL     ] Loaded configuration for BLMN: 2 features, 80.0% accuracy
[2025-12-22T20:35:13.896726] [DEBUG] [LOCAL     ] Loaded configuration for CATY: 3 features, 80.0% accuracy
[2025-12-22T20:35:13.896789] [DEBUG] [LOCAL     ] Loaded configuration for VRSK: 4 features, 80.0% accuracy
[2025-12-22T20:35:13.896850] [DEBUG] [LOCAL     ] Loaded configuration for IGI: 2 features, 60.0% accuracy
[2025-12-22T20:35:13.896911] [DEBUG] [LOCAL     ] Loaded configuration for MBIO: 4 features, 70.0% accuracy
[2025-12-22T20:35:13.896973] [DEBUG] [LOCAL     ] Loaded configuration for TAL: 3 features, 80.0% accuracy
[2025-12-22T20:35:13.897060] [DEBUG] [LOCAL     ] Loaded configuration for TBRG: 2 features, 80.0% accuracy
[2025-12-22T20:35:13.897123] [DEBUG] [LOCAL     ] Loaded configuration for CDNS: 3 features, 70.0% accuracy
[2025-12-22T20:35:13.897186] [DEBUG] [LOCAL     ] Loaded configuration for SERA: 3 features, 70.0% accuracy
[2025-12-22T20:35:13.897259] [DEBUG] [LOCAL     ] Loaded configuration for SIG: 3 features, 70.0% accuracy
[2025-12-22T20:35:13.897322] [DEBUG] [LOCAL     ] Loaded configuration for FTXL: 3 features, 80.0% accuracy
[2025-12-22T20:35:13.897385] [DEBUG] [LOCAL     ] Loaded configuration for AB: 4 features, 80.0% accuracy
[2025-12-22T20:35:13.897448] [DEBUG] [LOCAL     ] Loaded configuration for CBZ: 3 features, 80.0% accuracy
[2025-12-22T20:35:13.897515] [DEBUG] [LOCAL     ] Loaded configuration for SN: 2 features, 70.0% accuracy
[2025-12-22T20:35:13.897594] [DEBUG] [LOCAL     ] Loaded configuration for GECC: 4 features, 90.0% accuracy
[2025-12-22T20:35:13.897660] [DEBUG] [LOCAL     ] Loaded configuration for ABCL: 2 features, 70.0% accuracy
[2025-12-22T20:35:13.897721] [DEBUG] [LOCAL     ] Loaded configuration for SPXX: 1 features, 80.0% accuracy
[2025-12-22T20:35:13.897783] [DEBUG] [LOCAL     ] Loaded configuration for CELZ: 5 features, 90.0% accuracy
[2025-12-22T20:35:13.897845] [DEBUG] [LOCAL     ] Loaded configuration for SHOO: 1 features, 50.0% accuracy
[2025-12-22T20:35:13.897908] [DEBUG] [LOCAL     ] Loaded configuration for FND: 2 features, 70.0% accuracy
[2025-12-22T20:35:13.897969] [DEBUG] [LOCAL     ] Loaded configuration for SMTI: 1 features, 70.0% accuracy
[2025-12-22T20:35:13.898031] [DEBUG] [LOCAL     ] Loaded configuration for PACK: 3 features, 80.0% accuracy
[2025-12-22T20:35:13.898115] [DEBUG] [LOCAL     ] Loaded configuration for TBPH: 5 features, 80.0% accuracy
[2025-12-22T20:35:13.898178] [DEBUG] [LOCAL     ] Loaded configuration for WCLD: 2 features, 90.0% accuracy
[2025-12-22T20:35:13.898240] [DEBUG] [LOCAL     ] Loaded configuration for OVID: 1 features, 100.0% accuracy
[2025-12-22T20:35:13.898303] [DEBUG] [LOCAL     ] Loaded configuration for SOPH: 1 features, 70.0% accuracy
[2025-12-22T20:35:13.898364] [DEBUG] [LOCAL     ] Loaded configuration for PAX: 2 features, 100.0% accuracy
[2025-12-22T20:35:13.898427] [DEBUG] [LOCAL     ] Loaded configuration for GRX: 3 features, 70.0% accuracy
[2025-12-22T20:35:13.898500] [DEBUG] [LOCAL     ] Loaded configuration for ACRS: 4 features, 90.0% accuracy
[2025-12-22T20:35:13.898590] [DEBUG] [LOCAL     ] Loaded configuration for EIG: 2 features, 70.0% accuracy
[2025-12-22T20:35:13.898672] [DEBUG] [LOCAL     ] Loaded configuration for HCA: 2 features, 70.0% accuracy
[2025-12-22T20:35:13.898737] [DEBUG] [LOCAL     ] Loaded configuration for ENVB: 1 features, 70.0% accuracy
[2025-12-22T20:35:13.898843] [DEBUG] [LOCAL     ] Loaded configuration for STSS: 3 features, 70.0% accuracy
[2025-12-22T20:35:13.898981] [DEBUG] [LOCAL     ] Loaded configuration for CMSD: 1 features, 50.0% accuracy
[2025-12-22T20:35:13.899077] [DEBUG] [LOCAL     ] Loaded configuration for PLUS: 3 features, 70.0% accuracy
[2025-12-22T20:35:13.899141] [DEBUG] [LOCAL     ] Loaded configuration for FCBC: 3 features, 90.0% accuracy
[2025-12-22T20:35:13.899203] [DEBUG] [LOCAL     ] Loaded configuration for TEF: 1 features, 70.0% accuracy
[2025-12-22T20:35:13.899265] [DEBUG] [LOCAL     ] Loaded configuration for GRAL: 2 features, 80.0% accuracy
[2025-12-22T20:35:13.899329] [DEBUG] [LOCAL     ] Loaded configuration for CI: 3 features, 70.0% accuracy
[2025-12-22T20:35:13.899403] [DEBUG] [LOCAL     ] Loaded configuration for CPRI: 1 features, 60.0% accuracy
[2025-12-22T20:35:13.899468] [DEBUG] [LOCAL     ] Loaded configuration for KIO: 4 features, 60.0% accuracy
[2025-12-22T20:35:13.899559] [DEBUG] [LOCAL     ] Loaded configuration for TVTX: 2 features, 80.0% accuracy
[2025-12-22T20:35:13.899646] [DEBUG] [LOCAL     ] Loaded configuration for PNC: 3 features, 60.0% accuracy
[2025-12-22T20:35:13.899709] [DEBUG] [LOCAL     ] Loaded configuration for AEG: 2 features, 80.0% accuracy
[2025-12-22T20:35:13.899771] [DEBUG] [LOCAL     ] Loaded configuration for TRNS: 2 features, 90.0% accuracy
[2025-12-22T20:35:13.899836] [DEBUG] [LOCAL     ] Loaded configuration for ALGN: 3 features, 90.0% accuracy
[2025-12-22T20:35:13.899899] [DEBUG] [LOCAL     ] Loaded configuration for CAAP: 2 features, 90.0% accuracy
[2025-12-22T20:35:13.899962] [DEBUG] [LOCAL     ] Loaded configuration for MLCO: 2 features, 60.0% accuracy
[2025-12-22T20:35:13.900026] [DEBUG] [LOCAL     ] Loaded configuration for JPC: 3 features, 70.0% accuracy
[2025-12-22T20:35:13.900105] [DEBUG] [LOCAL     ] Loaded configuration for FSS: 2 features, 60.0% accuracy
[2025-12-22T20:35:13.900170] [DEBUG] [LOCAL     ] Loaded configuration for RGEN: 1 features, 60.0% accuracy
[2025-12-22T20:35:13.900241] [DEBUG] [LOCAL     ] Loaded configuration for SMBC: 0 features, 50.0% accuracy
[2025-12-22T20:35:13.900306] [DEBUG] [LOCAL     ] Loaded configuration for CONL: 2 features, 70.0% accuracy
[2025-12-22T20:35:13.900368] [DEBUG] [LOCAL     ] Loaded configuration for PAL: 2 features, 80.0% accuracy
[2025-12-22T20:35:13.900441] [DEBUG] [LOCAL     ] Loaded configuration for ELAB: 0 features, 50.0% accuracy
[2025-12-22T20:35:13.900510] [DEBUG] [LOCAL     ] Loaded configuration for UNCY: 3 features, 70.0% accuracy
[2025-12-22T20:35:13.900592] [DEBUG] [LOCAL     ] Loaded configuration for SHO: 1 features, 70.0% accuracy
[2025-12-22T20:35:13.900670] [DEBUG] [LOCAL     ] Loaded configuration for BELFA: 4 features, 80.0% accuracy
[2025-12-22T20:35:13.900734] [DEBUG] [LOCAL     ] Loaded configuration for HI: 4 features, 70.0% accuracy
[2025-12-22T20:35:13.900797] [DEBUG] [LOCAL     ] Loaded configuration for SRBK: 3 features, 80.0% accuracy
[2025-12-22T20:35:13.900860] [DEBUG] [LOCAL     ] Loaded configuration for MXF: 1 features, 70.0% accuracy
[2025-12-22T20:35:13.900933] [DEBUG] [LOCAL     ] Loaded configuration for ADUS: 1 features, 80.0% accuracy
[2025-12-22T20:35:13.901008] [DEBUG] [LOCAL     ] Loaded configuration for VIPS: 2 features, 60.0% accuracy
[2025-12-22T20:35:13.901071] [DEBUG] [LOCAL     ] Loaded configuration for QFIN: 2 features, 60.0% accuracy
[2025-12-22T20:35:13.901143] [DEBUG] [LOCAL     ] Loaded configuration for FMX: 6 features, 80.0% accuracy
[2025-12-22T20:35:13.901208] [DEBUG] [LOCAL     ] Loaded configuration for CDXS: 5 features, 90.0% accuracy
[2025-12-22T20:35:13.901272] [DEBUG] [LOCAL     ] Loaded configuration for BFH: 2 features, 70.0% accuracy
[2025-12-22T20:35:13.901342] [DEBUG] [LOCAL     ] Loaded configuration for OBDC: 3 features, 90.0% accuracy
[2025-12-22T20:35:13.901417] [DEBUG] [LOCAL     ] Loaded configuration for CSTL: 5 features, 90.0% accuracy
[2025-12-22T20:35:13.901483] [DEBUG] [LOCAL     ] Loaded configuration for ROE: 4 features, 90.0% accuracy
[2025-12-22T20:35:13.901589] [DEBUG] [LOCAL     ] Loaded configuration for SUZ: 5 features, 90.0% accuracy
[2025-12-22T20:35:13.901659] [DEBUG] [LOCAL     ] Loaded configuration for MKC: 2 features, 90.0% accuracy
[2025-12-22T20:35:13.901722] [DEBUG] [LOCAL     ] Loaded configuration for ARCB: 0 features, 80.0% accuracy
[2025-12-22T20:35:13.901794] [DEBUG] [LOCAL     ] Loaded configuration for TECH: 3 features, 80.0% accuracy
[2025-12-22T20:35:13.901868] [DEBUG] [LOCAL     ] Loaded configuration for LYB: 1 features, 80.0% accuracy
[2025-12-22T20:35:13.901934] [DEBUG] [LOCAL     ] Loaded configuration for AN: 4 features, 100.0% accuracy
[2025-12-22T20:35:13.901998] [DEBUG] [LOCAL     ] Loaded configuration for TFII: 2 features, 100.0% accuracy
[2025-12-22T20:35:13.902060] [DEBUG] [LOCAL     ] Loaded configuration for UITB: 1 features, 70.0% accuracy
[2025-12-22T20:35:13.902124] [DEBUG] [LOCAL     ] Loaded configuration for APM: 3 features, 80.0% accuracy
[2025-12-22T20:35:13.902186] [DEBUG] [LOCAL     ] Loaded configuration for OFG: 1 features, 70.0% accuracy
[2025-12-22T20:35:13.902273] [DEBUG] [LOCAL     ] Loaded configuration for DGICA: 4 features, 90.0% accuracy
[2025-12-22T20:35:13.902339] [DEBUG] [LOCAL     ] Loaded configuration for NNE: 3 features, 60.0% accuracy
[2025-12-22T20:35:13.902413] [DEBUG] [LOCAL     ] Loaded configuration for NKSH: 4 features, 100.0% accuracy
[2025-12-22T20:35:13.902486] [DEBUG] [LOCAL     ] Loaded configuration for FMHI: 2 features, 80.0% accuracy
[2025-12-22T20:35:13.902551] [DEBUG] [LOCAL     ] Loaded configuration for WDFC: 4 features, 80.0% accuracy
[2025-12-22T20:35:13.902633] [DEBUG] [LOCAL     ] Loaded configuration for QMOM: 1 features, 80.0% accuracy
[2025-12-22T20:35:13.902698] [DEBUG] [LOCAL     ] Loaded configuration for CYH: 1 features, 70.0% accuracy
[2025-12-22T20:35:13.902765] [DEBUG] [LOCAL     ] Loaded configuration for GGLL: 0 features, 80.0% accuracy
[2025-12-22T20:35:13.902839] [DEBUG] [LOCAL     ] Loaded configuration for MSEX: 2 features, 70.0% accuracy
[2025-12-22T20:35:13.902902] [DEBUG] [LOCAL     ] Loaded configuration for ULH: 2 features, 60.0% accuracy
[2025-12-22T20:35:13.902966] [DEBUG] [LOCAL     ] Loaded configuration for AAP: 2 features, 90.0% accuracy
[2025-12-22T20:35:13.903030] [DEBUG] [LOCAL     ] Loaded configuration for CRVS: 6 features, 80.0% accuracy
[2025-12-22T20:35:13.903093] [DEBUG] [LOCAL     ] Loaded configuration for WNC: 1 features, 70.0% accuracy
[2025-12-22T20:35:13.903179] [DEBUG] [LOCAL     ] Loaded configuration for BSSX: 5 features, 80.0% accuracy
[2025-12-22T20:35:13.903243] [DEBUG] [LOCAL     ] Loaded configuration for HNI: 1 features, 60.0% accuracy
[2025-12-22T20:35:13.903308] [DEBUG] [LOCAL     ] Loaded configuration for ENTX: 1 features, 90.0% accuracy
[2025-12-22T20:35:13.903371] [DEBUG] [LOCAL     ] Loaded configuration for IQQQ: 3 features, 80.0% accuracy
[2025-12-22T20:35:13.903434] [DEBUG] [LOCAL     ] Loaded configuration for LHX: 4 features, 90.0% accuracy
[2025-12-22T20:35:13.903497] [DEBUG] [LOCAL     ] Loaded configuration for AM: 4 features, 90.0% accuracy
[2025-12-22T20:35:13.903560] [DEBUG] [LOCAL     ] Loaded configuration for RVMD: 0 features, 80.0% accuracy
[2025-12-22T20:35:13.903644] [DEBUG] [LOCAL     ] Loaded configuration for BABX: 2 features, 80.0% accuracy
[2025-12-22T20:35:13.903709] [DEBUG] [LOCAL     ] Loaded configuration for QQQ: 2 features, 80.0% accuracy
[2025-12-22T20:35:13.903771] [DEBUG] [LOCAL     ] Loaded configuration for STBA: 2 features, 90.0% accuracy
[2025-12-22T20:35:13.903834] [DEBUG] [LOCAL     ] Loaded configuration for ALTI: 2 features, 70.0% accuracy
[2025-12-22T20:35:13.903897] [DEBUG] [LOCAL     ] Loaded configuration for PCVX: 1 features, 70.0% accuracy
[2025-12-22T20:35:13.903968] [DEBUG] [LOCAL     ] Loaded configuration for SBSI: 2 features, 80.0% accuracy
[2025-12-22T20:35:13.904030] [DEBUG] [LOCAL     ] Loaded configuration for IAS: 2 features, 70.0% accuracy
[2025-12-22T20:35:13.904092] [DEBUG] [LOCAL     ] Loaded configuration for ENS: 2 features, 70.0% accuracy
[2025-12-22T20:35:13.904154] [DEBUG] [LOCAL     ] Loaded configuration for YALA: 2 features, 80.0% accuracy
[2025-12-22T20:35:13.904215] [DEBUG] [LOCAL     ] Loaded configuration for BSJS: 1 features, 90.0% accuracy
[2025-12-22T20:35:13.904289] [DEBUG] [LOCAL     ] Loaded configuration for VFF: 5 features, 80.0% accuracy
[2025-12-22T20:35:13.904362] [DEBUG] [LOCAL     ] Loaded configuration for WSM: 1 features, 60.0% accuracy
[2025-12-22T20:35:13.904427] [DEBUG] [LOCAL     ] Loaded configuration for SRAD: 4 features, 90.0% accuracy
[2025-12-22T20:35:13.904489] [DEBUG] [LOCAL     ] Loaded configuration for FELE: 1 features, 90.0% accuracy
[2025-12-22T20:35:13.904551] [DEBUG] [LOCAL     ] Loaded configuration for NOA: 3 features, 80.0% accuracy
[2025-12-22T20:35:13.904633] [DEBUG] [LOCAL     ] Loaded configuration for CNXC: 1 features, 70.0% accuracy
[2025-12-22T20:35:13.904697] [DEBUG] [LOCAL     ] Loaded configuration for YUMC: 5 features, 90.0% accuracy
[2025-12-22T20:35:13.904761] [DEBUG] [LOCAL     ] Loaded configuration for TBLA: 1 features, 60.0% accuracy
[2025-12-22T20:35:13.904824] [DEBUG] [LOCAL     ] Loaded configuration for COCO: 4 features, 70.0% accuracy
[2025-12-22T20:35:13.904887] [DEBUG] [LOCAL     ] Loaded configuration for CAAS: 0 features, 60.0% accuracy
[2025-12-22T20:35:13.904949] [DEBUG] [LOCAL     ] Loaded configuration for GES: 1 features, 70.0% accuracy
[2025-12-22T20:35:13.905011] [DEBUG] [LOCAL     ] Loaded configuration for SANA: 0 features, 70.0% accuracy
[2025-12-22T20:35:13.905073] [DEBUG] [LOCAL     ] Loaded configuration for VTIP: 2 features, 80.0% accuracy
[2025-12-22T20:35:13.905135] [DEBUG] [LOCAL     ] Loaded configuration for ALB: 3 features, 70.0% accuracy
[2025-12-22T20:35:13.905197] [DEBUG] [LOCAL     ] Loaded configuration for HCSG: 2 features, 80.0% accuracy
[2025-12-22T20:35:13.905260] [DEBUG] [LOCAL     ] Loaded configuration for REVG: 4 features, 90.0% accuracy
[2025-12-22T20:35:13.905321] [DEBUG] [LOCAL     ] Loaded configuration for TEX: 3 features, 90.0% accuracy
[2025-12-22T20:35:13.905383] [DEBUG] [LOCAL     ] Loaded configuration for NOAH: 3 features, 80.0% accuracy
[2025-12-22T20:35:13.905456] [DEBUG] [LOCAL     ] Loaded configuration for FTAI: 1 features, 70.0% accuracy
[2025-12-22T20:35:13.905524] [DEBUG] [LOCAL     ] Loaded configuration for FDBC: 0 features, 70.0% accuracy
[2025-12-22T20:35:13.905608] [DEBUG] [LOCAL     ] Loaded configuration for INVZ: 3 features, 70.0% accuracy
[2025-12-22T20:35:13.905675] [DEBUG] [LOCAL     ] Loaded configuration for WULF: 3 features, 90.0% accuracy
[2025-12-22T20:35:13.905738] [DEBUG] [LOCAL     ] Loaded configuration for ASG: 1 features, 80.0% accuracy
[2025-12-22T20:35:13.905811] [DEBUG] [LOCAL     ] Loaded configuration for CLDX: 3 features, 70.0% accuracy
[2025-12-22T20:35:13.905876] [DEBUG] [LOCAL     ] Loaded configuration for BTF: 1 features, 70.0% accuracy
[2025-12-22T20:35:13.905948] [DEBUG] [LOCAL     ] Loaded configuration for BIVI: 4 features, 90.0% accuracy
[2025-12-22T20:35:13.906012] [DEBUG] [LOCAL     ] Loaded configuration for BB: 1 features, 70.0% accuracy
[2025-12-22T20:35:13.906073] [DEBUG] [LOCAL     ] Loaded configuration for IMPP: 3 features, 70.0% accuracy
[2025-12-22T20:35:13.906134] [DEBUG] [LOCAL     ] Loaded configuration for IESC: 3 features, 90.0% accuracy
[2025-12-22T20:35:13.906197] [DEBUG] [LOCAL     ] Loaded configuration for ANGO: 3 features, 80.0% accuracy
[2025-12-22T20:35:13.906260] [DEBUG] [LOCAL     ] Loaded configuration for RRC: 4 features, 70.0% accuracy
[2025-12-22T20:35:13.906322] [DEBUG] [LOCAL     ] Loaded configuration for RUSHB: 2 features, 100.0% accuracy
[2025-12-22T20:35:13.906385] [DEBUG] [LOCAL     ] Loaded configuration for DSX: 5 features, 100.0% accuracy
[2025-12-22T20:35:13.906454] [DEBUG] [LOCAL     ] Loaded configuration for BCS: 2 features, 80.0% accuracy
[2025-12-22T20:35:13.906516] [DEBUG] [LOCAL     ] Loaded configuration for AGRO: 2 features, 80.0% accuracy
[2025-12-22T20:35:13.906595] [DEBUG] [LOCAL     ] Loaded configuration for MTX: 3 features, 60.0% accuracy
[2025-12-22T20:35:13.906672] [DEBUG] [LOCAL     ] Loaded configuration for DPG: 2 features, 70.0% accuracy
[2025-12-22T20:35:13.906748] [DEBUG] [LOCAL     ] Loaded configuration for IMNM: 1 features, 80.0% accuracy
[2025-12-22T20:35:13.906825] [DEBUG] [LOCAL     ] Loaded configuration for BLFY: 3 features, 90.0% accuracy
[2025-12-22T20:35:13.906901] [DEBUG] [LOCAL     ] Loaded configuration for PLTK: 3 features, 90.0% accuracy
[2025-12-22T20:35:13.906965] [DEBUG] [LOCAL     ] Loaded configuration for CWK: 4 features, 70.0% accuracy
[2025-12-22T20:35:13.907026] [DEBUG] [LOCAL     ] Loaded configuration for FSK: 0 features, 70.0% accuracy
[2025-12-22T20:35:13.907089] [DEBUG] [LOCAL     ] Loaded configuration for AMZN: 1 features, 80.0% accuracy
[2025-12-22T20:35:13.907150] [DEBUG] [LOCAL     ] Loaded configuration for IUSG: 2 features, 80.0% accuracy
[2025-12-22T20:35:13.907213] [DEBUG] [LOCAL     ] Loaded configuration for SLVO: 0 features, 80.0% accuracy
[2025-12-22T20:35:13.907275] [DEBUG] [LOCAL     ] Loaded configuration for OCCI: 4 features, 60.0% accuracy
[2025-12-22T20:35:13.907336] [DEBUG] [LOCAL     ] Loaded configuration for XOS: 2 features, 60.0% accuracy
[2025-12-22T20:35:13.907399] [DEBUG] [LOCAL     ] Loaded configuration for GOOD: 1 features, 70.0% accuracy
[2025-12-22T20:35:13.907460] [DEBUG] [LOCAL     ] Loaded configuration for VKTX: 2 features, 70.0% accuracy
[2025-12-22T20:35:13.907522] [DEBUG] [LOCAL     ] Loaded configuration for INBK: 1 features, 70.0% accuracy
[2025-12-22T20:35:13.907602] [DEBUG] [LOCAL     ] Loaded configuration for IRTC: 4 features, 90.0% accuracy
[2025-12-22T20:35:13.907668] [DEBUG] [LOCAL     ] Loaded configuration for HLAL: 4 features, 80.0% accuracy
[2025-12-22T20:35:13.907729] [DEBUG] [LOCAL     ] Loaded configuration for LI: 1 features, 60.0% accuracy
[2025-12-22T20:35:13.907793] [DEBUG] [LOCAL     ] Loaded configuration for PNI: 7 features, 80.0% accuracy
[2025-12-22T20:35:13.907876] [DEBUG] [LOCAL     ] Loaded configuration for RAMP: 4 features, 70.0% accuracy
[2025-12-22T20:35:13.907940] [DEBUG] [LOCAL     ] Loaded configuration for CHCI: 5 features, 90.0% accuracy
[2025-12-22T20:35:13.908015] [DEBUG] [LOCAL     ] Loaded configuration for FBK: 5 features, 80.0% accuracy
[2025-12-22T20:35:13.908079] [DEBUG] [LOCAL     ] Loaded configuration for EXC: 4 features, 60.0% accuracy
[2025-12-22T20:35:13.908142] [DEBUG] [LOCAL     ] Loaded configuration for CPZ: 2 features, 70.0% accuracy
[2025-12-22T20:35:13.908205] [DEBUG] [LOCAL     ] Loaded configuration for MUFG: 2 features, 80.0% accuracy
[2025-12-22T20:35:13.908267] [DEBUG] [LOCAL     ] Loaded configuration for PRTA: 3 features, 90.0% accuracy
[2025-12-22T20:35:13.908338] [DEBUG] [LOCAL     ] Loaded configuration for RBA: 3 features, 70.0% accuracy
[2025-12-22T20:35:13.908403] [DEBUG] [LOCAL     ] Loaded configuration for RH: 2 features, 80.0% accuracy
[2025-12-22T20:35:13.908465] [DEBUG] [LOCAL     ] Loaded configuration for JXN: 2 features, 70.0% accuracy
[2025-12-22T20:35:13.908527] [DEBUG] [LOCAL     ] Loaded configuration for EVEX: 4 features, 80.0% accuracy
[2025-12-22T20:35:13.908612] [DEBUG] [LOCAL     ] Loaded configuration for LMB: 2 features, 80.0% accuracy
[2025-12-22T20:35:13.908685] [DEBUG] [LOCAL     ] Loaded configuration for AAPL: 4 features, 90.0% accuracy
[2025-12-22T20:35:13.908748] [DEBUG] [LOCAL     ] Loaded configuration for MCRB: 3 features, 90.0% accuracy
[2025-12-22T20:35:13.908810] [DEBUG] [LOCAL     ] Loaded configuration for WLK: 5 features, 80.0% accuracy
[2025-12-22T20:35:13.908884] [DEBUG] [LOCAL     ] Loaded configuration for TNL: 1 features, 90.0% accuracy
[2025-12-22T20:35:13.908948] [DEBUG] [LOCAL     ] Loaded configuration for PBA: 4 features, 70.0% accuracy
[2025-12-22T20:35:13.909050] [DEBUG] [LOCAL     ] Loaded configuration for EVN: 1 features, 90.0% accuracy
[2025-12-22T20:35:13.909115] [DEBUG] [LOCAL     ] Loaded configuration for DDS: 2 features, 80.0% accuracy
[2025-12-22T20:35:13.909178] [DEBUG] [LOCAL     ] Loaded configuration for KD: 6 features, 80.0% accuracy
[2025-12-22T20:35:13.909253] [DEBUG] [LOCAL     ] Loaded configuration for RHI: 2 features, 90.0% accuracy
[2025-12-22T20:35:13.909317] [DEBUG] [LOCAL     ] Loaded configuration for VALE: 3 features, 100.0% accuracy
[2025-12-22T20:35:13.909389] [DEBUG] [LOCAL     ] Loaded configuration for INVE: 1 features, 70.0% accuracy
[2025-12-22T20:35:13.909454] [DEBUG] [LOCAL     ] Loaded configuration for EWZS: 1 features, 70.0% accuracy
[2025-12-22T20:35:13.909520] [DEBUG] [LOCAL     ] Loaded configuration for NSSC: 2 features, 80.0% accuracy
[2025-12-22T20:35:13.909605] [DEBUG] [LOCAL     ] Loaded configuration for KBH: 2 features, 70.0% accuracy
[2025-12-22T20:35:13.909671] [DEBUG] [LOCAL     ] Loaded configuration for DCTH: 1 features, 90.0% accuracy
[2025-12-22T20:35:13.909743] [DEBUG] [LOCAL     ] Loaded configuration for BBSI: 2 features, 80.0% accuracy
[2025-12-22T20:35:13.909808] [DEBUG] [LOCAL     ] Loaded configuration for CLBK: 2 features, 90.0% accuracy
[2025-12-22T20:35:13.909870] [DEBUG] [LOCAL     ] Loaded configuration for PFG: 2 features, 90.0% accuracy
[2025-12-22T20:35:13.909932] [DEBUG] [LOCAL     ] Loaded configuration for TTD: 3 features, 80.0% accuracy
[2025-12-22T20:35:13.910009] [DEBUG] [LOCAL     ] Loaded configuration for LAD: 3 features, 70.0% accuracy
[2025-12-22T20:35:13.910081] [DEBUG] [LOCAL     ] Loaded configuration for KMI: 1 features, 80.0% accuracy
[2025-12-22T20:35:13.910146] [DEBUG] [LOCAL     ] Loaded configuration for PRM: 2 features, 70.0% accuracy
[2025-12-22T20:35:13.910209] [DEBUG] [LOCAL     ] Loaded configuration for CRGO: 2 features, 80.0% accuracy
[2025-12-22T20:35:13.910271] [DEBUG] [LOCAL     ] Loaded configuration for MUJ: 1 features, 70.0% accuracy
[2025-12-22T20:35:13.910351] [DEBUG] [LOCAL     ] Loaded configuration for PLCE: 2 features, 80.0% accuracy
[2025-12-22T20:35:13.910416] [DEBUG] [LOCAL     ] Loaded configuration for MAX: 1 features, 70.0% accuracy
[2025-12-22T20:35:13.910478] [DEBUG] [LOCAL     ] Loaded configuration for LAKE: 3 features, 60.0% accuracy
[2025-12-22T20:35:13.910538] [DEBUG] [LOCAL     ] Loaded configuration for PSO: 3 features, 70.0% accuracy
[2025-12-22T20:35:13.910617] [DEBUG] [LOCAL     ] Loaded configuration for AMBP: 3 features, 90.0% accuracy
[2025-12-22T20:35:13.910680] [DEBUG] [LOCAL     ] Loaded configuration for CDE: 3 features, 90.0% accuracy
[2025-12-22T20:35:13.910781] [DEBUG] [LOCAL     ] Loaded configuration for TRIN: 4 features, 90.0% accuracy
[2025-12-22T20:35:13.910846] [DEBUG] [LOCAL     ] Loaded configuration for FUNC: 2 features, 70.0% accuracy
[2025-12-22T20:35:13.910908] [DEBUG] [LOCAL     ] Loaded configuration for NHTC: 1 features, 70.0% accuracy
[2025-12-22T20:35:13.910971] [DEBUG] [LOCAL     ] Loaded configuration for MDB: 0 features, 50.0% accuracy
[2025-12-22T20:35:13.911034] [DEBUG] [LOCAL     ] Loaded configuration for MFA: 2 features, 80.0% accuracy
[2025-12-22T20:35:13.911094] [DEBUG] [LOCAL     ] Loaded configuration for ATI: 1 features, 80.0% accuracy
[2025-12-22T20:35:13.911167] [DEBUG] [LOCAL     ] Loaded configuration for STLD: 4 features, 90.0% accuracy
[2025-12-22T20:35:13.911231] [DEBUG] [LOCAL     ] Loaded configuration for CMP: 2 features, 90.0% accuracy
[2025-12-22T20:35:13.911303] [DEBUG] [LOCAL     ] Loaded configuration for ADBE: 1 features, 80.0% accuracy
[2025-12-22T20:35:13.911366] [DEBUG] [LOCAL     ] Loaded configuration for HAIN: 1 features, 90.0% accuracy
[2025-12-22T20:35:13.911428] [DEBUG] [LOCAL     ] Loaded configuration for ONON: 4 features, 80.0% accuracy
[2025-12-22T20:35:13.911490] [DEBUG] [LOCAL     ] Loaded configuration for RBCAA: 3 features, 60.0% accuracy
[2025-12-22T20:35:13.911552] [DEBUG] [LOCAL     ] Loaded configuration for NDSN: 1 features, 70.0% accuracy
[2025-12-22T20:35:13.911650] [DEBUG] [LOCAL     ] Loaded configuration for RRBI: 4 features, 60.0% accuracy
[2025-12-22T20:35:13.911716] [DEBUG] [LOCAL     ] Loaded configuration for FCNCP: 2 features, 80.0% accuracy
[2025-12-22T20:35:13.911780] [DEBUG] [LOCAL     ] Loaded configuration for SHLS: 3 features, 90.0% accuracy
[2025-12-22T20:35:13.911843] [DEBUG] [LOCAL     ] Loaded configuration for ALZN: 3 features, 90.0% accuracy
[2025-12-22T20:35:13.911906] [DEBUG] [LOCAL     ] Loaded configuration for LYTS: 4 features, 80.0% accuracy
[2025-12-22T20:35:13.911967] [DEBUG] [LOCAL     ] Loaded configuration for GDRX: 2 features, 60.0% accuracy
[2025-12-22T20:35:13.912029] [DEBUG] [LOCAL     ] Loaded configuration for MDXG: 1 features, 80.0% accuracy
[2025-12-22T20:35:13.912090] [DEBUG] [LOCAL     ] Loaded configuration for NEA: 3 features, 60.0% accuracy
[2025-12-22T20:35:13.912152] [DEBUG] [LOCAL     ] Loaded configuration for PNFP: 2 features, 90.0% accuracy
[2025-12-22T20:35:13.912225] [DEBUG] [LOCAL     ] Loaded configuration for AIPI: 3 features, 90.0% accuracy
[2025-12-22T20:35:13.912289] [DEBUG] [LOCAL     ] Loaded configuration for SNTI: 5 features, 90.0% accuracy
[2025-12-22T20:35:13.912351] [DEBUG] [LOCAL     ] Loaded configuration for MAN: 1 features, 60.0% accuracy
[2025-12-22T20:35:13.912423] [DEBUG] [LOCAL     ] Loaded configuration for COO: 2 features, 70.0% accuracy
[2025-12-22T20:35:13.912485] [DEBUG] [LOCAL     ] Loaded configuration for TAC: 1 features, 70.0% accuracy
[2025-12-22T20:35:13.912547] [DEBUG] [LOCAL     ] Loaded configuration for FBIO: 3 features, 70.0% accuracy
[2025-12-22T20:35:13.912627] [DEBUG] [LOCAL     ] Loaded configuration for MATX: 1 features, 90.0% accuracy
[2025-12-22T20:35:13.912718] [DEBUG] [LOCAL     ] Loaded configuration for GO: 4 features, 50.0% accuracy
[2025-12-22T20:35:13.912792] [DEBUG] [LOCAL     ] Loaded configuration for SARK: 3 features, 70.0% accuracy
[2025-12-22T20:35:13.912856] [DEBUG] [LOCAL     ] Loaded configuration for VSTS: 3 features, 90.0% accuracy
[2025-12-22T20:35:13.912918] [DEBUG] [LOCAL     ] Loaded configuration for CRVO: 4 features, 80.0% accuracy
[2025-12-22T20:35:13.912980] [DEBUG] [LOCAL     ] Loaded configuration for AGIO: 3 features, 70.0% accuracy
[2025-12-22T20:35:13.913071] [DEBUG] [LOCAL     ] Loaded configuration for COLL: 5 features, 90.0% accuracy
[2025-12-22T20:35:13.913148] [DEBUG] [LOCAL     ] Loaded configuration for EFSC: 3 features, 80.0% accuracy
[2025-12-22T20:35:13.913212] [DEBUG] [LOCAL     ] Loaded configuration for SLG: 4 features, 80.0% accuracy
[2025-12-22T20:35:13.913276] [DEBUG] [LOCAL     ] Loaded configuration for XTKG: 1 features, 80.0% accuracy
[2025-12-22T20:35:13.913339] [DEBUG] [LOCAL     ] Loaded configuration for ICFI: 1 features, 70.0% accuracy
[2025-12-22T20:35:13.913411] [DEBUG] [LOCAL     ] Loaded configuration for EQBK: 3 features, 70.0% accuracy
[2025-12-22T20:35:13.913477] [DEBUG] [LOCAL     ] Loaded configuration for CZNC: 1 features, 60.0% accuracy
[2025-12-22T20:35:13.913551] [DEBUG] [LOCAL     ] Loaded configuration for HGTY: 2 features, 80.0% accuracy
[2025-12-22T20:35:13.913635] [DEBUG] [LOCAL     ] Loaded configuration for PCH: 3 features, 50.0% accuracy
[2025-12-22T20:35:13.913699] [DEBUG] [LOCAL     ] Loaded configuration for OLN: 1 features, 70.0% accuracy
[2025-12-22T20:35:13.913762] [DEBUG] [LOCAL     ] Loaded configuration for DAN: 1 features, 40.0% accuracy
[2025-12-22T20:35:13.913824] [DEBUG] [LOCAL     ] Loaded configuration for INDB: 2 features, 80.0% accuracy
[2025-12-22T20:35:13.913886] [DEBUG] [LOCAL     ] Loaded configuration for USA: 5 features, 80.0% accuracy
[2025-12-22T20:35:13.913948] [DEBUG] [LOCAL     ] Loaded configuration for BBLG: 3 features, 100.0% accuracy
[2025-12-22T20:35:13.914009] [DEBUG] [LOCAL     ] Loaded configuration for PSCH: 4 features, 100.0% accuracy
[2025-12-22T20:35:13.914083] [DEBUG] [LOCAL     ] Loaded configuration for FMNB: 2 features, 70.0% accuracy
[2025-12-22T20:35:13.914145] [DEBUG] [LOCAL     ] Loaded configuration for MDAI: 3 features, 60.0% accuracy
[2025-12-22T20:35:13.914258] [DEBUG] [LOCAL     ] Loaded configuration for HUBB: 1 features, 70.0% accuracy
[2025-12-22T20:35:13.914333] [DEBUG] [LOCAL     ] Loaded configuration for BFK: 5 features, 100.0% accuracy
[2025-12-22T20:35:13.914397] [DEBUG] [LOCAL     ] Loaded configuration for GRC: 3 features, 60.0% accuracy
[2025-12-22T20:35:13.914459] [DEBUG] [LOCAL     ] Loaded configuration for GNRC: 3 features, 80.0% accuracy
[2025-12-22T20:35:13.914522] [DEBUG] [LOCAL     ] Loaded configuration for BTA: 0 features, 80.0% accuracy
[2025-12-22T20:35:13.914634] [DEBUG] [LOCAL     ] Loaded configuration for IIIN: 2 features, 80.0% accuracy
[2025-12-22T20:35:13.914699] [DEBUG] [LOCAL     ] Loaded configuration for MDGL: 1 features, 80.0% accuracy
[2025-12-22T20:35:13.914762] [DEBUG] [LOCAL     ] Loaded configuration for RWAY: 3 features, 80.0% accuracy
[2025-12-22T20:35:13.914824] [DEBUG] [LOCAL     ] Loaded configuration for TUGN: 4 features, 60.0% accuracy
[2025-12-22T20:35:13.914885] [DEBUG] [LOCAL     ] Loaded configuration for TSLA: 4 features, 80.0% accuracy
[2025-12-22T20:35:13.914947] [DEBUG] [LOCAL     ] Loaded configuration for ANIP: 1 features, 70.0% accuracy
[2025-12-22T20:35:13.915008] [DEBUG] [LOCAL     ] Loaded configuration for AOS: 2 features, 70.0% accuracy
[2025-12-22T20:35:13.915070] [DEBUG] [LOCAL     ] Loaded configuration for KODK: 1 features, 80.0% accuracy
[2025-12-22T20:35:13.915132] [DEBUG] [LOCAL     ] Loaded configuration for FTCS: 0 features, 70.0% accuracy
[2025-12-22T20:35:13.915194] [DEBUG] [LOCAL     ] Loaded configuration for LITE: 1 features, 70.0% accuracy
[2025-12-22T20:35:13.915255] [DEBUG] [LOCAL     ] Loaded configuration for DAPP: 3 features, 50.0% accuracy
[2025-12-22T20:35:13.915318] [DEBUG] [LOCAL     ] Loaded configuration for PBF: 3 features, 70.0% accuracy
[2025-12-22T20:35:13.915391] [DEBUG] [LOCAL     ] Loaded configuration for BFC: 2 features, 80.0% accuracy
[2025-12-22T20:35:13.915455] [DEBUG] [LOCAL     ] Loaded configuration for SLQD: 2 features, 70.0% accuracy
[2025-12-22T20:35:13.915517] [DEBUG] [LOCAL     ] Loaded configuration for IIF: 1 features, 60.0% accuracy
[2025-12-22T20:35:13.915595] [DEBUG] [LOCAL     ] Loaded configuration for BME: 4 features, 70.0% accuracy
[2025-12-22T20:35:13.915662] [DEBUG] [LOCAL     ] Loaded configuration for OHI: 3 features, 90.0% accuracy
[2025-12-22T20:35:13.915735] [DEBUG] [LOCAL     ] Loaded configuration for VXUS: 1 features, 70.0% accuracy
[2025-12-22T20:35:13.915797] [DEBUG] [LOCAL     ] Loaded configuration for HOTH: 2 features, 70.0% accuracy
[2025-12-22T20:35:13.915862] [DEBUG] [LOCAL     ] Loaded configuration for BNS: 7 features, 90.0% accuracy
[2025-12-22T20:35:13.915924] [DEBUG] [LOCAL     ] Loaded configuration for AMPH: 4 features, 80.0% accuracy
[2025-12-22T20:35:13.915986] [DEBUG] [LOCAL     ] Loaded configuration for CLOA: 2 features, 80.0% accuracy
[2025-12-22T20:35:13.916047] [DEBUG] [LOCAL     ] Loaded configuration for CDRO: 2 features, 60.0% accuracy
[2025-12-22T20:35:13.916111] [DEBUG] [LOCAL     ] Loaded configuration for OII: 1 features, 80.0% accuracy
[2025-12-22T20:35:13.916173] [DEBUG] [LOCAL     ] Loaded configuration for REYN: 2 features, 90.0% accuracy
[2025-12-22T20:35:13.916235] [DEBUG] [LOCAL     ] Loaded configuration for TPB: 3 features, 80.0% accuracy
[2025-12-22T20:35:13.916296] [DEBUG] [LOCAL     ] Loaded configuration for FFWM: 1 features, 70.0% accuracy
[2025-12-22T20:35:13.916360] [DEBUG] [LOCAL     ] Loaded configuration for OCSL: 5 features, 90.0% accuracy
[2025-12-22T20:35:13.916421] [DEBUG] [LOCAL     ] Loaded configuration for OXM: 1 features, 90.0% accuracy
[2025-12-22T20:35:13.916484] [DEBUG] [LOCAL     ] Loaded configuration for LIVN: 6 features, 80.0% accuracy
[2025-12-22T20:35:13.916548] [DEBUG] [LOCAL     ] Loaded configuration for MBC: 5 features, 90.0% accuracy
[2025-12-22T20:35:13.916630] [DEBUG] [LOCAL     ] Loaded configuration for MBS: 2 features, 70.0% accuracy
[2025-12-22T20:35:13.916739] [DEBUG] [LOCAL     ] Loaded configuration for IMMX: 4 features, 90.0% accuracy
[2025-12-22T20:35:13.916835] [DEBUG] [LOCAL     ] Loaded configuration for BWMN: 4 features, 60.0% accuracy
[2025-12-22T20:35:13.916935] [DEBUG] [LOCAL     ] Loaded configuration for ARRY: 1 features, 70.0% accuracy
[2025-12-22T20:35:13.917053] [DEBUG] [LOCAL     ] Loaded configuration for FITB: 4 features, 80.0% accuracy
[2025-12-22T20:35:13.917127] [DEBUG] [LOCAL     ] Loaded configuration for ALTG: 3 features, 80.0% accuracy
[2025-12-22T20:35:13.917192] [DEBUG] [LOCAL     ] Loaded configuration for CING: 2 features, 70.0% accuracy
[2025-12-22T20:35:13.917255] [DEBUG] [LOCAL     ] Loaded configuration for SE: 4 features, 80.0% accuracy
[2025-12-22T20:35:13.917346] [DEBUG] [LOCAL     ] Loaded configuration for PANL: 2 features, 80.0% accuracy
[2025-12-22T20:35:13.917421] [DEBUG] [LOCAL     ] Loaded configuration for PD: 4 features, 90.0% accuracy
[2025-12-22T20:35:13.917505] [DEBUG] [LOCAL     ] Loaded configuration for HIMS: 4 features, 70.0% accuracy
[2025-12-22T20:35:13.917570] [DEBUG] [LOCAL     ] Loaded configuration for KRMD: 3 features, 50.0% accuracy
[2025-12-22T20:35:13.917653] [DEBUG] [LOCAL     ] Loaded configuration for LPG: 1 features, 50.0% accuracy
[2025-12-22T20:35:13.917745] [DEBUG] [LOCAL     ] Loaded configuration for WBIY: 3 features, 80.0% accuracy
[2025-12-22T20:35:13.917807] [DEBUG] [LOCAL     ] Loaded configuration for BIIB: 3 features, 50.0% accuracy
[2025-12-22T20:35:13.917894] [DEBUG] [LOCAL     ] Loaded configuration for PDI: 5 features, 90.0% accuracy
[2025-12-22T20:35:13.917956] [DEBUG] [LOCAL     ] Loaded configuration for APGE: 2 features, 80.0% accuracy
[2025-12-22T20:35:13.918017] [DEBUG] [LOCAL     ] Loaded configuration for XPOF: 3 features, 70.0% accuracy
[2025-12-22T20:35:13.918077] [DEBUG] [LOCAL     ] Loaded configuration for JHX: 2 features, 90.0% accuracy
[2025-12-22T20:35:13.918136] [DEBUG] [LOCAL     ] Loaded configuration for CYTK: 1 features, 70.0% accuracy
[2025-12-22T20:35:13.918197] [DEBUG] [LOCAL     ] Loaded configuration for HFRO: 1 features, 80.0% accuracy
[2025-12-22T20:35:13.918257] [DEBUG] [LOCAL     ] Loaded configuration for PNQI: 2 features, 90.0% accuracy
[2025-12-22T20:35:13.918331] [DEBUG] [LOCAL     ] Loaded configuration for COP: 2 features, 90.0% accuracy
[2025-12-22T20:35:13.918393] [DEBUG] [LOCAL     ] Loaded configuration for COLD: 0 features, 80.0% accuracy
[2025-12-22T20:35:13.918455] [DEBUG] [LOCAL     ] Loaded configuration for ATXS: 1 features, 80.0% accuracy
[2025-12-22T20:35:13.918517] [DEBUG] [LOCAL     ] Loaded configuration for BCAL: 1 features, 90.0% accuracy
[2025-12-22T20:35:13.918606] [DEBUG] [LOCAL     ] Loaded configuration for HTLD: 2 features, 60.0% accuracy
[2025-12-22T20:35:13.918672] [DEBUG] [LOCAL     ] Loaded configuration for PBYI: 1 features, 80.0% accuracy
[2025-12-22T20:35:13.918734] [DEBUG] [LOCAL     ] Loaded configuration for ZLAB: 1 features, 70.0% accuracy
[2025-12-22T20:35:13.918806] [DEBUG] [LOCAL     ] Loaded configuration for UNFI: 2 features, 60.0% accuracy
[2025-12-22T20:35:13.918870] [DEBUG] [LOCAL     ] Loaded configuration for KVYO: 2 features, 80.0% accuracy
[2025-12-22T20:35:13.918931] [DEBUG] [LOCAL     ] Loaded configuration for PAYX: 3 features, 60.0% accuracy
[2025-12-22T20:35:13.919038] [DEBUG] [LOCAL     ] Loaded configuration for BATRA: 3 features, 80.0% accuracy
[2025-12-22T20:35:13.919107] [DEBUG] [LOCAL     ] Loaded configuration for LUNG: 2 features, 80.0% accuracy
[2025-12-22T20:35:13.919170] [DEBUG] [LOCAL     ] Loaded configuration for PAY: 5 features, 70.0% accuracy
[2025-12-22T20:35:13.919231] [DEBUG] [LOCAL     ] Loaded configuration for VMO: 1 features, 60.0% accuracy
[2025-12-22T20:35:13.919294] [DEBUG] [LOCAL     ] Loaded configuration for BEPI: 4 features, 90.0% accuracy
[2025-12-22T20:35:13.919366] [DEBUG] [LOCAL     ] Loaded configuration for BALL: 1 features, 50.0% accuracy
[2025-12-22T20:35:13.919430] [DEBUG] [LOCAL     ] Loaded configuration for RYTM: 5 features, 80.0% accuracy
[2025-12-22T20:35:13.919497] [DEBUG] [LOCAL     ] Loaded configuration for TRP: 1 features, 60.0% accuracy
[2025-12-22T20:35:13.919627] [DEBUG] [LOCAL     ] Loaded configuration for JBND: 2 features, 70.0% accuracy
[2025-12-22T20:35:13.919734] [DEBUG] [LOCAL     ] Loaded configuration for NCNO: 1 features, 70.0% accuracy
[2025-12-22T20:35:13.919798] [DEBUG] [LOCAL     ] Loaded configuration for KLXE: 3 features, 70.0% accuracy
[2025-12-22T20:35:13.919861] [DEBUG] [LOCAL     ] Loaded configuration for SF: 5 features, 90.0% accuracy
[2025-12-22T20:35:13.919922] [DEBUG] [LOCAL     ] Loaded configuration for GOVI: 2 features, 70.0% accuracy
[2025-12-22T20:35:13.919984] [DEBUG] [LOCAL     ] Loaded configuration for GPK: 3 features, 70.0% accuracy
[2025-12-22T20:35:13.920047] [DEBUG] [LOCAL     ] Loaded configuration for CTAS: 3 features, 90.0% accuracy
[2025-12-22T20:35:13.920120] [DEBUG] [LOCAL     ] Loaded configuration for ATRA: 0 features, 70.0% accuracy
[2025-12-22T20:35:13.920183] [DEBUG] [LOCAL     ] Loaded configuration for VOTE: 5 features, 80.0% accuracy
[2025-12-22T20:35:13.920246] [DEBUG] [LOCAL     ] Loaded configuration for RSSS: 2 features, 50.0% accuracy
[2025-12-22T20:35:13.920308] [DEBUG] [LOCAL     ] Loaded configuration for DGX: 4 features, 50.0% accuracy
[2025-12-22T20:35:13.920369] [DEBUG] [LOCAL     ] Loaded configuration for PM: 4 features, 60.0% accuracy
[2025-12-22T20:35:13.920431] [DEBUG] [LOCAL     ] Loaded configuration for MANH: 1 features, 90.0% accuracy
[2025-12-22T20:35:13.920493] [DEBUG] [LOCAL     ] Loaded configuration for GLPG: 3 features, 90.0% accuracy
[2025-12-22T20:35:13.920564] [DEBUG] [LOCAL     ] Loaded configuration for ODD: 1 features, 70.0% accuracy
[2025-12-22T20:35:13.920647] [DEBUG] [LOCAL     ] Loaded configuration for JSM: 1 features, 70.0% accuracy
[2025-12-22T20:35:13.920710] [DEBUG] [LOCAL     ] Loaded configuration for VGI: 4 features, 80.0% accuracy
[2025-12-22T20:35:13.920773] [DEBUG] [LOCAL     ] Loaded configuration for JKS: 2 features, 90.0% accuracy
[2025-12-22T20:35:13.920834] [DEBUG] [LOCAL     ] Loaded configuration for TBBK: 2 features, 70.0% accuracy
[2025-12-22T20:35:13.920898] [DEBUG] [LOCAL     ] Loaded configuration for RXRX: 4 features, 70.0% accuracy
[2025-12-22T20:35:13.920960] [DEBUG] [LOCAL     ] Loaded configuration for CNTA: 2 features, 80.0% accuracy
[2025-12-22T20:35:13.921022] [DEBUG] [LOCAL     ] Loaded configuration for HNRG: 2 features, 90.0% accuracy
[2025-12-22T20:35:13.921083] [DEBUG] [LOCAL     ] Loaded configuration for ACB: 2 features, 60.0% accuracy
[2025-12-22T20:35:13.921145] [DEBUG] [LOCAL     ] Loaded configuration for VMD: 1 features, 90.0% accuracy
[2025-12-22T20:35:13.921207] [DEBUG] [LOCAL     ] Loaded configuration for GOCO: 1 features, 70.0% accuracy
[2025-12-22T20:35:13.921270] [DEBUG] [LOCAL     ] Loaded configuration for NRXP: 4 features, 80.0% accuracy
[2025-12-22T20:35:13.921349] [DEBUG] [LOCAL     ] Loaded configuration for AFCG: 2 features, 90.0% accuracy
[2025-12-22T20:35:13.921415] [DEBUG] [LOCAL     ] Loaded configuration for PAAS: 1 features, 60.0% accuracy
[2025-12-22T20:35:13.921478] [DEBUG] [LOCAL     ] Loaded configuration for CPS: 2 features, 70.0% accuracy
[2025-12-22T20:35:13.921553] [DEBUG] [LOCAL     ] Loaded configuration for CVS: 2 features, 80.0% accuracy
[2025-12-22T20:35:13.921636] [DEBUG] [LOCAL     ] Loaded configuration for BGC: 2 features, 80.0% accuracy
[2025-12-22T20:35:13.921699] [DEBUG] [LOCAL     ] Loaded configuration for CROX: 1 features, 80.0% accuracy
[2025-12-22T20:35:13.921761] [DEBUG] [LOCAL     ] Loaded configuration for HTOO: 3 features, 80.0% accuracy
[2025-12-22T20:35:13.921823] [DEBUG] [LOCAL     ] Loaded configuration for NEON: 2 features, 80.0% accuracy
[2025-12-22T20:35:13.921884] [DEBUG] [LOCAL     ] Loaded configuration for JACK: 3 features, 90.0% accuracy
[2025-12-22T20:35:13.921945] [DEBUG] [LOCAL     ] Loaded configuration for BRAG: 3 features, 60.0% accuracy
[2025-12-22T20:35:13.922007] [DEBUG] [LOCAL     ] Loaded configuration for CUBI: 2 features, 50.0% accuracy
[2025-12-22T20:35:13.922070] [DEBUG] [LOCAL     ] Loaded configuration for ASB: 0 features, 70.0% accuracy
[2025-12-22T20:35:13.922132] [DEBUG] [LOCAL     ] Loaded configuration for BCO: 2 features, 60.0% accuracy
[2025-12-22T20:35:13.922202] [DEBUG] [LOCAL     ] Loaded configuration for ENTG: 0 features, 70.0% accuracy
[2025-12-22T20:35:13.922263] [DEBUG] [LOCAL     ] Loaded configuration for SYM: 3 features, 80.0% accuracy
[2025-12-22T20:35:13.922324] [DEBUG] [LOCAL     ] Loaded configuration for HP: 1 features, 70.0% accuracy
[2025-12-22T20:35:13.922386] [DEBUG] [LOCAL     ] Loaded configuration for CGTX: 2 features, 80.0% accuracy
[2025-12-22T20:35:13.922449] [DEBUG] [LOCAL     ] Loaded configuration for IQ: 4 features, 80.0% accuracy
[2025-12-22T20:35:13.922541] [DEBUG] [LOCAL     ] Loaded configuration for UDMY: 0 features, 90.0% accuracy
[2025-12-22T20:35:13.922625] [DEBUG] [LOCAL     ] Loaded configuration for BBWI: 3 features, 90.0% accuracy
[2025-12-22T20:35:13.922688] [DEBUG] [LOCAL     ] Loaded configuration for FLUX: 2 features, 80.0% accuracy
[2025-12-22T20:35:13.922752] [DEBUG] [LOCAL     ] Loaded configuration for IOVA: 4 features, 80.0% accuracy
[2025-12-22T20:35:13.922815] [DEBUG] [LOCAL     ] Loaded configuration for MCY: 1 features, 80.0% accuracy
[2025-12-22T20:35:13.922877] [DEBUG] [LOCAL     ] Loaded configuration for MREO: 0 features, 70.0% accuracy
[2025-12-22T20:35:13.922938] [DEBUG] [LOCAL     ] Loaded configuration for JCE: 2 features, 80.0% accuracy
[2025-12-22T20:35:13.923001] [DEBUG] [LOCAL     ] Loaded configuration for MYE: 2 features, 80.0% accuracy
[2025-12-22T20:35:13.923367] [DEBUG] [LOCAL     ] Loaded configuration for BSCY: 2 features, 70.0% accuracy
[2025-12-22T20:35:13.923443] [DEBUG] [LOCAL     ] Loaded configuration for USIO: 3 features, 80.0% accuracy
[2025-12-22T20:35:13.923506] [DEBUG] [LOCAL     ] Loaded configuration for BLCO: 3 features, 80.0% accuracy
[2025-12-22T20:35:13.923568] [DEBUG] [LOCAL     ] Loaded configuration for PFIS: 1 features, 100.0% accuracy
[2025-12-22T20:35:13.923652] [DEBUG] [LOCAL     ] Loaded configuration for BZUN: 1 features, 80.0% accuracy
[2025-12-22T20:35:13.923714] [DEBUG] [LOCAL     ] Loaded configuration for META: 2 features, 80.0% accuracy
[2025-12-22T20:35:13.923775] [DEBUG] [LOCAL     ] Loaded configuration for CRVL: 1 features, 90.0% accuracy
[2025-12-22T20:35:13.923836] [DEBUG] [LOCAL     ] Loaded configuration for FRGE: 2 features, 80.0% accuracy
[2025-12-22T20:35:13.923898] [DEBUG] [LOCAL     ] Loaded configuration for KLAC: 1 features, 60.0% accuracy
[2025-12-22T20:35:13.923960] [DEBUG] [LOCAL     ] Loaded configuration for NBN: 4 features, 80.0% accuracy
[2025-12-22T20:35:13.924022] [DEBUG] [LOCAL     ] Loaded configuration for SEIC: 3 features, 70.0% accuracy
[2025-12-22T20:35:13.924085] [DEBUG] [LOCAL     ] Loaded configuration for ETO: 4 features, 90.0% accuracy
[2025-12-22T20:35:13.924147] [DEBUG] [LOCAL     ] Loaded configuration for MTRX: 2 features, 90.0% accuracy
[2025-12-22T20:35:13.924227] [DEBUG] [LOCAL     ] Loaded configuration for MDLZ: 3 features, 80.0% accuracy
[2025-12-22T20:35:13.924298] [DEBUG] [LOCAL     ] Loaded configuration for CBSH: 3 features, 80.0% accuracy
[2025-12-22T20:35:13.924363] [DEBUG] [LOCAL     ] Loaded configuration for AXP: 2 features, 70.0% accuracy
[2025-12-22T20:35:13.924425] [DEBUG] [LOCAL     ] Loaded configuration for MIGI: 2 features, 90.0% accuracy
[2025-12-22T20:35:13.924489] [DEBUG] [LOCAL     ] Loaded configuration for RMI: 3 features, 90.0% accuracy
[2025-12-22T20:35:13.924564] [DEBUG] [LOCAL     ] Loaded configuration for JBI: 1 features, 70.0% accuracy
[2025-12-22T20:35:13.924651] [DEBUG] [LOCAL     ] Loaded configuration for NAD: 4 features, 80.0% accuracy
[2025-12-22T20:35:13.924716] [DEBUG] [LOCAL     ] Loaded configuration for FMB: 2 features, 80.0% accuracy
[2025-12-22T20:35:13.924778] [DEBUG] [LOCAL     ] Loaded configuration for ULBI: 3 features, 60.0% accuracy
[2025-12-22T20:35:13.924840] [DEBUG] [LOCAL     ] Loaded configuration for IBN: 4 features, 80.0% accuracy
[2025-12-22T20:35:13.924902] [DEBUG] [LOCAL     ] Loaded configuration for BCX: 2 features, 70.0% accuracy
[2025-12-22T20:35:13.924965] [DEBUG] [LOCAL     ] Loaded configuration for IBTH: 2 features, 60.0% accuracy
[2025-12-22T20:35:13.925034] [DEBUG] [LOCAL     ] Loaded configuration for PTH: 3 features, 70.0% accuracy
[2025-12-22T20:35:13.925098] [DEBUG] [LOCAL     ] Loaded configuration for BPRN: 2 features, 80.0% accuracy
[2025-12-22T20:35:13.925174] [DEBUG] [LOCAL     ] Loaded configuration for XYL: 3 features, 100.0% accuracy
[2025-12-22T20:35:13.925237] [DEBUG] [LOCAL     ] Loaded configuration for GGG: 2 features, 70.0% accuracy
[2025-12-22T20:35:13.925300] [DEBUG] [LOCAL     ] Loaded configuration for AMN: 2 features, 90.0% accuracy
[2025-12-22T20:35:13.925363] [DEBUG] [LOCAL     ] Loaded configuration for SSRM: 2 features, 90.0% accuracy
[2025-12-22T20:35:13.925426] [DEBUG] [LOCAL     ] Loaded configuration for TORO: 1 features, 70.0% accuracy
[2025-12-22T20:35:13.925493] [DEBUG] [LOCAL     ] Loaded configuration for IBRX: 1 features, 70.0% accuracy
[2025-12-22T20:35:13.925555] [DEBUG] [LOCAL     ] Loaded configuration for ETD: 1 features, 60.0% accuracy
[2025-12-22T20:35:13.925636] [DEBUG] [LOCAL     ] Loaded configuration for BGSF: 1 features, 60.0% accuracy
[2025-12-22T20:35:13.925701] [DEBUG] [LOCAL     ] Loaded configuration for TEI: 2 features, 60.0% accuracy
[2025-12-22T20:35:13.925763] [DEBUG] [LOCAL     ] Loaded configuration for GRVY: 2 features, 70.0% accuracy
[2025-12-22T20:35:13.925826] [DEBUG] [LOCAL     ] Loaded configuration for VRA: 2 features, 90.0% accuracy
[2025-12-22T20:35:13.925889] [DEBUG] [LOCAL     ] Loaded configuration for LDI: 2 features, 60.0% accuracy
[2025-12-22T20:35:13.925950] [DEBUG] [LOCAL     ] Loaded configuration for FTEK: 0 features, 70.0% accuracy
[2025-12-22T20:35:13.926013] [DEBUG] [LOCAL     ] Loaded configuration for RLTY: 1 features, 60.0% accuracy
[2025-12-22T20:35:13.926082] [DEBUG] [LOCAL     ] Loaded configuration for AGI: 4 features, 70.0% accuracy
[2025-12-22T20:35:13.926179] [DEBUG] [LOCAL     ] Loaded configuration for WEC: 3 features, 70.0% accuracy
[2025-12-22T20:35:13.926279] [DEBUG] [LOCAL     ] Loaded configuration for PBI: 1 features, 70.0% accuracy
[2025-12-22T20:35:13.926356] [DEBUG] [LOCAL     ] Loaded configuration for HCC: 4 features, 80.0% accuracy
[2025-12-22T20:35:13.926435] [DEBUG] [LOCAL     ] Loaded configuration for USTB: 0 features, 80.0% accuracy
[2025-12-22T20:35:13.926512] [DEBUG] [LOCAL     ] Loaded configuration for CIB: 3 features, 90.0% accuracy
[2025-12-22T20:35:13.926601] [DEBUG] [LOCAL     ] Loaded configuration for USAC: 2 features, 70.0% accuracy
[2025-12-22T20:35:13.926680] [DEBUG] [LOCAL     ] Loaded configuration for FBNC: 1 features, 70.0% accuracy
[2025-12-22T20:35:13.926769] [DEBUG] [LOCAL     ] Loaded configuration for VEON: 2 features, 70.0% accuracy
[2025-12-22T20:35:13.926863] [DEBUG] [LOCAL     ] Loaded configuration for WDI: 2 features, 60.0% accuracy
[2025-12-22T20:35:13.926931] [DEBUG] [LOCAL     ] Loaded configuration for AGD: 2 features, 80.0% accuracy
[2025-12-22T20:35:13.927000] [DEBUG] [LOCAL     ] Loaded configuration for LFVN: 1 features, 70.0% accuracy
[2025-12-22T20:35:13.927082] [DEBUG] [LOCAL     ] Loaded configuration for KYN: 1 features, 80.0% accuracy
[2025-12-22T20:35:13.927198] [DEBUG] [LOCAL     ] Loaded configuration for RLMD: 4 features, 80.0% accuracy
[2025-12-22T20:35:13.927277] [DEBUG] [LOCAL     ] Loaded configuration for BLDP: 2 features, 60.0% accuracy
[2025-12-22T20:35:13.927340] [DEBUG] [LOCAL     ] Loaded configuration for CHRD: 1 features, 40.0% accuracy
[2025-12-22T20:35:13.927402] [DEBUG] [LOCAL     ] Loaded configuration for CSTM: 2 features, 80.0% accuracy
[2025-12-22T20:35:13.927474] [DEBUG] [LOCAL     ] Loaded configuration for BIPI: 1 features, 70.0% accuracy
[2025-12-22T20:35:13.927563] [DEBUG] [LOCAL     ] Loaded configuration for VONE: 2 features, 90.0% accuracy
[2025-12-22T20:35:13.927676] [DEBUG] [LOCAL     ] Loaded configuration for RDY: 4 features, 90.0% accuracy
[2025-12-22T20:35:13.927739] [DEBUG] [LOCAL     ] Loaded configuration for SHCO: 0 features, 70.0% accuracy
[2025-12-22T20:35:13.927799] [DEBUG] [LOCAL     ] Loaded configuration for BILL: 4 features, 80.0% accuracy
[2025-12-22T20:35:13.927917] [DEBUG] [LOCAL     ] Loaded configuration for THC: 1 features, 80.0% accuracy
[2025-12-22T20:35:13.927992] [DEBUG] [LOCAL     ] Loaded configuration for SUI: 2 features, 60.0% accuracy
[2025-12-22T20:35:13.928061] [DEBUG] [LOCAL     ] Loaded configuration for PAXS: 2 features, 60.0% accuracy
[2025-12-22T20:35:13.928133] [DEBUG] [LOCAL     ] Loaded configuration for HFWA: 2 features, 60.0% accuracy
[2025-12-22T20:35:13.928195] [DEBUG] [LOCAL     ] Loaded configuration for UHS: 0 features, 70.0% accuracy
[2025-12-22T20:35:13.928263] [DEBUG] [LOCAL     ] Loaded configuration for DRS: 3 features, 70.0% accuracy
[2025-12-22T20:35:13.928332] [DEBUG] [LOCAL     ] Loaded configuration for MEGI: 2 features, 60.0% accuracy
[2025-12-22T20:35:13.928393] [DEBUG] [LOCAL     ] Loaded configuration for BIRK: 2 features, 80.0% accuracy
[2025-12-22T20:35:13.928455] [DEBUG] [LOCAL     ] Loaded configuration for BHK: 1 features, 80.0% accuracy
[2025-12-22T20:35:13.928521] [DEBUG] [LOCAL     ] Loaded configuration for AREC: 0 features, 60.0% accuracy
[2025-12-22T20:35:13.928669] [DEBUG] [LOCAL     ] Loaded configuration for NDAQ: 1 features, 90.0% accuracy
[2025-12-22T20:35:13.928745] [DEBUG] [LOCAL     ] Loaded configuration for INVH: 2 features, 90.0% accuracy
[2025-12-22T20:35:13.928822] [DEBUG] [LOCAL     ] Loaded configuration for FICO: 2 features, 70.0% accuracy
[2025-12-22T20:35:13.928896] [DEBUG] [LOCAL     ] Loaded configuration for PENN: 3 features, 80.0% accuracy
[2025-12-22T20:35:13.929019] [DEBUG] [LOCAL     ] Loaded configuration for GPI: 2 features, 70.0% accuracy
[2025-12-22T20:35:13.929113] [DEBUG] [LOCAL     ] Loaded configuration for GGB: 1 features, 90.0% accuracy
[2025-12-22T20:35:13.929177] [DEBUG] [LOCAL     ] Loaded configuration for CFFN: 3 features, 90.0% accuracy
[2025-12-22T20:35:13.929236] [DEBUG] [LOCAL     ] Loaded configuration for WD: 3 features, 80.0% accuracy
[2025-12-22T20:35:13.929306] [DEBUG] [LOCAL     ] Loaded configuration for SOXX: 4 features, 90.0% accuracy
[2025-12-22T20:35:13.929397] [DEBUG] [LOCAL     ] Loaded configuration for PSX: 1 features, 90.0% accuracy
[2025-12-22T20:35:13.929464] [DEBUG] [LOCAL     ] Loaded configuration for IBM: 1 features, 100.0% accuracy
[2025-12-22T20:35:13.929524] [DEBUG] [LOCAL     ] Loaded configuration for CERS: 1 features, 80.0% accuracy
[2025-12-22T20:35:13.929611] [DEBUG] [LOCAL     ] Loaded configuration for RAIL: 7 features, 100.0% accuracy
[2025-12-22T20:35:13.929677] [DEBUG] [LOCAL     ] Loaded configuration for NIO: 3 features, 70.0% accuracy
[2025-12-22T20:35:13.929740] [DEBUG] [LOCAL     ] Loaded configuration for TSLX: 5 features, 90.0% accuracy
[2025-12-22T20:35:13.929800] [DEBUG] [LOCAL     ] Loaded configuration for PNRG: 4 features, 60.0% accuracy
[2025-12-22T20:35:13.929873] [DEBUG] [LOCAL     ] Loaded configuration for VLO: 4 features, 100.0% accuracy
[2025-12-22T20:35:13.929967] [DEBUG] [LOCAL     ] Loaded configuration for ALGS: 1 features, 50.0% accuracy
[2025-12-22T20:35:13.930034] [DEBUG] [LOCAL     ] Loaded configuration for MSA: 4 features, 100.0% accuracy
[2025-12-22T20:35:13.930103] [DEBUG] [LOCAL     ] Loaded configuration for QTWO: 2 features, 60.0% accuracy
[2025-12-22T20:35:13.930215] [DEBUG] [LOCAL     ] Loaded configuration for IEF: 3 features, 100.0% accuracy
[2025-12-22T20:35:13.930307] [DEBUG] [LOCAL     ] Loaded configuration for TXO: 5 features, 80.0% accuracy
[2025-12-22T20:35:13.930381] [DEBUG] [LOCAL     ] Loaded configuration for KSCP: 1 features, 60.0% accuracy
[2025-12-22T20:35:13.930470] [DEBUG] [LOCAL     ] Loaded configuration for QQQX: 3 features, 80.0% accuracy
[2025-12-22T20:35:13.930538] [DEBUG] [LOCAL     ] Loaded configuration for AKBA: 1 features, 60.0% accuracy
[2025-12-22T20:35:13.930617] [DEBUG] [LOCAL     ] Loaded configuration for HOLX: 3 features, 70.0% accuracy
[2025-12-22T20:35:13.930679] [DEBUG] [LOCAL     ] Loaded configuration for MUE: 3 features, 70.0% accuracy
[2025-12-22T20:35:13.930741] [DEBUG] [LOCAL     ] Loaded configuration for PODD: 3 features, 70.0% accuracy
[2025-12-22T20:35:13.930821] [DEBUG] [LOCAL     ] Loaded configuration for BSCQ: 2 features, 90.0% accuracy
[2025-12-22T20:35:13.930885] [DEBUG] [LOCAL     ] Loaded configuration for EHAB: 1 features, 80.0% accuracy
[2025-12-22T20:35:13.930948] [DEBUG] [LOCAL     ] Loaded configuration for SIMO: 5 features, 80.0% accuracy
[2025-12-22T20:35:13.931063] [DEBUG] [LOCAL     ] Loaded configuration for PDFS: 3 features, 80.0% accuracy
[2025-12-22T20:35:13.931139] [DEBUG] [LOCAL     ] Loaded configuration for CGBD: 3 features, 70.0% accuracy
[2025-12-22T20:35:13.931205] [DEBUG] [LOCAL     ] Loaded configuration for TEM: 4 features, 90.0% accuracy
[2025-12-22T20:35:13.931291] [DEBUG] [LOCAL     ] Loaded configuration for EA: 3 features, 60.0% accuracy
[2025-12-22T20:35:13.931384] [DEBUG] [LOCAL     ] Loaded configuration for EMD: 5 features, 70.0% accuracy
[2025-12-22T20:35:13.931453] [DEBUG] [LOCAL     ] Loaded configuration for NX: 3 features, 60.0% accuracy
[2025-12-22T20:35:13.931519] [DEBUG] [LOCAL     ] Loaded configuration for ARTNA: 2 features, 80.0% accuracy
[2025-12-22T20:35:13.931610] [DEBUG] [LOCAL     ] Loaded configuration for NTES: 3 features, 80.0% accuracy
[2025-12-22T20:35:13.931708] [DEBUG] [LOCAL     ] Loaded configuration for CIGI: 3 features, 70.0% accuracy
[2025-12-22T20:35:13.931773] [DEBUG] [LOCAL     ] Loaded configuration for HMC: 3 features, 90.0% accuracy
[2025-12-22T20:35:13.931856] [DEBUG] [LOCAL     ] Loaded configuration for CHSCL: 2 features, 90.0% accuracy
[2025-12-22T20:35:13.931941] [DEBUG] [LOCAL     ] Loaded configuration for NMIH: 2 features, 80.0% accuracy
[2025-12-22T20:35:13.932004] [DEBUG] [LOCAL     ] Loaded configuration for MIND: 6 features, 80.0% accuracy
[2025-12-22T20:35:13.932067] [DEBUG] [LOCAL     ] Loaded configuration for POWI: 3 features, 90.0% accuracy
[2025-12-22T20:35:13.932130] [DEBUG] [LOCAL     ] Loaded configuration for EC: 2 features, 70.0% accuracy
[2025-12-22T20:35:13.932222] [DEBUG] [LOCAL     ] Loaded configuration for ATLC: 2 features, 80.0% accuracy
[2025-12-22T20:35:13.932288] [DEBUG] [LOCAL     ] Loaded configuration for RING: 4 features, 80.0% accuracy
[2025-12-22T20:35:13.932357] [DEBUG] [LOCAL     ] Loaded configuration for NPO: 1 features, 70.0% accuracy
[2025-12-22T20:35:13.932423] [DEBUG] [LOCAL     ] Loaded configuration for ISRG: 1 features, 60.0% accuracy
[2025-12-22T20:35:13.932551] [DEBUG] [LOCAL     ] Loaded configuration for BPYPM: 4 features, 100.0% accuracy
[2025-12-22T20:35:13.932637] [DEBUG] [LOCAL     ] Loaded configuration for TCPC: 4 features, 90.0% accuracy
[2025-12-22T20:35:13.932709] [DEBUG] [LOCAL     ] Loaded configuration for QQQJ: 5 features, 90.0% accuracy
[2025-12-22T20:35:13.932797] [DEBUG] [LOCAL     ] Loaded configuration for FOSL: 3 features, 90.0% accuracy
[2025-12-22T20:35:13.932868] [DEBUG] [LOCAL     ] Loaded configuration for ACVA: 2 features, 60.0% accuracy
[2025-12-22T20:35:13.932931] [DEBUG] [LOCAL     ] Loaded configuration for GLDD: 3 features, 60.0% accuracy
[2025-12-22T20:35:13.932993] [DEBUG] [LOCAL     ] Loaded configuration for BWAY: 6 features, 80.0% accuracy
[2025-12-22T20:35:13.933055] [DEBUG] [LOCAL     ] Loaded configuration for USOY: 2 features, 80.0% accuracy
[2025-12-22T20:35:13.933117] [DEBUG] [LOCAL     ] Loaded configuration for PTA: 3 features, 70.0% accuracy
[2025-12-22T20:35:13.933188] [DEBUG] [LOCAL     ] Loaded configuration for SCZ: 0 features, 60.0% accuracy
[2025-12-22T20:35:13.933250] [DEBUG] [LOCAL     ] Loaded configuration for TCOM: 1 features, 60.0% accuracy
[2025-12-22T20:35:13.933330] [DEBUG] [LOCAL     ] Loaded configuration for LPSN: 2 features, 100.0% accuracy
[2025-12-22T20:35:13.933422] [DEBUG] [LOCAL     ] Loaded configuration for FLEX: 3 features, 70.0% accuracy
[2025-12-22T20:35:13.933489] [DEBUG] [LOCAL     ] Loaded configuration for RPAY: 5 features, 80.0% accuracy
[2025-12-22T20:35:13.933552] [DEBUG] [LOCAL     ] Loaded configuration for IGF: 3 features, 70.0% accuracy
[2025-12-22T20:35:13.933643] [DEBUG] [LOCAL     ] Loaded configuration for PSC: 2 features, 70.0% accuracy
[2025-12-22T20:35:13.933764] [DEBUG] [LOCAL     ] Loaded configuration for SQM: 1 features, 60.0% accuracy
[2025-12-22T20:35:13.933833] [DEBUG] [LOCAL     ] Loaded configuration for AME: 3 features, 70.0% accuracy
[2025-12-22T20:35:13.933893] [DEBUG] [LOCAL     ] Loaded configuration for PRIM: 0 features, 70.0% accuracy
[2025-12-22T20:35:13.933972] [DEBUG] [LOCAL     ] Loaded configuration for FSCO: 5 features, 80.0% accuracy
[2025-12-22T20:35:13.934080] [DEBUG] [LOCAL     ] Loaded configuration for BTSG: 4 features, 70.0% accuracy
[2025-12-22T20:35:13.934154] [DEBUG] [LOCAL     ] Loaded configuration for DD: 1 features, 60.0% accuracy
[2025-12-22T20:35:13.934215] [DEBUG] [LOCAL     ] Loaded configuration for SHFS: 3 features, 70.0% accuracy
[2025-12-22T20:35:13.934275] [DEBUG] [LOCAL     ] Loaded configuration for VVOS: 4 features, 60.0% accuracy
[2025-12-22T20:35:13.934337] [DEBUG] [LOCAL     ] Loaded configuration for GNTX: 6 features, 80.0% accuracy
[2025-12-22T20:35:13.934398] [DEBUG] [LOCAL     ] Loaded configuration for FPXI: 4 features, 80.0% accuracy
[2025-12-22T20:35:13.934459] [DEBUG] [LOCAL     ] Loaded configuration for FISI: 2 features, 70.0% accuracy
[2025-12-22T20:35:13.934519] [DEBUG] [LOCAL     ] Loaded configuration for AAL: 2 features, 80.0% accuracy
[2025-12-22T20:35:13.934597] [DEBUG] [LOCAL     ] Loaded configuration for TTEK: 3 features, 60.0% accuracy
[2025-12-22T20:35:13.934662] [DEBUG] [LOCAL     ] Loaded configuration for MILN: 1 features, 90.0% accuracy
[2025-12-22T20:35:13.934721] [DEBUG] [LOCAL     ] Loaded configuration for BANF: 2 features, 70.0% accuracy
[2025-12-22T20:35:13.934811] [DEBUG] [LOCAL     ] Loaded configuration for RZC: 3 features, 70.0% accuracy
[2025-12-22T20:35:13.934875] [DEBUG] [LOCAL     ] Loaded configuration for SA: 3 features, 70.0% accuracy
[2025-12-22T20:35:13.934941] [DEBUG] [LOCAL     ] Loaded configuration for EXPD: 1 features, 90.0% accuracy
[2025-12-22T20:35:13.935008] [DEBUG] [LOCAL     ] Loaded configuration for LGCL: 1 features, 50.0% accuracy
[2025-12-22T20:35:13.935070] [DEBUG] [LOCAL     ] Loaded configuration for DDOG: 1 features, 80.0% accuracy
[2025-12-22T20:35:13.935131] [DEBUG] [LOCAL     ] Loaded configuration for STM: 4 features, 70.0% accuracy
[2025-12-22T20:35:13.935223] [DEBUG] [LOCAL     ] Loaded configuration for CDL: 3 features, 80.0% accuracy
[2025-12-22T20:35:13.935293] [DEBUG] [LOCAL     ] Loaded configuration for CORZZ: 0 features, 70.0% accuracy
[2025-12-22T20:35:13.935357] [DEBUG] [LOCAL     ] Loaded configuration for HASI: 3 features, 70.0% accuracy
[2025-12-22T20:35:13.935418] [DEBUG] [LOCAL     ] Loaded configuration for ORLY: 3 features, 80.0% accuracy
[2025-12-22T20:35:13.935481] [DEBUG] [LOCAL     ] Loaded configuration for TERN: 1 features, 90.0% accuracy
[2025-12-22T20:35:13.935570] [DEBUG] [LOCAL     ] Loaded configuration for ITIC: 1 features, 70.0% accuracy
[2025-12-22T20:35:13.935661] [DEBUG] [LOCAL     ] Loaded configuration for MEC: 2 features, 70.0% accuracy
[2025-12-22T20:35:13.935723] [DEBUG] [LOCAL     ] Loaded configuration for KOD: 4 features, 90.0% accuracy
[2025-12-22T20:35:13.935794] [DEBUG] [LOCAL     ] Loaded configuration for TLK: 1 features, 60.0% accuracy
[2025-12-22T20:35:13.935866] [DEBUG] [LOCAL     ] Loaded configuration for KRP: 2 features, 80.0% accuracy
[2025-12-22T20:35:13.935930] [DEBUG] [LOCAL     ] Loaded configuration for APP: 0 features, 80.0% accuracy
[2025-12-22T20:35:13.936003] [DEBUG] [LOCAL     ] Loaded configuration for IRWD: 1 features, 60.0% accuracy
[2025-12-22T20:35:13.936067] [DEBUG] [LOCAL     ] Loaded configuration for ECL: 2 features, 60.0% accuracy
[2025-12-22T20:35:13.936141] [DEBUG] [LOCAL     ] Loaded configuration for LOCO: 2 features, 70.0% accuracy
[2025-12-22T20:35:13.936213] [DEBUG] [LOCAL     ] Loaded configuration for BCTX: 2 features, 80.0% accuracy
[2025-12-22T20:35:13.936285] [DEBUG] [LOCAL     ] Loaded configuration for FEPI: 3 features, 100.0% accuracy
[2025-12-22T20:35:13.936348] [DEBUG] [LOCAL     ] Loaded configuration for KRO: 1 features, 50.0% accuracy
[2025-12-22T20:35:13.936417] [DEBUG] [LOCAL     ] Loaded configuration for FDUS: 2 features, 90.0% accuracy
[2025-12-22T20:35:13.936479] [DEBUG] [LOCAL     ] Loaded configuration for MLP: 2 features, 70.0% accuracy
[2025-12-22T20:35:13.936541] [DEBUG] [LOCAL     ] Loaded configuration for WSBF: 4 features, 70.0% accuracy
[2025-12-22T20:35:13.936631] [DEBUG] [LOCAL     ] Loaded configuration for SWIM: 3 features, 90.0% accuracy
[2025-12-22T20:35:13.936738] [DEBUG] [LOCAL     ] Loaded configuration for NTAP: 3 features, 80.0% accuracy
[2025-12-22T20:35:13.936814] [DEBUG] [LOCAL     ] Loaded configuration for OLLI: 1 features, 80.0% accuracy
[2025-12-22T20:35:13.936877] [DEBUG] [LOCAL     ] Loaded configuration for PRZO: 1 features, 70.0% accuracy
[2025-12-22T20:35:13.936962] [DEBUG] [LOCAL     ] Loaded configuration for AMD: 2 features, 70.0% accuracy
[2025-12-22T20:35:13.937028] [DEBUG] [LOCAL     ] Loaded configuration for WHG: 1 features, 80.0% accuracy
[2025-12-22T20:35:13.937106] [DEBUG] [LOCAL     ] Loaded configuration for BOOM: 2 features, 80.0% accuracy
[2025-12-22T20:35:13.937186] [DEBUG] [LOCAL     ] Loaded configuration for MD: 1 features, 60.0% accuracy
[2025-12-22T20:35:13.937254] [DEBUG] [LOCAL     ] Loaded configuration for BFAM: 2 features, 80.0% accuracy
[2025-12-22T20:35:13.937315] [DEBUG] [LOCAL     ] Loaded configuration for CMTL: 0 features, 90.0% accuracy
[2025-12-22T20:35:13.937376] [DEBUG] [LOCAL     ] Loaded configuration for ASGI: 3 features, 80.0% accuracy
[2025-12-22T20:35:13.937437] [DEBUG] [LOCAL     ] Loaded configuration for NBBK: 2 features, 80.0% accuracy
[2025-12-22T20:35:13.937497] [DEBUG] [LOCAL     ] Loaded configuration for ASH: 1 features, 90.0% accuracy
[2025-12-22T20:35:13.937558] [DEBUG] [LOCAL     ] Loaded configuration for LEA: 3 features, 90.0% accuracy
[2025-12-22T20:35:13.937656] [DEBUG] [LOCAL     ] Loaded configuration for NWBI: 3 features, 80.0% accuracy
[2025-12-22T20:35:13.937723] [DEBUG] [LOCAL     ] Loaded configuration for TARK: 1 features, 80.0% accuracy
[2025-12-22T20:35:13.937785] [DEBUG] [LOCAL     ] Loaded configuration for OPBK: 2 features, 80.0% accuracy
[2025-12-22T20:35:13.937846] [DEBUG] [LOCAL     ] Loaded configuration for AUTL: 2 features, 70.0% accuracy
[2025-12-22T20:35:13.937908] [DEBUG] [LOCAL     ] Loaded configuration for AEI: 1 features, 90.0% accuracy
[2025-12-22T20:35:13.937983] [DEBUG] [LOCAL     ] Loaded configuration for HQY: 2 features, 70.0% accuracy
[2025-12-22T20:35:13.938047] [DEBUG] [LOCAL     ] Loaded configuration for EXP: 5 features, 90.0% accuracy
[2025-12-22T20:35:13.938108] [DEBUG] [LOCAL     ] Loaded configuration for ONL: 1 features, 80.0% accuracy
[2025-12-22T20:35:13.938169] [DEBUG] [LOCAL     ] Loaded configuration for UFO: 1 features, 80.0% accuracy
[2025-12-22T20:35:13.938230] [DEBUG] [LOCAL     ] Loaded configuration for MLYS: 1 features, 50.0% accuracy
[2025-12-22T20:35:13.938291] [DEBUG] [LOCAL     ] Loaded configuration for LBRDA: 1 features, 60.0% accuracy
[2025-12-22T20:35:13.938392] [DEBUG] [LOCAL     ] Loaded configuration for SHEL: 2 features, 90.0% accuracy
[2025-12-22T20:35:13.938455] [DEBUG] [LOCAL     ] Loaded configuration for MGNI: 2 features, 90.0% accuracy
[2025-12-22T20:35:13.938517] [DEBUG] [LOCAL     ] Loaded configuration for FTSM: 1 features, 90.0% accuracy
[2025-12-22T20:35:13.938596] [DEBUG] [LOCAL     ] Loaded configuration for TXG: 3 features, 70.0% accuracy
[2025-12-22T20:35:13.938672] [DEBUG] [LOCAL     ] Loaded configuration for STXE: 2 features, 70.0% accuracy
[2025-12-22T20:35:13.938737] [DEBUG] [LOCAL     ] Loaded configuration for CM: 4 features, 90.0% accuracy
[2025-12-22T20:35:13.938798] [DEBUG] [LOCAL     ] Loaded configuration for MS: 1 features, 80.0% accuracy
[2025-12-22T20:35:13.938860] [DEBUG] [LOCAL     ] Loaded configuration for COKE: 1 features, 70.0% accuracy
[2025-12-22T20:35:13.938921] [DEBUG] [LOCAL     ] Loaded configuration for HIMX: 4 features, 80.0% accuracy
[2025-12-22T20:35:13.938983] [DEBUG] [LOCAL     ] Loaded configuration for AVGO: 3 features, 80.0% accuracy
[2025-12-22T20:35:13.939076] [DEBUG] [LOCAL     ] Loaded configuration for NNY: 2 features, 70.0% accuracy
[2025-12-22T20:35:13.939138] [DEBUG] [LOCAL     ] Loaded configuration for EE: 0 features, 70.0% accuracy
[2025-12-22T20:35:13.939200] [DEBUG] [LOCAL     ] Loaded configuration for AGCO: 1 features, 70.0% accuracy
[2025-12-22T20:35:13.939261] [DEBUG] [LOCAL     ] Loaded configuration for OPFI: 2 features, 80.0% accuracy
[2025-12-22T20:35:13.939322] [DEBUG] [LOCAL     ] Loaded configuration for ADSK: 3 features, 80.0% accuracy
[2025-12-22T20:35:13.939382] [DEBUG] [LOCAL     ] Loaded configuration for FF: 1 features, 60.0% accuracy
[2025-12-22T20:35:13.939444] [DEBUG] [LOCAL     ] Loaded configuration for FDX: 1 features, 60.0% accuracy
[2025-12-22T20:35:13.939506] [DEBUG] [LOCAL     ] Loaded configuration for ARKO: 3 features, 80.0% accuracy
[2025-12-22T20:35:13.939568] [DEBUG] [LOCAL     ] Loaded configuration for SWBI: 3 features, 60.0% accuracy
[2025-12-22T20:35:13.939653] [DEBUG] [LOCAL     ] Loaded configuration for PERI: 2 features, 80.0% accuracy
[2025-12-22T20:35:13.939715] [DEBUG] [LOCAL     ] Loaded configuration for WLDS: 0 features, 90.0% accuracy
[2025-12-22T20:35:13.939778] [DEBUG] [LOCAL     ] Loaded configuration for NSP: 4 features, 80.0% accuracy
[2025-12-22T20:35:13.939850] [DEBUG] [LOCAL     ] Loaded configuration for WES: 2 features, 70.0% accuracy
[2025-12-22T20:35:13.939915] [DEBUG] [LOCAL     ] Loaded configuration for CHY: 5 features, 80.0% accuracy
[2025-12-22T20:35:13.939977] [DEBUG] [LOCAL     ] Loaded configuration for HIPO: 4 features, 70.0% accuracy
[2025-12-22T20:35:13.940039] [DEBUG] [LOCAL     ] Loaded configuration for FHN: 4 features, 80.0% accuracy
[2025-12-22T20:35:13.940101] [DEBUG] [LOCAL     ] Loaded configuration for PAGP: 3 features, 80.0% accuracy
[2025-12-22T20:35:13.940163] [DEBUG] [LOCAL     ] Loaded configuration for INSG: 3 features, 90.0% accuracy
[2025-12-22T20:35:13.940234] [DEBUG] [LOCAL     ] Loaded configuration for LH: 3 features, 90.0% accuracy
[2025-12-22T20:35:13.940299] [DEBUG] [LOCAL     ] Loaded configuration for AIRG: 2 features, 80.0% accuracy
[2025-12-22T20:35:13.940362] [DEBUG] [LOCAL     ] Loaded configuration for CETX: 0 features, 90.0% accuracy
[2025-12-22T20:35:13.940424] [DEBUG] [LOCAL     ] Loaded configuration for LITM: 2 features, 70.0% accuracy
[2025-12-22T20:35:13.940486] [DEBUG] [LOCAL     ] Loaded configuration for API: 3 features, 80.0% accuracy
[2025-12-22T20:35:13.940547] [DEBUG] [LOCAL     ] Loaded configuration for UEIC: 2 features, 80.0% accuracy
[2025-12-22T20:35:13.940634] [DEBUG] [LOCAL     ] Loaded configuration for MSFL: 5 features, 70.0% accuracy
[2025-12-22T20:35:13.940702] [DEBUG] [LOCAL     ] Loaded configuration for BIRD: 3 features, 60.0% accuracy
[2025-12-22T20:35:13.940764] [DEBUG] [LOCAL     ] Loaded configuration for EVF: 0 features, 90.0% accuracy
[2025-12-22T20:35:13.940826] [DEBUG] [LOCAL     ] Loaded configuration for RMAX: 1 features, 70.0% accuracy
[2025-12-22T20:35:13.940888] [DEBUG] [LOCAL     ] Loaded configuration for JDZG: 2 features, 70.0% accuracy
[2025-12-22T20:35:13.940951] [DEBUG] [LOCAL     ] Loaded configuration for KEP: 2 features, 90.0% accuracy
[2025-12-22T20:35:13.941013] [DEBUG] [LOCAL     ] Loaded configuration for PCTY: 5 features, 60.0% accuracy
[2025-12-22T20:35:13.941075] [DEBUG] [LOCAL     ] Loaded configuration for OPXS: 5 features, 80.0% accuracy
[2025-12-22T20:35:13.941137] [DEBUG] [LOCAL     ] Loaded configuration for NVDA: 2 features, 80.0% accuracy
[2025-12-22T20:35:13.941199] [DEBUG] [LOCAL     ] Loaded configuration for RAVE: 2 features, 80.0% accuracy
[2025-12-22T20:35:13.941260] [DEBUG] [LOCAL     ] Loaded configuration for CIF: 1 features, 90.0% accuracy
[2025-12-22T20:35:13.941323] [DEBUG] [LOCAL     ] Loaded configuration for ENVA: 2 features, 70.0% accuracy
[2025-12-22T20:35:13.941387] [DEBUG] [LOCAL     ] Loaded configuration for MCHI: 2 features, 90.0% accuracy
[2025-12-22T20:35:13.941458] [DEBUG] [LOCAL     ] Loaded configuration for VREX: 3 features, 70.0% accuracy
[2025-12-22T20:35:13.941545] [DEBUG] [LOCAL     ] Loaded configuration for SHAK: 2 features, 70.0% accuracy
[2025-12-22T20:35:13.941628] [DEBUG] [LOCAL     ] Loaded configuration for VC: 4 features, 90.0% accuracy
[2025-12-22T20:35:13.941713] [DEBUG] [LOCAL     ] Loaded configuration for H: 1 features, 70.0% accuracy
[2025-12-22T20:35:13.941779] [DEBUG] [LOCAL     ] Loaded configuration for BLD: 2 features, 50.0% accuracy
[2025-12-22T20:35:13.941843] [DEBUG] [LOCAL     ] Loaded configuration for TSM: 6 features, 70.0% accuracy
[2025-12-22T20:35:13.941906] [DEBUG] [LOCAL     ] Loaded configuration for CMPO: 3 features, 70.0% accuracy
[2025-12-22T20:35:13.941971] [DEBUG] [LOCAL     ] Loaded configuration for TRVG: 2 features, 70.0% accuracy
[2025-12-22T20:35:13.942033] [DEBUG] [LOCAL     ] Loaded configuration for PLAB: 3 features, 80.0% accuracy
[2025-12-22T20:35:13.942094] [DEBUG] [LOCAL     ] Loaded configuration for DGII: 2 features, 70.0% accuracy
[2025-12-22T20:35:13.942163] [DEBUG] [LOCAL     ] Loaded configuration for INCY: 6 features, 80.0% accuracy
[2025-12-22T20:35:13.942226] [DEBUG] [LOCAL     ] Loaded configuration for CGABL: 1 features, 70.0% accuracy
[2025-12-22T20:35:13.942290] [DEBUG] [LOCAL     ] Loaded configuration for SO: 3 features, 100.0% accuracy
[2025-12-22T20:35:13.942352] [DEBUG] [LOCAL     ] Loaded configuration for JOF: 2 features, 80.0% accuracy
[2025-12-22T20:35:13.942425] [DEBUG] [LOCAL     ] Loaded configuration for EBON: 2 features, 70.0% accuracy
[2025-12-22T20:35:13.942489] [DEBUG] [LOCAL     ] Loaded configuration for AWF: 1 features, 60.0% accuracy
[2025-12-22T20:35:13.942556] [DEBUG] [LOCAL     ] Loaded configuration for M: 3 features, 80.0% accuracy
[2025-12-22T20:35:13.942652] [DEBUG] [LOCAL     ] Loaded configuration for TREE: 3 features, 80.0% accuracy
[2025-12-22T20:35:13.942718] [DEBUG] [LOCAL     ] Loaded configuration for PRGO: 5 features, 90.0% accuracy
[2025-12-22T20:35:13.942779] [DEBUG] [LOCAL     ] Loaded configuration for DSM: 2 features, 60.0% accuracy
[2025-12-22T20:35:13.942841] [DEBUG] [LOCAL     ] Loaded configuration for FMN: 4 features, 90.0% accuracy
[2025-12-22T20:35:13.942904] [DEBUG] [LOCAL     ] Loaded configuration for MTB: 4 features, 60.0% accuracy
[2025-12-22T20:35:13.942966] [DEBUG] [LOCAL     ] Loaded configuration for DNP: 3 features, 70.0% accuracy
[2025-12-22T20:35:13.943038] [DEBUG] [LOCAL     ] Loaded configuration for EAF: 1 features, 80.0% accuracy
[2025-12-22T20:35:13.943140] [DEBUG] [LOCAL     ] Loaded configuration for JNJ: 5 features, 80.0% accuracy
[2025-12-22T20:35:13.943209] [DEBUG] [LOCAL     ] Loaded configuration for CELC: 2 features, 80.0% accuracy
[2025-12-22T20:35:13.943286] [DEBUG] [LOCAL     ] Loaded configuration for MFI: 3 features, 70.0% accuracy
[2025-12-22T20:35:13.943356] [DEBUG] [LOCAL     ] Loaded configuration for INM: 0 features, 70.0% accuracy
[2025-12-22T20:35:13.943442] [DEBUG] [LOCAL     ] Loaded configuration for BEEM: 2 features, 70.0% accuracy
[2025-12-22T20:35:13.943532] [DEBUG] [LOCAL     ] Loaded configuration for PLUG: 3 features, 90.0% accuracy
[2025-12-22T20:35:13.943643] [DEBUG] [LOCAL     ] Loaded configuration for CHSCN: 3 features, 90.0% accuracy
[2025-12-22T20:35:13.943711] [DEBUG] [LOCAL     ] Loaded configuration for PGJ: 1 features, 90.0% accuracy
[2025-12-22T20:35:13.943775] [DEBUG] [LOCAL     ] Loaded configuration for RGS: 3 features, 80.0% accuracy
[2025-12-22T20:35:13.943837] [DEBUG] [LOCAL     ] Loaded configuration for GDS: 3 features, 80.0% accuracy
[2025-12-22T20:35:13.943900] [DEBUG] [LOCAL     ] Loaded configuration for HE: 3 features, 60.0% accuracy
[2025-12-22T20:35:13.943962] [DEBUG] [LOCAL     ] Loaded configuration for CHI: 4 features, 60.0% accuracy
[2025-12-22T20:35:13.944025] [DEBUG] [LOCAL     ] Loaded configuration for BAH: 5 features, 70.0% accuracy
[2025-12-22T20:35:13.944087] [DEBUG] [LOCAL     ] Loaded configuration for FEIM: 0 features, 50.0% accuracy
[2025-12-22T20:35:13.944151] [DEBUG] [LOCAL     ] Loaded configuration for OPEN: 3 features, 80.0% accuracy
[2025-12-22T20:35:13.944235] [DEBUG] [LOCAL     ] Loaded configuration for LYRA: 5 features, 90.0% accuracy
[2025-12-22T20:35:13.944298] [DEBUG] [LOCAL     ] Loaded configuration for SNCY: 1 features, 70.0% accuracy
[2025-12-22T20:35:13.944372] [DEBUG] [LOCAL     ] Loaded configuration for ARGX: 4 features, 60.0% accuracy
[2025-12-22T20:35:13.944435] [DEBUG] [LOCAL     ] Loaded configuration for CDNA: 3 features, 70.0% accuracy
[2025-12-22T20:35:13.944495] [DEBUG] [LOCAL     ] Loaded configuration for URNJ: 1 features, 70.0% accuracy
[2025-12-22T20:35:13.944556] [DEBUG] [LOCAL     ] Loaded configuration for MARA: 3 features, 60.0% accuracy
[2025-12-22T20:35:13.944639] [DEBUG] [LOCAL     ] Loaded configuration for MTD: 1 features, 70.0% accuracy
[2025-12-22T20:35:13.944702] [DEBUG] [LOCAL     ] Loaded configuration for OBIO: 1 features, 80.0% accuracy
[2025-12-22T20:35:13.944764] [DEBUG] [LOCAL     ] Loaded configuration for CRDF: 1 features, 80.0% accuracy
[2025-12-22T20:35:13.944826] [DEBUG] [LOCAL     ] Loaded configuration for WAY: 5 features, 70.0% accuracy
[2025-12-22T20:35:13.944888] [DEBUG] [LOCAL     ] Loaded configuration for COWG: 4 features, 80.0% accuracy
[2025-12-22T20:35:13.944950] [DEBUG] [LOCAL     ] Loaded configuration for CRDO: 3 features, 70.0% accuracy
[2025-12-22T20:35:13.945011] [DEBUG] [LOCAL     ] Loaded configuration for SMWB: 3 features, 70.0% accuracy
[2025-12-22T20:35:13.945072] [DEBUG] [LOCAL     ] Loaded configuration for AGYS: 3 features, 80.0% accuracy
[2025-12-22T20:35:13.945132] [DEBUG] [LOCAL     ] Loaded configuration for BMO: 2 features, 60.0% accuracy
[2025-12-22T20:35:13.945194] [DEBUG] [LOCAL     ] Loaded configuration for ARQQ: 3 features, 60.0% accuracy
[2025-12-22T20:35:13.945271] [DEBUG] [LOCAL     ] Loaded configuration for BNDX: 6 features, 70.0% accuracy
[2025-12-22T20:35:13.945343] [DEBUG] [LOCAL     ] Loaded configuration for CMTG: 3 features, 70.0% accuracy
[2025-12-22T20:35:13.945417] [DEBUG] [LOCAL     ] Loaded configuration for CAC: 3 features, 60.0% accuracy
[2025-12-22T20:35:13.945481] [DEBUG] [LOCAL     ] Loaded configuration for ABVE: 3 features, 50.0% accuracy
[2025-12-22T20:35:13.945542] [DEBUG] [LOCAL     ] Loaded configuration for GPIQ: 3 features, 90.0% accuracy
[2025-12-22T20:35:13.945628] [DEBUG] [LOCAL     ] Loaded configuration for AMTX: 1 features, 80.0% accuracy
[2025-12-22T20:35:13.945704] [DEBUG] [LOCAL     ] Loaded configuration for CEVA: 4 features, 80.0% accuracy
[2025-12-22T20:35:13.945769] [DEBUG] [LOCAL     ] Loaded configuration for CPK: 1 features, 90.0% accuracy
[2025-12-22T20:35:13.945831] [DEBUG] [LOCAL     ] Loaded configuration for IBCP: 3 features, 80.0% accuracy
[2025-12-22T20:35:13.945915] [DEBUG] [LOCAL     ] Loaded configuration for PFS: 1 features, 60.0% accuracy
[2025-12-22T20:35:13.946010] [DEBUG] [LOCAL     ] Loaded configuration for ROCK: 3 features, 60.0% accuracy
[2025-12-22T20:35:13.946084] [DEBUG] [LOCAL     ] Loaded configuration for IMRX: 4 features, 80.0% accuracy
[2025-12-22T20:35:13.946146] [DEBUG] [LOCAL     ] Loaded configuration for NRC: 5 features, 90.0% accuracy
[2025-12-22T20:35:13.946207] [DEBUG] [LOCAL     ] Loaded configuration for WDS: 1 features, 70.0% accuracy
[2025-12-22T20:35:13.946270] [DEBUG] [LOCAL     ] Loaded configuration for NIC: 5 features, 100.0% accuracy
[2025-12-22T20:35:13.946345] [DEBUG] [LOCAL     ] Loaded configuration for WPC: 0 features, 60.0% accuracy
[2025-12-22T20:35:13.946421] [DEBUG] [LOCAL     ] Loaded configuration for UAL: 2 features, 90.0% accuracy
[2025-12-22T20:35:13.946486] [DEBUG] [LOCAL     ] Loaded configuration for NOMD: 1 features, 90.0% accuracy
[2025-12-22T20:35:13.946548] [DEBUG] [LOCAL     ] Loaded configuration for CAPL: 1 features, 70.0% accuracy
[2025-12-22T20:35:13.946630] [DEBUG] [LOCAL     ] Loaded configuration for INGN: 4 features, 90.0% accuracy
[2025-12-22T20:35:13.946703] [DEBUG] [LOCAL     ] Loaded configuration for BOC: 2 features, 90.0% accuracy
[2025-12-22T20:35:13.946777] [DEBUG] [LOCAL     ] Loaded configuration for PKG: 0 features, 80.0% accuracy
[2025-12-22T20:35:13.946890] [DEBUG] [LOCAL     ] Loaded configuration for CE: 4 features, 90.0% accuracy
[2025-12-22T20:35:13.946975] [DEBUG] [LOCAL     ] Loaded configuration for TWFG: 2 features, 90.0% accuracy
[2025-12-22T20:35:13.947039] [DEBUG] [LOCAL     ] Loaded configuration for MGTX: 2 features, 90.0% accuracy
[2025-12-22T20:35:13.947101] [DEBUG] [LOCAL     ] Loaded configuration for BBN: 3 features, 70.0% accuracy
[2025-12-22T20:35:13.947163] [DEBUG] [LOCAL     ] Loaded configuration for RILYZ: 2 features, 80.0% accuracy
[2025-12-22T20:35:13.947224] [DEBUG] [LOCAL     ] Loaded configuration for FTHM: 3 features, 80.0% accuracy
[2025-12-22T20:35:13.947287] [DEBUG] [LOCAL     ] Loaded configuration for VSDA: 4 features, 80.0% accuracy
[2025-12-22T20:35:13.947361] [DEBUG] [LOCAL     ] Loaded configuration for DSGN: 5 features, 80.0% accuracy
[2025-12-22T20:35:13.947425] [DEBUG] [LOCAL     ] Loaded configuration for VONG: 2 features, 70.0% accuracy
[2025-12-22T20:35:13.947486] [DEBUG] [LOCAL     ] Loaded configuration for NRP: 1 features, 80.0% accuracy
[2025-12-22T20:35:13.947547] [DEBUG] [LOCAL     ] Loaded configuration for KFY: 2 features, 90.0% accuracy
[2025-12-22T20:35:13.947630] [DEBUG] [LOCAL     ] Loaded configuration for GPJA: 2 features, 60.0% accuracy
[2025-12-22T20:35:13.947693] [DEBUG] [LOCAL     ] Loaded configuration for EARN: 3 features, 60.0% accuracy
[2025-12-22T20:35:13.947754] [DEBUG] [LOCAL     ] Loaded configuration for OTIS: 2 features, 60.0% accuracy
[2025-12-22T20:35:13.947816] [DEBUG] [LOCAL     ] Loaded configuration for RYN: 2 features, 80.0% accuracy
[2025-12-22T20:35:13.948153] [DEBUG] [LOCAL     ] Loaded configuration for CRML: 1 features, 70.0% accuracy
[2025-12-22T20:35:13.948411] [DEBUG] [LOCAL     ] Loaded configuration for UGI: 2 features, 90.0% accuracy
[2025-12-22T20:35:13.948484] [DEBUG] [LOCAL     ] Loaded configuration for XEL: 4 features, 80.0% accuracy
[2025-12-22T20:35:13.948636] [DEBUG] [LOCAL     ] Loaded configuration for MCK: 3 features, 90.0% accuracy
[2025-12-22T20:35:13.948700] [DEBUG] [LOCAL     ] Loaded configuration for MG: 2 features, 60.0% accuracy
[2025-12-22T20:35:13.948759] [DEBUG] [LOCAL     ] Loaded configuration for RGCO: 3 features, 90.0% accuracy
[2025-12-22T20:35:13.948819] [DEBUG] [LOCAL     ] Loaded configuration for PTY: 3 features, 70.0% accuracy
[2025-12-22T20:35:13.948877] [DEBUG] [LOCAL     ] Loaded configuration for ASLE: 2 features, 80.0% accuracy
[2025-12-22T20:35:13.948937] [DEBUG] [LOCAL     ] Loaded configuration for TECX: 5 features, 80.0% accuracy
[2025-12-22T20:35:13.949016] [DEBUG] [LOCAL     ] Loaded configuration for ECPG: 1 features, 100.0% accuracy
[2025-12-22T20:35:13.949086] [DEBUG] [LOCAL     ] Loaded configuration for SONO: 1 features, 70.0% accuracy
[2025-12-22T20:35:13.949193] [DEBUG] [LOCAL     ] Loaded configuration for SKM: 0 features, 80.0% accuracy
[2025-12-22T20:35:13.949256] [DEBUG] [LOCAL     ] Loaded configuration for AEO: 2 features, 80.0% accuracy
[2025-12-22T20:35:13.949315] [DEBUG] [LOCAL     ] Loaded configuration for FSLY: 2 features, 90.0% accuracy
[2025-12-22T20:35:13.949375] [DEBUG] [LOCAL     ] Loaded configuration for PETS: 4 features, 80.0% accuracy
[2025-12-22T20:35:13.949433] [DEBUG] [LOCAL     ] Loaded configuration for CVRX: 3 features, 80.0% accuracy
[2025-12-22T20:35:13.949490] [DEBUG] [LOCAL     ] Loaded configuration for RACE: 1 features, 70.0% accuracy
[2025-12-22T20:35:13.949548] [DEBUG] [LOCAL     ] Loaded configuration for ASPN: 1 features, 80.0% accuracy
[2025-12-22T20:35:13.949642] [DEBUG] [LOCAL     ] Loaded configuration for BHVN: 3 features, 80.0% accuracy
[2025-12-22T20:35:13.949707] [DEBUG] [LOCAL     ] Loaded configuration for AVD: 2 features, 70.0% accuracy
[2025-12-22T20:35:13.949765] [DEBUG] [LOCAL     ] Loaded configuration for LVO: 1 features, 50.0% accuracy
[2025-12-22T20:35:13.949823] [DEBUG] [LOCAL     ] Loaded configuration for FDIF: 1 features, 70.0% accuracy
[2025-12-22T20:35:13.949880] [DEBUG] [LOCAL     ] Loaded configuration for ODFL: 2 features, 90.0% accuracy
[2025-12-22T20:35:13.949955] [DEBUG] [LOCAL     ] Loaded configuration for BMBL: 4 features, 60.0% accuracy
[2025-12-22T20:35:13.950014] [DEBUG] [LOCAL     ] Loaded configuration for CTBB: 4 features, 90.0% accuracy
[2025-12-22T20:35:13.950073] [DEBUG] [LOCAL     ] Loaded configuration for MIY: 1 features, 60.0% accuracy
[2025-12-22T20:35:13.950143] [DEBUG] [LOCAL     ] Loaded configuration for EVTC: 5 features, 90.0% accuracy
[2025-12-22T20:35:13.950201] [DEBUG] [LOCAL     ] Loaded configuration for HXL: 2 features, 60.0% accuracy
[2025-12-22T20:35:13.950268] [DEBUG] [LOCAL     ] Loaded configuration for PEO: 5 features, 80.0% accuracy
[2025-12-22T20:35:13.950339] [DEBUG] [LOCAL     ] Loaded configuration for ATRC: 3 features, 90.0% accuracy
[2025-12-22T20:35:13.950397] [DEBUG] [LOCAL     ] Loaded configuration for WIA: 3 features, 70.0% accuracy
[2025-12-22T20:35:13.950454] [DEBUG] [LOCAL     ] Loaded configuration for BDTX: 3 features, 90.0% accuracy
[2025-12-22T20:35:13.950511] [DEBUG] [LOCAL     ] Loaded configuration for BLCN: 4 features, 90.0% accuracy
[2025-12-22T20:35:13.950567] [DEBUG] [LOCAL     ] Loaded configuration for HIO: 4 features, 60.0% accuracy
[2025-12-22T20:35:13.950653] [DEBUG] [LOCAL     ] Loaded configuration for GASS: 2 features, 80.0% accuracy
[2025-12-22T20:35:13.950713] [DEBUG] [LOCAL     ] Loaded configuration for GSBD: 1 features, 50.0% accuracy
[2025-12-22T20:35:13.950775] [DEBUG] [LOCAL     ] Loaded configuration for MSBI: 6 features, 90.0% accuracy
[2025-12-22T20:35:13.950832] [DEBUG] [LOCAL     ] Loaded configuration for BHFAO: 2 features, 90.0% accuracy
[2025-12-22T20:35:13.950889] [DEBUG] [LOCAL     ] Loaded configuration for RNA: 4 features, 50.0% accuracy
[2025-12-22T20:35:13.950957] [DEBUG] [LOCAL     ] Loaded configuration for PTLO: 5 features, 70.0% accuracy
[2025-12-22T20:35:13.951019] [DEBUG] [LOCAL     ] Loaded configuration for ALC: 2 features, 80.0% accuracy
[2025-12-22T20:35:13.951077] [DEBUG] [LOCAL     ] Loaded configuration for TSL: 3 features, 90.0% accuracy
[2025-12-22T20:35:13.951135] [DEBUG] [LOCAL     ] Loaded configuration for BZH: 1 features, 70.0% accuracy
[2025-12-22T20:35:13.951191] [DEBUG] [LOCAL     ] Loaded configuration for SOJE: 2 features, 80.0% accuracy
[2025-12-22T20:35:13.951249] [DEBUG] [LOCAL     ] Loaded configuration for BAM: 5 features, 100.0% accuracy
[2025-12-22T20:35:13.951305] [DEBUG] [LOCAL     ] Loaded configuration for TMUS: 3 features, 70.0% accuracy
[2025-12-22T20:35:13.951361] [DEBUG] [LOCAL     ] Loaded configuration for CCI: 1 features, 80.0% accuracy
[2025-12-22T20:35:13.951430] [DEBUG] [LOCAL     ] Loaded configuration for NMG: 2 features, 70.0% accuracy
[2025-12-22T20:35:13.951487] [DEBUG] [LOCAL     ] Loaded configuration for YETI: 0 features, 60.0% accuracy
[2025-12-22T20:35:13.951544] [DEBUG] [LOCAL     ] Loaded configuration for PHI: 4 features, 80.0% accuracy
[2025-12-22T20:35:13.951629] [DEBUG] [LOCAL     ] Loaded configuration for UHG: 2 features, 80.0% accuracy
[2025-12-22T20:35:13.951698] [DEBUG] [LOCAL     ] Loaded configuration for SNA: 2 features, 80.0% accuracy
[2025-12-22T20:35:13.951757] [DEBUG] [LOCAL     ] Loaded configuration for WWD: 0 features, 70.0% accuracy
[2025-12-22T20:35:13.951813] [DEBUG] [LOCAL     ] Loaded configuration for GTN: 2 features, 50.0% accuracy
[2025-12-22T20:35:13.951869] [DEBUG] [LOCAL     ] Loaded configuration for HEI: 2 features, 90.0% accuracy
[2025-12-22T20:35:13.951925] [DEBUG] [LOCAL     ] Loaded configuration for XTIA: 1 features, 70.0% accuracy
[2025-12-22T20:35:13.951981] [DEBUG] [LOCAL     ] Loaded configuration for RMM: 1 features, 90.0% accuracy
[2025-12-22T20:35:13.952040] [DEBUG] [LOCAL     ] Loaded configuration for DIOD: 2 features, 90.0% accuracy
[2025-12-22T20:35:13.952097] [DEBUG] [LOCAL     ] Loaded configuration for WEN: 0 features, 80.0% accuracy
[2025-12-22T20:35:13.952154] [DEBUG] [LOCAL     ] Loaded configuration for QQQY: 4 features, 70.0% accuracy
[2025-12-22T20:35:13.952211] [DEBUG] [LOCAL     ] Loaded configuration for DBI: 2 features, 70.0% accuracy
[2025-12-22T20:35:13.952289] [DEBUG] [LOCAL     ] Loaded configuration for OPK: 1 features, 70.0% accuracy
[2025-12-22T20:35:13.952346] [DEBUG] [LOCAL     ] Loaded configuration for MCRI: 3 features, 90.0% accuracy
[2025-12-22T20:35:13.952403] [DEBUG] [LOCAL     ] Loaded configuration for LAC: 1 features, 70.0% accuracy
[2025-12-22T20:35:13.952470] [DEBUG] [LOCAL     ] Loaded configuration for FBP: 1 features, 80.0% accuracy
[2025-12-22T20:35:13.952528] [DEBUG] [LOCAL     ] Loaded configuration for TTE: 2 features, 70.0% accuracy
[2025-12-22T20:35:13.952600] [DEBUG] [LOCAL     ] Loaded configuration for TALO: 1 features, 60.0% accuracy
[2025-12-22T20:35:13.952669] [DEBUG] [LOCAL     ] Loaded configuration for LUCD: 3 features, 50.0% accuracy
[2025-12-22T20:35:13.952732] [DEBUG] [LOCAL     ] Loaded configuration for CG: 2 features, 80.0% accuracy
[2025-12-22T20:35:13.952790] [DEBUG] [LOCAL     ] Loaded configuration for AXGN: 2 features, 80.0% accuracy
[2025-12-22T20:35:13.952857] [DEBUG] [LOCAL     ] Loaded configuration for DHF: 2 features, 80.0% accuracy
[2025-12-22T20:35:13.952915] [DEBUG] [LOCAL     ] Loaded configuration for BC: 2 features, 70.0% accuracy
[2025-12-22T20:35:13.952972] [DEBUG] [LOCAL     ] Loaded configuration for ESAB: 2 features, 80.0% accuracy
[2025-12-22T20:35:13.953027] [DEBUG] [LOCAL     ] Loaded configuration for IDAI: 2 features, 60.0% accuracy
[2025-12-22T20:35:13.953103] [DEBUG] [LOCAL     ] Loaded configuration for MGM: 5 features, 80.0% accuracy
[2025-12-22T20:35:13.953161] [DEBUG] [LOCAL     ] Loaded configuration for DOGZ: 2 features, 50.0% accuracy
[2025-12-22T20:35:13.953218] [DEBUG] [LOCAL     ] Loaded configuration for SVC: 3 features, 90.0% accuracy
[2025-12-22T20:35:13.953274] [DEBUG] [LOCAL     ] Loaded configuration for OPTX: 2 features, 80.0% accuracy
[2025-12-22T20:35:13.953330] [DEBUG] [LOCAL     ] Loaded configuration for NBHC: 1 features, 80.0% accuracy
[2025-12-22T20:35:13.953387] [DEBUG] [LOCAL     ] Loaded configuration for KBWB: 4 features, 100.0% accuracy
[2025-12-22T20:35:13.953444] [DEBUG] [LOCAL     ] Loaded configuration for CPF: 5 features, 70.0% accuracy
[2025-12-22T20:35:13.953500] [DEBUG] [LOCAL     ] Loaded configuration for NIE: 1 features, 60.0% accuracy
[2025-12-22T20:35:13.953557] [DEBUG] [LOCAL     ] Loaded configuration for STN: 2 features, 80.0% accuracy
[2025-12-22T20:35:13.953647] [DEBUG] [LOCAL     ] Loaded configuration for FCNCO: 1 features, 60.0% accuracy
[2025-12-22T20:35:13.953709] [DEBUG] [LOCAL     ] Loaded configuration for BLE: 1 features, 90.0% accuracy
[2025-12-22T20:35:13.953770] [DEBUG] [LOCAL     ] Loaded configuration for MCS: 4 features, 70.0% accuracy
[2025-12-22T20:35:13.953827] [DEBUG] [LOCAL     ] Loaded configuration for PGNY: 2 features, 80.0% accuracy
[2025-12-22T20:35:13.953884] [DEBUG] [LOCAL     ] Loaded configuration for TTI: 2 features, 60.0% accuracy
[2025-12-22T20:35:13.953942] [DEBUG] [LOCAL     ] Loaded configuration for ETHA: 4 features, 70.0% accuracy
[2025-12-22T20:35:13.953998] [DEBUG] [LOCAL     ] Loaded configuration for MNRO: 3 features, 100.0% accuracy
[2025-12-22T20:35:13.954057] [DEBUG] [LOCAL     ] Loaded configuration for ZGN: 4 features, 60.0% accuracy
[2025-12-22T20:35:13.954113] [DEBUG] [LOCAL     ] Loaded configuration for AESI: 2 features, 70.0% accuracy
[2025-12-22T20:35:13.954169] [DEBUG] [LOCAL     ] Loaded configuration for IQI: 1 features, 80.0% accuracy
[2025-12-22T20:35:13.954226] [DEBUG] [LOCAL     ] Loaded configuration for DNLI: 2 features, 80.0% accuracy
[2025-12-22T20:35:13.954283] [DEBUG] [LOCAL     ] Loaded configuration for SOPA: 3 features, 80.0% accuracy
[2025-12-22T20:35:13.954350] [DEBUG] [LOCAL     ] Loaded configuration for BHFAL: 2 features, 90.0% accuracy
[2025-12-22T20:35:13.954409] [DEBUG] [LOCAL     ] Loaded configuration for SPRY: 1 features, 70.0% accuracy
[2025-12-22T20:35:13.954465] [DEBUG] [LOCAL     ] Loaded configuration for ADM: 2 features, 70.0% accuracy
[2025-12-22T20:35:13.954521] [DEBUG] [LOCAL     ] Loaded configuration for TRUP: 1 features, 70.0% accuracy
[2025-12-22T20:35:13.954603] [DEBUG] [LOCAL     ] Loaded configuration for MHK: 0 features, 90.0% accuracy
[2025-12-22T20:35:13.954677] [DEBUG] [LOCAL     ] Loaded configuration for AJG: 1 features, 80.0% accuracy
[2025-12-22T20:35:13.954748] [DEBUG] [LOCAL     ] Loaded configuration for MTZ: 4 features, 70.0% accuracy
[2025-12-22T20:35:13.954816] [DEBUG] [LOCAL     ] Loaded configuration for CTVA: 2 features, 50.0% accuracy
[2025-12-22T20:35:13.954873] [DEBUG] [LOCAL     ] Loaded configuration for NC: 3 features, 80.0% accuracy
[2025-12-22T20:35:13.954929] [DEBUG] [LOCAL     ] Loaded configuration for USOI: 0 features, 60.0% accuracy
[2025-12-22T20:35:13.954985] [DEBUG] [LOCAL     ] Loaded configuration for ALKS: 1 features, 80.0% accuracy
[2025-12-22T20:35:13.955041] [DEBUG] [LOCAL     ] Loaded configuration for TREX: 3 features, 80.0% accuracy
[2025-12-22T20:35:13.955096] [DEBUG] [LOCAL     ] Loaded configuration for TPYP: 1 features, 60.0% accuracy
[2025-12-22T20:35:13.955162] [DEBUG] [LOCAL     ] Loaded configuration for AOD: 4 features, 90.0% accuracy
[2025-12-22T20:35:13.955218] [DEBUG] [LOCAL     ] Loaded configuration for SNES: 3 features, 70.0% accuracy
[2025-12-22T20:35:13.955274] [DEBUG] [LOCAL     ] Loaded configuration for ALCO: 5 features, 80.0% accuracy
[2025-12-22T20:35:13.955330] [DEBUG] [LOCAL     ] Loaded configuration for IMOS: 0 features, 70.0% accuracy
[2025-12-22T20:35:13.955387] [DEBUG] [LOCAL     ] Loaded configuration for CYD: 3 features, 70.0% accuracy
[2025-12-22T20:35:13.955443] [DEBUG] [LOCAL     ] Loaded configuration for MRK: 2 features, 90.0% accuracy
[2025-12-22T20:35:13.955508] [DEBUG] [LOCAL     ] Loaded configuration for DGCB: 0 features, 70.0% accuracy
[2025-12-22T20:35:13.955567] [DEBUG] [LOCAL     ] Loaded configuration for MUA: 1 features, 70.0% accuracy
[2025-12-22T20:35:13.955660] [DEBUG] [LOCAL     ] Loaded configuration for GNL: 0 features, 70.0% accuracy
[2025-12-22T20:35:13.955733] [DEBUG] [LOCAL     ] Loaded configuration for JOE: 2 features, 80.0% accuracy
[2025-12-22T20:35:13.955792] [DEBUG] [LOCAL     ] Loaded configuration for LBTYK: 5 features, 100.0% accuracy
[2025-12-22T20:35:13.955849] [DEBUG] [LOCAL     ] Loaded configuration for BFIN: 5 features, 100.0% accuracy
[2025-12-22T20:35:13.955906] [DEBUG] [LOCAL     ] Loaded configuration for ACCO: 3 features, 90.0% accuracy
[2025-12-22T20:35:13.955962] [DEBUG] [LOCAL     ] Loaded configuration for TME: 3 features, 80.0% accuracy
[2025-12-22T20:35:13.956018] [DEBUG] [LOCAL     ] Loaded configuration for BVS: 2 features, 80.0% accuracy
[2025-12-22T20:35:13.956074] [DEBUG] [LOCAL     ] Loaded configuration for MAMA: 4 features, 70.0% accuracy
[2025-12-22T20:35:13.956139] [DEBUG] [LOCAL     ] Loaded configuration for FCCO: 4 features, 70.0% accuracy
[2025-12-22T20:35:13.956197] [DEBUG] [LOCAL     ] Loaded configuration for PLYM: 3 features, 80.0% accuracy
[2025-12-22T20:35:13.956254] [DEBUG] [LOCAL     ] Loaded configuration for ESCA: 4 features, 80.0% accuracy
[2025-12-22T20:35:13.956320] [DEBUG] [LOCAL     ] Loaded configuration for TROX: 2 features, 90.0% accuracy
[2025-12-22T20:35:13.956379] [DEBUG] [LOCAL     ] Loaded configuration for WFC: 1 features, 80.0% accuracy
[2025-12-22T20:35:13.956435] [DEBUG] [LOCAL     ] Loaded configuration for MTH: 3 features, 80.0% accuracy
[2025-12-22T20:35:13.956497] [DEBUG] [LOCAL     ] Loaded configuration for SWK: 0 features, 70.0% accuracy
[2025-12-22T20:35:13.956553] [DEBUG] [LOCAL     ] Loaded configuration for HL: 6 features, 90.0% accuracy
[2025-12-22T20:35:13.956634] [DEBUG] [LOCAL     ] Loaded configuration for IRON: 3 features, 70.0% accuracy
[2025-12-22T20:35:13.956692] [DEBUG] [LOCAL     ] Loaded configuration for BL: 3 features, 50.0% accuracy
[2025-12-22T20:35:13.956749] [DEBUG] [LOCAL     ] Loaded configuration for INO: 1 features, 80.0% accuracy
[2025-12-22T20:35:13.956805] [DEBUG] [LOCAL     ] Loaded configuration for INDP: 0 features, 70.0% accuracy
[2025-12-22T20:35:13.956877] [DEBUG] [LOCAL     ] Loaded configuration for PDM: 2 features, 80.0% accuracy
[2025-12-22T20:35:13.956953] [DEBUG] [LOCAL     ] Loaded configuration for STEP: 3 features, 70.0% accuracy
[2025-12-22T20:35:13.957012] [DEBUG] [LOCAL     ] Loaded configuration for PLD: 1 features, 90.0% accuracy
[2025-12-22T20:35:13.957069] [DEBUG] [LOCAL     ] Loaded configuration for EPD: 4 features, 100.0% accuracy
[2025-12-22T20:35:13.957125] [DEBUG] [LOCAL     ] Loaded configuration for URBN: 3 features, 90.0% accuracy
[2025-12-22T20:35:13.957182] [DEBUG] [LOCAL     ] Loaded configuration for AEVA: 3 features, 90.0% accuracy
[2025-12-22T20:35:13.957247] [DEBUG] [LOCAL     ] Loaded configuration for DQ: 1 features, 70.0% accuracy
[2025-12-22T20:35:13.957314] [DEBUG] [LOCAL     ] Loaded configuration for ERNA: 2 features, 90.0% accuracy
[2025-12-22T20:35:13.957382] [DEBUG] [LOCAL     ] Loaded configuration for COPP: 4 features, 70.0% accuracy
[2025-12-22T20:35:13.957458] [DEBUG] [LOCAL     ] Loaded configuration for OFLX: 4 features, 70.0% accuracy
[2025-12-22T20:35:13.957516] [DEBUG] [LOCAL     ] Loaded configuration for AUPH: 5 features, 70.0% accuracy
[2025-12-22T20:35:13.957589] [DEBUG] [LOCAL     ] Loaded configuration for VTYX: 0 features, 90.0% accuracy
[2025-12-22T20:35:13.957650] [DEBUG] [LOCAL     ] Loaded configuration for GREE: 1 features, 70.0% accuracy
[2025-12-22T20:35:13.957707] [DEBUG] [LOCAL     ] Loaded configuration for RSI: 3 features, 90.0% accuracy
[2025-12-22T20:35:13.957764] [DEBUG] [LOCAL     ] Loaded configuration for HBM: 1 features, 80.0% accuracy
[2025-12-22T20:35:13.957821] [DEBUG] [LOCAL     ] Loaded configuration for SREA: 5 features, 90.0% accuracy
[2025-12-22T20:35:13.957877] [DEBUG] [LOCAL     ] Loaded configuration for YELP: 3 features, 80.0% accuracy
[2025-12-22T20:35:13.957933] [DEBUG] [LOCAL     ] Loaded configuration for NHI: 1 features, 70.0% accuracy
[2025-12-22T20:35:13.957989] [DEBUG] [LOCAL     ] Loaded configuration for CABO: 2 features, 70.0% accuracy
[2025-12-22T20:35:13.958046] [DEBUG] [LOCAL     ] Loaded configuration for BPOP: 3 features, 80.0% accuracy
[2025-12-22T20:35:13.958102] [DEBUG] [LOCAL     ] Loaded configuration for EBC: 1 features, 90.0% accuracy
[2025-12-22T20:35:13.958159] [DEBUG] [LOCAL     ] Loaded configuration for BNED: 3 features, 70.0% accuracy
[2025-12-22T20:35:13.958216] [DEBUG] [LOCAL     ] Loaded configuration for BSM: 1 features, 70.0% accuracy
[2025-12-22T20:35:13.958273] [DEBUG] [LOCAL     ] Loaded configuration for SMBK: 1 features, 60.0% accuracy
[2025-12-22T20:35:13.958329] [DEBUG] [LOCAL     ] Loaded configuration for PMTS: 3 features, 80.0% accuracy
[2025-12-22T20:35:13.958386] [DEBUG] [LOCAL     ] Loaded configuration for STC: 3 features, 70.0% accuracy
[2025-12-22T20:35:13.958441] [DEBUG] [LOCAL     ] Loaded configuration for GRBK: 1 features, 80.0% accuracy
[2025-12-22T20:35:13.958497] [DEBUG] [LOCAL     ] Loaded configuration for UPS: 2 features, 60.0% accuracy
[2025-12-22T20:35:13.958554] [DEBUG] [LOCAL     ] Loaded configuration for CMCSA: 0 features, 90.0% accuracy
[2025-12-22T20:35:13.958634] [DEBUG] [LOCAL     ] Loaded configuration for SDRL: 2 features, 80.0% accuracy
[2025-12-22T20:35:13.958692] [DEBUG] [LOCAL     ] Loaded configuration for HBAN: 3 features, 80.0% accuracy
[2025-12-22T20:35:13.958748] [DEBUG] [LOCAL     ] Loaded configuration for WKEY: 0 features, 80.0% accuracy
[2025-12-22T20:35:13.958804] [DEBUG] [LOCAL     ] Loaded configuration for TYGO: 2 features, 60.0% accuracy
[2025-12-22T20:35:13.958895] [DEBUG] [LOCAL     ] Loaded configuration for BSMS: 3 features, 100.0% accuracy
[2025-12-22T20:35:13.958975] [DEBUG] [LOCAL     ] Loaded configuration for CNX: 4 features, 80.0% accuracy
[2025-12-22T20:35:13.959073] [DEBUG] [LOCAL     ] Loaded configuration for SD: 1 features, 80.0% accuracy
[2025-12-22T20:35:13.959136] [DEBUG] [LOCAL     ] Loaded configuration for TEVA: 1 features, 60.0% accuracy
[2025-12-22T20:35:13.959197] [DEBUG] [LOCAL     ] Loaded configuration for RILYN: 4 features, 80.0% accuracy
[2025-12-22T20:35:13.959256] [DEBUG] [LOCAL     ] Loaded configuration for MVO: 3 features, 80.0% accuracy
[2025-12-22T20:35:13.959324] [DEBUG] [LOCAL     ] Loaded configuration for AGNCO: 3 features, 100.0% accuracy
[2025-12-22T20:35:13.959384] [DEBUG] [LOCAL     ] Loaded configuration for WAB: 2 features, 80.0% accuracy
[2025-12-22T20:35:13.959444] [DEBUG] [LOCAL     ] Loaded configuration for PPG: 4 features, 60.0% accuracy
[2025-12-22T20:35:13.959504] [DEBUG] [LOCAL     ] Loaded configuration for PHG: 3 features, 80.0% accuracy
[2025-12-22T20:35:13.959570] [DEBUG] [LOCAL     ] Loaded configuration for OPAL: 4 features, 90.0% accuracy
[2025-12-22T20:35:13.959656] [DEBUG] [LOCAL     ] Loaded configuration for AVTX: 0 features, 50.0% accuracy
[2025-12-22T20:35:13.959719] [DEBUG] [LOCAL     ] Loaded configuration for FTRI: 1 features, 60.0% accuracy
[2025-12-22T20:35:13.959794] [DEBUG] [LOCAL     ] Loaded configuration for AZ: 3 features, 70.0% accuracy
[2025-12-22T20:35:13.959857] [DEBUG] [LOCAL     ] Loaded configuration for DXC: 3 features, 80.0% accuracy
[2025-12-22T20:35:13.959916] [DEBUG] [LOCAL     ] Loaded configuration for CSQ: 4 features, 90.0% accuracy
[2025-12-22T20:35:13.959990] [DEBUG] [LOCAL     ] Loaded configuration for TG: 2 features, 70.0% accuracy
[2025-12-22T20:35:13.960066] [DEBUG] [LOCAL     ] Loaded configuration for KGS: 4 features, 80.0% accuracy
[2025-12-22T20:35:13.960128] [DEBUG] [LOCAL     ] Loaded configuration for EQIX: 2 features, 70.0% accuracy
[2025-12-22T20:35:13.960187] [DEBUG] [LOCAL     ] Loaded configuration for HYMC: 5 features, 90.0% accuracy
[2025-12-22T20:35:13.960246] [DEBUG] [LOCAL     ] Loaded configuration for URGN: 3 features, 60.0% accuracy
[2025-12-22T20:35:13.960304] [DEBUG] [LOCAL     ] Loaded configuration for DAIO: 2 features, 80.0% accuracy
[2025-12-22T20:35:13.960364] [DEBUG] [LOCAL     ] Loaded configuration for TALK: 4 features, 70.0% accuracy
[2025-12-22T20:35:13.960424] [DEBUG] [LOCAL     ] Loaded configuration for MOS: 3 features, 60.0% accuracy
[2025-12-22T20:35:13.960483] [DEBUG] [LOCAL     ] Loaded configuration for FWRD: 2 features, 100.0% accuracy
[2025-12-22T20:35:13.960552] [DEBUG] [LOCAL     ] Loaded configuration for BIP: 3 features, 80.0% accuracy
[2025-12-22T20:35:13.960634] [DEBUG] [LOCAL     ] Loaded configuration for EGBN: 3 features, 70.0% accuracy
[2025-12-22T20:35:13.960708] [DEBUG] [LOCAL     ] Loaded configuration for PEN: 1 features, 90.0% accuracy
[2025-12-22T20:35:13.960768] [DEBUG] [LOCAL     ] Loaded configuration for BFS: 4 features, 90.0% accuracy
[2025-12-22T20:35:13.960827] [DEBUG] [LOCAL     ] Loaded configuration for HLN: 1 features, 70.0% accuracy
[2025-12-22T20:35:13.960896] [DEBUG] [LOCAL     ] Loaded configuration for ARCC: 2 features, 90.0% accuracy
[2025-12-22T20:35:13.961009] [DEBUG] [LOCAL     ] Loaded configuration for LICN: 4 features, 70.0% accuracy
[2025-12-22T20:35:13.961088] [DEBUG] [LOCAL     ] Loaded configuration for BEP: 0 features, 90.0% accuracy
[2025-12-22T20:35:13.961151] [DEBUG] [LOCAL     ] Loaded configuration for PTGX: 4 features, 90.0% accuracy
[2025-12-22T20:35:13.961223] [DEBUG] [LOCAL     ] Loaded configuration for EMXC: 1 features, 80.0% accuracy
[2025-12-22T20:35:13.961287] [DEBUG] [LOCAL     ] Loaded configuration for HAS: 2 features, 80.0% accuracy
[2025-12-22T20:35:13.961347] [DEBUG] [LOCAL     ] Loaded configuration for NEM: 4 features, 90.0% accuracy
[2025-12-22T20:35:13.961406] [DEBUG] [LOCAL     ] Loaded configuration for JBSS: 1 features, 60.0% accuracy
[2025-12-22T20:35:13.961465] [DEBUG] [LOCAL     ] Loaded configuration for SYNA: 2 features, 90.0% accuracy
[2025-12-22T20:35:13.961524] [DEBUG] [LOCAL     ] Loaded configuration for TAP: 1 features, 90.0% accuracy
[2025-12-22T20:35:13.961601] [DEBUG] [LOCAL     ] Loaded configuration for OMI: 4 features, 60.0% accuracy
[2025-12-22T20:35:13.961663] [DEBUG] [LOCAL     ] Loaded configuration for PKE: 2 features, 60.0% accuracy
[2025-12-22T20:35:13.961722] [DEBUG] [LOCAL     ] Loaded configuration for MYRG: 2 features, 70.0% accuracy
[2025-12-22T20:35:13.961781] [DEBUG] [LOCAL     ] Loaded configuration for PHM: 2 features, 60.0% accuracy
[2025-12-22T20:35:13.961839] [DEBUG] [LOCAL     ] Loaded configuration for HOUS: 1 features, 60.0% accuracy
[2025-12-22T20:35:13.961906] [DEBUG] [LOCAL     ] Loaded configuration for PEB: 3 features, 90.0% accuracy
[2025-12-22T20:35:13.961966] [DEBUG] [LOCAL     ] Loaded configuration for JAZZ: 2 features, 70.0% accuracy
[2025-12-22T20:35:13.962055] [DEBUG] [LOCAL     ] Loaded configuration for IGIB: 3 features, 80.0% accuracy
[2025-12-22T20:35:13.962117] [DEBUG] [LOCAL     ] Loaded configuration for BBAI: 1 features, 60.0% accuracy
[2025-12-22T20:35:13.962177] [DEBUG] [LOCAL     ] Loaded configuration for VRTX: 2 features, 90.0% accuracy
[2025-12-22T20:35:13.962246] [DEBUG] [LOCAL     ] Loaded configuration for FMS: 1 features, 60.0% accuracy
[2025-12-22T20:35:13.962323] [DEBUG] [LOCAL     ] Loaded configuration for AOSL: 2 features, 70.0% accuracy
[2025-12-22T20:35:13.962384] [DEBUG] [LOCAL     ] Loaded configuration for AMSF: 0 features, 80.0% accuracy
[2025-12-22T20:35:13.962456] [DEBUG] [LOCAL     ] Loaded configuration for AEHL: 2 features, 90.0% accuracy
[2025-12-22T20:35:13.962518] [DEBUG] [LOCAL     ] Loaded configuration for GHY: 4 features, 70.0% accuracy
[2025-12-22T20:35:13.962596] [DEBUG] [LOCAL     ] Loaded configuration for IPI: 2 features, 60.0% accuracy
[2025-12-22T20:35:13.962660] [DEBUG] [LOCAL     ] Loaded configuration for RKLB: 0 features, 60.0% accuracy
[2025-12-22T20:35:13.962720] [DEBUG] [LOCAL     ] Loaded configuration for PSFE: 2 features, 70.0% accuracy
[2025-12-22T20:35:13.962779] [DEBUG] [LOCAL     ] Loaded configuration for LEVI: 4 features, 90.0% accuracy
[2025-12-22T20:35:13.962839] [DEBUG] [LOCAL     ] Loaded configuration for ALX: 2 features, 70.0% accuracy
[2025-12-22T20:35:13.962898] [DEBUG] [LOCAL     ] Loaded configuration for ASC: 3 features, 60.0% accuracy
[2025-12-22T20:35:13.962956] [DEBUG] [LOCAL     ] Loaded configuration for SM: 1 features, 80.0% accuracy
[2025-12-22T20:35:13.963016] [DEBUG] [LOCAL     ] Loaded configuration for QQQI: 4 features, 90.0% accuracy
[2025-12-22T20:35:13.963076] [DEBUG] [LOCAL     ] Loaded configuration for BP: 4 features, 70.0% accuracy
[2025-12-22T20:35:13.963134] [DEBUG] [LOCAL     ] Loaded configuration for RL: 1 features, 70.0% accuracy
[2025-12-22T20:35:13.963194] [DEBUG] [LOCAL     ] Loaded configuration for BLK: 3 features, 90.0% accuracy
[2025-12-22T20:35:13.963254] [DEBUG] [LOCAL     ] Loaded configuration for CAVA: 2 features, 70.0% accuracy
[2025-12-22T20:35:13.963322] [DEBUG] [LOCAL     ] Loaded configuration for SG: 1 features, 60.0% accuracy
[2025-12-22T20:35:13.963392] [DEBUG] [LOCAL     ] Loaded configuration for COYA: 0 features, 90.0% accuracy
[2025-12-22T20:35:13.963452] [DEBUG] [LOCAL     ] Loaded configuration for ACIC: 2 features, 70.0% accuracy
[2025-12-22T20:35:13.963510] [DEBUG] [LOCAL     ] Loaded configuration for WALD: 2 features, 80.0% accuracy
[2025-12-22T20:35:13.963569] [DEBUG] [LOCAL     ] Loaded configuration for FTXO: 4 features, 60.0% accuracy
[2025-12-22T20:35:13.963651] [DEBUG] [LOCAL     ] Loaded configuration for CRMD: 4 features, 90.0% accuracy
[2025-12-22T20:35:13.963713] [DEBUG] [LOCAL     ] Loaded configuration for INN: 6 features, 80.0% accuracy
[2025-12-22T20:35:13.963782] [DEBUG] [LOCAL     ] Loaded configuration for GNSS: 4 features, 80.0% accuracy
[2025-12-22T20:35:13.963844] [DEBUG] [LOCAL     ] Loaded configuration for CBRL: 3 features, 70.0% accuracy
[2025-12-22T20:35:13.963903] [DEBUG] [LOCAL     ] Loaded configuration for QQMG: 3 features, 70.0% accuracy
[2025-12-22T20:35:13.963962] [DEBUG] [LOCAL     ] Loaded configuration for DHC: 4 features, 70.0% accuracy
[2025-12-22T20:35:13.964020] [DEBUG] [LOCAL     ] Loaded configuration for BLTE: 0 features, 90.0% accuracy
[2025-12-22T20:35:13.964078] [DEBUG] [LOCAL     ] Loaded configuration for TNON: 3 features, 80.0% accuracy
[2025-12-22T20:35:13.964135] [DEBUG] [LOCAL     ] Loaded configuration for NNN: 1 features, 70.0% accuracy
[2025-12-22T20:35:13.964193] [DEBUG] [LOCAL     ] Loaded configuration for WTBA: 1 features, 90.0% accuracy
[2025-12-22T20:35:13.964252] [DEBUG] [LOCAL     ] Loaded configuration for CTSH: 2 features, 60.0% accuracy
[2025-12-22T20:35:13.964321] [DEBUG] [LOCAL     ] Loaded configuration for KVUE: 2 features, 60.0% accuracy
[2025-12-22T20:35:13.964380] [DEBUG] [LOCAL     ] Loaded configuration for WRB: 2 features, 70.0% accuracy
[2025-12-22T20:35:13.964450] [DEBUG] [LOCAL     ] Loaded configuration for CCCC: 3 features, 80.0% accuracy
[2025-12-22T20:35:13.964521] [DEBUG] [LOCAL     ] Loaded configuration for IVAL: 1 features, 70.0% accuracy
[2025-12-22T20:35:13.964607] [DEBUG] [LOCAL     ] Loaded configuration for WINA: 1 features, 70.0% accuracy
[2025-12-22T20:35:13.964671] [DEBUG] [LOCAL     ] Loaded configuration for PTON: 2 features, 100.0% accuracy
[2025-12-22T20:35:13.964731] [DEBUG] [LOCAL     ] Loaded configuration for MBIN: 4 features, 90.0% accuracy
[2025-12-22T20:35:13.964790] [DEBUG] [LOCAL     ] Loaded configuration for SSTI: 3 features, 80.0% accuracy
[2025-12-22T20:35:13.964848] [DEBUG] [LOCAL     ] Loaded configuration for LPRO: 2 features, 70.0% accuracy
[2025-12-22T20:35:13.964908] [DEBUG] [LOCAL     ] Loaded configuration for SKIL: 2 features, 80.0% accuracy
[2025-12-22T20:35:13.964979] [DEBUG] [LOCAL     ] Loaded configuration for ACGLO: 2 features, 80.0% accuracy
[2025-12-22T20:35:13.965039] [DEBUG] [LOCAL     ] Loaded configuration for NXGL: 2 features, 90.0% accuracy
[2025-12-22T20:35:13.965099] [DEBUG] [LOCAL     ] Loaded configuration for BDC: 4 features, 70.0% accuracy
[2025-12-22T20:35:13.965172] [DEBUG] [LOCAL     ] Loaded configuration for IUSB: 3 features, 70.0% accuracy
[2025-12-22T20:35:13.965234] [DEBUG] [LOCAL     ] Loaded configuration for AMZZ: 3 features, 80.0% accuracy
[2025-12-22T20:35:13.965297] [DEBUG] [LOCAL     ] Loaded configuration for PTF: 4 features, 90.0% accuracy
[2025-12-22T20:35:13.965356] [DEBUG] [LOCAL     ] Loaded configuration for DPRO: 1 features, 70.0% accuracy
[2025-12-22T20:35:13.965416] [DEBUG] [LOCAL     ] Loaded configuration for PCRX: 2 features, 80.0% accuracy
[2025-12-22T20:35:13.965475] [DEBUG] [LOCAL     ] Loaded configuration for MIRA: 3 features, 70.0% accuracy
[2025-12-22T20:35:13.965534] [DEBUG] [LOCAL     ] Loaded configuration for AZN: 3 features, 100.0% accuracy
[2025-12-22T20:35:13.965613] [DEBUG] [LOCAL     ] Loaded configuration for SYK: 2 features, 70.0% accuracy
[2025-12-22T20:35:13.965679] [DEBUG] [LOCAL     ] Loaded configuration for ORA: 2 features, 70.0% accuracy
[2025-12-22T20:35:13.965737] [DEBUG] [LOCAL     ] Loaded configuration for CLRO: 2 features, 80.0% accuracy
[2025-12-22T20:35:13.965796] [DEBUG] [LOCAL     ] Loaded configuration for CVE: 2 features, 80.0% accuracy
[2025-12-22T20:35:13.965855] [DEBUG] [LOCAL     ] Loaded configuration for ELC: 2 features, 80.0% accuracy
[2025-12-22T20:35:13.965914] [DEBUG] [LOCAL     ] Loaded configuration for CAH: 2 features, 100.0% accuracy
[2025-12-22T20:35:13.965972] [DEBUG] [LOCAL     ] Loaded configuration for TTC: 3 features, 60.0% accuracy
[2025-12-22T20:35:13.966032] [DEBUG] [LOCAL     ] Loaded configuration for FCTE: 4 features, 100.0% accuracy
[2025-12-22T20:35:13.966096] [DEBUG] [LOCAL     ] Loaded configuration for EGY: 2 features, 90.0% accuracy
[2025-12-22T20:35:13.966155] [DEBUG] [LOCAL     ] Loaded configuration for EBAY: 2 features, 70.0% accuracy
[2025-12-22T20:35:13.966225] [DEBUG] [LOCAL     ] Loaded configuration for SITM: 1 features, 90.0% accuracy
[2025-12-22T20:35:13.966286] [DEBUG] [LOCAL     ] Loaded configuration for INTA: 3 features, 60.0% accuracy
[2025-12-22T20:35:13.966354] [DEBUG] [LOCAL     ] Loaded configuration for ARCO: 2 features, 90.0% accuracy
[2025-12-22T20:35:13.966415] [DEBUG] [LOCAL     ] Loaded configuration for ONTO: 3 features, 100.0% accuracy
[2025-12-22T20:35:13.966474] [DEBUG] [LOCAL     ] Loaded configuration for TCBK: 2 features, 80.0% accuracy
[2025-12-22T20:35:13.966561] [DEBUG] [LOCAL     ] Loaded configuration for DVA: 2 features, 80.0% accuracy
[2025-12-22T20:35:13.966658] [DEBUG] [LOCAL     ] Loaded configuration for ONDS: 4 features, 90.0% accuracy
[2025-12-22T20:35:13.966720] [DEBUG] [LOCAL     ] Loaded configuration for PSEC: 3 features, 60.0% accuracy
[2025-12-22T20:35:13.966787] [DEBUG] [LOCAL     ] Loaded configuration for CPA: 1 features, 70.0% accuracy
[2025-12-22T20:35:13.966847] [DEBUG] [LOCAL     ] Loaded configuration for AMPG: 5 features, 90.0% accuracy
[2025-12-22T20:35:13.966908] [DEBUG] [LOCAL     ] Loaded configuration for ESQ: 0 features, 60.0% accuracy
[2025-12-22T20:35:13.966967] [DEBUG] [LOCAL     ] Loaded configuration for DXPE: 1 features, 80.0% accuracy
[2025-12-22T20:35:13.967025] [DEBUG] [LOCAL     ] Loaded configuration for DMXF: 3 features, 80.0% accuracy
[2025-12-22T20:35:13.967085] [DEBUG] [LOCAL     ] Loaded configuration for HSTM: 2 features, 80.0% accuracy
[2025-12-22T20:35:13.967144] [DEBUG] [LOCAL     ] Loaded configuration for FLGC: 3 features, 80.0% accuracy
[2025-12-22T20:35:13.967212] [DEBUG] [LOCAL     ] Loaded configuration for IGSB: 3 features, 90.0% accuracy
[2025-12-22T20:35:13.967274] [DEBUG] [LOCAL     ] Loaded configuration for ABOS: 0 features, 90.0% accuracy
[2025-12-22T20:35:13.967335] [DEBUG] [LOCAL     ] Loaded configuration for LNTH: 4 features, 80.0% accuracy
[2025-12-22T20:35:13.967395] [DEBUG] [LOCAL     ] Loaded configuration for MCBS: 3 features, 90.0% accuracy
[2025-12-22T20:35:13.967465] [DEBUG] [LOCAL     ] Loaded configuration for BVN: 3 features, 80.0% accuracy
[2025-12-22T20:35:13.967526] [DEBUG] [LOCAL     ] Loaded configuration for BBIO: 1 features, 60.0% accuracy
[2025-12-22T20:35:13.967609] [DEBUG] [LOCAL     ] Loaded configuration for THS: 4 features, 80.0% accuracy
[2025-12-22T20:35:13.967673] [DEBUG] [LOCAL     ] Loaded configuration for ABL: 3 features, 90.0% accuracy
[2025-12-22T20:35:13.967732] [DEBUG] [LOCAL     ] Loaded configuration for BGB: 3 features, 80.0% accuracy
[2025-12-22T20:35:13.967792] [DEBUG] [LOCAL     ] Loaded configuration for WRAP: 1 features, 60.0% accuracy
[2025-12-22T20:35:13.967853] [DEBUG] [LOCAL     ] Loaded configuration for HYZD: 4 features, 70.0% accuracy
[2025-12-22T20:35:13.967914] [DEBUG] [LOCAL     ] Loaded configuration for FNY: 4 features, 80.0% accuracy
[2025-12-22T20:35:13.967976] [DEBUG] [LOCAL     ] Loaded configuration for ALRM: 5 features, 70.0% accuracy
[2025-12-22T20:35:13.968035] [DEBUG] [LOCAL     ] Loaded configuration for NFTY: 3 features, 80.0% accuracy
[2025-12-22T20:35:13.968093] [DEBUG] [LOCAL     ] Loaded configuration for AGO: 3 features, 70.0% accuracy
[2025-12-22T20:35:13.968153] [DEBUG] [LOCAL     ] Loaded configuration for OGE: 5 features, 70.0% accuracy
[2025-12-22T20:35:13.968231] [DEBUG] [LOCAL     ] Loaded configuration for ASTE: 1 features, 50.0% accuracy
[2025-12-22T20:35:13.968294] [DEBUG] [LOCAL     ] Loaded configuration for NRDS: 5 features, 100.0% accuracy
[2025-12-22T20:35:13.968353] [DEBUG] [LOCAL     ] Loaded configuration for FSBC: 2 features, 60.0% accuracy
[2025-12-22T20:35:13.968422] [DEBUG] [LOCAL     ] Loaded configuration for TECK: 2 features, 60.0% accuracy
[2025-12-22T20:35:13.968484] [DEBUG] [LOCAL     ] Loaded configuration for LGND: 1 features, 60.0% accuracy
[2025-12-22T20:35:13.968545] [DEBUG] [LOCAL     ] Loaded configuration for COTY: 4 features, 90.0% accuracy
[2025-12-22T20:35:13.968626] [DEBUG] [LOCAL     ] Loaded configuration for CZFS: 4 features, 70.0% accuracy
[2025-12-22T20:35:13.968687] [DEBUG] [LOCAL     ] Loaded configuration for CF: 4 features, 90.0% accuracy
[2025-12-22T20:35:13.968756] [DEBUG] [LOCAL     ] Loaded configuration for QTTB: 3 features, 80.0% accuracy
[2025-12-22T20:35:13.968816] [DEBUG] [LOCAL     ] Loaded configuration for FVCB: 2 features, 70.0% accuracy
[2025-12-22T20:35:13.968874] [DEBUG] [LOCAL     ] Loaded configuration for UTL: 2 features, 70.0% accuracy
[2025-12-22T20:35:13.968933] [DEBUG] [LOCAL     ] Loaded configuration for PID: 2 features, 80.0% accuracy
[2025-12-22T20:35:13.969023] [DEBUG] [LOCAL     ] Loaded configuration for LLY: 0 features, 60.0% accuracy
[2025-12-22T20:35:13.969087] [DEBUG] [LOCAL     ] Loaded configuration for PKBK: 1 features, 60.0% accuracy
[2025-12-22T20:35:13.969148] [DEBUG] [LOCAL     ] Loaded configuration for GERN: 4 features, 80.0% accuracy
[2025-12-22T20:35:13.969241] [DEBUG] [LOCAL     ] Loaded configuration for PRTH: 3 features, 80.0% accuracy
[2025-12-22T20:35:13.969325] [DEBUG] [LOCAL     ] Loaded configuration for LKFN: 2 features, 70.0% accuracy
[2025-12-22T20:35:13.969387] [DEBUG] [LOCAL     ] Loaded configuration for CME: 1 features, 70.0% accuracy
[2025-12-22T20:35:13.969458] [DEBUG] [LOCAL     ] Loaded configuration for HTD: 4 features, 90.0% accuracy
[2025-12-22T20:35:13.969518] [DEBUG] [LOCAL     ] Loaded configuration for BMRC: 2 features, 80.0% accuracy
[2025-12-22T20:35:13.969601] [DEBUG] [LOCAL     ] Loaded configuration for BZ: 2 features, 70.0% accuracy
[2025-12-22T20:35:13.969666] [DEBUG] [LOCAL     ] Loaded configuration for IONS: 4 features, 100.0% accuracy
[2025-12-22T20:35:13.969727] [DEBUG] [LOCAL     ] Loaded configuration for NFG: 4 features, 70.0% accuracy
[2025-12-22T20:35:13.969786] [DEBUG] [LOCAL     ] Loaded configuration for GLPI: 4 features, 80.0% accuracy
[2025-12-22T20:35:13.969886] [DEBUG] [LOCAL     ] Loaded configuration for RGA: 1 features, 70.0% accuracy
[2025-12-22T20:35:13.969955] [DEBUG] [LOCAL     ] Loaded configuration for OZK: 2 features, 80.0% accuracy
[2025-12-22T20:35:13.970015] [DEBUG] [LOCAL     ] Loaded configuration for KE: 4 features, 70.0% accuracy
[2025-12-22T20:35:13.970075] [DEBUG] [LOCAL     ] Loaded configuration for CGEN: 3 features, 90.0% accuracy
[2025-12-22T20:35:13.970134] [DEBUG] [LOCAL     ] Loaded configuration for MGEE: 5 features, 70.0% accuracy
[2025-12-22T20:35:13.970192] [DEBUG] [LOCAL     ] Loaded configuration for PHIN: 4 features, 90.0% accuracy
[2025-12-22T20:35:13.970250] [DEBUG] [LOCAL     ] Loaded configuration for INDY: 3 features, 80.0% accuracy
[2025-12-22T20:35:13.970309] [DEBUG] [LOCAL     ] Loaded configuration for ZVIA: 2 features, 70.0% accuracy
[2025-12-22T20:35:13.970368] [DEBUG] [LOCAL     ] Loaded configuration for CII: 3 features, 70.0% accuracy
[2025-12-22T20:35:13.970427] [DEBUG] [LOCAL     ] Loaded configuration for APYX: 2 features, 50.0% accuracy
[2025-12-22T20:35:13.970485] [DEBUG] [LOCAL     ] Loaded configuration for ESOA: 0 features, 60.0% accuracy
[2025-12-22T20:35:13.970543] [DEBUG] [LOCAL     ] Loaded configuration for ICLN: 2 features, 80.0% accuracy
[2025-12-22T20:35:13.970634] [DEBUG] [LOCAL     ] Loaded configuration for SEVN: 4 features, 60.0% accuracy
[2025-12-22T20:35:13.970701] [DEBUG] [LOCAL     ] Loaded configuration for JHG: 3 features, 80.0% accuracy
[2025-12-22T20:35:13.970761] [DEBUG] [LOCAL     ] Loaded configuration for CNP: 1 features, 70.0% accuracy
[2025-12-22T20:35:13.970819] [DEBUG] [LOCAL     ] Loaded configuration for DKS: 1 features, 90.0% accuracy
[2025-12-22T20:35:13.970877] [DEBUG] [LOCAL     ] Loaded configuration for RIO: 2 features, 60.0% accuracy
[2025-12-22T20:35:13.970936] [DEBUG] [LOCAL     ] Loaded configuration for DIS: 2 features, 70.0% accuracy
[2025-12-22T20:35:13.970995] [DEBUG] [LOCAL     ] Loaded configuration for PLXS: 4 features, 60.0% accuracy
[2025-12-22T20:35:13.971053] [DEBUG] [LOCAL     ] Loaded configuration for BLRX: 1 features, 80.0% accuracy
[2025-12-22T20:35:13.971112] [DEBUG] [LOCAL     ] Loaded configuration for GS: 1 features, 70.0% accuracy
[2025-12-22T20:35:13.971192] [DEBUG] [LOCAL     ] Loaded configuration for NRIX: 1 features, 50.0% accuracy
[2025-12-22T20:35:13.971252] [DEBUG] [LOCAL     ] Loaded configuration for KEN: 0 features, 70.0% accuracy
[2025-12-22T20:35:13.971312] [DEBUG] [LOCAL     ] Loaded configuration for TSEM: 2 features, 80.0% accuracy
[2025-12-22T20:35:13.971370] [DEBUG] [LOCAL     ] Loaded configuration for APPS: 1 features, 80.0% accuracy
[2025-12-22T20:35:13.971431] [DEBUG] [LOCAL     ] Loaded configuration for KC: 3 features, 70.0% accuracy
[2025-12-22T20:35:13.971489] [DEBUG] [LOCAL     ] Loaded configuration for MBI: 1 features, 60.0% accuracy
[2025-12-22T20:35:13.971558] [DEBUG] [LOCAL     ] Loaded configuration for NUVB: 2 features, 80.0% accuracy
[2025-12-22T20:35:13.971650] [DEBUG] [LOCAL     ] Loaded configuration for AGEN: 4 features, 80.0% accuracy
[2025-12-22T20:35:13.971752] [DEBUG] [LOCAL     ] Loaded configuration for CNMD: 3 features, 70.0% accuracy
[2025-12-22T20:35:13.971822] [DEBUG] [LOCAL     ] Loaded configuration for QURE: 2 features, 80.0% accuracy
[2025-12-22T20:35:13.971881] [DEBUG] [LOCAL     ] Loaded configuration for AP: 4 features, 80.0% accuracy
[2025-12-22T20:35:13.971943] [DEBUG] [LOCAL     ] Loaded configuration for KRYS: 3 features, 80.0% accuracy
[2025-12-22T20:35:13.972003] [DEBUG] [LOCAL     ] Loaded configuration for RILY: 2 features, 90.0% accuracy
[2025-12-22T20:35:13.972061] [DEBUG] [LOCAL     ] Loaded configuration for CHE: 2 features, 60.0% accuracy
[2025-12-22T20:35:13.972125] [DEBUG] [LOCAL     ] Loaded configuration for KSS: 2 features, 70.0% accuracy
[2025-12-22T20:35:13.972184] [DEBUG] [LOCAL     ] Loaded configuration for DAVE: 2 features, 60.0% accuracy
[2025-12-22T20:35:13.972244] [DEBUG] [LOCAL     ] Loaded configuration for HLI: 3 features, 100.0% accuracy
[2025-12-22T20:35:13.972303] [DEBUG] [LOCAL     ] Loaded configuration for MPX: 4 features, 80.0% accuracy
[2025-12-22T20:35:13.972361] [DEBUG] [LOCAL     ] Loaded configuration for TCBIO: 2 features, 50.0% accuracy
[2025-12-22T20:35:13.972421] [DEBUG] [LOCAL     ] Loaded configuration for CNO: 5 features, 90.0% accuracy
[2025-12-22T20:35:13.972487] [DEBUG] [LOCAL     ] Loaded configuration for VTMX: 2 features, 100.0% accuracy
[2025-12-22T20:35:13.972547] [DEBUG] [LOCAL     ] Loaded configuration for BNH: 2 features, 70.0% accuracy
[2025-12-22T20:35:13.972633] [DEBUG] [LOCAL     ] Loaded configuration for HD: 3 features, 80.0% accuracy
[2025-12-22T20:35:13.972695] [DEBUG] [LOCAL     ] Loaded configuration for CGNX: 2 features, 80.0% accuracy
[2025-12-22T20:35:13.972754] [DEBUG] [LOCAL     ] Loaded configuration for VTWG: 4 features, 70.0% accuracy
[2025-12-22T20:35:13.972845] [DEBUG] [LOCAL     ] Loaded configuration for DFGX: 3 features, 70.0% accuracy
[2025-12-22T20:35:13.972923] [DEBUG] [LOCAL     ] Loaded configuration for OPCH: 2 features, 80.0% accuracy
[2025-12-22T20:35:13.972987] [DEBUG] [LOCAL     ] Loaded configuration for HTH: 5 features, 80.0% accuracy
[2025-12-22T20:35:13.973047] [DEBUG] [LOCAL     ] Loaded configuration for REZI: 1 features, 80.0% accuracy
[2025-12-22T20:35:13.973106] [DEBUG] [LOCAL     ] Loaded configuration for NEOG: 1 features, 90.0% accuracy
[2025-12-22T20:35:13.973164] [DEBUG] [LOCAL     ] Loaded configuration for ALDX: 1 features, 70.0% accuracy
[2025-12-22T20:35:13.973264] [DEBUG] [LOCAL     ] Loaded configuration for NVDS: 1 features, 70.0% accuracy
[2025-12-22T20:35:13.973355] [DEBUG] [LOCAL     ] Loaded configuration for RUSHA: 2 features, 90.0% accuracy
[2025-12-22T20:35:13.973419] [DEBUG] [LOCAL     ] Loaded configuration for GYRE: 3 features, 80.0% accuracy
[2025-12-22T20:35:13.973479] [DEBUG] [LOCAL     ] Loaded configuration for JANX: 3 features, 80.0% accuracy
[2025-12-22T20:35:13.973539] [DEBUG] [LOCAL     ] Loaded configuration for HWC: 5 features, 80.0% accuracy
[2025-12-22T20:35:13.973626] [DEBUG] [LOCAL     ] Loaded configuration for AUDC: 4 features, 90.0% accuracy
[2025-12-22T20:35:13.973688] [DEBUG] [LOCAL     ] Loaded configuration for WEA: 2 features, 60.0% accuracy
[2025-12-22T20:35:13.973748] [DEBUG] [LOCAL     ] Loaded configuration for MLGO: 3 features, 80.0% accuracy
[2025-12-22T20:35:13.973806] [DEBUG] [LOCAL     ] Loaded configuration for KEYS: 4 features, 90.0% accuracy
[2025-12-22T20:35:13.973865] [DEBUG] [LOCAL     ] Loaded configuration for FOA: 3 features, 90.0% accuracy
[2025-12-22T20:35:13.973924] [DEBUG] [LOCAL     ] Loaded configuration for KPTI: 4 features, 90.0% accuracy
[2025-12-22T20:35:13.973983] [DEBUG] [LOCAL     ] Loaded configuration for CEG: 2 features, 70.0% accuracy
[2025-12-22T20:35:13.974039] [DEBUG] [LOCAL     ] Loaded configuration for RUM: 1 features, 60.0% accuracy
[2025-12-22T20:35:13.974097] [DEBUG] [LOCAL     ] Loaded configuration for BHE: 2 features, 70.0% accuracy
[2025-12-22T20:35:13.974156] [DEBUG] [LOCAL     ] Loaded configuration for NUKK: 2 features, 80.0% accuracy
[2025-12-22T20:35:13.974224] [DEBUG] [LOCAL     ] Loaded configuration for SRFM: 1 features, 90.0% accuracy
[2025-12-22T20:35:13.974283] [DEBUG] [LOCAL     ] Loaded configuration for INVA: 1 features, 80.0% accuracy
[2025-12-22T20:35:13.974343] [DEBUG] [LOCAL     ] Loaded configuration for DLB: 3 features, 70.0% accuracy
[2025-12-22T20:35:13.974402] [DEBUG] [LOCAL     ] Loaded configuration for QQQE: 4 features, 80.0% accuracy
[2025-12-22T20:35:13.974461] [DEBUG] [LOCAL     ] Loaded configuration for GHI: 4 features, 70.0% accuracy
[2025-12-22T20:35:13.974519] [DEBUG] [LOCAL     ] Loaded configuration for MRVL: 3 features, 90.0% accuracy
[2025-12-22T20:35:13.974600] [DEBUG] [LOCAL     ] Loaded configuration for VIRC: 7 features, 100.0% accuracy
[2025-12-22T20:35:13.974664] [DEBUG] [LOCAL     ] Loaded configuration for SSD: 0 features, 70.0% accuracy
[2025-12-22T20:35:13.974724] [DEBUG] [LOCAL     ] Loaded configuration for SID: 5 features, 70.0% accuracy
[2025-12-22T20:35:13.974782] [DEBUG] [LOCAL     ] Loaded configuration for MIDD: 1 features, 70.0% accuracy
[2025-12-22T20:35:13.974842] [DEBUG] [LOCAL     ] Loaded configuration for TDY: 2 features, 80.0% accuracy
[2025-12-22T20:35:13.974901] [DEBUG] [LOCAL     ] Loaded configuration for RCKY: 3 features, 90.0% accuracy
[2025-12-22T20:35:13.974959] [DEBUG] [LOCAL     ] Loaded configuration for NAC: 4 features, 100.0% accuracy
[2025-12-22T20:35:13.975017] [DEBUG] [LOCAL     ] Loaded configuration for MOGO: 2 features, 80.0% accuracy
[2025-12-22T20:35:13.975076] [DEBUG] [LOCAL     ] Loaded configuration for DARE: 4 features, 80.0% accuracy
[2025-12-22T20:35:13.975134] [DEBUG] [LOCAL     ] Loaded configuration for FE: 4 features, 80.0% accuracy
[2025-12-22T20:35:13.975193] [DEBUG] [LOCAL     ] Loaded configuration for WSBC: 1 features, 70.0% accuracy
[2025-12-22T20:35:13.975251] [DEBUG] [LOCAL     ] Loaded configuration for SBCF: 1 features, 80.0% accuracy
[2025-12-22T20:35:13.975311] [DEBUG] [LOCAL     ] Loaded configuration for GANX: 1 features, 70.0% accuracy
[2025-12-22T20:35:13.975371] [DEBUG] [LOCAL     ] Loaded configuration for HMY: 2 features, 80.0% accuracy
[2025-12-22T20:35:13.975443] [DEBUG] [LOCAL     ] Loaded configuration for PDEX: 2 features, 80.0% accuracy
[2025-12-22T20:35:13.975504] [DEBUG] [LOCAL     ] Loaded configuration for EOD: 3 features, 90.0% accuracy
[2025-12-22T20:35:13.975562] [DEBUG] [LOCAL     ] Loaded configuration for LSPD: 3 features, 90.0% accuracy
[2025-12-22T20:35:13.975649] [DEBUG] [LOCAL     ] Loaded configuration for AFB: 0 features, 60.0% accuracy
[2025-12-22T20:35:13.975710] [DEBUG] [LOCAL     ] Loaded configuration for ZIP: 2 features, 80.0% accuracy
[2025-12-22T20:35:13.975790] [DEBUG] [LOCAL     ] Loaded configuration for CLB: 0 features, 80.0% accuracy
[2025-12-22T20:35:13.975850] [DEBUG] [LOCAL     ] Loaded configuration for JSML: 2 features, 70.0% accuracy
[2025-12-22T20:35:13.975909] [DEBUG] [LOCAL     ] Loaded configuration for AXSM: 2 features, 70.0% accuracy
[2025-12-22T20:35:13.975968] [DEBUG] [LOCAL     ] Loaded configuration for LXEO: 3 features, 100.0% accuracy
[2025-12-22T20:35:13.976028] [DEBUG] [LOCAL     ] Loaded configuration for HPP: 2 features, 80.0% accuracy
[2025-12-22T20:35:13.976097] [DEBUG] [LOCAL     ] Loaded configuration for PNTG: 4 features, 80.0% accuracy
[2025-12-22T20:35:13.976157] [DEBUG] [LOCAL     ] Loaded configuration for IBTL: 2 features, 60.0% accuracy
[2025-12-22T20:35:13.976216] [DEBUG] [LOCAL     ] Loaded configuration for RRX: 1 features, 80.0% accuracy
[2025-12-22T20:35:13.976276] [DEBUG] [LOCAL     ] Loaded configuration for ARLO: 0 features, 60.0% accuracy
[2025-12-22T20:35:13.976337] [DEBUG] [LOCAL     ] Loaded configuration for NXP: 3 features, 80.0% accuracy
[2025-12-22T20:35:13.976396] [DEBUG] [LOCAL     ] Loaded configuration for GVA: 5 features, 70.0% accuracy
[2025-12-22T20:35:13.976457] [DEBUG] [LOCAL     ] Loaded configuration for VLGEA: 3 features, 70.0% accuracy
[2025-12-22T20:35:13.976518] [DEBUG] [LOCAL     ] Loaded configuration for ARI: 2 features, 90.0% accuracy
[2025-12-22T20:35:13.976606] [DEBUG] [LOCAL     ] Loaded configuration for QBTS: 4 features, 100.0% accuracy
[2025-12-22T20:35:13.976671] [DEBUG] [LOCAL     ] Loaded configuration for AGMH: 0 features, 80.0% accuracy
[2025-12-22T20:35:13.976731] [DEBUG] [LOCAL     ] Loaded configuration for MEOH: 4 features, 80.0% accuracy
[2025-12-22T20:35:13.976791] [DEBUG] [LOCAL     ] Loaded configuration for TMC: 2 features, 80.0% accuracy
[2025-12-22T20:35:13.976850] [DEBUG] [LOCAL     ] Loaded configuration for GLOB: 3 features, 80.0% accuracy
[2025-12-22T20:35:13.976909] [DEBUG] [LOCAL     ] Loaded configuration for CDRE: 0 features, 70.0% accuracy
[2025-12-22T20:35:13.976967] [DEBUG] [LOCAL     ] Loaded configuration for VIGI: 2 features, 80.0% accuracy
[2025-12-22T20:35:13.977027] [DEBUG] [LOCAL     ] Loaded configuration for DERM: 1 features, 80.0% accuracy
[2025-12-22T20:35:13.977085] [DEBUG] [LOCAL     ] Loaded configuration for VWOB: 3 features, 80.0% accuracy
[2025-12-22T20:35:13.977145] [DEBUG] [LOCAL     ] Loaded configuration for CCS: 2 features, 70.0% accuracy
[2025-12-22T20:35:13.977224] [DEBUG] [LOCAL     ] Loaded configuration for PROF: 3 features, 60.0% accuracy
[2025-12-22T20:35:13.977312] [DEBUG] [LOCAL     ] Loaded configuration for SMTC: 6 features, 90.0% accuracy
[2025-12-22T20:35:13.977375] [DEBUG] [LOCAL     ] Loaded configuration for EVSD: 4 features, 90.0% accuracy
[2025-12-22T20:35:13.977435] [DEBUG] [LOCAL     ] Loaded configuration for THRY: 0 features, 70.0% accuracy
[2025-12-22T20:35:13.977507] [DEBUG] [LOCAL     ] Loaded configuration for MRCY: 3 features, 80.0% accuracy
[2025-12-22T20:35:13.977569] [DEBUG] [LOCAL     ] Loaded configuration for SRE: 2 features, 70.0% accuracy
[2025-12-22T20:35:13.977651] [DEBUG] [LOCAL     ] Loaded configuration for FFA: 2 features, 60.0% accuracy
[2025-12-22T20:35:13.977710] [DEBUG] [LOCAL     ] Loaded configuration for MOMO: 0 features, 70.0% accuracy
[2025-12-22T20:35:13.977768] [DEBUG] [LOCAL     ] Loaded configuration for QRVO: 2 features, 70.0% accuracy
[2025-12-22T20:35:13.977827] [DEBUG] [LOCAL     ] Loaded configuration for STE: 3 features, 90.0% accuracy
[2025-12-22T20:35:13.977886] [DEBUG] [LOCAL     ] Loaded configuration for TH: 1 features, 70.0% accuracy
[2025-12-22T20:35:13.977944] [DEBUG] [LOCAL     ] Loaded configuration for FANG: 2 features, 80.0% accuracy
[2025-12-22T20:35:13.978002] [DEBUG] [LOCAL     ] Loaded configuration for PRFZ: 2 features, 90.0% accuracy
[2025-12-22T20:35:13.978084] [DEBUG] [LOCAL     ] Loaded configuration for ALG: 4 features, 90.0% accuracy
[2025-12-22T20:35:13.978145] [DEBUG] [LOCAL     ] Loaded configuration for ULTA: 3 features, 90.0% accuracy
[2025-12-22T20:35:13.978215] [DEBUG] [LOCAL     ] Loaded configuration for HTZ: 2 features, 70.0% accuracy
[2025-12-22T20:35:13.978276] [DEBUG] [LOCAL     ] Loaded configuration for ETON: 4 features, 70.0% accuracy
[2025-12-22T20:35:13.978344] [DEBUG] [LOCAL     ] Loaded configuration for ANAB: 1 features, 80.0% accuracy
[2025-12-22T20:35:13.978404] [DEBUG] [LOCAL     ] Loaded configuration for BCAX: 3 features, 60.0% accuracy
[2025-12-22T20:35:13.978463] [DEBUG] [LOCAL     ] Loaded configuration for PKX: 1 features, 90.0% accuracy
[2025-12-22T20:35:13.978521] [DEBUG] [LOCAL     ] Loaded configuration for ADI: 1 features, 80.0% accuracy
[2025-12-22T20:35:13.978605] [DEBUG] [LOCAL     ] Loaded configuration for TWG: 4 features, 90.0% accuracy
[2025-12-22T20:35:13.978670] [DEBUG] [LOCAL     ] Loaded configuration for AMGN: 4 features, 90.0% accuracy
[2025-12-22T20:35:13.978736] [DEBUG] [LOCAL     ] Loaded configuration for CIG: 2 features, 80.0% accuracy
[2025-12-22T20:35:13.978823] [DEBUG] [LOCAL     ] Loaded configuration for DRIO: 4 features, 90.0% accuracy
[2025-12-22T20:35:13.978890] [DEBUG] [LOCAL     ] Loaded configuration for UZE: 2 features, 80.0% accuracy
[2025-12-22T20:35:13.978950] [DEBUG] [LOCAL     ] Loaded configuration for TPGXL: 1 features, 80.0% accuracy
[2025-12-22T20:35:13.979040] [DEBUG] [LOCAL     ] Loaded configuration for SBI: 3 features, 90.0% accuracy
[2025-12-22T20:35:13.979113] [DEBUG] [LOCAL     ] Loaded configuration for GBX: 2 features, 90.0% accuracy
[2025-12-22T20:35:13.979174] [DEBUG] [LOCAL     ] Loaded configuration for AIZN: 2 features, 80.0% accuracy
[2025-12-22T20:35:13.979233] [DEBUG] [LOCAL     ] Loaded configuration for VANI: 1 features, 70.0% accuracy
[2025-12-22T20:35:13.979293] [DEBUG] [LOCAL     ] Loaded configuration for TPC: 5 features, 60.0% accuracy
[2025-12-22T20:35:13.979352] [DEBUG] [LOCAL     ] Loaded configuration for HALO: 1 features, 90.0% accuracy
[2025-12-22T20:35:13.979412] [DEBUG] [LOCAL     ] Loaded configuration for EHI: 2 features, 60.0% accuracy
[2025-12-22T20:35:13.979480] [DEBUG] [LOCAL     ] Loaded configuration for TYG: 3 features, 70.0% accuracy
[2025-12-22T20:35:13.979541] [DEBUG] [LOCAL     ] Loaded configuration for NNOX: 2 features, 70.0% accuracy
[2025-12-22T20:35:13.979619] [DEBUG] [LOCAL     ] Loaded configuration for VLRS: 2 features, 90.0% accuracy
[2025-12-22T20:35:13.979690] [DEBUG] [LOCAL     ] Loaded configuration for PZZA: 3 features, 80.0% accuracy
[2025-12-22T20:35:13.979763] [DEBUG] [LOCAL     ] Loaded configuration for BIOX: 3 features, 80.0% accuracy
[2025-12-22T20:35:13.979825] [DEBUG] [LOCAL     ] Loaded configuration for CPSH: 1 features, 80.0% accuracy
[2025-12-22T20:35:13.979883] [DEBUG] [LOCAL     ] Loaded configuration for MGX: 0 features, 60.0% accuracy
[2025-12-22T20:35:13.979943] [DEBUG] [LOCAL     ] Loaded configuration for FEMB: 1 features, 80.0% accuracy
[2025-12-22T20:35:13.980002] [DEBUG] [LOCAL     ] Loaded configuration for UTF: 4 features, 80.0% accuracy
[2025-12-22T20:35:13.980061] [DEBUG] [LOCAL     ] Loaded configuration for NCTY: 7 features, 80.0% accuracy
[2025-12-22T20:35:13.980130] [DEBUG] [LOCAL     ] Loaded configuration for WBS: 4 features, 70.0% accuracy
[2025-12-22T20:35:13.980190] [DEBUG] [LOCAL     ] Loaded configuration for CPRX: 0 features, 60.0% accuracy
[2025-12-22T20:35:13.980260] [DEBUG] [LOCAL     ] Loaded configuration for PLAY: 3 features, 70.0% accuracy
[2025-12-22T20:35:13.980320] [DEBUG] [LOCAL     ] Loaded configuration for VTRS: 0 features, 80.0% accuracy
[2025-12-22T20:35:13.980404] [DEBUG] [LOCAL     ] Loaded configuration for HAL: 2 features, 80.0% accuracy
[2025-12-22T20:35:13.980474] [DEBUG] [LOCAL     ] Loaded configuration for CSB: 3 features, 60.0% accuracy
[2025-12-22T20:35:13.980538] [DEBUG] [LOCAL     ] Loaded configuration for PKOH: 4 features, 80.0% accuracy
[2025-12-22T20:35:13.980620] [DEBUG] [LOCAL     ] Loaded configuration for AHH: 3 features, 70.0% accuracy
[2025-12-22T20:35:13.980681] [DEBUG] [LOCAL     ] Loaded configuration for CRWD: 4 features, 80.0% accuracy
[2025-12-22T20:35:13.980741] [DEBUG] [LOCAL     ] Loaded configuration for WAFD: 3 features, 70.0% accuracy
[2025-12-22T20:35:13.980812] [DEBUG] [LOCAL     ] Loaded configuration for MAXI: 1 features, 90.0% accuracy
[2025-12-22T20:35:13.980873] [DEBUG] [LOCAL     ] Loaded configuration for TDG: 0 features, 80.0% accuracy
[2025-12-22T20:35:13.980932] [DEBUG] [LOCAL     ] Loaded configuration for PDO: 0 features, 70.0% accuracy
[2025-12-22T20:35:13.980991] [DEBUG] [LOCAL     ] Loaded configuration for BBDO: 3 features, 80.0% accuracy
[2025-12-22T20:35:13.981071] [DEBUG] [LOCAL     ] Loaded configuration for ZM: 2 features, 100.0% accuracy
[2025-12-22T20:35:13.981140] [DEBUG] [LOCAL     ] Loaded configuration for MSFD: 3 features, 60.0% accuracy
[2025-12-22T20:35:13.981201] [DEBUG] [LOCAL     ] Loaded configuration for PRAX: 0 features, 70.0% accuracy
[2025-12-22T20:35:13.981262] [DEBUG] [LOCAL     ] Loaded configuration for TOWN: 2 features, 70.0% accuracy
[2025-12-22T20:35:13.981320] [DEBUG] [LOCAL     ] Loaded configuration for AVAH: 1 features, 80.0% accuracy
[2025-12-22T20:35:13.981379] [DEBUG] [LOCAL     ] Loaded configuration for VMBS: 1 features, 70.0% accuracy
[2025-12-22T20:35:13.981438] [DEBUG] [LOCAL     ] Loaded configuration for APLS: 1 features, 70.0% accuracy
[2025-12-22T20:35:13.981497] [DEBUG] [LOCAL     ] Loaded configuration for OVLY: 4 features, 100.0% accuracy
[2025-12-22T20:35:13.981564] [DEBUG] [LOCAL     ] Loaded configuration for JIVE: 4 features, 80.0% accuracy
[2025-12-22T20:35:13.981664] [DEBUG] [LOCAL     ] Loaded configuration for SUSL: 4 features, 70.0% accuracy
[2025-12-22T20:35:13.981727] [DEBUG] [LOCAL     ] Loaded configuration for TRI: 1 features, 90.0% accuracy
[2025-12-22T20:35:13.981796] [DEBUG] [LOCAL     ] Loaded configuration for ANGL: 0 features, 70.0% accuracy
[2025-12-22T20:35:13.981858] [DEBUG] [LOCAL     ] Loaded configuration for RYAN: 1 features, 80.0% accuracy
[2025-12-22T20:35:13.981925] [DEBUG] [LOCAL     ] Loaded configuration for UIS: 4 features, 60.0% accuracy
[2025-12-22T20:35:13.981994] [DEBUG] [LOCAL     ] Loaded configuration for EWTX: 3 features, 100.0% accuracy
[2025-12-22T20:35:13.982055] [DEBUG] [LOCAL     ] Loaded configuration for CWAN: 0 features, 70.0% accuracy
[2025-12-22T20:35:13.982114] [DEBUG] [LOCAL     ] Loaded configuration for PRAA: 1 features, 90.0% accuracy
[2025-12-22T20:35:13.982173] [DEBUG] [LOCAL     ] Loaded configuration for HBNC: 2 features, 90.0% accuracy
[2025-12-22T20:35:13.982231] [DEBUG] [LOCAL     ] Loaded configuration for DLNG: 3 features, 80.0% accuracy
[2025-12-22T20:35:13.982291] [DEBUG] [LOCAL     ] Loaded configuration for CAE: 5 features, 80.0% accuracy
[2025-12-22T20:35:13.982360] [DEBUG] [LOCAL     ] Loaded configuration for LNC: 2 features, 70.0% accuracy
[2025-12-22T20:35:13.982422] [DEBUG] [LOCAL     ] Loaded configuration for TKO: 6 features, 100.0% accuracy
[2025-12-22T20:35:13.982481] [DEBUG] [LOCAL     ] Loaded configuration for LKQ: 4 features, 90.0% accuracy
[2025-12-22T20:35:13.982539] [DEBUG] [LOCAL     ] Loaded configuration for SATL: 1 features, 60.0% accuracy
[2025-12-22T20:35:13.982626] [DEBUG] [LOCAL     ] Loaded configuration for STX: 5 features, 80.0% accuracy
[2025-12-22T20:35:13.982689] [DEBUG] [LOCAL     ] Loaded configuration for GTY: 1 features, 90.0% accuracy
[2025-12-22T20:35:13.982749] [DEBUG] [LOCAL     ] Loaded configuration for WEX: 1 features, 100.0% accuracy
[2025-12-22T20:35:13.982844] [DEBUG] [LOCAL     ] Loaded configuration for SCI: 0 features, 60.0% accuracy
[2025-12-22T20:35:13.982919] [DEBUG] [LOCAL     ] Loaded configuration for PEG: 4 features, 90.0% accuracy
[2025-12-22T20:35:13.982979] [DEBUG] [LOCAL     ] Loaded configuration for ABSI: 3 features, 90.0% accuracy
[2025-12-22T20:35:13.983038] [DEBUG] [LOCAL     ] Loaded configuration for BCH: 2 features, 50.0% accuracy
[2025-12-22T20:35:13.983098] [DEBUG] [LOCAL     ] Loaded configuration for LOAN: 2 features, 60.0% accuracy
[2025-12-22T20:35:13.983182] [DEBUG] [LOCAL     ] Loaded configuration for BSCX: 3 features, 80.0% accuracy
[2025-12-22T20:35:13.983281] [DEBUG] [LOCAL     ] Loaded configuration for PPTA: 2 features, 70.0% accuracy
[2025-12-22T20:35:13.983356] [DEBUG] [LOCAL     ] Loaded configuration for CDZI: 3 features, 70.0% accuracy
[2025-12-22T20:35:13.983418] [DEBUG] [LOCAL     ] Loaded configuration for SPCB: 2 features, 80.0% accuracy
[2025-12-22T20:35:13.983478] [DEBUG] [LOCAL     ] Loaded configuration for MGA: 1 features, 90.0% accuracy
[2025-12-22T20:35:13.983601] [DEBUG] [LOCAL     ] Loaded configuration for TENB: 0 features, 60.0% accuracy
[2025-12-22T20:35:13.983674] [DEBUG] [LOCAL     ] Loaded configuration for LOPE: 5 features, 80.0% accuracy
[2025-12-22T20:35:13.983739] [DEBUG] [LOCAL     ] Loaded configuration for ATNI: 4 features, 60.0% accuracy
[2025-12-22T20:35:13.983814] [DEBUG] [LOCAL     ] Loaded configuration for OMEX: 6 features, 90.0% accuracy
[2025-12-22T20:35:13.983874] [DEBUG] [LOCAL     ] Loaded configuration for RNAZ: 2 features, 60.0% accuracy
[2025-12-22T20:35:13.983932] [DEBUG] [LOCAL     ] Loaded configuration for VNQI: 1 features, 100.0% accuracy
[2025-12-22T20:35:13.983991] [DEBUG] [LOCAL     ] Loaded configuration for VCSH: 3 features, 90.0% accuracy
[2025-12-22T20:35:13.984051] [DEBUG] [LOCAL     ] Loaded configuration for FNKO: 3 features, 90.0% accuracy
[2025-12-22T20:35:13.984110] [DEBUG] [LOCAL     ] Loaded configuration for AEYE: 4 features, 80.0% accuracy
[2025-12-22T20:35:13.984185] [DEBUG] [LOCAL     ] Loaded configuration for SPRX: 2 features, 100.0% accuracy
[2025-12-22T20:35:13.984247] [DEBUG] [LOCAL     ] Loaded configuration for BIO: 3 features, 70.0% accuracy
[2025-12-22T20:35:13.984314] [DEBUG] [LOCAL     ] Loaded configuration for HSY: 1 features, 70.0% accuracy
[2025-12-22T20:35:13.984378] [DEBUG] [LOCAL     ] Loaded configuration for RGTI: 1 features, 80.0% accuracy
[2025-12-22T20:35:13.984437] [DEBUG] [LOCAL     ] Loaded configuration for OMF: 1 features, 90.0% accuracy
[2025-12-22T20:35:13.984503] [DEBUG] [LOCAL     ] Loaded configuration for SEZL: 2 features, 90.0% accuracy
[2025-12-22T20:35:13.984562] [DEBUG] [LOCAL     ] Loaded configuration for BHFAN: 1 features, 60.0% accuracy
[2025-12-22T20:35:13.984663] [DEBUG] [LOCAL     ] Loaded configuration for KTCC: 3 features, 60.0% accuracy
[2025-12-22T20:35:13.984740] [DEBUG] [LOCAL     ] Loaded configuration for HRZN: 3 features, 70.0% accuracy
[2025-12-22T20:35:13.984801] [DEBUG] [LOCAL     ] Loaded configuration for XP: 2 features, 70.0% accuracy
[2025-12-22T20:35:13.984863] [DEBUG] [LOCAL     ] Loaded configuration for UXIN: 0 features, 90.0% accuracy
[2025-12-22T20:35:13.984921] [DEBUG] [LOCAL     ] Loaded configuration for DCI: 1 features, 70.0% accuracy
[2025-12-22T20:35:13.984995] [DEBUG] [LOCAL     ] Loaded configuration for GMAB: 4 features, 100.0% accuracy
[2025-12-22T20:35:13.985056] [DEBUG] [LOCAL     ] Loaded configuration for SAIC: 5 features, 70.0% accuracy
[2025-12-22T20:35:13.985116] [DEBUG] [LOCAL     ] Loaded configuration for VTN: 2 features, 70.0% accuracy
[2025-12-22T20:35:13.985200] [DEBUG] [LOCAL     ] Loaded configuration for BOLD: 3 features, 80.0% accuracy
[2025-12-22T20:35:13.985274] [DEBUG] [LOCAL     ] Loaded configuration for NBIX: 1 features, 70.0% accuracy
[2025-12-22T20:35:13.985338] [DEBUG] [LOCAL     ] Loaded configuration for OIA: 2 features, 80.0% accuracy
[2025-12-22T20:35:13.985400] [DEBUG] [LOCAL     ] Loaded configuration for UBRL: 2 features, 70.0% accuracy
[2025-12-22T20:35:13.985462] [DEBUG] [LOCAL     ] Loaded configuration for QDEL: 1 features, 100.0% accuracy
[2025-12-22T20:35:13.985524] [DEBUG] [LOCAL     ] Loaded configuration for MHD: 3 features, 70.0% accuracy
[2025-12-22T20:35:13.985608] [DEBUG] [LOCAL     ] Loaded configuration for PUBM: 1 features, 90.0% accuracy
[2025-12-22T20:35:13.985672] [DEBUG] [LOCAL     ] Loaded configuration for AFRI: 2 features, 80.0% accuracy
[2025-12-22T20:35:13.985739] [DEBUG] [LOCAL     ] Loaded configuration for EHC: 1 features, 80.0% accuracy
[2025-12-22T20:35:13.985799] [DEBUG] [LOCAL     ] Loaded configuration for IEP: 1 features, 100.0% accuracy
[2025-12-22T20:35:13.985870] [DEBUG] [LOCAL     ] Loaded configuration for VTC: 0 features, 70.0% accuracy
[2025-12-22T20:35:13.985931] [DEBUG] [LOCAL     ] Loaded configuration for NFBK: 4 features, 90.0% accuracy
[2025-12-22T20:35:13.985990] [DEBUG] [LOCAL     ] Loaded configuration for KOSS: 5 features, 80.0% accuracy
[2025-12-22T20:35:13.986053] [DEBUG] [LOCAL     ] Loaded configuration for LTH: 4 features, 70.0% accuracy
[2025-12-22T20:35:13.986112] [DEBUG] [LOCAL     ] Loaded configuration for SAM: 1 features, 70.0% accuracy
[2025-12-22T20:35:13.986170] [DEBUG] [LOCAL     ] Loaded configuration for MRAM: 2 features, 80.0% accuracy
[2025-12-22T20:35:13.986229] [DEBUG] [LOCAL     ] Loaded configuration for PDD: 2 features, 80.0% accuracy
[2025-12-22T20:35:13.986300] [DEBUG] [LOCAL     ] Loaded configuration for HWM: 4 features, 80.0% accuracy
[2025-12-22T20:35:13.986360] [DEBUG] [LOCAL     ] Loaded configuration for NXC: 2 features, 90.0% accuracy
[2025-12-22T20:35:13.986418] [DEBUG] [LOCAL     ] Loaded configuration for VVX: 2 features, 70.0% accuracy
[2025-12-22T20:35:13.986486] [DEBUG] [LOCAL     ] Loaded configuration for CLS: 1 features, 80.0% accuracy
[2025-12-22T20:35:13.986556] [DEBUG] [LOCAL     ] Loaded configuration for HOMB: 1 features, 90.0% accuracy
[2025-12-22T20:35:13.986638] [DEBUG] [LOCAL     ] Loaded configuration for LCII: 1 features, 90.0% accuracy
[2025-12-22T20:35:13.986707] [DEBUG] [LOCAL     ] Loaded configuration for BDX: 4 features, 80.0% accuracy
[2025-12-22T20:35:13.986768] [DEBUG] [LOCAL     ] Loaded configuration for HBB: 1 features, 80.0% accuracy
[2025-12-22T20:35:13.986829] [DEBUG] [LOCAL     ] Loaded configuration for NAAS: 3 features, 90.0% accuracy
[2025-12-22T20:35:13.986893] [DEBUG] [LOCAL     ] Loaded configuration for TSBK: 2 features, 60.0% accuracy
[2025-12-22T20:35:13.986953] [DEBUG] [LOCAL     ] Loaded configuration for SKIN: 3 features, 70.0% accuracy
[2025-12-22T20:35:13.987024] [DEBUG] [LOCAL     ] Loaded configuration for KRNY: 2 features, 90.0% accuracy
[2025-12-22T20:35:13.987086] [DEBUG] [LOCAL     ] Loaded configuration for TFSL: 2 features, 70.0% accuracy
[2025-12-22T20:35:13.987145] [DEBUG] [LOCAL     ] Loaded configuration for KINS: 2 features, 60.0% accuracy
[2025-12-22T20:35:13.987206] [DEBUG] [LOCAL     ] Loaded configuration for GE: 3 features, 90.0% accuracy
[2025-12-22T20:35:13.987267] [DEBUG] [LOCAL     ] Loaded configuration for ANIX: 1 features, 60.0% accuracy
[2025-12-22T20:35:13.987328] [DEBUG] [LOCAL     ] Loaded configuration for CFO: 5 features, 90.0% accuracy
[2025-12-22T20:35:13.987390] [DEBUG] [LOCAL     ] Loaded configuration for BCC: 1 features, 70.0% accuracy
[2025-12-22T20:35:13.987453] [DEBUG] [LOCAL     ] Loaded configuration for LCNB: 4 features, 90.0% accuracy
[2025-12-22T20:35:13.987514] [DEBUG] [LOCAL     ] Loaded configuration for EL: 4 features, 80.0% accuracy
[2025-12-22T20:35:13.987599] [DEBUG] [LOCAL     ] Loaded configuration for FFIC: 4 features, 60.0% accuracy
[2025-12-22T20:35:13.987666] [DEBUG] [LOCAL     ] Loaded configuration for ATOM: 6 features, 90.0% accuracy
[2025-12-22T20:35:13.987727] [DEBUG] [LOCAL     ] Loaded configuration for TMHC: 1 features, 70.0% accuracy
[2025-12-22T20:35:13.987788] [DEBUG] [LOCAL     ] Loaded configuration for MFM: 3 features, 80.0% accuracy
[2025-12-22T20:35:13.987850] [DEBUG] [LOCAL     ] Loaded configuration for GRID: 2 features, 60.0% accuracy
[2025-12-22T20:35:13.987911] [DEBUG] [LOCAL     ] Loaded configuration for MCI: 5 features, 90.0% accuracy
[2025-12-22T20:35:13.987973] [DEBUG] [LOCAL     ] Loaded configuration for SUNS: 2 features, 90.0% accuracy
[2025-12-22T20:35:13.988032] [DEBUG] [LOCAL     ] Loaded configuration for SND: 2 features, 70.0% accuracy
[2025-12-22T20:35:13.988091] [DEBUG] [LOCAL     ] Loaded configuration for GTX: 0 features, 90.0% accuracy
[2025-12-22T20:35:13.988151] [DEBUG] [LOCAL     ] Loaded configuration for SENS: 2 features, 70.0% accuracy
[2025-12-22T20:35:13.988213] [DEBUG] [LOCAL     ] Loaded configuration for WBX: 0 features, 90.0% accuracy
[2025-12-22T20:35:13.988273] [DEBUG] [LOCAL     ] Loaded configuration for PTNQ: 3 features, 70.0% accuracy
[2025-12-22T20:35:13.988331] [DEBUG] [LOCAL     ] Loaded configuration for QYLG: 5 features, 90.0% accuracy
[2025-12-22T20:35:13.988389] [DEBUG] [LOCAL     ] Loaded configuration for YRD: 0 features, 70.0% accuracy
[2025-12-22T20:35:13.988448] [DEBUG] [LOCAL     ] Loaded configuration for SHOC: 2 features, 70.0% accuracy
[2025-12-22T20:35:13.988507] [DEBUG] [LOCAL     ] Loaded configuration for MQY: 3 features, 70.0% accuracy
[2025-12-22T20:35:13.988566] [DEBUG] [LOCAL     ] Loaded configuration for GPC: 4 features, 70.0% accuracy
[2025-12-22T20:35:13.988645] [DEBUG] [LOCAL     ] Loaded configuration for WFRD: 1 features, 80.0% accuracy
[2025-12-22T20:35:13.988705] [DEBUG] [LOCAL     ] Loaded configuration for NABL: 0 features, 90.0% accuracy
[2025-12-22T20:35:13.988774] [DEBUG] [LOCAL     ] Loaded configuration for AWI: 2 features, 70.0% accuracy
[2025-12-22T20:35:13.988835] [DEBUG] [LOCAL     ] Loaded configuration for GNE: 1 features, 80.0% accuracy
[2025-12-22T20:35:13.988895] [DEBUG] [LOCAL     ] Loaded configuration for HQI: 2 features, 70.0% accuracy
[2025-12-22T20:35:13.988955] [DEBUG] [LOCAL     ] Loaded configuration for WDC: 5 features, 80.0% accuracy
[2025-12-22T20:35:13.989027] [DEBUG] [LOCAL     ] Loaded configuration for MWA: 1 features, 60.0% accuracy
[2025-12-22T20:35:13.989100] [DEBUG] [LOCAL     ] Loaded configuration for CPB: 2 features, 80.0% accuracy
[2025-12-22T20:35:13.989160] [DEBUG] [LOCAL     ] Loaded configuration for LAB: 2 features, 60.0% accuracy
[2025-12-22T20:35:13.989225] [DEBUG] [LOCAL     ] Loaded configuration for CNSP: 3 features, 90.0% accuracy
[2025-12-22T20:35:13.989298] [DEBUG] [LOCAL     ] Loaded configuration for ILMN: 1 features, 70.0% accuracy
[2025-12-22T20:35:13.989370] [DEBUG] [LOCAL     ] Loaded configuration for DKL: 3 features, 80.0% accuracy
[2025-12-22T20:35:13.989431] [DEBUG] [LOCAL     ] Loaded configuration for RPID: 4 features, 70.0% accuracy
[2025-12-22T20:35:13.989491] [DEBUG] [LOCAL     ] Loaded configuration for TSDD: 3 features, 90.0% accuracy
[2025-12-22T20:35:13.989559] [DEBUG] [LOCAL     ] Loaded configuration for GPN: 3 features, 50.0% accuracy
[2025-12-22T20:35:13.989640] [DEBUG] [LOCAL     ] Loaded configuration for LBTYA: 6 features, 70.0% accuracy
[2025-12-22T20:35:13.989700] [DEBUG] [LOCAL     ] Loaded configuration for ARBB: 2 features, 90.0% accuracy
[2025-12-22T20:35:13.989781] [DEBUG] [LOCAL     ] Loaded configuration for NLOP: 4 features, 90.0% accuracy
[2025-12-22T20:35:13.989868] [DEBUG] [LOCAL     ] Loaded configuration for QCLN: 4 features, 80.0% accuracy
[2025-12-22T20:35:13.989964] [DEBUG] [LOCAL     ] Loaded configuration for TRGP: 2 features, 80.0% accuracy
[2025-12-22T20:35:13.990029] [DEBUG] [LOCAL     ] Loaded configuration for SHY: 1 features, 90.0% accuracy
[2025-12-22T20:35:13.990090] [DEBUG] [LOCAL     ] Loaded configuration for BND: 0 features, 50.0% accuracy
[2025-12-22T20:35:13.990153] [DEBUG] [LOCAL     ] Loaded configuration for WBTN: 6 features, 90.0% accuracy
[2025-12-22T20:35:13.990212] [DEBUG] [LOCAL     ] Loaded configuration for DMLP: 3 features, 80.0% accuracy
[2025-12-22T20:35:13.990270] [DEBUG] [LOCAL     ] Loaded configuration for INFY: 1 features, 80.0% accuracy
[2025-12-22T20:35:13.990338] [DEBUG] [LOCAL     ] Loaded configuration for GAIA: 2 features, 60.0% accuracy
[2025-12-22T20:35:13.990409] [DEBUG] [LOCAL     ] Loaded configuration for FTSL: 1 features, 70.0% accuracy
[2025-12-22T20:35:13.990471] [DEBUG] [LOCAL     ] Loaded configuration for DFP: 1 features, 60.0% accuracy
[2025-12-22T20:35:13.990530] [DEBUG] [LOCAL     ] Loaded configuration for PTC: 2 features, 80.0% accuracy
[2025-12-22T20:35:13.990611] [DEBUG] [LOCAL     ] Loaded configuration for KMX: 2 features, 90.0% accuracy
[2025-12-22T20:35:13.990674] [DEBUG] [LOCAL     ] Loaded configuration for TM: 4 features, 90.0% accuracy
[2025-12-22T20:35:13.990732] [DEBUG] [LOCAL     ] Loaded configuration for SMHI: 1 features, 70.0% accuracy
[2025-12-22T20:35:13.990791] [DEBUG] [LOCAL     ] Loaded configuration for BWEN: 4 features, 80.0% accuracy
[2025-12-22T20:35:13.990852] [DEBUG] [LOCAL     ] Loaded configuration for SIEB: 6 features, 90.0% accuracy
[2025-12-22T20:35:13.990911] [DEBUG] [LOCAL     ] Loaded configuration for INMD: 4 features, 100.0% accuracy
[2025-12-22T20:35:13.990987] [DEBUG] [LOCAL     ] Loaded configuration for AROC: 3 features, 80.0% accuracy
[2025-12-22T20:35:13.991060] [DEBUG] [LOCAL     ] Loaded configuration for MTN: 2 features, 80.0% accuracy
[2025-12-22T20:35:13.991149] [DEBUG] [LOCAL     ] Loaded configuration for MRM: 3 features, 80.0% accuracy
[2025-12-22T20:35:13.991217] [DEBUG] [LOCAL     ] Loaded configuration for ABEO: 3 features, 80.0% accuracy
[2025-12-22T20:35:13.991276] [DEBUG] [LOCAL     ] Loaded configuration for ESTC: 7 features, 90.0% accuracy
[2025-12-22T20:35:13.991338] [DEBUG] [LOCAL     ] Loaded configuration for CGEM: 1 features, 60.0% accuracy
[2025-12-22T20:35:13.991409] [DEBUG] [LOCAL     ] Loaded configuration for ZH: 4 features, 80.0% accuracy
[2025-12-22T20:35:13.991471] [DEBUG] [LOCAL     ] Loaded configuration for ARBE: 5 features, 70.0% accuracy
[2025-12-22T20:35:13.991529] [DEBUG] [LOCAL     ] Loaded configuration for PDLB: 2 features, 60.0% accuracy
[2025-12-22T20:35:13.991611] [DEBUG] [LOCAL     ] Loaded configuration for SIFY: 3 features, 80.0% accuracy
[2025-12-22T20:35:13.991695] [DEBUG] [LOCAL     ] Loaded configuration for FA: 0 features, 50.0% accuracy
[2025-12-22T20:35:13.991758] [DEBUG] [LOCAL     ] Loaded configuration for STI: 4 features, 70.0% accuracy
[2025-12-22T20:35:13.991828] [DEBUG] [LOCAL     ] Loaded configuration for STKS: 6 features, 80.0% accuracy
[2025-12-22T20:35:13.991890] [DEBUG] [LOCAL     ] Loaded configuration for DRH: 2 features, 70.0% accuracy
[2025-12-22T20:35:13.991950] [DEBUG] [LOCAL     ] Loaded configuration for SFB: 3 features, 80.0% accuracy
[2025-12-22T20:35:13.992010] [DEBUG] [LOCAL     ] Loaded configuration for FAF: 2 features, 80.0% accuracy
[2025-12-22T20:35:13.992068] [DEBUG] [LOCAL     ] Loaded configuration for ONB: 4 features, 100.0% accuracy
[2025-12-22T20:35:13.992126] [DEBUG] [LOCAL     ] Loaded configuration for TFC: 1 features, 70.0% accuracy
[2025-12-22T20:35:13.992185] [DEBUG] [LOCAL     ] Loaded configuration for NVS: 2 features, 90.0% accuracy
[2025-12-22T20:35:13.992245] [DEBUG] [LOCAL     ] Loaded configuration for NDMO: 6 features, 80.0% accuracy
[2025-12-22T20:35:13.992306] [DEBUG] [LOCAL     ] Loaded configuration for BOH: 1 features, 90.0% accuracy
[2025-12-22T20:35:13.992364] [DEBUG] [LOCAL     ] Loaded configuration for MMC: 2 features, 70.0% accuracy
[2025-12-22T20:35:13.992423] [DEBUG] [LOCAL     ] Loaded configuration for VEEE: 3 features, 90.0% accuracy
[2025-12-22T20:35:13.992481] [DEBUG] [LOCAL     ] Loaded configuration for STK: 3 features, 90.0% accuracy
[2025-12-22T20:35:13.992541] [DEBUG] [LOCAL     ] Loaded configuration for DEO: 0 features, 70.0% accuracy
[2025-12-22T20:35:13.992637] [DEBUG] [LOCAL     ] Loaded configuration for FERG: 3 features, 70.0% accuracy
[2025-12-22T20:35:13.992700] [DEBUG] [LOCAL     ] Loaded configuration for JILL: 3 features, 60.0% accuracy
[2025-12-22T20:35:13.992758] [DEBUG] [LOCAL     ] Loaded configuration for GNPX: 3 features, 70.0% accuracy
[2025-12-22T20:35:13.992817] [DEBUG] [LOCAL     ] Loaded configuration for INTC: 4 features, 90.0% accuracy
[2025-12-22T20:35:13.992877] [DEBUG] [LOCAL     ] Loaded configuration for PPIH: 1 features, 80.0% accuracy
[2025-12-22T20:35:13.992936] [DEBUG] [LOCAL     ] Loaded configuration for UBSI: 1 features, 80.0% accuracy
[2025-12-22T20:35:13.992996] [DEBUG] [LOCAL     ] Loaded configuration for OCGN: 2 features, 90.0% accuracy
[2025-12-22T20:35:13.993054] [DEBUG] [LOCAL     ] Loaded configuration for CIA: 1 features, 60.0% accuracy
[2025-12-22T20:35:13.993113] [DEBUG] [LOCAL     ] Loaded configuration for IFS: 4 features, 80.0% accuracy
[2025-12-22T20:35:13.993173] [DEBUG] [LOCAL     ] Loaded configuration for VTWO: 1 features, 70.0% accuracy
[2025-12-22T20:35:13.993234] [DEBUG] [LOCAL     ] Loaded configuration for DSGX: 4 features, 80.0% accuracy
[2025-12-22T20:35:13.993293] [DEBUG] [LOCAL     ] Loaded configuration for SPB: 2 features, 100.0% accuracy
[2025-12-22T20:35:13.993352] [DEBUG] [LOCAL     ] Loaded configuration for UMC: 1 features, 90.0% accuracy
[2025-12-22T20:35:13.993411] [DEBUG] [LOCAL     ] Loaded configuration for HOLO: 2 features, 90.0% accuracy
[2025-12-22T20:35:13.993471] [DEBUG] [LOCAL     ] Loaded configuration for TWI: 1 features, 80.0% accuracy
[2025-12-22T20:35:13.993528] [DEBUG] [LOCAL     ] Loaded configuration for LEGN: 2 features, 70.0% accuracy
[2025-12-22T20:35:13.993606] [DEBUG] [LOCAL     ] Loaded configuration for MLM: 1 features, 60.0% accuracy
[2025-12-22T20:35:13.993668] [DEBUG] [LOCAL     ] Loaded configuration for MASS: 5 features, 70.0% accuracy
[2025-12-22T20:35:13.993747] [DEBUG] [LOCAL     ] Loaded configuration for GCBC: 4 features, 80.0% accuracy
[2025-12-22T20:35:13.993809] [DEBUG] [LOCAL     ] Loaded configuration for ACM: 0 features, 90.0% accuracy
[2025-12-22T20:35:13.993908] [DEBUG] [LOCAL     ] Loaded configuration for TXRH: 3 features, 90.0% accuracy
[2025-12-22T20:35:13.993976] [DEBUG] [LOCAL     ] Loaded configuration for TPVG: 4 features, 60.0% accuracy
[2025-12-22T20:35:13.994036] [DEBUG] [LOCAL     ] Loaded configuration for AIRS: 5 features, 80.0% accuracy
[2025-12-22T20:35:13.994104] [DEBUG] [LOCAL     ] Loaded configuration for TDUP: 4 features, 70.0% accuracy
[2025-12-22T20:35:13.994175] [DEBUG] [LOCAL     ] Loaded configuration for SOXQ: 3 features, 60.0% accuracy
[2025-12-22T20:35:13.994236] [DEBUG] [LOCAL     ] Loaded configuration for ICOP: 2 features, 80.0% accuracy
[2025-12-22T20:35:13.994305] [DEBUG] [LOCAL     ] Loaded configuration for HNDL: 1 features, 70.0% accuracy
[2025-12-22T20:35:13.994376] [DEBUG] [LOCAL     ] Loaded configuration for CLLS: 3 features, 70.0% accuracy
[2025-12-22T20:35:13.994456] [DEBUG] [LOCAL     ] Loaded configuration for AAON: 1 features, 80.0% accuracy
[2025-12-22T20:35:13.994516] [DEBUG] [LOCAL     ] Loaded configuration for BGLC: 3 features, 90.0% accuracy
[2025-12-22T20:35:13.994596] [DEBUG] [LOCAL     ] Loaded configuration for HBANL: 1 features, 60.0% accuracy
[2025-12-22T20:35:13.994660] [DEBUG] [LOCAL     ] Loaded configuration for EYE: 2 features, 90.0% accuracy
[2025-12-22T20:35:13.994720] [DEBUG] [LOCAL     ] Loaded configuration for TCBX: 2 features, 70.0% accuracy
[2025-12-22T20:35:13.994779] [DEBUG] [LOCAL     ] Loaded configuration for PPH: 3 features, 90.0% accuracy
[2025-12-22T20:35:13.994839] [DEBUG] [LOCAL     ] Loaded configuration for KAI: 2 features, 60.0% accuracy
[2025-12-22T20:35:13.994897] [DEBUG] [LOCAL     ] Loaded configuration for GDEN: 1 features, 80.0% accuracy
[2025-12-22T20:35:13.994955] [DEBUG] [LOCAL     ] Loaded configuration for ATLO: 2 features, 100.0% accuracy
[2025-12-22T20:35:13.995017] [DEBUG] [LOCAL     ] Loaded configuration for NCNA: 2 features, 70.0% accuracy
[2025-12-22T20:35:13.995077] [DEBUG] [LOCAL     ] Loaded configuration for MKSI: 4 features, 80.0% accuracy
[2025-12-22T20:35:13.995136] [DEBUG] [LOCAL     ] Loaded configuration for SLM: 3 features, 70.0% accuracy
[2025-12-22T20:35:13.995195] [DEBUG] [LOCAL     ] Loaded configuration for MUC: 3 features, 90.0% accuracy
[2025-12-22T20:35:13.995255] [DEBUG] [LOCAL     ] Loaded configuration for FICS: 1 features, 70.0% accuracy
[2025-12-22T20:35:13.995314] [DEBUG] [LOCAL     ] Loaded configuration for JVA: 3 features, 90.0% accuracy
[2025-12-22T20:35:13.995372] [DEBUG] [LOCAL     ] Loaded configuration for REFI: 4 features, 90.0% accuracy
[2025-12-22T20:35:13.995431] [DEBUG] [LOCAL     ] Loaded configuration for ALLY: 2 features, 70.0% accuracy
[2025-12-22T20:35:13.995489] [DEBUG] [LOCAL     ] Loaded configuration for TWO: 2 features, 80.0% accuracy
[2025-12-22T20:35:13.995550] [DEBUG] [LOCAL     ] Loaded configuration for PCQ: 2 features, 60.0% accuracy
[2025-12-22T20:35:13.995644] [DEBUG] [LOCAL     ] Loaded configuration for ATEN: 1 features, 70.0% accuracy
[2025-12-22T20:35:13.995710] [DEBUG] [LOCAL     ] Loaded configuration for CNOB: 2 features, 70.0% accuracy
[2025-12-22T20:35:13.995772] [DEBUG] [LOCAL     ] Loaded configuration for OTEX: 5 features, 70.0% accuracy
[2025-12-22T20:35:13.995834] [DEBUG] [LOCAL     ] Loaded configuration for ICUI: 4 features, 70.0% accuracy
[2025-12-22T20:35:13.995895] [DEBUG] [LOCAL     ] Loaded configuration for FLYE: 5 features, 90.0% accuracy
[2025-12-22T20:35:13.995956] [DEBUG] [LOCAL     ] Loaded configuration for FIS: 3 features, 80.0% accuracy
[2025-12-22T20:35:13.996017] [DEBUG] [LOCAL     ] Loaded configuration for JD: 4 features, 50.0% accuracy
[2025-12-22T20:35:13.996079] [DEBUG] [LOCAL     ] Loaded configuration for OLP: 2 features, 70.0% accuracy
[2025-12-22T20:35:13.996141] [DEBUG] [LOCAL     ] Loaded configuration for C: 0 features, 80.0% accuracy
[2025-12-22T20:35:13.996201] [DEBUG] [LOCAL     ] Loaded configuration for VNOM: 2 features, 60.0% accuracy
[2025-12-22T20:35:13.996261] [DEBUG] [LOCAL     ] Loaded configuration for NISN: 1 features, 80.0% accuracy
[2025-12-22T20:35:13.996322] [DEBUG] [LOCAL     ] Loaded configuration for AVXL: 1 features, 50.0% accuracy
[2025-12-22T20:35:13.996383] [DEBUG] [LOCAL     ] Loaded configuration for TRMB: 3 features, 70.0% accuracy
[2025-12-22T20:35:13.996444] [DEBUG] [LOCAL     ] Loaded configuration for GOGO: 2 features, 50.0% accuracy
[2025-12-22T20:35:13.996525] [DEBUG] [LOCAL     ] Loaded configuration for SCLX: 1 features, 70.0% accuracy
[2025-12-22T20:35:13.996605] [DEBUG] [LOCAL     ] Loaded configuration for EOG: 1 features, 90.0% accuracy
[2025-12-22T20:35:13.996668] [DEBUG] [LOCAL     ] Loaded configuration for LCFY: 5 features, 90.0% accuracy
[2025-12-22T20:35:13.996727] [DEBUG] [LOCAL     ] Loaded configuration for ORN: 2 features, 60.0% accuracy
[2025-12-22T20:35:13.996785] [DEBUG] [LOCAL     ] Loaded configuration for QNCX: 1 features, 50.0% accuracy
[2025-12-22T20:35:13.996844] [DEBUG] [LOCAL     ] Loaded configuration for SFBS: 3 features, 80.0% accuracy
[2025-12-22T20:35:13.996913] [DEBUG] [LOCAL     ] Loaded configuration for SCVL: 2 features, 70.0% accuracy
[2025-12-22T20:35:13.996973] [DEBUG] [LOCAL     ] Loaded configuration for BOE: 1 features, 60.0% accuracy
[2025-12-22T20:35:13.997032] [DEBUG] [LOCAL     ] Loaded configuration for LC: 4 features, 80.0% accuracy
[2025-12-22T20:35:13.997098] [DEBUG] [LOCAL     ] Loaded configuration for SB: 1 features, 80.0% accuracy
[2025-12-22T20:35:13.997157] [DEBUG] [LOCAL     ] Loaded configuration for UTWO: 4 features, 80.0% accuracy
[2025-12-22T20:35:13.997248] [DEBUG] [LOCAL     ] Loaded configuration for VAC: 6 features, 90.0% accuracy
[2025-12-22T20:35:13.997346] [DEBUG] [LOCAL     ] Loaded configuration for CIVB: 4 features, 100.0% accuracy
[2025-12-22T20:35:13.997431] [DEBUG] [LOCAL     ] Loaded configuration for HYFM: 1 features, 70.0% accuracy
[2025-12-22T20:35:13.997493] [DEBUG] [LOCAL     ] Loaded configuration for SLVM: 4 features, 70.0% accuracy
[2025-12-22T20:35:13.997553] [DEBUG] [LOCAL     ] Loaded configuration for DDI: 2 features, 80.0% accuracy
[2025-12-22T20:35:13.997640] [DEBUG] [LOCAL     ] Loaded configuration for GD: 0 features, 90.0% accuracy
[2025-12-22T20:35:13.997706] [DEBUG] [LOCAL     ] Loaded configuration for STHO: 4 features, 80.0% accuracy
[2025-12-22T20:35:13.997766] [DEBUG] [LOCAL     ] Loaded configuration for BANX: 4 features, 90.0% accuracy
[2025-12-22T20:35:13.997836] [DEBUG] [LOCAL     ] Loaded configuration for SBUX: 0 features, 70.0% accuracy
[2025-12-22T20:35:13.997898] [DEBUG] [LOCAL     ] Loaded configuration for PHVS: 4 features, 60.0% accuracy
[2025-12-22T20:35:13.997958] [DEBUG] [LOCAL     ] Loaded configuration for AL: 2 features, 60.0% accuracy
[2025-12-22T20:35:13.998017] [DEBUG] [LOCAL     ] Loaded configuration for RDHL: 2 features, 60.0% accuracy
[2025-12-22T20:35:13.998076] [DEBUG] [LOCAL     ] Loaded configuration for MASI: 3 features, 80.0% accuracy
[2025-12-22T20:35:13.998135] [DEBUG] [LOCAL     ] Loaded configuration for OOMA: 0 features, 70.0% accuracy
[2025-12-22T20:35:13.998194] [DEBUG] [LOCAL     ] Loaded configuration for NVTS: 6 features, 90.0% accuracy
[2025-12-22T20:35:13.998252] [DEBUG] [LOCAL     ] Loaded configuration for IBTO: 2 features, 60.0% accuracy
[2025-12-22T20:35:13.998310] [DEBUG] [LOCAL     ] Loaded configuration for BOKF: 1 features, 70.0% accuracy
[2025-12-22T20:35:13.998369] [DEBUG] [LOCAL     ] Loaded configuration for LVS: 2 features, 80.0% accuracy
[2025-12-22T20:35:13.998428] [DEBUG] [LOCAL     ] Loaded configuration for BHFAM: 2 features, 90.0% accuracy
[2025-12-22T20:35:13.998487] [DEBUG] [LOCAL     ] Loaded configuration for BHF: 4 features, 80.0% accuracy
[2025-12-22T20:35:13.998546] [DEBUG] [LOCAL     ] Loaded configuration for NMM: 1 features, 80.0% accuracy
[2025-12-22T20:35:13.998626] [DEBUG] [LOCAL     ] Loaded configuration for ATHA: 2 features, 70.0% accuracy
[2025-12-22T20:35:13.998688] [DEBUG] [LOCAL     ] Loaded configuration for THQ: 5 features, 90.0% accuracy
[2025-12-22T20:35:13.998747] [DEBUG] [LOCAL     ] Loaded configuration for TRMD: 4 features, 90.0% accuracy
[2025-12-22T20:35:13.998806] [DEBUG] [LOCAL     ] Loaded configuration for SJM: 1 features, 70.0% accuracy
[2025-12-22T20:35:13.998876] [DEBUG] [LOCAL     ] Loaded configuration for ALLE: 3 features, 80.0% accuracy
[2025-12-22T20:35:13.998937] [DEBUG] [LOCAL     ] Loaded configuration for HGLB: 2 features, 60.0% accuracy
[2025-12-22T20:35:13.999054] [DEBUG] [LOCAL     ] Loaded configuration for ZURA: 0 features, 60.0% accuracy
[2025-12-22T20:35:13.999117] [DEBUG] [LOCAL     ] Loaded configuration for PFGC: 3 features, 90.0% accuracy
[2025-12-22T20:35:13.999176] [DEBUG] [LOCAL     ] Loaded configuration for ACLS: 3 features, 70.0% accuracy
[2025-12-22T20:35:13.999238] [DEBUG] [LOCAL     ] Loaded configuration for LNZA: 1 features, 90.0% accuracy
[2025-12-22T20:35:13.999307] [DEBUG] [LOCAL     ] Loaded configuration for IDA: 2 features, 60.0% accuracy
[2025-12-22T20:35:13.999371] [DEBUG] [LOCAL     ] Loaded configuration for HIVE: 3 features, 70.0% accuracy
[2025-12-22T20:35:13.999439] [DEBUG] [LOCAL     ] Loaded configuration for BKH: 1 features, 80.0% accuracy
[2025-12-22T20:35:13.999499] [DEBUG] [LOCAL     ] Loaded configuration for CLNN: 2 features, 70.0% accuracy
[2025-12-22T20:35:13.999558] [DEBUG] [LOCAL     ] Loaded configuration for BGH: 2 features, 70.0% accuracy
[2025-12-22T20:35:13.999642] [DEBUG] [LOCAL     ] Loaded configuration for ALHC: 1 features, 90.0% accuracy
[2025-12-22T20:35:13.999702] [DEBUG] [LOCAL     ] Loaded configuration for LOGI: 2 features, 70.0% accuracy
[2025-12-22T20:35:13.999770] [DEBUG] [LOCAL     ] Loaded configuration for DYN: 2 features, 70.0% accuracy
[2025-12-22T20:35:13.999832] [DEBUG] [LOCAL     ] Loaded configuration for TRMK: 3 features, 90.0% accuracy
[2025-12-22T20:35:13.999893] [DEBUG] [LOCAL     ] Loaded configuration for LIND: 0 features, 70.0% accuracy
[2025-12-22T20:35:13.999952] [DEBUG] [LOCAL     ] Loaded configuration for VLTO: 2 features, 60.0% accuracy
[2025-12-22T20:35:14.000012] [DEBUG] [LOCAL     ] Loaded configuration for OMC: 3 features, 80.0% accuracy
[2025-12-22T20:35:14.000070] [DEBUG] [LOCAL     ] Loaded configuration for WERN: 2 features, 80.0% accuracy
[2025-12-22T20:35:14.000141] [DEBUG] [LOCAL     ] Loaded configuration for BXSL: 3 features, 90.0% accuracy
[2025-12-22T20:35:14.000203] [DEBUG] [LOCAL     ] Loaded configuration for FN: 2 features, 60.0% accuracy
[2025-12-22T20:35:14.000272] [DEBUG] [LOCAL     ] Loaded configuration for MGPI: 2 features, 80.0% accuracy
[2025-12-22T20:35:14.000333] [DEBUG] [LOCAL     ] Loaded configuration for SON: 0 features, 60.0% accuracy
[2025-12-22T20:35:14.000393] [DEBUG] [LOCAL     ] Loaded configuration for SQQQ: 7 features, 90.0% accuracy
[2025-12-22T20:35:14.000451] [DEBUG] [LOCAL     ] Loaded configuration for ASGN: 2 features, 70.0% accuracy
[2025-12-22T20:35:14.000511] [DEBUG] [LOCAL     ] Loaded configuration for FLNG: 2 features, 70.0% accuracy
[2025-12-22T20:35:14.000603] [DEBUG] [LOCAL     ] Loaded configuration for BN: 3 features, 60.0% accuracy
[2025-12-22T20:35:14.000668] [DEBUG] [LOCAL     ] Loaded configuration for VCRB: 2 features, 90.0% accuracy
[2025-12-22T20:35:14.000729] [DEBUG] [LOCAL     ] Loaded configuration for DH: 3 features, 80.0% accuracy
[2025-12-22T20:35:14.000787] [DEBUG] [LOCAL     ] Loaded configuration for RVTY: 2 features, 60.0% accuracy
[2025-12-22T20:35:14.000846] [DEBUG] [LOCAL     ] Loaded configuration for MDXH: 1 features, 70.0% accuracy
[2025-12-22T20:35:14.000906] [DEBUG] [LOCAL     ] Loaded configuration for ACEL: 3 features, 80.0% accuracy
[2025-12-22T20:35:14.000964] [DEBUG] [LOCAL     ] Loaded configuration for LE: 1 features, 60.0% accuracy
[2025-12-22T20:35:14.001033] [DEBUG] [LOCAL     ] Loaded configuration for MODG: 3 features, 90.0% accuracy
[2025-12-22T20:35:14.001102] [DEBUG] [LOCAL     ] Loaded configuration for DB: 4 features, 70.0% accuracy
[2025-12-22T20:35:14.001164] [DEBUG] [LOCAL     ] Loaded configuration for SPSC: 1 features, 60.0% accuracy
[2025-12-22T20:35:14.001263] [DEBUG] [LOCAL     ] Loaded configuration for METCB: 2 features, 90.0% accuracy
[2025-12-22T20:35:14.001338] [DEBUG] [LOCAL     ] Loaded configuration for INDI: 1 features, 90.0% accuracy
[2025-12-22T20:35:14.001399] [DEBUG] [LOCAL     ] Loaded configuration for RHP: 3 features, 80.0% accuracy
[2025-12-22T20:35:14.001458] [DEBUG] [LOCAL     ] Loaded configuration for BNTC: 4 features, 70.0% accuracy
[2025-12-22T20:35:14.001517] [DEBUG] [LOCAL     ] Loaded configuration for CLF: 2 features, 60.0% accuracy
[2025-12-22T20:35:14.001604] [DEBUG] [LOCAL     ] Loaded configuration for MTLS: 1 features, 60.0% accuracy
[2025-12-22T20:35:14.001677] [DEBUG] [LOCAL     ] Loaded configuration for ENSC: 2 features, 80.0% accuracy
[2025-12-22T20:35:14.001739] [DEBUG] [LOCAL     ] Loaded configuration for JMIA: 3 features, 80.0% accuracy
[2025-12-22T20:35:14.001798] [DEBUG] [LOCAL     ] Loaded configuration for USEA: 2 features, 80.0% accuracy
[2025-12-22T20:35:14.001857] [DEBUG] [LOCAL     ] Loaded configuration for LX: 1 features, 70.0% accuracy
[2025-12-22T20:35:14.001916] [DEBUG] [LOCAL     ] Loaded configuration for BCE: 3 features, 80.0% accuracy
[2025-12-22T20:35:14.001974] [DEBUG] [LOCAL     ] Loaded configuration for CSWC: 3 features, 60.0% accuracy
[2025-12-22T20:35:14.002033] [DEBUG] [LOCAL     ] Loaded configuration for DXCM: 1 features, 60.0% accuracy
[2025-12-22T20:35:14.002093] [DEBUG] [LOCAL     ] Loaded configuration for TNC: 2 features, 70.0% accuracy
[2025-12-22T20:35:14.002152] [DEBUG] [LOCAL     ] Loaded configuration for CDC: 6 features, 90.0% accuracy
[2025-12-22T20:35:14.002211] [DEBUG] [LOCAL     ] Loaded configuration for DGRS: 1 features, 70.0% accuracy
[2025-12-22T20:35:14.002270] [DEBUG] [LOCAL     ] Loaded configuration for FRHC: 1 features, 70.0% accuracy
[2025-12-22T20:35:14.002330] [DEBUG] [LOCAL     ] Loaded configuration for SUSB: 2 features, 80.0% accuracy
[2025-12-22T20:35:14.002405] [DEBUG] [LOCAL     ] Loaded configuration for DLTH: 3 features, 80.0% accuracy
[2025-12-22T20:35:14.002474] [DEBUG] [LOCAL     ] Loaded configuration for BKE: 5 features, 80.0% accuracy
[2025-12-22T20:35:14.002536] [DEBUG] [LOCAL     ] Loaded configuration for BAX: 2 features, 70.0% accuracy
[2025-12-22T20:35:14.002620] [DEBUG] [LOCAL     ] Loaded configuration for LND: 0 features, 80.0% accuracy
[2025-12-22T20:35:14.002689] [DEBUG] [LOCAL     ] Loaded configuration for FCNCA: 0 features, 80.0% accuracy
[2025-12-22T20:35:14.002751] [DEBUG] [LOCAL     ] Loaded configuration for WOOD: 3 features, 90.0% accuracy
[2025-12-22T20:35:14.002809] [DEBUG] [LOCAL     ] Loaded configuration for CVGI: 2 features, 70.0% accuracy
[2025-12-22T20:35:14.002868] [DEBUG] [LOCAL     ] Loaded configuration for PDBC: 1 features, 90.0% accuracy
[2025-12-22T20:35:14.002926] [DEBUG] [LOCAL     ] Loaded configuration for ITRI: 2 features, 80.0% accuracy
[2025-12-22T20:35:14.002984] [DEBUG] [LOCAL     ] Loaded configuration for CELH: 1 features, 90.0% accuracy
[2025-12-22T20:35:14.003043] [DEBUG] [LOCAL     ] Loaded configuration for PK: 1 features, 70.0% accuracy
[2025-12-22T20:35:14.003101] [DEBUG] [LOCAL     ] Loaded configuration for BRO: 3 features, 80.0% accuracy
[2025-12-22T20:35:14.003162] [DEBUG] [LOCAL     ] Loaded configuration for SEE: 0 features, 80.0% accuracy
[2025-12-22T20:35:14.003221] [DEBUG] [LOCAL     ] Loaded configuration for REAL: 4 features, 60.0% accuracy
[2025-12-22T20:35:14.003290] [DEBUG] [LOCAL     ] Loaded configuration for OGN: 0 features, 70.0% accuracy
[2025-12-22T20:35:14.003351] [DEBUG] [LOCAL     ] Loaded configuration for SGC: 2 features, 60.0% accuracy
[2025-12-22T20:35:14.003411] [DEBUG] [LOCAL     ] Loaded configuration for LGI: 2 features, 60.0% accuracy
[2025-12-22T20:35:14.003479] [DEBUG] [LOCAL     ] Loaded configuration for GFI: 6 features, 90.0% accuracy
[2025-12-22T20:35:14.003538] [DEBUG] [LOCAL     ] Loaded configuration for ALLO: 0 features, 70.0% accuracy
[2025-12-22T20:35:14.003638] [DEBUG] [LOCAL     ] Loaded configuration for MMD: 2 features, 80.0% accuracy
[2025-12-22T20:35:14.003705] [DEBUG] [LOCAL     ] Loaded configuration for VRNS: 1 features, 70.0% accuracy
[2025-12-22T20:35:14.003763] [DEBUG] [LOCAL     ] Loaded configuration for NBB: 2 features, 70.0% accuracy
[2025-12-22T20:35:14.003823] [DEBUG] [LOCAL     ] Loaded configuration for QQQM: 5 features, 70.0% accuracy
[2025-12-22T20:35:14.003882] [DEBUG] [LOCAL     ] Loaded configuration for POOL: 2 features, 70.0% accuracy
[2025-12-22T20:35:14.003951] [DEBUG] [LOCAL     ] Loaded configuration for TTWO: 0 features, 80.0% accuracy
[2025-12-22T20:35:14.004019] [DEBUG] [LOCAL     ] Loaded configuration for DMB: 2 features, 80.0% accuracy
[2025-12-22T20:35:14.004079] [DEBUG] [LOCAL     ] Loaded configuration for PII: 3 features, 70.0% accuracy
[2025-12-22T20:35:14.004139] [DEBUG] [LOCAL     ] Loaded configuration for DVN: 2 features, 90.0% accuracy
[2025-12-22T20:35:14.004199] [DEBUG] [LOCAL     ] Loaded configuration for MNKD: 0 features, 80.0% accuracy
[2025-12-22T20:35:14.004257] [DEBUG] [LOCAL     ] Loaded configuration for ETB: 5 features, 80.0% accuracy
[2025-12-22T20:35:14.004318] [DEBUG] [LOCAL     ] Loaded configuration for BEAM: 2 features, 70.0% accuracy
[2025-12-22T20:35:14.004376] [DEBUG] [LOCAL     ] Loaded configuration for ORIC: 1 features, 80.0% accuracy
[2025-12-22T20:35:14.004434] [DEBUG] [LOCAL     ] Loaded configuration for POWL: 0 features, 70.0% accuracy
[2025-12-22T20:35:14.004494] [DEBUG] [LOCAL     ] Loaded configuration for FPI: 1 features, 80.0% accuracy
[2025-12-22T20:35:14.004552] [DEBUG] [LOCAL     ] Loaded configuration for PMO: 0 features, 60.0% accuracy
[2025-12-22T20:35:14.004634] [DEBUG] [LOCAL     ] Loaded configuration for PAYO: 3 features, 90.0% accuracy
[2025-12-22T20:35:14.004695] [DEBUG] [LOCAL     ] Loaded configuration for KYTX: 1 features, 80.0% accuracy
[2025-12-22T20:35:14.004768] [DEBUG] [LOCAL     ] Loaded configuration for EGP: 4 features, 80.0% accuracy
[2025-12-22T20:35:14.004878] [DEBUG] [LOCAL     ] Loaded configuration for SBAC: 1 features, 80.0% accuracy
[2025-12-22T20:35:14.004952] [DEBUG] [LOCAL     ] Loaded configuration for SDHY: 0 features, 80.0% accuracy
[2025-12-22T20:35:14.005015] [DEBUG] [LOCAL     ] Loaded configuration for EXPI: 4 features, 80.0% accuracy
[2025-12-22T20:35:14.005076] [DEBUG] [LOCAL     ] Loaded configuration for USFD: 3 features, 70.0% accuracy
[2025-12-22T20:35:14.005138] [DEBUG] [LOCAL     ] Loaded configuration for CCIF: 1 features, 80.0% accuracy
[2025-12-22T20:35:14.005218] [DEBUG] [LOCAL     ] Loaded configuration for LDSF: 3 features, 60.0% accuracy
[2025-12-22T20:35:14.005317] [DEBUG] [LOCAL     ] Loaded configuration for FDP: 3 features, 70.0% accuracy
[2025-12-22T20:35:14.005391] [DEBUG] [LOCAL     ] Loaded configuration for BSAC: 2 features, 80.0% accuracy
[2025-12-22T20:35:14.005453] [DEBUG] [LOCAL     ] Loaded configuration for MNY: 1 features, 90.0% accuracy
[2025-12-22T20:35:14.005514] [DEBUG] [LOCAL     ] Loaded configuration for FITBI: 4 features, 60.0% accuracy
[2025-12-22T20:35:14.005596] [DEBUG] [LOCAL     ] Loaded configuration for ANTX: 2 features, 50.0% accuracy
[2025-12-22T20:35:14.005660] [DEBUG] [LOCAL     ] Loaded configuration for NCA: 3 features, 80.0% accuracy
[2025-12-22T20:35:14.005720] [DEBUG] [LOCAL     ] Loaded configuration for SGHC: 2 features, 80.0% accuracy
[2025-12-22T20:35:14.005779] [DEBUG] [LOCAL     ] Loaded configuration for PTIX: 2 features, 60.0% accuracy
[2025-12-22T20:35:14.005838] [DEBUG] [LOCAL     ] Loaded configuration for RFI: 4 features, 80.0% accuracy
[2025-12-22T20:35:14.005897] [DEBUG] [LOCAL     ] Loaded configuration for HUM: 3 features, 100.0% accuracy
[2025-12-22T20:35:14.005956] [DEBUG] [LOCAL     ] Loaded configuration for OPRX: 5 features, 100.0% accuracy
[2025-12-22T20:35:14.006027] [DEBUG] [LOCAL     ] Loaded configuration for FIVE: 4 features, 80.0% accuracy
[2025-12-22T20:35:14.006089] [DEBUG] [LOCAL     ] Loaded configuration for SDVY: 2 features, 70.0% accuracy
[2025-12-22T20:35:14.006151] [DEBUG] [LOCAL     ] Loaded configuration for SPE: 2 features, 70.0% accuracy
[2025-12-22T20:35:14.006213] [DEBUG] [LOCAL     ] Loaded configuration for PCG: 2 features, 60.0% accuracy
[2025-12-22T20:35:14.006273] [DEBUG] [LOCAL     ] Loaded configuration for SFM: 2 features, 60.0% accuracy
[2025-12-22T20:35:14.006333] [DEBUG] [LOCAL     ] Loaded configuration for PASG: 3 features, 80.0% accuracy
[2025-12-22T20:35:14.006397] [DEBUG] [LOCAL     ] Loaded configuration for XENE: 6 features, 90.0% accuracy
[2025-12-22T20:35:14.006457] [DEBUG] [LOCAL     ] Loaded configuration for NRG: 2 features, 80.0% accuracy
[2025-12-22T20:35:14.006526] [DEBUG] [LOCAL     ] Loaded configuration for INSM: 2 features, 80.0% accuracy
[2025-12-22T20:35:14.006614] [DEBUG] [LOCAL     ] Loaded configuration for UPLD: 3 features, 100.0% accuracy
[2025-12-22T20:35:14.006684] [DEBUG] [LOCAL     ] Loaded configuration for WAL: 1 features, 70.0% accuracy
[2025-12-22T20:35:14.006745] [DEBUG] [LOCAL     ] Loaded configuration for THO: 4 features, 80.0% accuracy
[2025-12-22T20:35:14.006807] [DEBUG] [LOCAL     ] Loaded configuration for SOJD: 4 features, 80.0% accuracy
[2025-12-22T20:35:14.006867] [DEBUG] [LOCAL     ] Loaded configuration for OPAD: 2 features, 90.0% accuracy
[2025-12-22T20:35:14.006928] [DEBUG] [LOCAL     ] Loaded configuration for ABCB: 3 features, 80.0% accuracy
[2025-12-22T20:35:14.006999] [DEBUG] [LOCAL     ] Loaded configuration for AEM: 1 features, 70.0% accuracy
[2025-12-22T20:35:14.007065] [DEBUG] [LOCAL     ] Loaded configuration for FMC: 4 features, 80.0% accuracy
[2025-12-22T20:35:14.007126] [DEBUG] [LOCAL     ] Loaded configuration for UNMA: 4 features, 90.0% accuracy
[2025-12-22T20:35:14.007187] [DEBUG] [LOCAL     ] Loaded configuration for GIS: 5 features, 90.0% accuracy
[2025-12-22T20:35:14.007257] [DEBUG] [LOCAL     ] Loaded configuration for AFGC: 2 features, 70.0% accuracy
[2025-12-22T20:35:14.007320] [DEBUG] [LOCAL     ] Loaded configuration for FHB: 2 features, 80.0% accuracy
[2025-12-22T20:35:14.007380] [DEBUG] [LOCAL     ] Loaded configuration for USGO: 2 features, 80.0% accuracy
[2025-12-22T20:35:14.007440] [DEBUG] [LOCAL     ] Loaded configuration for SWZ: 1 features, 90.0% accuracy
[2025-12-22T20:35:14.007499] [DEBUG] [LOCAL     ] Loaded configuration for FRBA: 4 features, 100.0% accuracy
[2025-12-22T20:35:14.007558] [DEBUG] [LOCAL     ] Loaded configuration for LENZ: 3 features, 80.0% accuracy
[2025-12-22T20:35:14.007637] [DEBUG] [LOCAL     ] Loaded configuration for EBF: 3 features, 70.0% accuracy
[2025-12-22T20:35:14.007710] [DEBUG] [LOCAL     ] Loaded configuration for DBRG: 2 features, 90.0% accuracy
[2025-12-22T20:35:14.007772] [DEBUG] [LOCAL     ] Loaded configuration for OMCL: 4 features, 70.0% accuracy
[2025-12-22T20:35:14.007832] [DEBUG] [LOCAL     ] Loaded configuration for DAO: 0 features, 70.0% accuracy
[2025-12-22T20:35:14.007901] [DEBUG] [LOCAL     ] Loaded configuration for FTCI: 1 features, 80.0% accuracy
[2025-12-22T20:35:14.007963] [DEBUG] [LOCAL     ] Loaded configuration for VTS: 4 features, 90.0% accuracy
[2025-12-22T20:35:14.008031] [DEBUG] [LOCAL     ] Loaded configuration for OLPX: 2 features, 90.0% accuracy
[2025-12-22T20:35:14.008093] [DEBUG] [LOCAL     ] Loaded configuration for AIO: 4 features, 80.0% accuracy
[2025-12-22T20:35:14.008152] [DEBUG] [LOCAL     ] Loaded configuration for GTLS: 2 features, 60.0% accuracy
[2025-12-22T20:35:14.008210] [DEBUG] [LOCAL     ] Loaded configuration for BMEZ: 2 features, 90.0% accuracy
[2025-12-22T20:35:14.008289] [DEBUG] [LOCAL     ] Loaded configuration for BNGO: 3 features, 60.0% accuracy
[2025-12-22T20:35:14.008351] [DEBUG] [LOCAL     ] Loaded configuration for PSTL: 3 features, 90.0% accuracy
[2025-12-22T20:35:14.008411] [DEBUG] [LOCAL     ] Loaded configuration for GRMN: 2 features, 60.0% accuracy
[2025-12-22T20:35:14.008470] [DEBUG] [LOCAL     ] Loaded configuration for AXS: 2 features, 80.0% accuracy
[2025-12-22T20:35:14.008530] [DEBUG] [LOCAL     ] Loaded configuration for SPWH: 2 features, 80.0% accuracy
[2025-12-22T20:35:14.008611] [DEBUG] [LOCAL     ] Loaded configuration for S: 5 features, 90.0% accuracy
[2025-12-22T20:35:14.008674] [DEBUG] [LOCAL     ] Loaded configuration for KBWP: 3 features, 80.0% accuracy
[2025-12-22T20:35:14.008735] [DEBUG] [LOCAL     ] Loaded configuration for TNXP: 3 features, 60.0% accuracy
[2025-12-22T20:35:14.008796] [DEBUG] [LOCAL     ] Loaded configuration for QYLD: 4 features, 60.0% accuracy
[2025-12-22T20:35:14.008858] [DEBUG] [LOCAL     ] Loaded configuration for VKQ: 1 features, 80.0% accuracy
[2025-12-22T20:35:14.008917] [DEBUG] [LOCAL     ] Loaded configuration for BSMQ: 2 features, 80.0% accuracy
[2025-12-22T20:35:14.008984] [DEBUG] [LOCAL     ] Loaded configuration for ARM: 3 features, 90.0% accuracy
[2025-12-22T20:35:14.009070] [DEBUG] [LOCAL     ] Loaded configuration for VS: 1 features, 70.0% accuracy
[2025-12-22T20:35:14.009140] [DEBUG] [LOCAL     ] Loaded configuration for NE: 0 features, 60.0% accuracy
[2025-12-22T20:35:14.009202] [DEBUG] [LOCAL     ] Loaded configuration for FTS: 0 features, 60.0% accuracy
[2025-12-22T20:35:14.009262] [DEBUG] [LOCAL     ] Loaded configuration for IBB: 4 features, 90.0% accuracy
[2025-12-22T20:35:14.009320] [DEBUG] [LOCAL     ] Loaded configuration for CCO: 1 features, 70.0% accuracy
[2025-12-22T20:35:14.009382] [DEBUG] [LOCAL     ] Loaded configuration for SSYS: 3 features, 90.0% accuracy
[2025-12-22T20:35:14.009441] [DEBUG] [LOCAL     ] Loaded configuration for VRIG: 0 features, 80.0% accuracy
[2025-12-22T20:35:14.009501] [DEBUG] [LOCAL     ] Loaded configuration for VOD: 3 features, 80.0% accuracy
[2025-12-22T20:35:14.009586] [DEBUG] [LOCAL     ] Loaded configuration for RELX: 0 features, 60.0% accuracy
[2025-12-22T20:35:14.009661] [DEBUG] [LOCAL     ] Loaded configuration for HSCS: 2 features, 80.0% accuracy
[2025-12-22T20:35:14.009739] [DEBUG] [LOCAL     ] Loaded configuration for HITI: 0 features, 80.0% accuracy
[2025-12-22T20:35:14.009799] [DEBUG] [LOCAL     ] Loaded configuration for FDIG: 0 features, 70.0% accuracy
[2025-12-22T20:35:14.009860] [DEBUG] [LOCAL     ] Loaded configuration for HAFC: 4 features, 70.0% accuracy
[2025-12-22T20:35:14.009920] [DEBUG] [LOCAL     ] Loaded configuration for AMP: 1 features, 70.0% accuracy
[2025-12-22T20:35:14.009979] [DEBUG] [LOCAL     ] Loaded configuration for BCPC: 2 features, 60.0% accuracy
[2025-12-22T20:35:14.010037] [DEBUG] [LOCAL     ] Loaded configuration for CBL: 3 features, 80.0% accuracy
[2025-12-22T20:35:14.010097] [DEBUG] [LOCAL     ] Loaded configuration for FRSH: 4 features, 70.0% accuracy
[2025-12-22T20:35:14.010154] [DEBUG] [LOCAL     ] Loaded configuration for WPP: 0 features, 60.0% accuracy
[2025-12-22T20:35:14.010212] [DEBUG] [LOCAL     ] Loaded configuration for QTUM: 3 features, 70.0% accuracy
[2025-12-22T20:35:14.010270] [DEBUG] [LOCAL     ] Loaded configuration for PECO: 2 features, 80.0% accuracy
[2025-12-22T20:35:14.010330] [DEBUG] [LOCAL     ] Loaded configuration for CVX: 3 features, 60.0% accuracy
[2025-12-22T20:35:14.010389] [DEBUG] [LOCAL     ] Loaded configuration for LAZ: 1 features, 70.0% accuracy
[2025-12-22T20:35:14.010449] [DEBUG] [LOCAL     ] Loaded configuration for ADEA: 3 features, 80.0% accuracy
[2025-12-22T20:35:14.010508] [DEBUG] [LOCAL     ] Loaded configuration for NEGG: 1 features, 70.0% accuracy
[2025-12-22T20:35:14.010567] [DEBUG] [LOCAL     ] Loaded configuration for ICL: 0 features, 70.0% accuracy
[2025-12-22T20:35:14.010653] [DEBUG] [LOCAL     ] Loaded configuration for CRM: 2 features, 80.0% accuracy
[2025-12-22T20:35:14.010713] [DEBUG] [LOCAL     ] Loaded configuration for CNM: 2 features, 60.0% accuracy
[2025-12-22T20:35:14.010772] [DEBUG] [LOCAL     ] Loaded configuration for TEAM: 1 features, 80.0% accuracy
[2025-12-22T20:35:14.010879] [DEBUG] [LOCAL     ] Loaded configuration for TCX: 2 features, 70.0% accuracy
[2025-12-22T20:35:14.010972] [DEBUG] [LOCAL     ] Loaded configuration for DTG: 3 features, 80.0% accuracy
[2025-12-22T20:35:14.011035] [DEBUG] [LOCAL     ] Loaded configuration for STNE: 6 features, 80.0% accuracy
[2025-12-22T20:35:14.011106] [DEBUG] [LOCAL     ] Loaded configuration for DEI: 4 features, 90.0% accuracy
[2025-12-22T20:35:14.011176] [DEBUG] [LOCAL     ] Loaded configuration for ARLP: 4 features, 100.0% accuracy
[2025-12-22T20:35:14.011245] [DEBUG] [LOCAL     ] Loaded configuration for DTB: 3 features, 80.0% accuracy
[2025-12-22T20:35:14.011307] [DEBUG] [LOCAL     ] Loaded configuration for MSM: 2 features, 80.0% accuracy
[2025-12-22T20:35:14.011376] [DEBUG] [LOCAL     ] Loaded configuration for HSHP: 3 features, 80.0% accuracy
[2025-12-22T20:35:14.011444] [DEBUG] [LOCAL     ] Loaded configuration for IBTJ: 3 features, 80.0% accuracy
[2025-12-22T20:35:14.011513] [DEBUG] [LOCAL     ] Loaded configuration for COF: 1 features, 70.0% accuracy
[2025-12-22T20:35:14.011591] [DEBUG] [LOCAL     ] Loaded configuration for UNTY: 2 features, 80.0% accuracy
[2025-12-22T20:35:14.011655] [DEBUG] [LOCAL     ] Loaded configuration for NPCE: 2 features, 80.0% accuracy
[2025-12-22T20:35:14.011714] [DEBUG] [LOCAL     ] Loaded configuration for WSFS: 3 features, 70.0% accuracy
[2025-12-22T20:35:14.011773] [DEBUG] [LOCAL     ] Loaded configuration for WTI: 2 features, 90.0% accuracy
[2025-12-22T20:35:14.011832] [DEBUG] [LOCAL     ] Loaded configuration for OXSQ: 5 features, 60.0% accuracy
[2025-12-22T20:35:14.011890] [DEBUG] [LOCAL     ] Loaded configuration for SLAB: 3 features, 70.0% accuracy
[2025-12-22T20:35:14.011949] [DEBUG] [LOCAL     ] Loaded configuration for BMRA: 1 features, 80.0% accuracy
[2025-12-22T20:35:14.012007] [DEBUG] [LOCAL     ] Loaded configuration for AISP: 3 features, 70.0% accuracy
[2025-12-22T20:35:14.012066] [DEBUG] [LOCAL     ] Loaded configuration for TSI: 0 features, 70.0% accuracy
[2025-12-22T20:35:14.012124] [DEBUG] [LOCAL     ] Loaded configuration for MOFG: 2 features, 80.0% accuracy
[2025-12-22T20:35:14.012182] [DEBUG] [LOCAL     ] Loaded configuration for MFG: 2 features, 70.0% accuracy
[2025-12-22T20:35:14.012241] [DEBUG] [LOCAL     ] Loaded configuration for EMN: 1 features, 90.0% accuracy
[2025-12-22T20:35:14.012299] [DEBUG] [LOCAL     ] Loaded configuration for MRUS: 2 features, 90.0% accuracy
[2025-12-22T20:35:14.012357] [DEBUG] [LOCAL     ] Loaded configuration for RDCM: 4 features, 70.0% accuracy
[2025-12-22T20:35:14.012417] [DEBUG] [LOCAL     ] Loaded configuration for NXPI: 6 features, 70.0% accuracy
[2025-12-22T20:35:14.012475] [DEBUG] [LOCAL     ] Loaded configuration for JOBY: 2 features, 60.0% accuracy
[2025-12-22T20:35:14.012535] [DEBUG] [LOCAL     ] Loaded configuration for UHAL: 4 features, 80.0% accuracy
[2025-12-22T20:35:14.012612] [DEBUG] [LOCAL     ] Loaded configuration for ZBH: 4 features, 90.0% accuracy
[2025-12-22T20:35:14.012672] [DEBUG] [LOCAL     ] Loaded configuration for INOD: 2 features, 60.0% accuracy
[2025-12-22T20:35:14.012731] [DEBUG] [LOCAL     ] Loaded configuration for EMO: 5 features, 70.0% accuracy
[2025-12-22T20:35:14.012789] [DEBUG] [LOCAL     ] Loaded configuration for MHN: 2 features, 70.0% accuracy
[2025-12-22T20:35:14.012869] [DEBUG] [LOCAL     ] Loaded configuration for ULCC: 3 features, 100.0% accuracy
[2025-12-22T20:35:14.012930] [DEBUG] [LOCAL     ] Loaded configuration for FHTX: 3 features, 70.0% accuracy
[2025-12-22T20:35:14.012991] [DEBUG] [LOCAL     ] Loaded configuration for KVHI: 1 features, 70.0% accuracy
[2025-12-22T20:35:14.013050] [DEBUG] [LOCAL     ] Loaded configuration for CBUS: 5 features, 90.0% accuracy
[2025-12-22T20:35:14.013111] [DEBUG] [LOCAL     ] Loaded configuration for DNTH: 4 features, 90.0% accuracy
[2025-12-22T20:35:14.013170] [DEBUG] [LOCAL     ] Loaded configuration for QCRH: 2 features, 70.0% accuracy
[2025-12-22T20:35:14.013267] [DEBUG] [LOCAL     ] Loaded configuration for BLFS: 2 features, 80.0% accuracy
[2025-12-22T20:35:14.013354] [DEBUG] [LOCAL     ] Loaded configuration for CALM: 3 features, 60.0% accuracy
[2025-12-22T20:35:14.013418] [DEBUG] [LOCAL     ] Loaded configuration for SSTK: 2 features, 80.0% accuracy
[2025-12-22T20:35:14.013477] [DEBUG] [LOCAL     ] Loaded configuration for ERIC: 2 features, 70.0% accuracy
[2025-12-22T20:35:14.013548] [DEBUG] [LOCAL     ] Loaded configuration for EZGO: 1 features, 90.0% accuracy
[2025-12-22T20:35:14.013630] [DEBUG] [LOCAL     ] Loaded configuration for KNSA: 3 features, 80.0% accuracy
[2025-12-22T20:35:14.013690] [DEBUG] [LOCAL     ] Loaded configuration for MPAA: 3 features, 80.0% accuracy
[2025-12-22T20:35:14.013750] [DEBUG] [LOCAL     ] Loaded configuration for UBFO: 4 features, 60.0% accuracy
[2025-12-22T20:35:14.013809] [DEBUG] [LOCAL     ] Loaded configuration for HRB: 4 features, 80.0% accuracy
[2025-12-22T20:35:14.013878] [DEBUG] [LOCAL     ] Loaded configuration for XGN: 3 features, 60.0% accuracy
[2025-12-22T20:35:14.013948] [DEBUG] [LOCAL     ] Loaded configuration for MOD: 1 features, 90.0% accuracy
[2025-12-22T20:35:14.014008] [DEBUG] [LOCAL     ] Loaded configuration for VYX: 3 features, 80.0% accuracy
[2025-12-22T20:35:14.014067] [DEBUG] [LOCAL     ] Loaded configuration for EIX: 3 features, 70.0% accuracy
[2025-12-22T20:35:14.014129] [DEBUG] [LOCAL     ] Loaded configuration for PUMP: 3 features, 80.0% accuracy
[2025-12-22T20:35:14.014191] [DEBUG] [LOCAL     ] Loaded configuration for ARDX: 3 features, 90.0% accuracy
[2025-12-22T20:35:14.014254] [DEBUG] [LOCAL     ] Loaded configuration for NITO: 3 features, 70.0% accuracy
[2025-12-22T20:35:14.014327] [DEBUG] [LOCAL     ] Loaded configuration for NAMS: 4 features, 90.0% accuracy
[2025-12-22T20:35:14.014390] [DEBUG] [LOCAL     ] Loaded configuration for ETY: 1 features, 80.0% accuracy
[2025-12-22T20:35:14.014451] [DEBUG] [LOCAL     ] Loaded configuration for A: 2 features, 80.0% accuracy
[2025-12-22T20:35:14.014524] [DEBUG] [LOCAL     ] Loaded configuration for LOB: 1 features, 70.0% accuracy
[2025-12-22T20:35:14.014611] [DEBUG] [LOCAL     ] Loaded configuration for KOPN: 1 features, 50.0% accuracy
[2025-12-22T20:35:14.014678] [DEBUG] [LOCAL     ] Loaded configuration for NPK: 4 features, 70.0% accuracy
[2025-12-22T20:35:14.014739] [DEBUG] [LOCAL     ] Loaded configuration for IMAX: 2 features, 70.0% accuracy
[2025-12-22T20:35:14.014800] [DEBUG] [LOCAL     ] Loaded configuration for TSLS: 2 features, 90.0% accuracy
[2025-12-22T20:35:14.014861] [DEBUG] [LOCAL     ] Loaded configuration for ZIM: 0 features, 70.0% accuracy
[2025-12-22T20:35:14.014921] [DEBUG] [LOCAL     ] Loaded configuration for BSJQ: 4 features, 70.0% accuracy
[2025-12-22T20:35:14.014982] [DEBUG] [LOCAL     ] Loaded configuration for WAVE: 1 features, 90.0% accuracy
[2025-12-22T20:35:14.015043] [DEBUG] [LOCAL     ] Loaded configuration for HURC: 3 features, 80.0% accuracy
[2025-12-22T20:35:14.015106] [DEBUG] [LOCAL     ] Loaded configuration for CWD: 4 features, 80.0% accuracy
[2025-12-22T20:35:14.015166] [DEBUG] [LOCAL     ] Loaded configuration for BRC: 2 features, 70.0% accuracy
[2025-12-22T20:35:14.015227] [DEBUG] [LOCAL     ] Loaded configuration for BA: 1 features, 80.0% accuracy
[2025-12-22T20:35:14.015287] [DEBUG] [LOCAL     ] Loaded configuration for MSTX: 4 features, 90.0% accuracy
[2025-12-22T20:35:14.015347] [DEBUG] [LOCAL     ] Loaded configuration for PFN: 2 features, 80.0% accuracy
[2025-12-22T20:35:14.015408] [DEBUG] [LOCAL     ] Loaded configuration for KNSL: 3 features, 80.0% accuracy
[2025-12-22T20:35:14.015469] [DEBUG] [LOCAL     ] Loaded configuration for KOF: 3 features, 60.0% accuracy
[2025-12-22T20:35:14.015530] [DEBUG] [LOCAL     ] Loaded configuration for EQH: 3 features, 70.0% accuracy
[2025-12-22T20:35:14.015620] [DEBUG] [LOCAL     ] Loaded configuration for BSL: 3 features, 70.0% accuracy
[2025-12-22T20:35:14.015685] [DEBUG] [LOCAL     ] Loaded configuration for KELYA: 1 features, 70.0% accuracy
[2025-12-22T20:35:14.015746] [DEBUG] [LOCAL     ] Loaded configuration for RITM: 2 features, 80.0% accuracy
[2025-12-22T20:35:14.015806] [DEBUG] [LOCAL     ] Loaded configuration for FRA: 1 features, 70.0% accuracy
[2025-12-22T20:35:14.015867] [DEBUG] [LOCAL     ] Loaded configuration for STLA: 3 features, 80.0% accuracy
[2025-12-22T20:35:14.015928] [DEBUG] [LOCAL     ] Loaded configuration for HPK: 1 features, 80.0% accuracy
[2025-12-22T20:35:14.015990] [DEBUG] [LOCAL     ] Loaded configuration for OM: 1 features, 60.0% accuracy
[2025-12-22T20:35:14.016050] [DEBUG] [LOCAL     ] Loaded configuration for ACGLN: 2 features, 70.0% accuracy
[2025-12-22T20:35:14.016119] [DEBUG] [LOCAL     ] Loaded configuration for RCI: 2 features, 90.0% accuracy
[2025-12-22T20:35:14.016180] [DEBUG] [LOCAL     ] Loaded configuration for RGP: 2 features, 80.0% accuracy
[2025-12-22T20:35:14.016239] [DEBUG] [LOCAL     ] Loaded configuration for NYXH: 0 features, 60.0% accuracy
[2025-12-22T20:35:14.016298] [DEBUG] [LOCAL     ] Loaded configuration for AIFF: 4 features, 80.0% accuracy
[2025-12-22T20:35:14.016376] [DEBUG] [LOCAL     ] Loaded configuration for MCN: 4 features, 70.0% accuracy
[2025-12-22T20:35:14.016438] [DEBUG] [LOCAL     ] Loaded configuration for SWKS: 2 features, 70.0% accuracy
[2025-12-22T20:35:14.016496] [DEBUG] [LOCAL     ] Loaded configuration for CSGP: 2 features, 80.0% accuracy
[2025-12-22T20:35:14.016565] [DEBUG] [LOCAL     ] Loaded configuration for NBTB: 6 features, 70.0% accuracy
[2025-12-22T20:35:14.016643] [DEBUG] [LOCAL     ] Loaded configuration for HYI: 1 features, 90.0% accuracy
[2025-12-22T20:35:14.016703] [DEBUG] [LOCAL     ] Loaded configuration for TRDA: 3 features, 60.0% accuracy
[2025-12-22T20:35:14.016761] [DEBUG] [LOCAL     ] Loaded configuration for SKE: 1 features, 70.0% accuracy
[2025-12-22T20:35:14.016821] [DEBUG] [LOCAL     ] Loaded configuration for MAC: 2 features, 60.0% accuracy
[2025-12-22T20:35:14.016879] [DEBUG] [LOCAL     ] Loaded configuration for OKE: 3 features, 80.0% accuracy
[2025-12-22T20:35:14.016938] [DEBUG] [LOCAL     ] Loaded configuration for ZS: 3 features, 90.0% accuracy
[2025-12-22T20:35:14.016998] [DEBUG] [LOCAL     ] Loaded configuration for XPEL: 1 features, 70.0% accuracy
[2025-12-22T20:35:14.017056] [DEBUG] [LOCAL     ] Loaded configuration for BIB: 1 features, 80.0% accuracy
[2025-12-22T20:35:14.017126] [DEBUG] [LOCAL     ] Loaded configuration for SPG: 0 features, 70.0% accuracy
[2025-12-22T20:35:14.017209] [DEBUG] [LOCAL     ] Loaded configuration for JFIN: 2 features, 70.0% accuracy
[2025-12-22T20:35:14.017288] [DEBUG] [LOCAL     ] Loaded configuration for BLKB: 2 features, 80.0% accuracy
[2025-12-22T20:35:14.017350] [DEBUG] [LOCAL     ] Loaded configuration for ROAD: 2 features, 70.0% accuracy
[2025-12-22T20:35:14.017410] [DEBUG] [LOCAL     ] Loaded configuration for CBRE: 4 features, 80.0% accuracy
[2025-12-22T20:35:14.017492] [DEBUG] [LOCAL     ] Loaded configuration for SHIP: 3 features, 90.0% accuracy
[2025-12-22T20:35:14.017553] [DEBUG] [LOCAL     ] Loaded configuration for IMXI: 1 features, 70.0% accuracy
[2025-12-22T20:35:14.017636] [DEBUG] [LOCAL     ] Loaded configuration for SBS: 1 features, 70.0% accuracy
[2025-12-22T20:35:14.017706] [DEBUG] [LOCAL     ] Loaded configuration for PFH: 1 features, 80.0% accuracy
[2025-12-22T20:35:14.017769] [DEBUG] [LOCAL     ] Loaded configuration for EDBL: 1 features, 80.0% accuracy
[2025-12-22T20:35:14.017830] [DEBUG] [LOCAL     ] Loaded configuration for PBFS: 3 features, 60.0% accuracy
[2025-12-22T20:35:14.017889] [DEBUG] [LOCAL     ] Loaded configuration for SNAP: 2 features, 70.0% accuracy
[2025-12-22T20:35:14.017947] [DEBUG] [LOCAL     ] Loaded configuration for SOGP: 0 features, 80.0% accuracy
[2025-12-22T20:35:14.018007] [DEBUG] [LOCAL     ] Loaded configuration for PEBO: 0 features, 70.0% accuracy
[2025-12-22T20:35:14.018067] [DEBUG] [LOCAL     ] Loaded configuration for RTO: 3 features, 80.0% accuracy
[2025-12-22T20:35:14.018126] [DEBUG] [LOCAL     ] Loaded configuration for PSF: 3 features, 80.0% accuracy
[2025-12-22T20:35:14.018197] [DEBUG] [LOCAL     ] Loaded configuration for ALNY: 3 features, 70.0% accuracy
[2025-12-22T20:35:14.018260] [DEBUG] [LOCAL     ] Loaded configuration for PSN: 0 features, 90.0% accuracy
[2025-12-22T20:35:14.018348] [DEBUG] [LOCAL     ] Loaded configuration for GEOS: 3 features, 70.0% accuracy
[2025-12-22T20:35:14.018428] [DEBUG] [LOCAL     ] Loaded configuration for COLB: 2 features, 80.0% accuracy
[2025-12-22T20:35:14.018490] [DEBUG] [LOCAL     ] Loaded configuration for SNN: 3 features, 90.0% accuracy
[2025-12-22T20:35:14.018550] [DEBUG] [LOCAL     ] Loaded configuration for DIBS: 0 features, 80.0% accuracy
[2025-12-22T20:35:14.018633] [DEBUG] [LOCAL     ] Loaded configuration for ACWI: 1 features, 80.0% accuracy
[2025-12-22T20:35:14.018704] [DEBUG] [LOCAL     ] Loaded configuration for PDS: 2 features, 80.0% accuracy
[2025-12-22T20:35:14.018766] [DEBUG] [LOCAL     ] Loaded configuration for STRL: 3 features, 80.0% accuracy
[2025-12-22T20:35:14.018825] [DEBUG] [LOCAL     ] Loaded configuration for FTI: 4 features, 90.0% accuracy
[2025-12-22T20:35:14.018894] [DEBUG] [LOCAL     ] Loaded configuration for DHX: 2 features, 90.0% accuracy
[2025-12-22T20:35:14.018954] [DEBUG] [LOCAL     ] Loaded configuration for CHEF: 1 features, 70.0% accuracy
[2025-12-22T20:35:14.019041] [DEBUG] [LOCAL     ] Loaded configuration for LNG: 3 features, 70.0% accuracy
[2025-12-22T20:35:14.019105] [DEBUG] [LOCAL     ] Loaded configuration for ANNX: 2 features, 60.0% accuracy
[2025-12-22T20:35:14.019165] [DEBUG] [LOCAL     ] Loaded configuration for WSO: 1 features, 80.0% accuracy
[2025-12-22T20:35:14.019225] [DEBUG] [LOCAL     ] Loaded configuration for CNS: 4 features, 100.0% accuracy
[2025-12-22T20:35:14.019284] [DEBUG] [LOCAL     ] Loaded configuration for BWG: 2 features, 80.0% accuracy
[2025-12-22T20:35:14.019342] [DEBUG] [LOCAL     ] Loaded configuration for FNX: 2 features, 70.0% accuracy
[2025-12-22T20:35:14.019412] [DEBUG] [LOCAL     ] Loaded configuration for NEXN: 2 features, 70.0% accuracy
[2025-12-22T20:35:14.019482] [DEBUG] [LOCAL     ] Loaded configuration for LXP: 1 features, 80.0% accuracy
[2025-12-22T20:35:14.019542] [DEBUG] [LOCAL     ] Loaded configuration for PAYC: 1 features, 70.0% accuracy
[2025-12-22T20:35:14.019628] [DEBUG] [LOCAL     ] Loaded configuration for AGNCM: 3 features, 100.0% accuracy
[2025-12-22T20:35:14.019690] [DEBUG] [LOCAL     ] Loaded configuration for SNX: 3 features, 80.0% accuracy
[2025-12-22T20:35:14.019750] [DEBUG] [LOCAL     ] Loaded configuration for LESL: 1 features, 70.0% accuracy
[2025-12-22T20:35:14.019810] [DEBUG] [LOCAL     ] Loaded configuration for ABM: 2 features, 80.0% accuracy
[2025-12-22T20:35:14.019881] [DEBUG] [LOCAL     ] Loaded configuration for AZZ: 1 features, 80.0% accuracy
[2025-12-22T20:35:14.019941] [DEBUG] [LOCAL     ] Loaded configuration for PRDO: 3 features, 80.0% accuracy
[2025-12-22T20:35:14.020002] [DEBUG] [LOCAL     ] Loaded configuration for BSLK: 2 features, 80.0% accuracy
[2025-12-22T20:35:14.020061] [DEBUG] [LOCAL     ] Loaded configuration for AIG: 3 features, 90.0% accuracy
[2025-12-22T20:35:14.020120] [DEBUG] [LOCAL     ] Loaded configuration for SIRI: 3 features, 80.0% accuracy
[2025-12-22T20:35:14.020179] [DEBUG] [LOCAL     ] Loaded configuration for GAB: 1 features, 90.0% accuracy
[2025-12-22T20:35:14.020239] [DEBUG] [LOCAL     ] Loaded configuration for HIX: 1 features, 70.0% accuracy
[2025-12-22T20:35:14.020298] [DEBUG] [LOCAL     ] Loaded configuration for DINO: 2 features, 80.0% accuracy
[2025-12-22T20:35:14.020356] [DEBUG] [LOCAL     ] Loaded configuration for AMPX: 4 features, 90.0% accuracy
[2025-12-22T20:35:14.020415] [DEBUG] [LOCAL     ] Loaded configuration for OC: 4 features, 70.0% accuracy
[2025-12-22T20:35:14.020475] [DEBUG] [LOCAL     ] Loaded configuration for NNDM: 1 features, 70.0% accuracy
[2025-12-22T20:35:14.020535] [DEBUG] [LOCAL     ] Loaded configuration for UVE: 2 features, 80.0% accuracy
[2025-12-22T20:35:14.020613] [DEBUG] [LOCAL     ] Loaded configuration for GABC: 2 features, 70.0% accuracy
[2025-12-22T20:35:14.020675] [DEBUG] [LOCAL     ] Loaded configuration for RMNI: 4 features, 70.0% accuracy
[2025-12-22T20:35:14.020735] [DEBUG] [LOCAL     ] Loaded configuration for HWKN: 2 features, 80.0% accuracy
[2025-12-22T20:35:14.020794] [DEBUG] [LOCAL     ] Loaded configuration for ZNTL: 2 features, 40.0% accuracy
[2025-12-22T20:35:14.020852] [DEBUG] [LOCAL     ] Loaded configuration for GNOM: 2 features, 80.0% accuracy
[2025-12-22T20:35:14.020921] [DEBUG] [LOCAL     ] Loaded configuration for MSI: 4 features, 70.0% accuracy
[2025-12-22T20:35:14.020983] [DEBUG] [LOCAL     ] Loaded configuration for CACI: 1 features, 80.0% accuracy
[2025-12-22T20:35:14.021042] [DEBUG] [LOCAL     ] Loaded configuration for LVHD: 4 features, 70.0% accuracy
[2025-12-22T20:35:14.021101] [DEBUG] [LOCAL     ] Loaded configuration for EGAN: 3 features, 70.0% accuracy
[2025-12-22T20:35:14.021173] [DEBUG] [LOCAL     ] Loaded configuration for MPA: 3 features, 80.0% accuracy
[2025-12-22T20:35:14.021235] [DEBUG] [LOCAL     ] Loaded configuration for HRTX: 1 features, 70.0% accuracy
[2025-12-22T20:35:14.021303] [DEBUG] [LOCAL     ] Loaded configuration for RMMZ: 3 features, 70.0% accuracy
[2025-12-22T20:35:14.021364] [DEBUG] [LOCAL     ] Loaded configuration for FTXN: 2 features, 80.0% accuracy
[2025-12-22T20:35:14.021423] [DEBUG] [LOCAL     ] Loaded configuration for DCBO: 1 features, 80.0% accuracy
[2025-12-22T20:35:14.021483] [DEBUG] [LOCAL     ] Loaded configuration for SFNC: 2 features, 90.0% accuracy
[2025-12-22T20:35:14.021542] [DEBUG] [LOCAL     ] Loaded configuration for CRNX: 2 features, 80.0% accuracy
[2025-12-22T20:35:14.021623] [DEBUG] [LOCAL     ] Loaded configuration for GWRE: 1 features, 80.0% accuracy
[2025-12-22T20:35:14.021684] [DEBUG] [LOCAL     ] Loaded configuration for NIKL: 0 features, 60.0% accuracy
[2025-12-22T20:35:14.021752] [DEBUG] [LOCAL     ] Loaded configuration for SPFI: 2 features, 80.0% accuracy
[2025-12-22T20:35:14.021811] [DEBUG] [LOCAL     ] Loaded configuration for FMBH: 2 features, 60.0% accuracy
[2025-12-22T20:35:14.021886] [DEBUG] [LOCAL     ] Loaded configuration for IHD: 2 features, 70.0% accuracy
[2025-12-22T20:35:14.021946] [DEBUG] [LOCAL     ] Loaded configuration for RVSB: 1 features, 50.0% accuracy
[2025-12-22T20:35:14.022005] [DEBUG] [LOCAL     ] Loaded configuration for PSCE: 1 features, 90.0% accuracy
[2025-12-22T20:35:14.022094] [DEBUG] [LOCAL     ] Loaded configuration for IBTG: 2 features, 80.0% accuracy
[2025-12-22T20:35:14.022156] [DEBUG] [LOCAL     ] Loaded configuration for NNI: 2 features, 90.0% accuracy
[2025-12-22T20:35:14.022215] [DEBUG] [LOCAL     ] Loaded configuration for EOLS: 1 features, 50.0% accuracy
[2025-12-22T20:35:14.022282] [DEBUG] [LOCAL     ] Loaded configuration for BSVO: 2 features, 90.0% accuracy
[2025-12-22T20:35:14.022341] [DEBUG] [LOCAL     ] Loaded configuration for MEI: 4 features, 90.0% accuracy
[2025-12-22T20:35:14.022401] [DEBUG] [LOCAL     ] Loaded configuration for URI: 2 features, 80.0% accuracy
[2025-12-22T20:35:14.022461] [DEBUG] [LOCAL     ] Loaded configuration for CWBC: 2 features, 70.0% accuracy
[2025-12-22T20:35:14.022520] [DEBUG] [LOCAL     ] Loaded configuration for IOSP: 2 features, 80.0% accuracy
[2025-12-22T20:35:14.022599] [DEBUG] [LOCAL     ] Loaded configuration for NMRA: 2 features, 90.0% accuracy
[2025-12-22T20:35:14.022662] [DEBUG] [LOCAL     ] Loaded configuration for SPH: 1 features, 80.0% accuracy
[2025-12-22T20:35:14.022727] [DEBUG] [LOCAL     ] Loaded configuration for SBRA: 6 features, 90.0% accuracy
[2025-12-22T20:35:14.022787] [DEBUG] [LOCAL     ] Loaded configuration for SBH: 3 features, 70.0% accuracy
[2025-12-22T20:35:14.022847] [DEBUG] [LOCAL     ] Loaded configuration for FTHY: 3 features, 100.0% accuracy
[2025-12-22T20:35:14.022908] [DEBUG] [LOCAL     ] Loaded configuration for NVDL: 6 features, 90.0% accuracy
[2025-12-22T20:35:14.022968] [DEBUG] [LOCAL     ] Loaded configuration for CLCO: 0 features, 90.0% accuracy
[2025-12-22T20:35:14.023028] [DEBUG] [LOCAL     ] Loaded configuration for QMCO: 4 features, 90.0% accuracy
[2025-12-22T20:35:14.023089] [DEBUG] [LOCAL     ] Loaded configuration for AGNC: 3 features, 80.0% accuracy
[2025-12-22T20:35:14.023149] [DEBUG] [LOCAL     ] Loaded configuration for BOND: 3 features, 60.0% accuracy
[2025-12-22T20:35:14.023208] [DEBUG] [LOCAL     ] Loaded configuration for MHO: 1 features, 60.0% accuracy
[2025-12-22T20:35:14.023267] [DEBUG] [LOCAL     ] Loaded configuration for AMC: 4 features, 70.0% accuracy
[2025-12-22T20:35:14.023328] [DEBUG] [LOCAL     ] Loaded configuration for TDF: 6 features, 90.0% accuracy
[2025-12-22T20:35:14.023388] [DEBUG] [LOCAL     ] Loaded configuration for XERS: 2 features, 70.0% accuracy
[2025-12-22T20:35:14.023449] [DEBUG] [LOCAL     ] Loaded configuration for ALK: 2 features, 80.0% accuracy
[2025-12-22T20:35:14.023508] [DEBUG] [LOCAL     ] Loaded configuration for BNTX: 2 features, 90.0% accuracy
[2025-12-22T20:35:14.023568] [DEBUG] [LOCAL     ] Loaded configuration for CATH: 4 features, 60.0% accuracy
[2025-12-22T20:35:14.023666] [DEBUG] [LOCAL     ] Loaded configuration for WY: 0 features, 90.0% accuracy
[2025-12-22T20:35:14.023737] [DEBUG] [LOCAL     ] Loaded configuration for PPL: 3 features, 90.0% accuracy
[2025-12-22T20:35:14.023798] [DEBUG] [LOCAL     ] Loaded configuration for IMKTA: 3 features, 80.0% accuracy
[2025-12-22T20:35:14.023857] [DEBUG] [LOCAL     ] Loaded configuration for MCHP: 2 features, 80.0% accuracy
[2025-12-22T20:35:14.023917] [DEBUG] [LOCAL     ] Loaded configuration for FBIN: 5 features, 90.0% accuracy
[2025-12-22T20:35:14.023976] [DEBUG] [LOCAL     ] Loaded configuration for JRS: 2 features, 60.0% accuracy
[2025-12-22T20:35:14.024035] [DEBUG] [LOCAL     ] Loaded configuration for AMG: 2 features, 100.0% accuracy
[2025-12-22T20:35:14.024107] [DEBUG] [LOCAL     ] Loaded configuration for TQQQ: 6 features, 80.0% accuracy
[2025-12-22T20:35:14.024170] [DEBUG] [LOCAL     ] Loaded configuration for KMDA: 6 features, 100.0% accuracy
[2025-12-22T20:35:14.024231] [DEBUG] [LOCAL     ] Loaded configuration for BWFG: 1 features, 70.0% accuracy
[2025-12-22T20:35:14.024290] [DEBUG] [LOCAL     ] Loaded configuration for PFBC: 3 features, 70.0% accuracy
[2025-12-22T20:35:14.024349] [DEBUG] [LOCAL     ] Loaded configuration for ADTN: 3 features, 80.0% accuracy
[2025-12-22T20:35:14.024409] [DEBUG] [LOCAL     ] Loaded configuration for GOLF: 3 features, 80.0% accuracy
[2025-12-22T20:35:14.024468] [DEBUG] [LOCAL     ] Loaded configuration for WDAY: 3 features, 80.0% accuracy
[2025-12-22T20:35:14.024527] [DEBUG] [LOCAL     ] Loaded configuration for CASY: 1 features, 80.0% accuracy
[2025-12-22T20:35:14.024611] [DEBUG] [LOCAL     ] Loaded configuration for CENTA: 2 features, 80.0% accuracy
[2025-12-22T20:35:14.024675] [DEBUG] [LOCAL     ] Loaded configuration for APPF: 2 features, 50.0% accuracy
[2025-12-22T20:35:14.024734] [DEBUG] [LOCAL     ] Loaded configuration for ASTH: 4 features, 100.0% accuracy
[2025-12-22T20:35:14.024795] [DEBUG] [LOCAL     ] Loaded configuration for SMCI: 3 features, 80.0% accuracy
[2025-12-22T20:35:14.024853] [DEBUG] [LOCAL     ] Loaded configuration for FRO: 4 features, 80.0% accuracy
[2025-12-22T20:35:14.024913] [DEBUG] [LOCAL     ] Loaded configuration for GWH: 2 features, 80.0% accuracy
[2025-12-22T20:35:14.024973] [DEBUG] [LOCAL     ] Loaded configuration for BOTZ: 4 features, 90.0% accuracy
[2025-12-22T20:35:14.025042] [DEBUG] [LOCAL     ] Loaded configuration for COLM: 0 features, 90.0% accuracy
[2025-12-22T20:35:14.025103] [DEBUG] [LOCAL     ] Loaded configuration for IRM: 1 features, 70.0% accuracy
[2025-12-22T20:35:14.025163] [DEBUG] [LOCAL     ] Loaded configuration for CHDN: 2 features, 80.0% accuracy
[2025-12-22T20:35:14.025233] [DEBUG] [LOCAL     ] Loaded configuration for EXLS: 4 features, 80.0% accuracy
[2025-12-22T20:35:14.025296] [DEBUG] [LOCAL     ] Loaded configuration for GDDY: 3 features, 80.0% accuracy
[2025-12-22T20:35:14.025355] [DEBUG] [LOCAL     ] Loaded configuration for CRAI: 3 features, 70.0% accuracy
[2025-12-22T20:35:14.025433] [DEBUG] [LOCAL     ] Loaded configuration for SELF: 3 features, 70.0% accuracy
[2025-12-22T20:35:14.025506] [DEBUG] [LOCAL     ] Loaded configuration for MMSI: 4 features, 60.0% accuracy
[2025-12-22T20:35:14.025566] [DEBUG] [LOCAL     ] Loaded configuration for KARO: 2 features, 80.0% accuracy
[2025-12-22T20:35:14.025647] [DEBUG] [LOCAL     ] Loaded configuration for DLO: 4 features, 80.0% accuracy
[2025-12-22T20:35:14.025706] [DEBUG] [LOCAL     ] Loaded configuration for GENI: 1 features, 70.0% accuracy
[2025-12-22T20:35:14.025767] [DEBUG] [LOCAL     ] Loaded configuration for WKC: 3 features, 70.0% accuracy
[2025-12-22T20:35:14.025826] [DEBUG] [LOCAL     ] Loaded configuration for NEE: 3 features, 80.0% accuracy
[2025-12-22T20:35:14.025885] [DEBUG] [LOCAL     ] Loaded configuration for BEEP: 1 features, 70.0% accuracy
[2025-12-22T20:35:14.025945] [DEBUG] [LOCAL     ] Loaded configuration for ARQ: 2 features, 70.0% accuracy
[2025-12-22T20:35:14.026004] [DEBUG] [LOCAL     ] Loaded configuration for MITK: 4 features, 70.0% accuracy
[2025-12-22T20:35:14.026063] [DEBUG] [LOCAL     ] Loaded configuration for VRSN: 1 features, 80.0% accuracy
[2025-12-22T20:35:14.026145] [DEBUG] [LOCAL     ] Loaded configuration for PGEN: 2 features, 60.0% accuracy
[2025-12-22T20:35:14.026211] [DEBUG] [LOCAL     ] Loaded configuration for HGBL: 1 features, 70.0% accuracy
[2025-12-22T20:35:14.026270] [DEBUG] [LOCAL     ] Loaded configuration for DDD: 1 features, 70.0% accuracy
[2025-12-22T20:35:14.026331] [DEBUG] [LOCAL     ] Loaded configuration for JCI: 4 features, 90.0% accuracy
[2025-12-22T20:35:14.026394] [DEBUG] [LOCAL     ] Loaded configuration for GNLX: 3 features, 80.0% accuracy
[2025-12-22T20:35:14.026453] [DEBUG] [LOCAL     ] Loaded configuration for CHSCM: 3 features, 80.0% accuracy
[2025-12-22T20:35:14.026515] [DEBUG] [LOCAL     ] Loaded configuration for TZOO: 1 features, 60.0% accuracy
[2025-12-22T20:35:14.026624] [DEBUG] [LOCAL     ] Loaded configuration for ASMB: 2 features, 80.0% accuracy
[2025-12-22T20:35:14.026694] [DEBUG] [LOCAL     ] Loaded configuration for MUSA: 3 features, 80.0% accuracy
[2025-12-22T20:35:14.026753] [DEBUG] [LOCAL     ] Loaded configuration for VRTS: 2 features, 80.0% accuracy
[2025-12-22T20:35:14.026814] [DEBUG] [LOCAL     ] Loaded configuration for TWIN: 1 features, 70.0% accuracy
[2025-12-22T20:35:14.026875] [DEBUG] [LOCAL     ] Loaded configuration for FDTX: 1 features, 50.0% accuracy
[2025-12-22T20:35:14.026934] [DEBUG] [LOCAL     ] Loaded configuration for AAPB: 4 features, 70.0% accuracy
[2025-12-22T20:35:14.026994] [DEBUG] [LOCAL     ] Loaded configuration for BFLY: 1 features, 80.0% accuracy
[2025-12-22T20:35:14.027056] [DEBUG] [LOCAL     ] Loaded configuration for KB: 3 features, 70.0% accuracy
[2025-12-22T20:35:14.027128] [DEBUG] [LOCAL     ] Loaded configuration for JPEF: 1 features, 90.0% accuracy
[2025-12-22T20:35:14.027197] [DEBUG] [LOCAL     ] Loaded configuration for ETJ: 2 features, 60.0% accuracy
[2025-12-22T20:35:14.027260] [DEBUG] [LOCAL     ] Loaded configuration for ZWS: 1 features, 70.0% accuracy
[2025-12-22T20:35:14.027322] [DEBUG] [LOCAL     ] Loaded configuration for ACA: 2 features, 60.0% accuracy
[2025-12-22T20:35:14.027395] [DEBUG] [LOCAL     ] Loaded configuration for NWS: 2 features, 60.0% accuracy
[2025-12-22T20:35:14.027457] [DEBUG] [LOCAL     ] Loaded configuration for CAL: 0 features, 70.0% accuracy
[2025-12-22T20:35:14.027519] [DEBUG] [LOCAL     ] Loaded configuration for DELL: 2 features, 60.0% accuracy
[2025-12-22T20:35:14.027599] [DEBUG] [LOCAL     ] Loaded configuration for IAG: 3 features, 80.0% accuracy
[2025-12-22T20:35:14.027664] [DEBUG] [LOCAL     ] Loaded configuration for CDTX: 3 features, 80.0% accuracy
[2025-12-22T20:35:14.027726] [DEBUG] [LOCAL     ] Loaded configuration for MEG: 5 features, 80.0% accuracy
[2025-12-22T20:35:14.027786] [DEBUG] [LOCAL     ] Loaded configuration for IREN: 1 features, 60.0% accuracy
[2025-12-22T20:35:14.027846] [DEBUG] [LOCAL     ] Loaded configuration for KFS: 4 features, 80.0% accuracy
[2025-12-22T20:35:14.027906] [DEBUG] [LOCAL     ] Loaded configuration for RIG: 2 features, 70.0% accuracy
[2025-12-22T20:35:14.027978] [DEBUG] [LOCAL     ] Loaded configuration for MC: 2 features, 70.0% accuracy
[2025-12-22T20:35:14.028042] [DEBUG] [LOCAL     ] Loaded configuration for FIVN: 5 features, 90.0% accuracy
[2025-12-22T20:35:14.028105] [DEBUG] [LOCAL     ] Loaded configuration for MED: 2 features, 70.0% accuracy
[2025-12-22T20:35:14.028177] [DEBUG] [LOCAL     ] Loaded configuration for VALN: 1 features, 60.0% accuracy
[2025-12-22T20:35:14.028240] [DEBUG] [LOCAL     ] Loaded configuration for BUI: 4 features, 50.0% accuracy
[2025-12-22T20:35:14.028300] [DEBUG] [LOCAL     ] Loaded configuration for SWX: 1 features, 80.0% accuracy
[2025-12-22T20:35:14.028359] [DEBUG] [LOCAL     ] Loaded configuration for FCAL: 3 features, 80.0% accuracy
[2025-12-22T20:35:14.028419] [DEBUG] [LOCAL     ] Loaded configuration for JAKK: 5 features, 80.0% accuracy
[2025-12-22T20:35:14.028498] [DEBUG] [LOCAL     ] Loaded configuration for BXP: 4 features, 80.0% accuracy
[2025-12-22T20:35:14.028564] [DEBUG] [LOCAL     ] Loaded configuration for IEI: 3 features, 80.0% accuracy
[2025-12-22T20:35:14.028678] [DEBUG] [LOCAL     ] Loaded configuration for MMLP: 2 features, 90.0% accuracy
[2025-12-22T20:35:14.028742] [DEBUG] [LOCAL     ] Loaded configuration for APLE: 4 features, 90.0% accuracy
[2025-12-22T20:35:14.028810] [DEBUG] [LOCAL     ] Loaded configuration for ZTS: 3 features, 70.0% accuracy
[2025-12-22T20:35:14.028872] [DEBUG] [LOCAL     ] Loaded configuration for PXS: 4 features, 70.0% accuracy
[2025-12-22T20:35:14.028931] [DEBUG] [LOCAL     ] Loaded configuration for ZTO: 1 features, 70.0% accuracy
[2025-12-22T20:35:14.029054] [DEBUG] [LOCAL     ] Loaded configuration for MUX: 5 features, 70.0% accuracy
[2025-12-22T20:35:14.029135] [DEBUG] [LOCAL     ] Loaded configuration for GIL: 2 features, 70.0% accuracy
[2025-12-22T20:35:14.029197] [DEBUG] [LOCAL     ] Loaded configuration for COMP: 6 features, 70.0% accuracy
[2025-12-22T20:35:14.029257] [DEBUG] [LOCAL     ] Loaded configuration for BHFAP: 3 features, 80.0% accuracy
[2025-12-22T20:35:14.029316] [DEBUG] [LOCAL     ] Loaded configuration for SIXG: 4 features, 70.0% accuracy
[2025-12-22T20:35:14.029376] [DEBUG] [LOCAL     ] Loaded configuration for ADC: 4 features, 90.0% accuracy
[2025-12-22T20:35:14.029446] [DEBUG] [LOCAL     ] Loaded configuration for BUD: 3 features, 100.0% accuracy
[2025-12-22T20:35:14.029506] [DEBUG] [LOCAL     ] Loaded configuration for PLPC: 1 features, 90.0% accuracy
[2025-12-22T20:35:14.029632] [DEBUG] [LOCAL     ] Loaded configuration for ALMS: 3 features, 70.0% accuracy
[2025-12-22T20:35:14.029725] [DEBUG] [LOCAL     ] Loaded configuration for KRRO: 4 features, 80.0% accuracy
[2025-12-22T20:35:14.029795] [DEBUG] [LOCAL     ] Loaded configuration for AI: 3 features, 100.0% accuracy
[2025-12-22T20:35:14.029856] [DEBUG] [LOCAL     ] Loaded configuration for GH: 3 features, 80.0% accuracy
[2025-12-22T20:35:14.029915] [DEBUG] [LOCAL     ] Loaded configuration for AVO: 2 features, 80.0% accuracy
[2025-12-22T20:35:14.029974] [DEBUG] [LOCAL     ] Loaded configuration for PLBC: 1 features, 70.0% accuracy
[2025-12-22T20:35:14.030033] [DEBUG] [LOCAL     ] Loaded configuration for ORRF: 3 features, 60.0% accuracy
[2025-12-22T20:35:14.030090] [DEBUG] [LOCAL     ] Loaded configuration for CRBP: 0 features, 70.0% accuracy
[2025-12-22T20:35:14.030149] [DEBUG] [LOCAL     ] Loaded configuration for CRGY: 4 features, 70.0% accuracy
[2025-12-22T20:35:14.030207] [DEBUG] [LOCAL     ] Loaded configuration for SFIX: 2 features, 60.0% accuracy
[2025-12-22T20:35:14.030267] [DEBUG] [LOCAL     ] Loaded configuration for BHP: 3 features, 70.0% accuracy
[2025-12-22T20:35:14.030338] [DEBUG] [LOCAL     ] Loaded configuration for FIXD: 3 features, 90.0% accuracy
[2025-12-22T20:35:14.030408] [DEBUG] [LOCAL     ] Loaded configuration for MSGE: 3 features, 60.0% accuracy
[2025-12-22T20:35:14.030471] [DEBUG] [LOCAL     ] Loaded configuration for ENPH: 2 features, 80.0% accuracy
[2025-12-22T20:35:14.030532] [DEBUG] [LOCAL     ] Loaded configuration for BTE: 2 features, 80.0% accuracy
[2025-12-22T20:35:14.030609] [DEBUG] [LOCAL     ] Loaded configuration for SRTS: 3 features, 90.0% accuracy
[2025-12-22T20:35:14.030670] [DEBUG] [LOCAL     ] Loaded configuration for VRCA: 1 features, 60.0% accuracy
[2025-12-22T20:35:14.030730] [DEBUG] [LOCAL     ] Loaded configuration for PRME: 2 features, 90.0% accuracy
[2025-12-22T20:35:14.030806] [DEBUG] [LOCAL     ] Loaded configuration for SII: 2 features, 70.0% accuracy
[2025-12-22T20:35:14.030892] [DEBUG] [LOCAL     ] Loaded configuration for FOF: 0 features, 90.0% accuracy
[2025-12-22T20:35:14.030959] [DEBUG] [LOCAL     ] Loaded configuration for DCOM: 0 features, 90.0% accuracy
[2025-12-22T20:35:14.031018] [DEBUG] [LOCAL     ] Loaded configuration for RLI: 0 features, 90.0% accuracy
[2025-12-22T20:35:14.031076] [DEBUG] [LOCAL     ] Loaded configuration for MQ: 2 features, 80.0% accuracy
[2025-12-22T20:35:14.031134] [DEBUG] [LOCAL     ] Loaded configuration for TENX: 3 features, 80.0% accuracy
[2025-12-22T20:35:14.031192] [DEBUG] [LOCAL     ] Loaded configuration for QTRX: 2 features, 70.0% accuracy
[2025-12-22T20:35:14.031262] [DEBUG] [LOCAL     ] Loaded configuration for HSIC: 2 features, 100.0% accuracy
[2025-12-22T20:35:14.031323] [DEBUG] [LOCAL     ] Loaded configuration for UNP: 4 features, 90.0% accuracy
[2025-12-22T20:35:14.031408] [DEBUG] [LOCAL     ] Loaded configuration for VBNK: 2 features, 80.0% accuracy
[2025-12-22T20:35:14.031486] [DEBUG] [LOCAL     ] Loaded configuration for TRC: 2 features, 90.0% accuracy
[2025-12-22T20:35:14.031557] [DEBUG] [LOCAL     ] Loaded configuration for BIAF: 2 features, 90.0% accuracy
[2025-12-22T20:35:14.031643] [DEBUG] [LOCAL     ] Loaded configuration for AMRN: 4 features, 80.0% accuracy
[2025-12-22T20:35:14.031709] [DEBUG] [LOCAL     ] Loaded configuration for HZO: 2 features, 70.0% accuracy
[2025-12-22T20:35:14.031770] [DEBUG] [LOCAL     ] Loaded configuration for ENSG: 4 features, 70.0% accuracy
[2025-12-22T20:35:14.031829] [DEBUG] [LOCAL     ] Loaded configuration for GLSI: 3 features, 80.0% accuracy
[2025-12-22T20:35:14.031888] [DEBUG] [LOCAL     ] Loaded configuration for RMBI: 4 features, 100.0% accuracy
[2025-12-22T20:35:14.031959] [DEBUG] [LOCAL     ] Loaded configuration for BOF: 2 features, 80.0% accuracy
[2025-12-22T20:35:14.032022] [DEBUG] [LOCAL     ] Loaded configuration for FROG: 3 features, 80.0% accuracy
[2025-12-22T20:35:14.032092] [DEBUG] [LOCAL     ] Loaded configuration for JAGX: 3 features, 80.0% accuracy
[2025-12-22T20:35:14.032154] [DEBUG] [LOCAL     ] Loaded configuration for DSL: 0 features, 60.0% accuracy
[2025-12-22T20:35:14.032215] [DEBUG] [LOCAL     ] Loaded configuration for GSK: 1 features, 90.0% accuracy
[2025-12-22T20:35:14.032274] [DEBUG] [LOCAL     ] Loaded configuration for NTRSO: 2 features, 80.0% accuracy
[2025-12-22T20:35:14.032332] [DEBUG] [LOCAL     ] Loaded configuration for NIM: 0 features, 70.0% accuracy
[2025-12-22T20:35:14.032392] [DEBUG] [LOCAL     ] Loaded configuration for XRAY: 4 features, 70.0% accuracy
[2025-12-22T20:35:14.032450] [DEBUG] [LOCAL     ] Loaded configuration for AMWD: 0 features, 70.0% accuracy
[2025-12-22T20:35:14.032509] [DEBUG] [LOCAL     ] Loaded configuration for VICI: 4 features, 80.0% accuracy
[2025-12-22T20:35:14.032594] [DEBUG] [LOCAL     ] Loaded configuration for DK: 1 features, 70.0% accuracy
[2025-12-22T20:35:14.032668] [DEBUG] [LOCAL     ] Loaded configuration for DDL: 1 features, 80.0% accuracy
[2025-12-22T20:35:14.032735] [DEBUG] [LOCAL     ] Loaded configuration for HFFG: 0 features, 60.0% accuracy
[2025-12-22T20:35:14.032795] [DEBUG] [LOCAL     ] Loaded configuration for TIL: 3 features, 70.0% accuracy
[2025-12-22T20:35:14.032855] [DEBUG] [LOCAL     ] Loaded configuration for GHRS: 7 features, 90.0% accuracy
[2025-12-22T20:35:14.032914] [DEBUG] [LOCAL     ] Loaded configuration for LWLG: 1 features, 60.0% accuracy
[2025-12-22T20:35:14.032974] [DEBUG] [LOCAL     ] Loaded configuration for SAIA: 1 features, 70.0% accuracy
[2025-12-22T20:35:14.033033] [DEBUG] [LOCAL     ] Loaded configuration for PBH: 1 features, 80.0% accuracy
[2025-12-22T20:35:14.033093] [DEBUG] [LOCAL     ] Loaded configuration for PRI: 3 features, 80.0% accuracy
[2025-12-22T20:35:14.033152] [DEBUG] [LOCAL     ] Loaded configuration for BBUC: 2 features, 50.0% accuracy
[2025-12-22T20:35:14.033224] [DEBUG] [LOCAL     ] Loaded configuration for AWP: 3 features, 80.0% accuracy
[2025-12-22T20:35:14.033321] [DEBUG] [LOCAL     ] Loaded configuration for AHCO: 2 features, 60.0% accuracy
[2025-12-22T20:35:14.033424] [DEBUG] [LOCAL     ] Loaded configuration for ESE: 3 features, 60.0% accuracy
[2025-12-22T20:35:14.033492] [DEBUG] [LOCAL     ] Loaded configuration for STOK: 2 features, 70.0% accuracy
[2025-12-22T20:35:14.033553] [DEBUG] [LOCAL     ] Loaded configuration for HOOD: 4 features, 80.0% accuracy
[2025-12-22T20:35:14.033641] [DEBUG] [LOCAL     ] Loaded configuration for WRBY: 3 features, 70.0% accuracy
[2025-12-22T20:35:14.033701] [DEBUG] [LOCAL     ] Loaded configuration for WGMI: 4 features, 60.0% accuracy
[2025-12-22T20:35:14.033760] [DEBUG] [LOCAL     ] Loaded configuration for FCN: 3 features, 70.0% accuracy
[2025-12-22T20:35:14.033881] [DEBUG] [LOCAL     ] Loaded configuration for GTLB: 1 features, 60.0% accuracy
[2025-12-22T20:35:14.033976] [DEBUG] [LOCAL     ] Loaded configuration for WNEB: 2 features, 90.0% accuracy
[2025-12-22T20:35:14.034071] [DEBUG] [LOCAL     ] Loaded configuration for GAM: 2 features, 80.0% accuracy
[2025-12-22T20:35:14.034191] [DEBUG] [LOCAL     ] Loaded configuration for LILAK: 1 features, 60.0% accuracy
[2025-12-22T20:35:14.034264] [DEBUG] [LOCAL     ] Loaded configuration for ZBRA: 1 features, 70.0% accuracy
[2025-12-22T20:35:14.034326] [DEBUG] [LOCAL     ] Loaded configuration for SSNC: 4 features, 90.0% accuracy
[2025-12-22T20:35:14.034395] [DEBUG] [LOCAL     ] Loaded configuration for RUN: 1 features, 70.0% accuracy
[2025-12-22T20:35:14.034455] [DEBUG] [LOCAL     ] Loaded configuration for GFL: 1 features, 80.0% accuracy
[2025-12-22T20:35:14.034514] [DEBUG] [LOCAL     ] Loaded configuration for YTRA: 2 features, 80.0% accuracy
[2025-12-22T20:35:14.034589] [DEBUG] [LOCAL     ] Loaded configuration for RSG: 1 features, 80.0% accuracy
[2025-12-22T20:35:14.034665] [DEBUG] [LOCAL     ] Loaded configuration for NVMI: 3 features, 80.0% accuracy
[2025-12-22T20:35:14.034738] [DEBUG] [LOCAL     ] Loaded configuration for SKRE: 3 features, 90.0% accuracy
[2025-12-22T20:35:14.034806] [DEBUG] [LOCAL     ] Loaded configuration for MVBF: 1 features, 60.0% accuracy
[2025-12-22T20:35:14.034890] [DEBUG] [LOCAL     ] Loaded configuration for HTGC: 1 features, 60.0% accuracy
[2025-12-22T20:35:14.034957] [DEBUG] [LOCAL     ] Loaded configuration for CSIQ: 4 features, 80.0% accuracy
[2025-12-22T20:35:14.035029] [DEBUG] [LOCAL     ] Loaded configuration for IFN: 3 features, 70.0% accuracy
[2025-12-22T20:35:14.035089] [DEBUG] [LOCAL     ] Loaded configuration for SFLO: 1 features, 70.0% accuracy
[2025-12-22T20:35:14.035148] [DEBUG] [LOCAL     ] Loaded configuration for MYN: 1 features, 100.0% accuracy
[2025-12-22T20:35:14.035221] [DEBUG] [LOCAL     ] Loaded configuration for HELE: 1 features, 90.0% accuracy
[2025-12-22T20:35:14.035305] [DEBUG] [LOCAL     ] Loaded configuration for ATHM: 3 features, 80.0% accuracy
[2025-12-22T20:35:14.035370] [DEBUG] [LOCAL     ] Loaded configuration for DECK: 4 features, 80.0% accuracy
[2025-12-22T20:35:14.035430] [DEBUG] [LOCAL     ] Loaded configuration for HRMY: 4 features, 90.0% accuracy
[2025-12-22T20:35:14.035489] [DEBUG] [LOCAL     ] Loaded configuration for EMBC: 3 features, 100.0% accuracy
[2025-12-22T20:35:14.035547] [DEBUG] [LOCAL     ] Loaded configuration for WB: 1 features, 90.0% accuracy
[2025-12-22T20:35:14.035627] [DEBUG] [LOCAL     ] Loaded configuration for GNK: 2 features, 50.0% accuracy
[2025-12-22T20:35:14.035687] [DEBUG] [LOCAL     ] Loaded configuration for SMFG: 1 features, 90.0% accuracy
[2025-12-22T20:35:14.035747] [DEBUG] [LOCAL     ] Loaded configuration for VBF: 4 features, 90.0% accuracy
[2025-12-22T20:35:14.035858] [DEBUG] [LOCAL     ] Loaded configuration for BGX: 5 features, 90.0% accuracy
[2025-12-22T20:35:14.035954] [DEBUG] [LOCAL     ] Loaded configuration for ASML: 2 features, 90.0% accuracy
[2025-12-22T20:35:14.036031] [DEBUG] [LOCAL     ] Loaded configuration for APPN: 5 features, 70.0% accuracy
[2025-12-22T20:35:14.036107] [DEBUG] [LOCAL     ] Loaded configuration for USIG: 4 features, 80.0% accuracy
[2025-12-22T20:35:14.036190] [DEBUG] [LOCAL     ] Loaded configuration for NRIM: 1 features, 70.0% accuracy
[2025-12-22T20:35:14.036290] [DEBUG] [LOCAL     ] Loaded configuration for MGRC: 3 features, 70.0% accuracy
[2025-12-22T20:35:14.036381] [DEBUG] [LOCAL     ] Loaded configuration for DNA: 3 features, 80.0% accuracy
[2025-12-22T20:35:14.036455] [DEBUG] [LOCAL     ] Loaded configuration for MODL: 4 features, 80.0% accuracy
[2025-12-22T20:35:14.036544] [DEBUG] [LOCAL     ] Loaded configuration for KMPB: 5 features, 80.0% accuracy
[2025-12-22T20:35:14.036633] [DEBUG] [LOCAL     ] Loaded configuration for TNDM: 2 features, 70.0% accuracy
[2025-12-22T20:35:14.036708] [DEBUG] [LOCAL     ] Loaded configuration for FTGS: 3 features, 90.0% accuracy
[2025-12-22T20:35:14.036842] [DEBUG] [LOCAL     ] Loaded configuration for BLZE: 3 features, 90.0% accuracy
[2025-12-22T20:35:14.036918] [DEBUG] [LOCAL     ] Loaded configuration for GCMG: 2 features, 70.0% accuracy
[2025-12-22T20:35:14.036980] [DEBUG] [LOCAL     ] Loaded configuration for SMH: 2 features, 70.0% accuracy
[2025-12-22T20:35:14.037039] [DEBUG] [LOCAL     ] Loaded configuration for OEC: 0 features, 80.0% accuracy
[2025-12-22T20:35:14.037099] [DEBUG] [LOCAL     ] Loaded configuration for FALN: 4 features, 80.0% accuracy
[2025-12-22T20:35:14.037159] [DEBUG] [LOCAL     ] Loaded configuration for HLMN: 2 features, 80.0% accuracy
[2025-12-22T20:35:14.037219] [DEBUG] [LOCAL     ] Loaded configuration for REPL: 0 features, 70.0% accuracy
[2025-12-22T20:35:14.037279] [DEBUG] [LOCAL     ] Loaded configuration for NFE: 0 features, 80.0% accuracy
[2025-12-22T20:35:14.037338] [DEBUG] [LOCAL     ] Loaded configuration for TCMD: 2 features, 70.0% accuracy
[2025-12-22T20:35:14.037398] [DEBUG] [LOCAL     ] Loaded configuration for CCB: 2 features, 80.0% accuracy
[2025-12-22T20:35:14.037457] [DEBUG] [LOCAL     ] Loaded configuration for MSGM: 2 features, 70.0% accuracy
[2025-12-22T20:35:14.037516] [DEBUG] [LOCAL     ] Loaded configuration for ALSN: 1 features, 80.0% accuracy
[2025-12-22T20:35:14.037604] [DEBUG] [LOCAL     ] Loaded configuration for NTRB: 1 features, 100.0% accuracy
[2025-12-22T20:35:14.037669] [DEBUG] [LOCAL     ] Loaded configuration for NTB: 2 features, 90.0% accuracy
[2025-12-22T20:35:14.037731] [DEBUG] [LOCAL     ] Loaded configuration for STKL: 3 features, 90.0% accuracy
[2025-12-22T20:35:14.037795] [DEBUG] [LOCAL     ] Loaded configuration for EWCZ: 2 features, 80.0% accuracy
[2025-12-22T20:35:14.037855] [DEBUG] [LOCAL     ] Loaded configuration for EVRG: 1 features, 70.0% accuracy
[2025-12-22T20:35:14.037916] [DEBUG] [LOCAL     ] Loaded configuration for UTEN: 2 features, 70.0% accuracy
[2025-12-22T20:35:14.037977] [DEBUG] [LOCAL     ] Loaded configuration for EXAS: 3 features, 70.0% accuracy
[2025-12-22T20:35:14.038038] [DEBUG] [LOCAL     ] Loaded configuration for SPGI: 3 features, 80.0% accuracy
[2025-12-22T20:35:14.038142] [DEBUG] [LOCAL     ] Loaded configuration for PI: 3 features, 50.0% accuracy
[2025-12-22T20:35:14.038244] [DEBUG] [LOCAL     ] Loaded configuration for OSBC: 2 features, 80.0% accuracy
[2025-12-22T20:35:14.038313] [DEBUG] [LOCAL     ] Loaded configuration for SCD: 1 features, 70.0% accuracy
[2025-12-22T20:35:14.038376] [DEBUG] [LOCAL     ] Loaded configuration for KTB: 5 features, 90.0% accuracy
[2025-12-22T20:35:14.038449] [DEBUG] [LOCAL     ] Loaded configuration for MELI: 2 features, 80.0% accuracy
[2025-12-22T20:35:14.038512] [DEBUG] [LOCAL     ] Loaded configuration for EOI: 3 features, 80.0% accuracy
[2025-12-22T20:35:14.038599] [DEBUG] [LOCAL     ] Loaded configuration for NCZ: 3 features, 80.0% accuracy
[2025-12-22T20:35:14.038680] [DEBUG] [LOCAL     ] Loaded configuration for LNN: 1 features, 70.0% accuracy
[2025-12-22T20:35:14.038753] [DEBUG] [LOCAL     ] Loaded configuration for GKOS: 2 features, 60.0% accuracy
[2025-12-22T20:35:14.038822] [DEBUG] [LOCAL     ] Loaded configuration for TBI: 4 features, 90.0% accuracy
[2025-12-22T20:35:14.038881] [DEBUG] [LOCAL     ] Loaded configuration for JLL: 5 features, 90.0% accuracy
[2025-12-22T20:35:14.038939] [DEBUG] [LOCAL     ] Loaded configuration for NICE: 3 features, 70.0% accuracy
[2025-12-22T20:35:14.039021] [DEBUG] [LOCAL     ] Loaded configuration for HPQ: 2 features, 90.0% accuracy
[2025-12-22T20:35:14.039102] [DEBUG] [LOCAL     ] Loaded configuration for CHCO: 2 features, 90.0% accuracy
[2025-12-22T20:35:14.039167] [DEBUG] [LOCAL     ] Loaded configuration for AON: 1 features, 70.0% accuracy
[2025-12-22T20:35:14.039228] [DEBUG] [LOCAL     ] Loaded configuration for NCLH: 5 features, 90.0% accuracy
[2025-12-22T20:35:14.039287] [DEBUG] [LOCAL     ] Loaded configuration for UL: 3 features, 80.0% accuracy
[2025-12-22T20:35:14.039345] [DEBUG] [LOCAL     ] Loaded configuration for FEP: 1 features, 70.0% accuracy
[2025-12-22T20:35:14.039425] [DEBUG] [LOCAL     ] Loaded configuration for CHKP: 3 features, 80.0% accuracy
[2025-12-22T20:35:14.039487] [DEBUG] [LOCAL     ] Loaded configuration for PSNL: 4 features, 90.0% accuracy
[2025-12-22T20:35:14.039559] [DEBUG] [LOCAL     ] Loaded configuration for CRNC: 1 features, 70.0% accuracy
[2025-12-22T20:35:14.039651] [DEBUG] [LOCAL     ] Loaded configuration for FCF: 3 features, 90.0% accuracy
[2025-12-22T20:35:14.039727] [DEBUG] [LOCAL     ] Loaded configuration for CQP: 2 features, 80.0% accuracy
[2025-12-22T20:35:14.039801] [DEBUG] [LOCAL     ] Loaded configuration for OZKAP: 4 features, 70.0% accuracy
[2025-12-22T20:35:14.039862] [DEBUG] [LOCAL     ] Loaded configuration for VFS: 3 features, 60.0% accuracy
[2025-12-22T20:35:14.039922] [DEBUG] [LOCAL     ] Loaded configuration for APEI: 3 features, 80.0% accuracy
[2025-12-22T20:35:14.039981] [DEBUG] [LOCAL     ] Loaded configuration for MRVI: 2 features, 80.0% accuracy
[2025-12-22T20:35:14.040040] [DEBUG] [LOCAL     ] Loaded configuration for BEKE: 6 features, 80.0% accuracy
[2025-12-22T20:35:14.040100] [DEBUG] [LOCAL     ] Loaded configuration for AVNS: 1 features, 80.0% accuracy
[2025-12-22T20:35:14.040170] [DEBUG] [LOCAL     ] Loaded configuration for WIX: 2 features, 70.0% accuracy
[2025-12-22T20:35:14.040231] [DEBUG] [LOCAL     ] Loaded configuration for CVI: 2 features, 80.0% accuracy
[2025-12-22T20:35:14.040291] [DEBUG] [LOCAL     ] Loaded configuration for DMRC: 2 features, 80.0% accuracy
[2025-12-22T20:35:14.040350] [DEBUG] [LOCAL     ] Loaded configuration for IZEA: 1 features, 100.0% accuracy
[2025-12-22T20:35:14.040427] [DEBUG] [LOCAL     ] Loaded configuration for NBXG: 4 features, 60.0% accuracy
[2025-12-22T20:35:14.040498] [DEBUG] [LOCAL     ] Loaded configuration for ZYME: 2 features, 60.0% accuracy
[2025-12-22T20:35:14.040560] [DEBUG] [LOCAL     ] Loaded configuration for QCOM: 2 features, 90.0% accuracy
[2025-12-22T20:35:14.040642] [DEBUG] [LOCAL     ] Loaded configuration for CNQ: 2 features, 80.0% accuracy
[2025-12-22T20:35:14.040704] [DEBUG] [LOCAL     ] Loaded configuration for APVO: 2 features, 70.0% accuracy
[2025-12-22T20:35:14.040769] [DEBUG] [LOCAL     ] Loaded configuration for VZ: 3 features, 60.0% accuracy
[2025-12-22T20:35:14.040843] [DEBUG] [LOCAL     ] Loaded configuration for AMH: 2 features, 80.0% accuracy
[2025-12-22T20:35:14.040904] [DEBUG] [LOCAL     ] Loaded configuration for DOCS: 2 features, 80.0% accuracy
[2025-12-22T20:35:14.040965] [DEBUG] [LOCAL     ] Loaded configuration for DTE: 0 features, 70.0% accuracy
[2025-12-22T20:35:14.041034] [DEBUG] [LOCAL     ] Loaded configuration for ERIE: 2 features, 90.0% accuracy
[2025-12-22T20:35:14.041095] [DEBUG] [LOCAL     ] Loaded configuration for SNPS: 3 features, 80.0% accuracy
[2025-12-22T20:35:14.041154] [DEBUG] [LOCAL     ] Loaded configuration for NGS: 2 features, 70.0% accuracy
[2025-12-22T20:35:14.041213] [DEBUG] [LOCAL     ] Loaded configuration for BAC: 1 features, 70.0% accuracy
[2025-12-22T20:35:14.041273] [DEBUG] [LOCAL     ] Loaded configuration for TPH: 2 features, 70.0% accuracy
[2025-12-22T20:35:14.041331] [DEBUG] [LOCAL     ] Loaded configuration for HEQ: 3 features, 70.0% accuracy
[2025-12-22T20:35:14.041416] [DEBUG] [LOCAL     ] Loaded configuration for MORN: 2 features, 80.0% accuracy
[2025-12-22T20:35:14.041477] [DEBUG] [LOCAL     ] Loaded configuration for MBWM: 4 features, 90.0% accuracy
[2025-12-22T20:35:14.041536] [DEBUG] [LOCAL     ] Loaded configuration for HBANP: 2 features, 60.0% accuracy
[2025-12-22T20:35:14.041617] [DEBUG] [LOCAL     ] Loaded configuration for SSB: 3 features, 80.0% accuracy
[2025-12-22T20:35:14.041680] [DEBUG] [LOCAL     ] Loaded configuration for TK: 3 features, 70.0% accuracy
[2025-12-22T20:35:14.041740] [DEBUG] [LOCAL     ] Loaded configuration for NVGS: 2 features, 80.0% accuracy
[2025-12-22T20:35:14.041799] [DEBUG] [LOCAL     ] Loaded configuration for ISD: 3 features, 80.0% accuracy
[2025-12-22T20:35:14.041858] [DEBUG] [LOCAL     ] Loaded configuration for FLXS: 3 features, 60.0% accuracy
[2025-12-22T20:35:14.041930] [DEBUG] [LOCAL     ] Loaded configuration for SLP: 3 features, 80.0% accuracy
[2025-12-22T20:35:14.042006] [DEBUG] [LOCAL     ] Loaded configuration for III: 1 features, 70.0% accuracy
[2025-12-22T20:35:14.042068] [DEBUG] [LOCAL     ] Loaded configuration for PMM: 4 features, 70.0% accuracy
[2025-12-22T20:35:14.042127] [DEBUG] [LOCAL     ] Loaded configuration for WFG: 3 features, 80.0% accuracy
[2025-12-22T20:35:14.042187] [DEBUG] [LOCAL     ] Loaded configuration for AVY: 1 features, 40.0% accuracy
[2025-12-22T20:35:14.042246] [DEBUG] [LOCAL     ] Loaded configuration for HG: 2 features, 70.0% accuracy
[2025-12-22T20:35:14.042305] [DEBUG] [LOCAL     ] Loaded configuration for MNTK: 3 features, 70.0% accuracy
[2025-12-22T20:35:14.042364] [DEBUG] [LOCAL     ] Loaded configuration for SENEA: 1 features, 90.0% accuracy
[2025-12-22T20:35:14.042424] [DEBUG] [LOCAL     ] Loaded configuration for CRTO: 1 features, 100.0% accuracy
[2025-12-22T20:35:14.042483] [DEBUG] [LOCAL     ] Loaded configuration for CALC: 2 features, 80.0% accuracy
[2025-12-22T20:35:14.042542] [DEBUG] [LOCAL     ] Loaded configuration for SPOK: 4 features, 90.0% accuracy
[2025-12-22T20:35:14.042625] [DEBUG] [LOCAL     ] Loaded configuration for AXTA: 3 features, 70.0% accuracy
[2025-12-22T20:35:14.042687] [DEBUG] [LOCAL     ] Loaded configuration for NMFC: 0 features, 70.0% accuracy
[2025-12-22T20:35:14.042748] [DEBUG] [LOCAL     ] Loaded configuration for MYI: 4 features, 70.0% accuracy
[2025-12-22T20:35:14.042808] [DEBUG] [LOCAL     ] Loaded configuration for LDP: 2 features, 80.0% accuracy
[2025-12-22T20:35:14.042868] [DEBUG] [LOCAL     ] Loaded configuration for CXE: 1 features, 70.0% accuracy
[2025-12-22T20:35:14.042929] [DEBUG] [LOCAL     ] Loaded configuration for DY: 4 features, 70.0% accuracy
[2025-12-22T20:35:14.042988] [DEBUG] [LOCAL     ] Loaded configuration for FORM: 2 features, 70.0% accuracy
[2025-12-22T20:35:14.043048] [DEBUG] [LOCAL     ] Loaded configuration for CENX: 3 features, 60.0% accuracy
[2025-12-22T20:35:14.043106] [DEBUG] [LOCAL     ] Loaded configuration for WLDN: 1 features, 50.0% accuracy
[2025-12-22T20:35:14.043164] [DEBUG] [LOCAL     ] Loaded configuration for DBL: 2 features, 70.0% accuracy
[2025-12-22T20:35:14.043222] [DEBUG] [LOCAL     ] Loaded configuration for CASH: 1 features, 80.0% accuracy
[2025-12-22T20:35:14.043281] [DEBUG] [LOCAL     ] Loaded configuration for CRUS: 2 features, 80.0% accuracy
[2025-12-22T20:35:14.043339] [DEBUG] [LOCAL     ] Loaded configuration for ADSE: 0 features, 80.0% accuracy
[2025-12-22T20:35:14.043398] [DEBUG] [LOCAL     ] Loaded configuration for LECO: 2 features, 90.0% accuracy
[2025-12-22T20:35:14.043456] [DEBUG] [LOCAL     ] Loaded configuration for STAG: 0 features, 60.0% accuracy
[2025-12-22T20:35:14.043515] [DEBUG] [LOCAL     ] Loaded configuration for BTCS: 2 features, 80.0% accuracy
[2025-12-22T20:35:14.043596] [DEBUG] [LOCAL     ] Loaded configuration for BLX: 5 features, 100.0% accuracy
[2025-12-22T20:35:14.043661] [DEBUG] [LOCAL     ] Loaded configuration for LIF: 4 features, 60.0% accuracy
[2025-12-22T20:35:14.043721] [DEBUG] [LOCAL     ] Loaded configuration for LBRDK: 1 features, 80.0% accuracy
[2025-12-22T20:35:14.043782] [DEBUG] [LOCAL     ] Loaded configuration for TAYD: 3 features, 90.0% accuracy
[2025-12-22T20:35:14.043840] [DEBUG] [LOCAL     ] Loaded configuration for IMTX: 0 features, 70.0% accuracy
[2025-12-22T20:35:14.043900] [DEBUG] [LOCAL     ] Loaded configuration for EVCM: 5 features, 70.0% accuracy
[2025-12-22T20:35:14.043960] [DEBUG] [LOCAL     ] Loaded configuration for EMB: 2 features, 80.0% accuracy
[2025-12-22T20:35:14.044030] [DEBUG] [LOCAL     ] Loaded configuration for BYM: 3 features, 60.0% accuracy
[2025-12-22T20:35:14.044090] [DEBUG] [LOCAL     ] Loaded configuration for PHO: 2 features, 70.0% accuracy
[2025-12-22T20:35:14.044149] [DEBUG] [LOCAL     ] Loaded configuration for DAL: 0 features, 60.0% accuracy
[2025-12-22T20:35:14.044208] [DEBUG] [LOCAL     ] Loaded configuration for AMBA: 4 features, 90.0% accuracy
[2025-12-22T20:35:14.044269] [DEBUG] [LOCAL     ] Loaded configuration for SAH: 2 features, 70.0% accuracy
[2025-12-22T20:35:14.044336] [DEBUG] [LOCAL     ] Loaded configuration for CPIX: 2 features, 90.0% accuracy
[2025-12-22T20:35:14.044396] [DEBUG] [LOCAL     ] Loaded configuration for ATLCZ: 1 features, 70.0% accuracy
[2025-12-22T20:35:14.044455] [DEBUG] [LOCAL     ] Loaded configuration for BROS: 5 features, 90.0% accuracy
[2025-12-22T20:35:14.044513] [DEBUG] [LOCAL     ] Loaded configuration for CRESY: 1 features, 70.0% accuracy
[2025-12-22T20:35:14.044588] [DEBUG] [LOCAL     ] Loaded configuration for CC: 1 features, 80.0% accuracy
[2025-12-22T20:35:14.044654] [DEBUG] [LOCAL     ] Loaded configuration for DEA: 3 features, 90.0% accuracy
[2025-12-22T20:35:14.044714] [DEBUG] [LOCAL     ] Loaded configuration for EXFY: 3 features, 80.0% accuracy
[2025-12-22T20:35:14.044777] [DEBUG] [LOCAL     ] Loaded configuration for PCM: 3 features, 80.0% accuracy
[2025-12-22T20:35:14.044839] [DEBUG] [LOCAL     ] Loaded configuration for CMSA: 3 features, 90.0% accuracy
[2025-12-22T20:35:14.044900] [DEBUG] [LOCAL     ] Loaded configuration for ONEQ: 2 features, 80.0% accuracy
[2025-12-22T20:35:14.044995] [DEBUG] [LOCAL     ] Loaded configuration for UTZ: 0 features, 70.0% accuracy
[2025-12-22T20:35:14.045088] [DEBUG] [LOCAL     ] Loaded configuration for CBAN: 1 features, 80.0% accuracy
[2025-12-22T20:35:14.045152] [DEBUG] [LOCAL     ] Loaded configuration for SLB: 3 features, 70.0% accuracy
[2025-12-22T20:35:14.045214] [DEBUG] [LOCAL     ] Loaded configuration for DPZ: 2 features, 80.0% accuracy
[2025-12-22T20:35:14.045272] [DEBUG] [LOCAL     ] Loaded configuration for VGM: 1 features, 80.0% accuracy
[2025-12-22T20:35:14.045331] [DEBUG] [LOCAL     ] Loaded configuration for MRCC: 3 features, 80.0% accuracy
[2025-12-22T20:35:14.045389] [DEBUG] [LOCAL     ] Loaded configuration for SPXC: 1 features, 70.0% accuracy
[2025-12-22T20:35:14.045449] [DEBUG] [LOCAL     ] Loaded configuration for HSBC: 2 features, 90.0% accuracy
[2025-12-22T20:35:14.045508] [DEBUG] [LOCAL     ] Loaded configuration for GLUE: 2 features, 80.0% accuracy
[2025-12-22T20:35:14.045594] [DEBUG] [LOCAL     ] Loaded configuration for NOG: 1 features, 70.0% accuracy
[2025-12-22T20:35:14.045658] [DEBUG] [LOCAL     ] Loaded configuration for TRTX: 3 features, 80.0% accuracy
[2025-12-22T20:35:14.045718] [DEBUG] [LOCAL     ] Loaded configuration for GGAL: 2 features, 80.0% accuracy
[2025-12-22T20:35:14.045774] [DEBUG] [LOCAL     ] Loaded configuration for PESI: 0 features, 80.0% accuracy
[2025-12-22T20:35:14.045834] [DEBUG] [LOCAL     ] Loaded configuration for SHG: 4 features, 80.0% accuracy
[2025-12-22T20:35:14.045917] [DEBUG] [LOCAL     ] Loaded configuration for SLF: 1 features, 70.0% accuracy
[2025-12-22T20:35:14.045979] [DEBUG] [LOCAL     ] Loaded configuration for KRC: 3 features, 70.0% accuracy
[2025-12-22T20:35:14.046039] [DEBUG] [LOCAL     ] Loaded configuration for SKY: 2 features, 70.0% accuracy
[2025-12-22T20:35:14.046099] [DEBUG] [LOCAL     ] Loaded configuration for GMM: 1 features, 70.0% accuracy
[2025-12-22T20:35:14.046160] [DEBUG] [LOCAL     ] Loaded configuration for NATH: 4 features, 90.0% accuracy
[2025-12-22T20:35:14.046219] [DEBUG] [LOCAL     ] Loaded configuration for BDJ: 2 features, 70.0% accuracy
[2025-12-22T20:35:14.046290] [DEBUG] [LOCAL     ] Loaded configuration for TLS: 3 features, 70.0% accuracy
[2025-12-22T20:35:14.046352] [DEBUG] [LOCAL     ] Loaded configuration for MTSI: 2 features, 80.0% accuracy
[2025-12-22T20:35:14.046412] [DEBUG] [LOCAL     ] Loaded configuration for MAS: 0 features, 80.0% accuracy
[2025-12-22T20:35:14.046481] [DEBUG] [LOCAL     ] Loaded configuration for SITC: 3 features, 80.0% accuracy
[2025-12-22T20:35:14.046542] [DEBUG] [LOCAL     ] Loaded configuration for CUBE: 3 features, 60.0% accuracy
[2025-12-22T20:35:14.046623] [DEBUG] [LOCAL     ] Loaded configuration for SGRY: 3 features, 80.0% accuracy
[2025-12-22T20:35:14.046683] [DEBUG] [LOCAL     ] Loaded configuration for GEVO: 1 features, 60.0% accuracy
[2025-12-22T20:35:14.046742] [DEBUG] [LOCAL     ] Loaded configuration for WLKP: 0 features, 80.0% accuracy
[2025-12-22T20:35:14.046810] [DEBUG] [LOCAL     ] Loaded configuration for PERF: 3 features, 70.0% accuracy
[2025-12-22T20:35:14.046872] [DEBUG] [LOCAL     ] Loaded configuration for SSL: 2 features, 60.0% accuracy
[2025-12-22T20:35:14.046945] [DEBUG] [LOCAL     ] Loaded configuration for RAY: 1 features, 80.0% accuracy
[2025-12-22T20:35:14.047007] [DEBUG] [LOCAL     ] Loaded configuration for VERA: 2 features, 80.0% accuracy
[2025-12-22T20:35:14.047069] [DEBUG] [LOCAL     ] Loaded configuration for CORZ: 2 features, 70.0% accuracy
[2025-12-22T20:35:14.047131] [DEBUG] [LOCAL     ] Loaded configuration for CCNE: 1 features, 90.0% accuracy
[2025-12-22T20:35:14.047204] [DEBUG] [LOCAL     ] Loaded configuration for PYXS: 5 features, 80.0% accuracy
[2025-12-22T20:35:14.047267] [DEBUG] [LOCAL     ] Loaded configuration for IBP: 3 features, 80.0% accuracy
[2025-12-22T20:35:14.047328] [DEBUG] [LOCAL     ] Loaded configuration for EHTH: 2 features, 70.0% accuracy
[2025-12-22T20:35:14.047390] [DEBUG] [LOCAL     ] Loaded configuration for UGP: 4 features, 70.0% accuracy
[2025-12-22T20:35:14.047450] [DEBUG] [LOCAL     ] Loaded configuration for FUL: 3 features, 70.0% accuracy
[2025-12-22T20:35:14.047511] [DEBUG] [LOCAL     ] Loaded configuration for YSG: 1 features, 90.0% accuracy
[2025-12-22T20:35:14.047595] [DEBUG] [LOCAL     ] Loaded configuration for FNLC: 0 features, 80.0% accuracy
[2025-12-22T20:35:14.047661] [DEBUG] [LOCAL     ] Loaded configuration for DLY: 3 features, 70.0% accuracy
[2025-12-22T20:35:14.047719] [DEBUG] [LOCAL     ] Loaded configuration for CSAN: 1 features, 60.0% accuracy
[2025-12-22T20:35:14.047779] [DEBUG] [LOCAL     ] Loaded configuration for BCYC: 2 features, 80.0% accuracy
[2025-12-22T20:35:14.047838] [DEBUG] [LOCAL     ] Loaded configuration for METD: 4 features, 80.0% accuracy
[2025-12-22T20:35:14.047897] [DEBUG] [LOCAL     ] Loaded configuration for BUSE: 2 features, 90.0% accuracy
[2025-12-22T20:35:14.047956] [DEBUG] [LOCAL     ] Loaded configuration for KHC: 3 features, 80.0% accuracy
[2025-12-22T20:35:14.048016] [DEBUG] [LOCAL     ] Loaded configuration for PEGA: 2 features, 90.0% accuracy
[2025-12-22T20:35:14.048073] [DEBUG] [LOCAL     ] Loaded configuration for PMVP: 0 features, 90.0% accuracy
[2025-12-22T20:35:14.048133] [DEBUG] [LOCAL     ] Loaded configuration for GLNG: 5 features, 80.0% accuracy
[2025-12-22T20:35:14.048202] [DEBUG] [LOCAL     ] Loaded configuration for VFC: 4 features, 90.0% accuracy
[2025-12-22T20:35:14.048263] [DEBUG] [LOCAL     ] Loaded configuration for ABVC: 1 features, 80.0% accuracy
[2025-12-22T20:35:14.048331] [DEBUG] [LOCAL     ] Loaded configuration for CDP: 2 features, 80.0% accuracy
[2025-12-22T20:35:14.048391] [DEBUG] [LOCAL     ] Loaded configuration for MRX: 3 features, 90.0% accuracy
[2025-12-22T20:35:14.048450] [DEBUG] [LOCAL     ] Loaded configuration for SAMG: 0 features, 50.0% accuracy
[2025-12-22T20:35:14.048509] [DEBUG] [LOCAL     ] Loaded configuration for NVRI: 3 features, 80.0% accuracy
[2025-12-22T20:35:14.048568] [DEBUG] [LOCAL     ] Loaded configuration for USMC: 2 features, 80.0% accuracy
[2025-12-22T20:35:14.048648] [DEBUG] [LOCAL     ] Loaded configuration for EVGO: 1 features, 100.0% accuracy
[2025-12-22T20:35:14.048707] [DEBUG] [LOCAL     ] Loaded configuration for TKC: 3 features, 70.0% accuracy
[2025-12-22T20:35:14.048766] [DEBUG] [LOCAL     ] Loaded configuration for BMA: 2 features, 50.0% accuracy
[2025-12-22T20:35:14.048827] [DEBUG] [LOCAL     ] Loaded configuration for SLGN: 5 features, 80.0% accuracy
[2025-12-22T20:35:14.048886] [DEBUG] [LOCAL     ] Loaded configuration for BKD: 4 features, 100.0% accuracy
[2025-12-22T20:35:14.048946] [DEBUG] [LOCAL     ] Loaded configuration for PAM: 2 features, 80.0% accuracy
[2025-12-22T20:35:14.049030] [DEBUG] [LOCAL     ] Loaded configuration for SRG: 0 features, 80.0% accuracy
[2025-12-22T20:35:14.049094] [DEBUG] [LOCAL     ] Loaded configuration for MNSO: 3 features, 90.0% accuracy
[2025-12-22T20:35:14.049156] [DEBUG] [LOCAL     ] Loaded configuration for ENTA: 3 features, 70.0% accuracy
[2025-12-22T20:35:14.049225] [DEBUG] [LOCAL     ] Loaded configuration for VITL: 5 features, 80.0% accuracy
[2025-12-22T20:35:14.049286] [DEBUG] [LOCAL     ] Loaded configuration for DOCN: 2 features, 90.0% accuracy
[2025-12-22T20:35:14.049346] [DEBUG] [LOCAL     ] Loaded configuration for ONCO: 4 features, 60.0% accuracy
[2025-12-22T20:35:14.049406] [DEBUG] [LOCAL     ] Loaded configuration for NI: 3 features, 70.0% accuracy
[2025-12-22T20:35:14.049512] [DEBUG] [LOCAL     ] Loaded configuration for CMPS: 3 features, 90.0% accuracy
[2025-12-22T20:35:14.049598] [DEBUG] [LOCAL     ] Loaded configuration for VUZI: 3 features, 90.0% accuracy
[2025-12-22T20:35:14.049663] [DEBUG] [LOCAL     ] Loaded configuration for BYSI: 3 features, 80.0% accuracy
[2025-12-22T20:35:14.049722] [DEBUG] [LOCAL     ] Loaded configuration for SNDX: 1 features, 70.0% accuracy
[2025-12-22T20:35:14.049781] [DEBUG] [LOCAL     ] Loaded configuration for CNA: 1 features, 20.0% accuracy
[2025-12-22T20:35:14.049841] [DEBUG] [LOCAL     ] Loaded configuration for UI: 2 features, 80.0% accuracy
[2025-12-22T20:35:14.049913] [DEBUG] [LOCAL     ] Loaded configuration for IBTM: 2 features, 70.0% accuracy
[2025-12-22T20:35:14.049973] [DEBUG] [LOCAL     ] Loaded configuration for ZION: 2 features, 70.0% accuracy
[2025-12-22T20:35:14.050032] [DEBUG] [LOCAL     ] Loaded configuration for MRTN: 3 features, 70.0% accuracy
[2025-12-22T20:35:14.050090] [DEBUG] [LOCAL     ] Loaded configuration for PFSI: 3 features, 70.0% accuracy
[2025-12-22T20:35:14.050167] [DEBUG] [LOCAL     ] Loaded configuration for PDX: 2 features, 80.0% accuracy
[2025-12-22T20:35:14.050239] [DEBUG] [LOCAL     ] Loaded configuration for BSVN: 2 features, 70.0% accuracy
[2025-12-22T20:35:14.050311] [DEBUG] [LOCAL     ] Loaded configuration for OKYO: 0 features, 80.0% accuracy
[2025-12-22T20:35:14.050381] [DEBUG] [LOCAL     ] Loaded configuration for AIQ: 6 features, 80.0% accuracy
[2025-12-22T20:35:14.050439] [DEBUG] [LOCAL     ] Loaded configuration for RFM: 2 features, 80.0% accuracy
[2025-12-22T20:35:14.050520] [DEBUG] [LOCAL     ] Loaded configuration for GSM: 1 features, 80.0% accuracy
[2025-12-22T20:35:14.050602] [DEBUG] [LOCAL     ] Loaded configuration for DLPN: 4 features, 70.0% accuracy
[2025-12-22T20:35:14.050665] [DEBUG] [LOCAL     ] Loaded configuration for WABC: 1 features, 80.0% accuracy
[2025-12-22T20:35:14.050736] [DEBUG] [LOCAL     ] Loaded configuration for EEMA: 2 features, 40.0% accuracy
[2025-12-22T20:35:14.050798] [DEBUG] [LOCAL     ] Loaded configuration for IBBQ: 1 features, 60.0% accuracy
[2025-12-22T20:35:14.050867] [DEBUG] [LOCAL     ] Loaded configuration for FTK: 1 features, 80.0% accuracy
[2025-12-22T20:35:14.050937] [DEBUG] [LOCAL     ] Loaded configuration for CPNG: 4 features, 90.0% accuracy
[2025-12-22T20:35:14.050997] [DEBUG] [LOCAL     ] Loaded configuration for WINN: 3 features, 70.0% accuracy
[2025-12-22T20:35:14.051057] [DEBUG] [LOCAL     ] Loaded configuration for CMG: 6 features, 80.0% accuracy
[2025-12-22T20:35:14.051117] [DEBUG] [LOCAL     ] Loaded configuration for MSCI: 2 features, 80.0% accuracy
[2025-12-22T20:35:14.051176] [DEBUG] [LOCAL     ] Loaded configuration for ALRS: 2 features, 90.0% accuracy
[2025-12-22T20:35:14.051237] [DEBUG] [LOCAL     ] Loaded configuration for EEX: 2 features, 70.0% accuracy
[2025-12-22T20:35:14.051307] [DEBUG] [LOCAL     ] Loaded configuration for LPTH: 1 features, 90.0% accuracy
[2025-12-22T20:35:14.051392] [DEBUG] [LOCAL     ] Loaded configuration for GOOS: 4 features, 90.0% accuracy
[2025-12-22T20:35:14.051455] [DEBUG] [LOCAL     ] Loaded configuration for WTS: 2 features, 70.0% accuracy
[2025-12-22T20:35:14.051515] [DEBUG] [LOCAL     ] Loaded configuration for UFCS: 3 features, 70.0% accuracy
[2025-12-22T20:35:14.051600] [DEBUG] [LOCAL     ] Loaded configuration for EWBC: 1 features, 60.0% accuracy
[2025-12-22T20:35:14.051664] [DEBUG] [LOCAL     ] Loaded configuration for BTAI: 1 features, 80.0% accuracy
[2025-12-22T20:35:14.051743] [DEBUG] [LOCAL     ] Loaded configuration for JRI: 2 features, 60.0% accuracy
[2025-12-22T20:35:14.051821] [DEBUG] [LOCAL     ] Loaded configuration for KOP: 0 features, 90.0% accuracy
[2025-12-22T20:35:14.051883] [DEBUG] [LOCAL     ] Loaded configuration for JBGS: 2 features, 70.0% accuracy
[2025-12-22T20:35:14.051942] [DEBUG] [LOCAL     ] Loaded configuration for ASIX: 3 features, 80.0% accuracy
[2025-12-22T20:35:14.052002] [DEBUG] [LOCAL     ] Loaded configuration for DE: 3 features, 80.0% accuracy
[2025-12-22T20:35:14.052061] [DEBUG] [LOCAL     ] Loaded configuration for USVM: 1 features, 90.0% accuracy
[2025-12-22T20:35:14.052120] [DEBUG] [LOCAL     ] Loaded configuration for ECX: 4 features, 80.0% accuracy
[2025-12-22T20:35:14.052179] [DEBUG] [LOCAL     ] Loaded configuration for TPL: 1 features, 90.0% accuracy
[2025-12-22T20:35:14.052238] [DEBUG] [LOCAL     ] Loaded configuration for PIM: 1 features, 70.0% accuracy
[2025-12-22T20:35:14.052297] [DEBUG] [LOCAL     ] Loaded configuration for SBGI: 3 features, 70.0% accuracy
[2025-12-22T20:35:14.052356] [DEBUG] [LOCAL     ] Loaded configuration for GBCI: 1 features, 80.0% accuracy
[2025-12-22T20:35:14.052415] [DEBUG] [LOCAL     ] Loaded configuration for SSSS: 4 features, 80.0% accuracy
[2025-12-22T20:35:14.052474] [DEBUG] [LOCAL     ] Loaded configuration for FYC: 3 features, 80.0% accuracy
[2025-12-22T20:35:14.052533] [DEBUG] [LOCAL     ] Loaded configuration for EB: 1 features, 90.0% accuracy
[2025-12-22T20:35:14.052636] [DEBUG] [LOCAL     ] Loaded configuration for VYMI: 4 features, 80.0% accuracy
[2025-12-22T20:35:14.052700] [DEBUG] [LOCAL     ] Loaded configuration for FSM: 1 features, 70.0% accuracy
[2025-12-22T20:35:14.052760] [DEBUG] [LOCAL     ] Loaded configuration for SIGA: 3 features, 70.0% accuracy
[2025-12-22T20:35:14.052819] [DEBUG] [LOCAL     ] Loaded configuration for GLBS: 4 features, 90.0% accuracy
[2025-12-22T20:35:14.052878] [DEBUG] [LOCAL     ] Loaded configuration for METC: 4 features, 80.0% accuracy
[2025-12-22T20:35:14.052937] [DEBUG] [LOCAL     ] Loaded configuration for LRGE: 2 features, 70.0% accuracy
[2025-12-22T20:35:14.052996] [DEBUG] [LOCAL     ] Loaded configuration for EM: 2 features, 70.0% accuracy
[2025-12-22T20:35:14.053056] [DEBUG] [LOCAL     ] Loaded configuration for GPRK: 1 features, 100.0% accuracy
[2025-12-22T20:35:14.053115] [DEBUG] [LOCAL     ] Loaded configuration for UNM: 2 features, 80.0% accuracy
[2025-12-22T20:35:14.053174] [DEBUG] [LOCAL     ] Loaded configuration for LDOS: 1 features, 60.0% accuracy
[2025-12-22T20:35:14.053242] [DEBUG] [LOCAL     ] Loaded configuration for TSCO: 2 features, 100.0% accuracy
[2025-12-22T20:35:14.053302] [DEBUG] [LOCAL     ] Loaded configuration for PL: 3 features, 70.0% accuracy
[2025-12-22T20:35:14.053362] [DEBUG] [LOCAL     ] Loaded configuration for Z: 3 features, 80.0% accuracy
[2025-12-22T20:35:14.053422] [DEBUG] [LOCAL     ] Loaded configuration for CMMB: 1 features, 70.0% accuracy
[2025-12-22T20:35:14.053481] [DEBUG] [LOCAL     ] Loaded configuration for AMAL: 4 features, 90.0% accuracy
[2025-12-22T20:35:14.053540] [DEBUG] [LOCAL     ] Loaded configuration for BK: 0 features, 80.0% accuracy
[2025-12-22T20:35:14.053618] [DEBUG] [LOCAL     ] Loaded configuration for TUSK: 1 features, 70.0% accuracy
[2025-12-22T20:35:14.053679] [DEBUG] [LOCAL     ] Loaded configuration for STRS: 3 features, 90.0% accuracy
[2025-12-22T20:35:14.053738] [DEBUG] [LOCAL     ] Loaded configuration for CARE: 1 features, 70.0% accuracy
[2025-12-22T20:35:14.053798] [DEBUG] [LOCAL     ] Loaded configuration for UMBF: 2 features, 50.0% accuracy
[2025-12-22T20:35:14.053856] [DEBUG] [LOCAL     ] Loaded configuration for NDRA: 2 features, 70.0% accuracy
[2025-12-22T20:35:14.053913] [DEBUG] [LOCAL     ] Loaded configuration for TARS: 3 features, 70.0% accuracy
[2025-12-22T20:35:14.053973] [DEBUG] [LOCAL     ] Loaded configuration for LTC: 3 features, 90.0% accuracy
[2025-12-22T20:35:14.054032] [DEBUG] [LOCAL     ] Loaded configuration for USLM: 0 features, 70.0% accuracy
[2025-12-22T20:35:14.054093] [DEBUG] [LOCAL     ] Loaded configuration for LWAY: 4 features, 90.0% accuracy
[2025-12-22T20:35:14.054162] [DEBUG] [LOCAL     ] Loaded configuration for DORM: 4 features, 90.0% accuracy
[2025-12-22T20:35:14.054222] [DEBUG] [LOCAL     ] Loaded configuration for TJX: 2 features, 60.0% accuracy
[2025-12-22T20:35:14.054294] [DEBUG] [LOCAL     ] Loaded configuration for ASPI: 2 features, 80.0% accuracy
[2025-12-22T20:35:14.054355] [DEBUG] [LOCAL     ] Loaded configuration for FLWS: 1 features, 90.0% accuracy
[2025-12-22T20:35:14.054415] [DEBUG] [LOCAL     ] Loaded configuration for WYNN: 3 features, 70.0% accuracy
[2025-12-22T20:35:14.054476] [DEBUG] [LOCAL     ] Loaded configuration for FMAO: 5 features, 80.0% accuracy
[2025-12-22T20:35:14.054535] [DEBUG] [LOCAL     ] Loaded configuration for ASTS: 1 features, 80.0% accuracy
[2025-12-22T20:35:14.054615] [DEBUG] [LOCAL     ] Loaded configuration for USCB: 4 features, 80.0% accuracy
[2025-12-22T20:35:14.054676] [DEBUG] [LOCAL     ] Loaded configuration for GIFI: 1 features, 80.0% accuracy
[2025-12-22T20:35:14.054736] [DEBUG] [LOCAL     ] Loaded configuration for GBTG: 1 features, 60.0% accuracy
[2025-12-22T20:35:14.054806] [DEBUG] [LOCAL     ] Loaded configuration for RC: 2 features, 60.0% accuracy
[2025-12-22T20:35:14.054866] [DEBUG] [LOCAL     ] Loaded configuration for JGLO: 2 features, 80.0% accuracy
[2025-12-22T20:35:14.054927] [DEBUG] [LOCAL     ] Loaded configuration for FWONK: 3 features, 80.0% accuracy
[2025-12-22T20:35:14.054989] [DEBUG] [LOCAL     ] Loaded configuration for OFS: 3 features, 90.0% accuracy
[2025-12-22T20:35:14.055076] [DEBUG] [LOCAL     ] Loaded configuration for STWD: 3 features, 60.0% accuracy
[2025-12-22T20:35:14.055148] [DEBUG] [LOCAL     ] Loaded configuration for IAC: 3 features, 60.0% accuracy
[2025-12-22T20:35:14.055211] [DEBUG] [LOCAL     ] Loaded configuration for RCL: 1 features, 70.0% accuracy
[2025-12-22T20:35:14.055271] [DEBUG] [LOCAL     ] Loaded configuration for ANIK: 2 features, 60.0% accuracy
[2025-12-22T20:35:14.055331] [DEBUG] [LOCAL     ] Loaded configuration for HDSN: 1 features, 60.0% accuracy
[2025-12-22T20:35:14.055392] [DEBUG] [LOCAL     ] Loaded configuration for DRMA: 4 features, 90.0% accuracy
[2025-12-22T20:35:14.055451] [DEBUG] [LOCAL     ] Loaded configuration for MRSN: 2 features, 80.0% accuracy
[2025-12-22T20:35:14.055511] [DEBUG] [LOCAL     ] Loaded configuration for IXUS: 1 features, 80.0% accuracy
[2025-12-22T20:35:14.055590] [DEBUG] [LOCAL     ] Loaded configuration for APH: 4 features, 80.0% accuracy
[2025-12-22T20:35:14.055657] [DEBUG] [LOCAL     ] Loaded configuration for GRWG: 5 features, 80.0% accuracy
[2025-12-22T20:35:14.055718] [DEBUG] [LOCAL     ] Loaded configuration for CNNE: 3 features, 70.0% accuracy
[2025-12-22T20:35:14.055779] [DEBUG] [LOCAL     ] Loaded configuration for SOFI: 4 features, 80.0% accuracy
[2025-12-22T20:35:14.055839] [DEBUG] [LOCAL     ] Loaded configuration for CMCM: 4 features, 80.0% accuracy
[2025-12-22T20:35:14.055912] [DEBUG] [LOCAL     ] Loaded configuration for MLAB: 2 features, 90.0% accuracy
[2025-12-22T20:35:14.055973] [DEBUG] [LOCAL     ] Loaded configuration for PRLB: 0 features, 70.0% accuracy
[2025-12-22T20:35:14.056033] [DEBUG] [LOCAL     ] Loaded configuration for PGZ: 3 features, 80.0% accuracy
[2025-12-22T20:35:14.056092] [DEBUG] [LOCAL     ] Loaded configuration for MERC: 3 features, 70.0% accuracy
[2025-12-22T20:35:14.056152] [DEBUG] [LOCAL     ] Loaded configuration for BUFC: 3 features, 80.0% accuracy
[2025-12-22T20:35:14.056210] [DEBUG] [LOCAL     ] Loaded configuration for SUSC: 2 features, 60.0% accuracy
[2025-12-22T20:35:14.056268] [DEBUG] [LOCAL     ] Loaded configuration for LSCC: 2 features, 100.0% accuracy
[2025-12-22T20:35:14.056337] [DEBUG] [LOCAL     ] Loaded configuration for GAIN: 3 features, 90.0% accuracy
[2025-12-22T20:35:14.056398] [DEBUG] [LOCAL     ] Loaded configuration for SLRC: 1 features, 80.0% accuracy
[2025-12-22T20:35:14.056469] [DEBUG] [LOCAL     ] Loaded configuration for YUM: 3 features, 70.0% accuracy
[2025-12-22T20:35:14.056530] [DEBUG] [LOCAL     ] Loaded configuration for KRUS: 4 features, 60.0% accuracy
[2025-12-22T20:35:14.056635] [DEBUG] [LOCAL     ] Loaded configuration for NTIC: 3 features, 70.0% accuracy
[2025-12-22T20:35:14.056700] [DEBUG] [LOCAL     ] Loaded configuration for SPRO: 2 features, 70.0% accuracy
[2025-12-22T20:35:14.056759] [DEBUG] [LOCAL     ] Loaded configuration for BRCC: 2 features, 70.0% accuracy
[2025-12-22T20:35:14.056819] [DEBUG] [LOCAL     ] Loaded configuration for OI: 3 features, 60.0% accuracy
[2025-12-22T20:35:14.056877] [DEBUG] [LOCAL     ] Loaded configuration for PCYO: 2 features, 80.0% accuracy
[2025-12-22T20:35:14.056935] [DEBUG] [LOCAL     ] Loaded configuration for ANDE: 4 features, 100.0% accuracy
[2025-12-22T20:35:14.056994] [DEBUG] [LOCAL     ] Loaded configuration for CSX: 5 features, 90.0% accuracy
[2025-12-22T20:35:14.057054] [DEBUG] [LOCAL     ] Loaded configuration for VNO: 1 features, 80.0% accuracy
[2025-12-22T20:35:14.057114] [DEBUG] [LOCAL     ] Loaded configuration for FBL: 1 features, 70.0% accuracy
[2025-12-22T20:35:14.057173] [DEBUG] [LOCAL     ] Loaded configuration for PAGS: 2 features, 90.0% accuracy
[2025-12-22T20:35:14.057234] [DEBUG] [LOCAL     ] Loaded configuration for CHSCP: 2 features, 70.0% accuracy
[2025-12-22T20:35:14.057294] [DEBUG] [LOCAL     ] Loaded configuration for AGX: 2 features, 90.0% accuracy
[2025-12-22T20:35:14.057353] [DEBUG] [LOCAL     ] Loaded configuration for SUN: 4 features, 70.0% accuracy
[2025-12-22T20:35:14.057412] [DEBUG] [LOCAL     ] Loaded configuration for GIB: 5 features, 80.0% accuracy
[2025-12-22T20:35:14.057471] [DEBUG] [LOCAL     ] Loaded configuration for DUK: 3 features, 60.0% accuracy
[2025-12-22T20:35:14.057530] [DEBUG] [LOCAL     ] Loaded configuration for SLDB: 2 features, 70.0% accuracy
[2025-12-22T20:35:14.057609] [DEBUG] [LOCAL     ] Loaded configuration for GDC: 2 features, 90.0% accuracy
[2025-12-22T20:35:14.057670] [DEBUG] [LOCAL     ] Loaded configuration for SY: 3 features, 90.0% accuracy
[2025-12-22T20:35:14.057729] [DEBUG] [LOCAL     ] Loaded configuration for IRMD: 2 features, 90.0% accuracy
[2025-12-22T20:35:14.057787] [DEBUG] [LOCAL     ] Loaded configuration for CWEN: 0 features, 80.0% accuracy
[2025-12-22T20:35:14.057865] [DEBUG] [LOCAL     ] Loaded configuration for FIZZ: 3 features, 90.0% accuracy
[2025-12-22T20:35:14.057926] [DEBUG] [LOCAL     ] Loaded configuration for AMRX: 2 features, 100.0% accuracy
[2025-12-22T20:35:14.057987] [DEBUG] [LOCAL     ] Loaded configuration for HLX: 4 features, 70.0% accuracy
[2025-12-22T20:35:14.058046] [DEBUG] [LOCAL     ] Loaded configuration for OMAB: 3 features, 70.0% accuracy
[2025-12-22T20:35:14.058107] [DEBUG] [LOCAL     ] Loaded configuration for OS: 5 features, 80.0% accuracy
[2025-12-22T20:35:14.058177] [DEBUG] [LOCAL     ] Loaded configuration for ASX: 1 features, 70.0% accuracy
[2025-12-22T20:35:14.058239] [DEBUG] [LOCAL     ] Loaded configuration for AEE: 1 features, 80.0% accuracy
[2025-12-22T20:35:14.058305] [DEBUG] [LOCAL     ] Loaded configuration for RBLX: 2 features, 90.0% accuracy
[2025-12-22T20:35:14.058366] [DEBUG] [LOCAL     ] Loaded configuration for ADMA: 3 features, 60.0% accuracy
[2025-12-22T20:35:14.058425] [DEBUG] [LOCAL     ] Loaded configuration for CSCO: 5 features, 60.0% accuracy
[2025-12-22T20:35:14.058486] [DEBUG] [LOCAL     ] Loaded configuration for CNI: 1 features, 70.0% accuracy
[2025-12-22T20:35:14.058547] [DEBUG] [LOCAL     ] Loaded configuration for AMLX: 3 features, 90.0% accuracy
[2025-12-22T20:35:14.058627] [DEBUG] [LOCAL     ] Loaded configuration for TXN: 5 features, 90.0% accuracy
[2025-12-22T20:35:14.058698] [DEBUG] [LOCAL     ] Loaded configuration for EVG: 1 features, 70.0% accuracy
[2025-12-22T20:35:14.058788] [DEBUG] [LOCAL     ] Loaded configuration for MHF: 3 features, 80.0% accuracy
[2025-12-22T20:35:14.058853] [DEBUG] [LOCAL     ] Loaded configuration for AWRE: 1 features, 90.0% accuracy
[2025-12-22T20:35:14.058913] [DEBUG] [LOCAL     ] Loaded configuration for FID: 1 features, 80.0% accuracy
[2025-12-22T20:35:14.058974] [DEBUG] [LOCAL     ] Loaded configuration for ENIC: 2 features, 60.0% accuracy
[2025-12-22T20:35:14.059075] [DEBUG] [LOCAL     ] Loaded configuration for AVDL: 3 features, 90.0% accuracy
[2025-12-22T20:35:14.059138] [DEBUG] [LOCAL     ] Loaded configuration for PCB: 1 features, 70.0% accuracy
[2025-12-22T20:35:14.059199] [DEBUG] [LOCAL     ] Loaded configuration for TDC: 2 features, 60.0% accuracy
[2025-12-22T20:35:14.059258] [DEBUG] [LOCAL     ] Loaded configuration for MFIC: 5 features, 80.0% accuracy
[2025-12-22T20:35:14.059318] [DEBUG] [LOCAL     ] Loaded configuration for TRUE: 1 features, 70.0% accuracy
[2025-12-22T20:35:14.059416] [DEBUG] [LOCAL     ] Loaded configuration for GOF: 3 features, 70.0% accuracy
[2025-12-22T20:35:14.059506] [DEBUG] [LOCAL     ] Loaded configuration for UE: 3 features, 70.0% accuracy
[2025-12-22T20:35:14.059570] [DEBUG] [LOCAL     ] Loaded configuration for PHUN: 1 features, 90.0% accuracy
[2025-12-22T20:35:14.059664] [DEBUG] [LOCAL     ] Loaded configuration for WTFC: 0 features, 70.0% accuracy
[2025-12-22T20:35:14.059784] [DEBUG] [LOCAL     ] Loaded configuration for SIGI: 1 features, 80.0% accuracy
[2025-12-22T20:35:14.059858] [DEBUG] [LOCAL     ] Loaded configuration for APAM: 1 features, 70.0% accuracy
[2025-12-22T20:35:14.059918] [DEBUG] [LOCAL     ] Loaded configuration for NWL: 3 features, 60.0% accuracy
[2025-12-22T20:35:14.059980] [DEBUG] [LOCAL     ] Loaded configuration for AEIS: 1 features, 80.0% accuracy
[2025-12-22T20:35:14.060040] [DEBUG] [LOCAL     ] Loaded configuration for BGRN: 3 features, 90.0% accuracy
[2025-12-22T20:35:14.060099] [DEBUG] [LOCAL     ] Loaded configuration for AVA: 2 features, 90.0% accuracy
[2025-12-22T20:35:14.060158] [DEBUG] [LOCAL     ] Loaded configuration for BMRN: 2 features, 90.0% accuracy
[2025-12-22T20:35:14.060216] [DEBUG] [LOCAL     ] Loaded configuration for DFIN: 1 features, 70.0% accuracy
[2025-12-22T20:35:14.060276] [DEBUG] [LOCAL     ] Loaded configuration for CNTY: 5 features, 80.0% accuracy
[2025-12-22T20:35:14.060335] [DEBUG] [LOCAL     ] Loaded configuration for UBND: 2 features, 90.0% accuracy
[2025-12-22T20:35:14.060394] [DEBUG] [LOCAL     ] Loaded configuration for PLSE: 2 features, 80.0% accuracy
[2025-12-22T20:35:14.060466] [DEBUG] [LOCAL     ] Loaded configuration for HMN: 0 features, 80.0% accuracy
[2025-12-22T20:35:14.060551] [DEBUG] [LOCAL     ] Loaded configuration for IPGP: 0 features, 90.0% accuracy
[2025-12-22T20:35:14.060667] [DEBUG] [LOCAL     ] Loaded configuration for CDIO: 2 features, 80.0% accuracy
[2025-12-22T20:35:14.060745] [DEBUG] [LOCAL     ] Loaded configuration for ADX: 2 features, 80.0% accuracy
[2025-12-22T20:35:14.060815] [DEBUG] [LOCAL     ] Loaded configuration for QTEC: 4 features, 70.0% accuracy
[2025-12-22T20:35:14.060886] [DEBUG] [LOCAL     ] Loaded configuration for DAWN: 1 features, 60.0% accuracy
[2025-12-22T20:35:14.060948] [DEBUG] [LOCAL     ] Loaded configuration for RGNX: 3 features, 70.0% accuracy
[2025-12-22T20:35:14.061007] [DEBUG] [LOCAL     ] Loaded configuration for WTRG: 1 features, 70.0% accuracy
[2025-12-22T20:35:14.061066] [DEBUG] [LOCAL     ] Loaded configuration for CVBF: 2 features, 70.0% accuracy
[2025-12-22T20:35:14.061126] [DEBUG] [LOCAL     ] Loaded configuration for BBCP: 4 features, 90.0% accuracy
[2025-12-22T20:35:14.061184] [DEBUG] [LOCAL     ] Loaded configuration for CRL: 3 features, 70.0% accuracy
[2025-12-22T20:35:14.061243] [DEBUG] [LOCAL     ] Loaded configuration for CARG: 2 features, 80.0% accuracy
[2025-12-22T20:35:14.061303] [DEBUG] [LOCAL     ] Loaded configuration for JPM: 1 features, 80.0% accuracy
[2025-12-22T20:35:14.061362] [DEBUG] [LOCAL     ] Loaded configuration for SUUN: 1 features, 70.0% accuracy
[2025-12-22T20:35:14.061421] [DEBUG] [LOCAL     ] Loaded configuration for BSY: 2 features, 80.0% accuracy
[2025-12-22T20:35:14.061481] [DEBUG] [LOCAL     ] Loaded configuration for NWFL: 1 features, 70.0% accuracy
[2025-12-22T20:35:14.061552] [DEBUG] [LOCAL     ] Loaded configuration for KMB: 2 features, 80.0% accuracy
[2025-12-22T20:35:14.061640] [DEBUG] [LOCAL     ] Loaded configuration for XPRO: 1 features, 90.0% accuracy
[2025-12-22T20:35:14.061715] [DEBUG] [LOCAL     ] Loaded configuration for IGIC: 3 features, 90.0% accuracy
[2025-12-22T20:35:14.061774] [DEBUG] [LOCAL     ] Loaded configuration for ATO: 3 features, 80.0% accuracy
[2025-12-22T20:35:14.061833] [DEBUG] [LOCAL     ] Loaded configuration for UPWK: 5 features, 90.0% accuracy
[2025-12-22T20:35:14.061891] [DEBUG] [LOCAL     ] Loaded configuration for CLMB: 0 features, 50.0% accuracy
[2025-12-22T20:35:14.061951] [DEBUG] [LOCAL     ] Loaded configuration for ESPO: 1 features, 80.0% accuracy
[2025-12-22T20:35:14.062010] [DEBUG] [LOCAL     ] Loaded configuration for MOH: 2 features, 90.0% accuracy
[2025-12-22T20:35:14.062068] [DEBUG] [LOCAL     ] Loaded configuration for FC: 1 features, 90.0% accuracy
[2025-12-22T20:35:14.062139] [DEBUG] [LOCAL     ] Loaded configuration for SAVA: 2 features, 70.0% accuracy
[2025-12-22T20:35:14.062200] [DEBUG] [LOCAL     ] Loaded configuration for SHEN: 2 features, 90.0% accuracy
[2025-12-22T20:35:14.062261] [DEBUG] [LOCAL     ] Loaded configuration for TAK: 1 features, 80.0% accuracy
[2025-12-22T20:35:14.062321] [DEBUG] [LOCAL     ] Loaded configuration for TD: 1 features, 90.0% accuracy
[2025-12-22T20:35:14.062381] [DEBUG] [LOCAL     ] Loaded configuration for NUWE: 3 features, 80.0% accuracy
[2025-12-22T20:35:14.062440] [DEBUG] [LOCAL     ] Loaded configuration for SANM: 2 features, 90.0% accuracy
[2025-12-22T20:35:14.062511] [DEBUG] [LOCAL     ] Loaded configuration for AQMS: 1 features, 80.0% accuracy
[2025-12-22T20:35:14.062588] [DEBUG] [LOCAL     ] Loaded configuration for BCBP: 1 features, 60.0% accuracy
[2025-12-22T20:35:14.062654] [DEBUG] [LOCAL     ] Loaded configuration for KRG: 4 features, 100.0% accuracy
[2025-12-22T20:35:14.062717] [DEBUG] [LOCAL     ] Loaded configuration for NVD: 2 features, 100.0% accuracy
[2025-12-22T20:35:14.062776] [DEBUG] [LOCAL     ] Loaded configuration for CTKB: 2 features, 80.0% accuracy
[2025-12-22T20:35:14.062836] [DEBUG] [LOCAL     ] Loaded configuration for KNTK: 5 features, 100.0% accuracy
[2025-12-22T20:35:14.062894] [DEBUG] [LOCAL     ] Loaded configuration for INSE: 1 features, 70.0% accuracy
[2025-12-22T20:35:14.062953] [DEBUG] [LOCAL     ] Loaded configuration for ATEC: 5 features, 80.0% accuracy
[2025-12-22T20:35:14.063012] [DEBUG] [LOCAL     ] Loaded configuration for UFPI: 1 features, 60.0% accuracy
[2025-12-22T20:35:14.063071] [DEBUG] [LOCAL     ] Loaded configuration for YQQQ: 4 features, 70.0% accuracy
[2025-12-22T20:35:14.063130] [DEBUG] [LOCAL     ] Loaded configuration for SBFM: 3 features, 60.0% accuracy
[2025-12-22T20:35:14.063189] [DEBUG] [LOCAL     ] Loaded configuration for TFPM: 5 features, 60.0% accuracy
[2025-12-22T20:35:14.063249] [DEBUG] [LOCAL     ] Loaded configuration for RIVN: 0 features, 60.0% accuracy
[2025-12-22T20:35:14.063309] [DEBUG] [LOCAL     ] Loaded configuration for ASTI: 1 features, 70.0% accuracy
[2025-12-22T20:35:14.063369] [DEBUG] [LOCAL     ] Loaded configuration for G: 2 features, 80.0% accuracy
[2025-12-22T20:35:14.063429] [DEBUG] [LOCAL     ] Loaded configuration for FLNC: 2 features, 70.0% accuracy
[2025-12-22T20:35:14.063490] [DEBUG] [LOCAL     ] Loaded configuration for ROP: 0 features, 70.0% accuracy
[2025-12-22T20:35:14.063551] [DEBUG] [LOCAL     ] Loaded configuration for SNFCA: 2 features, 70.0% accuracy
[2025-12-22T20:35:14.063633] [DEBUG] [LOCAL     ] Loaded configuration for DJCO: 6 features, 90.0% accuracy
[2025-12-22T20:35:14.063697] [DEBUG] [LOCAL     ] Loaded configuration for WHF: 3 features, 60.0% accuracy
[2025-12-22T20:35:14.063761] [DEBUG] [LOCAL     ] Loaded configuration for AUB: 1 features, 50.0% accuracy
[2025-12-22T20:35:14.063824] [DEBUG] [LOCAL     ] Loaded configuration for BYD: 5 features, 90.0% accuracy
[2025-12-22T20:35:14.063885] [DEBUG] [LOCAL     ] Loaded configuration for WIMI: 3 features, 80.0% accuracy
[2025-12-22T20:35:14.063946] [DEBUG] [LOCAL     ] Loaded configuration for BWA: 3 features, 80.0% accuracy
[2025-12-22T20:35:14.064007] [DEBUG] [LOCAL     ] Loaded configuration for EXPO: 1 features, 80.0% accuracy
[2025-12-22T20:35:14.064076] [DEBUG] [LOCAL     ] Loaded configuration for ING: 1 features, 90.0% accuracy
[2025-12-22T20:35:14.064138] [DEBUG] [LOCAL     ] Loaded configuration for CYN: 4 features, 80.0% accuracy
[2025-12-22T20:35:14.064198] [DEBUG] [LOCAL     ] Loaded configuration for PTEN: 2 features, 80.0% accuracy
[2025-12-22T20:35:14.064256] [DEBUG] [LOCAL     ] Loaded configuration for APD: 1 features, 60.0% accuracy
[2025-12-22T20:35:14.064338] [DEBUG] [LOCAL     ] Loaded configuration for BEN: 2 features, 90.0% accuracy
[2025-12-22T20:35:14.064398] [DEBUG] [LOCAL     ] Loaded configuration for CAG: 2 features, 70.0% accuracy
[2025-12-22T20:35:14.064457] [DEBUG] [LOCAL     ] Loaded configuration for DLX: 2 features, 70.0% accuracy
[2025-12-22T20:35:14.064515] [DEBUG] [LOCAL     ] Loaded configuration for CNF: 2 features, 80.0% accuracy
[2025-12-22T20:35:14.064594] [DEBUG] [LOCAL     ] Loaded configuration for WAFDP: 2 features, 70.0% accuracy
[2025-12-22T20:35:14.064670] [DEBUG] [LOCAL     ] Loaded configuration for ACGL: 5 features, 60.0% accuracy
[2025-12-22T20:35:14.064746] [DEBUG] [LOCAL     ] Loaded configuration for NTLA: 5 features, 50.0% accuracy
[2025-12-22T20:35:14.064819] [DEBUG] [LOCAL     ] Loaded configuration for PFO: 4 features, 80.0% accuracy
[2025-12-22T20:35:14.064884] [DEBUG] [LOCAL     ] Loaded configuration for TFIN: 4 features, 90.0% accuracy
[2025-12-22T20:35:14.064963] [DEBUG] [LOCAL     ] Loaded configuration for CALX: 0 features, 60.0% accuracy
[2025-12-22T20:35:14.065025] [DEBUG] [LOCAL     ] Loaded configuration for OPRA: 4 features, 80.0% accuracy
[2025-12-22T20:35:14.065084] [DEBUG] [LOCAL     ] Loaded configuration for ERO: 3 features, 100.0% accuracy
[2025-12-22T20:35:14.065143] [DEBUG] [LOCAL     ] Loaded configuration for NFJ: 4 features, 70.0% accuracy
[2025-12-22T20:35:14.065202] [DEBUG] [LOCAL     ] Loaded configuration for SYRE: 3 features, 80.0% accuracy
[2025-12-22T20:35:14.065262] [DEBUG] [LOCAL     ] Loaded configuration for UNF: 1 features, 60.0% accuracy
[2025-12-22T20:35:14.065321] [DEBUG] [LOCAL     ] Loaded configuration for JTEK: 2 features, 70.0% accuracy
[2025-12-22T20:35:14.065382] [DEBUG] [LOCAL     ] Loaded configuration for JSMD: 3 features, 70.0% accuracy
[2025-12-22T20:35:14.065441] [DEBUG] [LOCAL     ] Loaded configuration for MKL: 5 features, 90.0% accuracy
[2025-12-22T20:35:14.065501] [DEBUG] [LOCAL     ] Loaded configuration for HURN: 0 features, 70.0% accuracy
[2025-12-22T20:35:14.065560] [DEBUG] [LOCAL     ] Loaded configuration for VSEC: 3 features, 80.0% accuracy
[2025-12-22T20:35:14.065644] [DEBUG] [LOCAL     ] Loaded configuration for ACLX: 3 features, 80.0% accuracy
[2025-12-22T20:35:14.065705] [DEBUG] [LOCAL     ] Loaded configuration for KZIA: 0 features, 80.0% accuracy
[2025-12-22T20:35:14.065764] [DEBUG] [LOCAL     ] Loaded configuration for WRLD: 1 features, 50.0% accuracy
[2025-12-22T20:35:14.065823] [DEBUG] [LOCAL     ] Loaded configuration for BNY: 3 features, 70.0% accuracy
[2025-12-22T20:35:14.065883] [DEBUG] [LOCAL     ] Loaded configuration for GCO: 2 features, 80.0% accuracy
[2025-12-22T20:35:14.065942] [DEBUG] [LOCAL     ] Loaded configuration for SRI: 4 features, 90.0% accuracy
[2025-12-22T20:35:14.066002] [DEBUG] [LOCAL     ] Loaded configuration for IBOC: 1 features, 80.0% accuracy
[2025-12-22T20:35:14.066060] [DEBUG] [LOCAL     ] Loaded configuration for BWIN: 3 features, 90.0% accuracy
[2025-12-22T20:35:14.066120] [DEBUG] [LOCAL     ] Loaded configuration for BJRI: 3 features, 70.0% accuracy
[2025-12-22T20:35:14.066179] [DEBUG] [LOCAL     ] Loaded configuration for TASK: 4 features, 70.0% accuracy
[2025-12-22T20:35:14.066237] [DEBUG] [LOCAL     ] Loaded configuration for RLAY: 0 features, 60.0% accuracy
[2025-12-22T20:35:14.066296] [DEBUG] [LOCAL     ] Loaded configuration for FG: 1 features, 100.0% accuracy
[2025-12-22T20:35:14.066368] [DEBUG] [LOCAL     ] Loaded configuration for MXL: 4 features, 60.0% accuracy
[2025-12-22T20:35:14.066432] [DEBUG] [LOCAL     ] Loaded configuration for DTIL: 4 features, 90.0% accuracy
[2025-12-22T20:35:14.066500] [DEBUG] [LOCAL     ] Loaded configuration for SHBI: 1 features, 40.0% accuracy
[2025-12-22T20:35:14.066561] [DEBUG] [LOCAL     ] Loaded configuration for EXPE: 4 features, 70.0% accuracy
[2025-12-22T20:35:14.066649] [DEBUG] [LOCAL     ] Loaded configuration for SMCX: 3 features, 60.0% accuracy
[2025-12-22T20:35:14.066710] [DEBUG] [LOCAL     ] Loaded configuration for OLED: 1 features, 80.0% accuracy
[2025-12-22T20:35:14.066773] [DEBUG] [LOCAL     ] Loaded configuration for AGM: 2 features, 80.0% accuracy
[2025-12-22T20:35:14.066847] [DEBUG] [LOCAL     ] Loaded configuration for GRND: 2 features, 90.0% accuracy
[2025-12-22T20:35:14.066908] [DEBUG] [LOCAL     ] Loaded configuration for BBY: 1 features, 80.0% accuracy
[2025-12-22T20:35:14.066968] [DEBUG] [LOCAL     ] Loaded configuration for GFF: 1 features, 80.0% accuracy
[2025-12-22T20:35:14.067028] [DEBUG] [LOCAL     ] Loaded configuration for BURL: 1 features, 70.0% accuracy
[2025-12-22T20:35:14.067099] [DEBUG] [LOCAL     ] Loaded configuration for AVB: 1 features, 90.0% accuracy
[2025-12-22T20:35:14.067159] [DEBUG] [LOCAL     ] Loaded configuration for SNEX: 1 features, 80.0% accuracy
[2025-12-22T20:35:14.067218] [DEBUG] [LOCAL     ] Loaded configuration for VECO: 0 features, 90.0% accuracy
[2025-12-22T20:35:14.067288] [DEBUG] [LOCAL     ] Loaded configuration for RBC: 1 features, 80.0% accuracy
[2025-12-22T20:35:14.067349] [DEBUG] [LOCAL     ] Loaded configuration for CXSE: 3 features, 70.0% accuracy
[2025-12-22T20:35:14.067409] [DEBUG] [LOCAL     ] Loaded configuration for HLLY: 1 features, 60.0% accuracy
[2025-12-22T20:35:14.067467] [DEBUG] [LOCAL     ] Loaded configuration for PML: 1 features, 80.0% accuracy
[2025-12-22T20:35:14.067526] [DEBUG] [LOCAL     ] Loaded configuration for FTA: 2 features, 80.0% accuracy
[2025-12-22T20:35:14.067604] [DEBUG] [LOCAL     ] Loaded configuration for JJSF: 0 features, 60.0% accuracy
[2025-12-22T20:35:14.067669] [DEBUG] [LOCAL     ] Loaded configuration for DASH: 1 features, 90.0% accuracy
[2025-12-22T20:35:14.067731] [DEBUG] [LOCAL     ] Loaded configuration for MFC: 2 features, 80.0% accuracy
[2025-12-22T20:35:14.067794] [DEBUG] [LOCAL     ] Loaded configuration for CIM: 4 features, 80.0% accuracy
[2025-12-22T20:35:14.067864] [DEBUG] [LOCAL     ] Loaded configuration for BNZI: 1 features, 60.0% accuracy
[2025-12-22T20:35:14.067926] [DEBUG] [LOCAL     ] Loaded configuration for QNTM: 2 features, 80.0% accuracy
[2025-12-22T20:35:14.067988] [DEBUG] [LOCAL     ] Loaded configuration for CRIS: 4 features, 70.0% accuracy
[2025-12-22T20:35:14.068047] [DEBUG] [LOCAL     ] Loaded configuration for AMTB: 2 features, 80.0% accuracy
[2025-12-22T20:35:14.068107] [DEBUG] [LOCAL     ] Loaded configuration for ARHS: 4 features, 90.0% accuracy
[2025-12-22T20:35:14.068166] [DEBUG] [LOCAL     ] Loaded configuration for WGS: 1 features, 60.0% accuracy
[2025-12-22T20:35:14.068237] [DEBUG] [LOCAL     ] Loaded configuration for SOCL: 4 features, 90.0% accuracy
[2025-12-22T20:35:14.068300] [DEBUG] [LOCAL     ] Loaded configuration for HY: 3 features, 100.0% accuracy
[2025-12-22T20:35:14.068361] [DEBUG] [LOCAL     ] Loaded configuration for IDXX: 2 features, 70.0% accuracy
[2025-12-22T20:35:14.068432] [DEBUG] [LOCAL     ] Loaded configuration for ATAI: 0 features, 50.0% accuracy
[2025-12-22T20:35:14.068494] [DEBUG] [LOCAL     ] Loaded configuration for UPBD: 3 features, 70.0% accuracy
[2025-12-22T20:35:14.068554] [DEBUG] [LOCAL     ] Loaded configuration for BKCH: 1 features, 80.0% accuracy
[2025-12-22T20:35:14.068633] [DEBUG] [LOCAL     ] Loaded configuration for CLFD: 2 features, 70.0% accuracy
[2025-12-22T20:35:14.068700] [DEBUG] [LOCAL     ] Loaded configuration for PATK: 1 features, 80.0% accuracy
[2025-12-22T20:35:14.068761] [DEBUG] [LOCAL     ] Loaded configuration for CWCO: 2 features, 90.0% accuracy
[2025-12-22T20:35:14.068822] [DEBUG] [LOCAL     ] Loaded configuration for TLSI: 0 features, 50.0% accuracy
[2025-12-22T20:35:14.068907] [DEBUG] [LOCAL     ] Loaded configuration for TY: 3 features, 60.0% accuracy
[2025-12-22T20:35:14.068979] [DEBUG] [LOCAL     ] Loaded configuration for RNG: 2 features, 70.0% accuracy
[2025-12-22T20:35:14.069066] [DEBUG] [LOCAL     ] Loaded configuration for CVKD: 1 features, 80.0% accuracy
[2025-12-22T20:35:14.069127] [DEBUG] [LOCAL     ] Loaded configuration for L: 1 features, 80.0% accuracy
[2025-12-22T20:35:14.069199] [DEBUG] [LOCAL     ] Loaded configuration for E: 2 features, 80.0% accuracy
[2025-12-22T20:35:14.069261] [DEBUG] [LOCAL     ] Loaded configuration for CRBG: 1 features, 80.0% accuracy
[2025-12-22T20:35:14.069322] [DEBUG] [LOCAL     ] Loaded configuration for RCUS: 2 features, 80.0% accuracy
[2025-12-22T20:35:14.069391] [DEBUG] [LOCAL     ] Loaded configuration for TMDX: 3 features, 80.0% accuracy
[2025-12-22T20:35:14.069462] [DEBUG] [LOCAL     ] Loaded configuration for UONE: 2 features, 100.0% accuracy
[2025-12-22T20:35:14.069523] [DEBUG] [LOCAL     ] Loaded configuration for AMRC: 2 features, 100.0% accuracy
[2025-12-22T20:35:14.069605] [DEBUG] [LOCAL     ] Loaded configuration for MNDO: 3 features, 80.0% accuracy
[2025-12-22T20:35:14.069670] [DEBUG] [LOCAL     ] Loaded configuration for RFMZ: 1 features, 70.0% accuracy
[2025-12-22T20:35:14.069731] [DEBUG] [LOCAL     ] Loaded configuration for FWONA: 3 features, 80.0% accuracy
[2025-12-22T20:35:14.069796] [DEBUG] [LOCAL     ] Loaded configuration for RES: 4 features, 90.0% accuracy
[2025-12-22T20:35:14.069888] [DEBUG] [LOCAL     ] Loaded configuration for SBLK: 2 features, 70.0% accuracy
[2025-12-22T20:35:14.069957] [DEBUG] [LOCAL     ] Loaded configuration for BAK: 2 features, 60.0% accuracy
[2025-12-22T20:35:14.070018] [DEBUG] [LOCAL     ] Loaded configuration for EOS: 1 features, 70.0% accuracy
[2025-12-22T20:35:14.070079] [DEBUG] [LOCAL     ] Loaded configuration for CRC: 3 features, 60.0% accuracy
[2025-12-22T20:35:14.070138] [DEBUG] [LOCAL     ] Loaded configuration for GILD: 0 features, 80.0% accuracy
[2025-12-22T20:35:14.070198] [DEBUG] [LOCAL     ] Loaded configuration for AMWL: 1 features, 90.0% accuracy
[2025-12-22T20:35:14.070258] [DEBUG] [LOCAL     ] Loaded configuration for NAZ: 1 features, 80.0% accuracy
[2025-12-22T20:35:14.070327] [DEBUG] [LOCAL     ] Loaded configuration for FTRE: 1 features, 50.0% accuracy
[2025-12-22T20:35:14.070397] [DEBUG] [LOCAL     ] Loaded configuration for LINK: 3 features, 80.0% accuracy
[2025-12-22T20:35:14.070459] [DEBUG] [LOCAL     ] Loaded configuration for FINS: 1 features, 70.0% accuracy
[2025-12-22T20:35:14.070528] [DEBUG] [LOCAL     ] Loaded configuration for HCM: 2 features, 70.0% accuracy
[2025-12-22T20:35:14.070620] [DEBUG] [LOCAL     ] Loaded configuration for CLNE: 1 features, 70.0% accuracy
[2025-12-22T20:35:14.070697] [DEBUG] [LOCAL     ] Loaded configuration for RQI: 4 features, 60.0% accuracy
[2025-12-22T20:35:14.070769] [DEBUG] [LOCAL     ] Loaded configuration for MSD: 2 features, 80.0% accuracy
[2025-12-22T20:35:14.070833] [DEBUG] [LOCAL     ] Loaded configuration for NIPG: 2 features, 60.0% accuracy
[2025-12-22T20:35:14.070894] [DEBUG] [LOCAL     ] Loaded configuration for SXTC: 3 features, 70.0% accuracy
[2025-12-22T20:35:14.070955] [DEBUG] [LOCAL     ] Loaded configuration for USDX: 0 features, 50.0% accuracy
[2025-12-22T20:35:14.071015] [DEBUG] [LOCAL     ] Loaded configuration for AGNCP: 1 features, 50.0% accuracy
[2025-12-22T20:35:14.071076] [DEBUG] [LOCAL     ] Loaded configuration for VLN: 4 features, 70.0% accuracy
[2025-12-22T20:35:14.071148] [DEBUG] [LOCAL     ] Loaded configuration for AFG: 3 features, 80.0% accuracy
[2025-12-22T20:35:14.071209] [DEBUG] [LOCAL     ] Loaded configuration for REG: 3 features, 70.0% accuracy
[2025-12-22T20:35:14.071268] [DEBUG] [LOCAL     ] Loaded configuration for TSLL: 2 features, 80.0% accuracy
[2025-12-22T20:35:14.071327] [DEBUG] [LOCAL     ] Loaded configuration for LOVE: 2 features, 80.0% accuracy
[2025-12-22T20:35:14.071388] [DEBUG] [LOCAL     ] Loaded configuration for HBCP: 1 features, 50.0% accuracy
[2025-12-22T20:35:14.071459] [DEBUG] [LOCAL     ] Loaded configuration for OCUL: 2 features, 80.0% accuracy
[2025-12-22T20:35:14.071533] [DEBUG] [LOCAL     ] Loaded configuration for BSTZ: 2 features, 70.0% accuracy
[2025-12-22T20:35:14.071614] [DEBUG] [LOCAL     ] Loaded configuration for SNOA: 1 features, 80.0% accuracy
[2025-12-22T20:35:14.071677] [DEBUG] [LOCAL     ] Loaded configuration for TYL: 3 features, 80.0% accuracy
[2025-12-22T20:35:14.071737] [DEBUG] [LOCAL     ] Loaded configuration for DWSH: 4 features, 70.0% accuracy
[2025-12-22T20:35:14.071798] [DEBUG] [LOCAL     ] Loaded configuration for TBB: 1 features, 90.0% accuracy
[2025-12-22T20:35:14.071858] [DEBUG] [LOCAL     ] Loaded configuration for RM: 2 features, 80.0% accuracy
[2025-12-22T20:35:14.071918] [DEBUG] [LOCAL     ] Loaded configuration for NKTX: 5 features, 90.0% accuracy
[2025-12-22T20:35:14.071980] [DEBUG] [LOCAL     ] Loaded configuration for BANC: 3 features, 70.0% accuracy
[2025-12-22T20:35:14.072040] [DEBUG] [LOCAL     ] Loaded configuration for IUS: 1 features, 80.0% accuracy
[2025-12-22T20:35:14.072101] [DEBUG] [LOCAL     ] Loaded configuration for CADE: 2 features, 90.0% accuracy
[2025-12-22T20:35:14.072162] [DEBUG] [LOCAL     ] Loaded configuration for APO: 2 features, 90.0% accuracy
[2025-12-22T20:35:14.072222] [DEBUG] [LOCAL     ] Loaded configuration for AMZD: 3 features, 90.0% accuracy
[2025-12-22T20:35:14.072282] [DEBUG] [LOCAL     ] Loaded configuration for HAE: 2 features, 80.0% accuracy
[2025-12-22T20:35:14.072342] [DEBUG] [LOCAL     ] Loaded configuration for SAN: 2 features, 60.0% accuracy
[2025-12-22T20:35:14.072404] [DEBUG] [LOCAL     ] Loaded configuration for RBB: 1 features, 80.0% accuracy
[2025-12-22T20:35:14.072475] [DEBUG] [LOCAL     ] Loaded configuration for SAFE: 1 features, 90.0% accuracy
[2025-12-22T20:35:14.072539] [DEBUG] [LOCAL     ] Loaded configuration for NUS: 3 features, 80.0% accuracy
[2025-12-22T20:35:14.072620] [DEBUG] [LOCAL     ] Loaded configuration for FPF: 3 features, 80.0% accuracy
[2025-12-22T20:35:14.072683] [DEBUG] [LOCAL     ] Loaded configuration for QVCC: 3 features, 90.0% accuracy
[2025-12-22T20:35:14.072746] [DEBUG] [LOCAL     ] Loaded configuration for ONTF: 1 features, 70.0% accuracy
[2025-12-22T20:35:14.072808] [DEBUG] [LOCAL     ] Loaded configuration for LUMN: 4 features, 70.0% accuracy
[2025-12-22T20:35:14.072870] [DEBUG] [LOCAL     ] Loaded configuration for RMBS: 3 features, 100.0% accuracy
[2025-12-22T20:35:14.072933] [DEBUG] [LOCAL     ] Loaded configuration for TLSA: 5 features, 60.0% accuracy
[2025-12-22T20:35:14.072995] [DEBUG] [LOCAL     ] Loaded configuration for CCLD: 3 features, 80.0% accuracy
[2025-12-22T20:35:14.073057] [DEBUG] [LOCAL     ] Loaded configuration for RYAM: 3 features, 70.0% accuracy
[2025-12-22T20:35:14.073119] [DEBUG] [LOCAL     ] Loaded configuration for EOSE: 3 features, 80.0% accuracy
[2025-12-22T20:35:14.073179] [DEBUG] [LOCAL     ] Loaded configuration for TGS: 1 features, 70.0% accuracy
[2025-12-22T20:35:14.073241] [DEBUG] [LOCAL     ] Loaded configuration for MAXN: 3 features, 70.0% accuracy
[2025-12-22T20:35:14.073311] [DEBUG] [LOCAL     ] Loaded configuration for HSAI: 1 features, 90.0% accuracy
[2025-12-22T20:35:14.073374] [DEBUG] [LOCAL     ] Loaded configuration for PEY: 1 features, 80.0% accuracy
[2025-12-22T20:35:14.073434] [DEBUG] [LOCAL     ] Loaded configuration for APG: 4 features, 70.0% accuracy
[2025-12-22T20:35:14.073505] [DEBUG] [LOCAL     ] Loaded configuration for NSC: 1 features, 80.0% accuracy
[2025-12-22T20:35:14.073617] [DEBUG] [LOCAL     ] Loaded configuration for ZVRA: 4 features, 60.0% accuracy
[2025-12-22T20:35:14.073681] [DEBUG] [LOCAL     ] Loaded configuration for FOXF: 1 features, 70.0% accuracy
[2025-12-22T20:35:14.073742] [DEBUG] [LOCAL     ] Loaded configuration for DBX: 5 features, 100.0% accuracy
[2025-12-22T20:35:14.073804] [DEBUG] [LOCAL     ] Loaded configuration for SHOP: 3 features, 70.0% accuracy
[2025-12-22T20:35:14.073910] [DEBUG] [LOCAL     ] Loaded configuration for USB: 3 features, 80.0% accuracy
[2025-12-22T20:35:14.073986] [DEBUG] [LOCAL     ] Loaded configuration for MNMD: 2 features, 80.0% accuracy
[2025-12-22T20:35:14.074059] [DEBUG] [LOCAL     ] Loaded configuration for CVAC: 2 features, 90.0% accuracy
[2025-12-22T20:35:14.074122] [DEBUG] [LOCAL     ] Loaded configuration for AYI: 4 features, 90.0% accuracy
[2025-12-22T20:35:14.074183] [DEBUG] [LOCAL     ] Loaded configuration for PPSI: 1 features, 70.0% accuracy
[2025-12-22T20:35:14.074243] [DEBUG] [LOCAL     ] Loaded configuration for CLH: 3 features, 70.0% accuracy
[2025-12-22T20:35:14.074302] [DEBUG] [LOCAL     ] Loaded configuration for AMPL: 2 features, 90.0% accuracy
[2025-12-22T20:35:14.074362] [DEBUG] [LOCAL     ] Loaded configuration for SMHX: 3 features, 70.0% accuracy
[2025-12-22T20:35:14.074421] [DEBUG] [LOCAL     ] Loaded configuration for DUKB: 2 features, 90.0% accuracy
[2025-12-22T20:35:14.074480] [DEBUG] [LOCAL     ] Loaded configuration for JELD: 2 features, 90.0% accuracy
[2025-12-22T20:35:14.074540] [DEBUG] [LOCAL     ] Loaded configuration for BRZE: 5 features, 90.0% accuracy
[2025-12-22T20:35:14.074623] [DEBUG] [LOCAL     ] Loaded configuration for PEBK: 1 features, 50.0% accuracy
[2025-12-22T20:35:14.074696] [DEBUG] [LOCAL     ] Loaded configuration for TRIP: 3 features, 70.0% accuracy
[2025-12-22T20:35:14.074757] [DEBUG] [LOCAL     ] Loaded configuration for NWPX: 3 features, 70.0% accuracy
[2025-12-22T20:35:14.074817] [DEBUG] [LOCAL     ] Loaded configuration for EG: 2 features, 90.0% accuracy
[2025-12-22T20:35:14.074877] [DEBUG] [LOCAL     ] Loaded configuration for STKH: 5 features, 90.0% accuracy
[2025-12-22T20:35:14.074952] [DEBUG] [LOCAL     ] Loaded configuration for SUPN: 5 features, 90.0% accuracy
[2025-12-22T20:35:14.075015] [DEBUG] [LOCAL     ] Loaded configuration for CP: 2 features, 60.0% accuracy
[2025-12-22T20:35:14.075083] [DEBUG] [LOCAL     ] Loaded configuration for ERAS: 3 features, 70.0% accuracy
[2025-12-22T20:35:14.075143] [DEBUG] [LOCAL     ] Loaded configuration for BTM: 2 features, 80.0% accuracy
[2025-12-22T20:35:14.075203] [DEBUG] [LOCAL     ] Loaded configuration for ES: 3 features, 70.0% accuracy
[2025-12-22T20:35:14.075261] [DEBUG] [LOCAL     ] Loaded configuration for PFD: 2 features, 90.0% accuracy
[2025-12-22T20:35:14.075320] [DEBUG] [LOCAL     ] Loaded configuration for BVFL: 0 features, 80.0% accuracy
[2025-12-22T20:35:14.075379] [DEBUG] [LOCAL     ] Loaded configuration for CCAP: 2 features, 70.0% accuracy
[2025-12-22T20:35:14.075437] [DEBUG] [LOCAL     ] Loaded configuration for MTG: 1 features, 80.0% accuracy
[2025-12-22T20:35:14.075496] [DEBUG] [LOCAL     ] Loaded configuration for XRX: 3 features, 90.0% accuracy
[2025-12-22T20:35:14.075554] [DEBUG] [LOCAL     ] Loaded configuration for TXMD: 3 features, 70.0% accuracy
[2025-12-22T20:35:14.075653] [DEBUG] [LOCAL     ] Loaded configuration for NODK: 2 features, 70.0% accuracy
[2025-12-22T20:35:14.075729] [DEBUG] [LOCAL     ] Loaded configuration for EDD: 2 features, 70.0% accuracy
[2025-12-22T20:35:14.075803] [DEBUG] [LOCAL     ] Loaded configuration for LUCY: 1 features, 70.0% accuracy
[2025-12-22T20:35:14.075866] [DEBUG] [LOCAL     ] Loaded configuration for LPLA: 2 features, 50.0% accuracy
[2025-12-22T20:35:14.075939] [DEBUG] [LOCAL     ] Loaded configuration for CVNA: 5 features, 100.0% accuracy
[2025-12-22T20:35:14.076001] [DEBUG] [LOCAL     ] Loaded configuration for DHI: 2 features, 90.0% accuracy
[2025-12-22T20:35:14.076060] [DEBUG] [LOCAL     ] Loaded configuration for RNAC: 2 features, 60.0% accuracy
[2025-12-22T20:35:14.076120] [DEBUG] [LOCAL     ] Loaded configuration for ARVN: 3 features, 90.0% accuracy
[2025-12-22T20:35:14.076179] [DEBUG] [LOCAL     ] Loaded configuration for ENGN: 2 features, 80.0% accuracy
[2025-12-22T20:35:14.076238] [DEBUG] [LOCAL     ] Loaded configuration for JQC: 0 features, 60.0% accuracy
[2025-12-22T20:35:14.076298] [DEBUG] [LOCAL     ] Loaded configuration for SKLZ: 3 features, 90.0% accuracy
[2025-12-22T20:35:14.076370] [DEBUG] [LOCAL     ] Loaded configuration for WMS: 8 features, 100.0% accuracy
[2025-12-22T20:35:14.076442] [DEBUG] [LOCAL     ] Loaded configuration for CYRX: 6 features, 80.0% accuracy
[2025-12-22T20:35:14.076513] [DEBUG] [LOCAL     ] Loaded configuration for BELFB: 5 features, 100.0% accuracy
[2025-12-22T20:35:14.076590] [DEBUG] [LOCAL     ] Loaded configuration for BLND: 2 features, 70.0% accuracy
[2025-12-22T20:35:14.076656] [DEBUG] [LOCAL     ] Loaded configuration for CREX: 2 features, 80.0% accuracy
[2025-12-22T20:35:14.076727] [DEBUG] [LOCAL     ] Loaded configuration for UAE: 4 features, 80.0% accuracy
[2025-12-22T20:35:14.076789] [DEBUG] [LOCAL     ] Loaded configuration for GIII: 4 features, 80.0% accuracy
[2025-12-22T20:35:14.076848] [DEBUG] [LOCAL     ] Loaded configuration for GNLN: 2 features, 80.0% accuracy
[2025-12-22T20:35:14.076907] [DEBUG] [LOCAL     ] Loaded configuration for WF: 2 features, 80.0% accuracy
[2025-12-22T20:35:14.076968] [DEBUG] [LOCAL     ] Loaded configuration for LAES: 2 features, 90.0% accuracy
[2025-12-22T20:35:14.077029] [DEBUG] [LOCAL     ] Loaded configuration for NVG: 1 features, 60.0% accuracy
[2025-12-22T20:35:14.077090] [DEBUG] [LOCAL     ] Loaded configuration for ON: 1 features, 70.0% accuracy
[2025-12-22T20:35:14.077153] [DEBUG] [LOCAL     ] Loaded configuration for EUFN: 1 features, 70.0% accuracy
[2025-12-22T20:35:14.077214] [DEBUG] [LOCAL     ] Loaded configuration for MRNA: 2 features, 80.0% accuracy
[2025-12-22T20:35:14.077275] [DEBUG] [LOCAL     ] Loaded configuration for GENK: 3 features, 70.0% accuracy
[2025-12-22T20:35:14.077347] [DEBUG] [LOCAL     ] Loaded configuration for ETN: 3 features, 80.0% accuracy
[2025-12-22T20:35:14.077418] [DEBUG] [LOCAL     ] Loaded configuration for CRK: 2 features, 80.0% accuracy
[2025-12-22T20:35:14.077480] [DEBUG] [LOCAL     ] Loaded configuration for RZB: 3 features, 60.0% accuracy
[2025-12-22T20:35:14.077556] [DEBUG] [LOCAL     ] Loaded configuration for RPD: 1 features, 60.0% accuracy
[2025-12-22T20:35:14.077669] [DEBUG] [LOCAL     ] Loaded configuration for QGEN: 3 features, 80.0% accuracy
[2025-12-22T20:35:14.077775] [DEBUG] [LOCAL     ] Loaded configuration for CNVS: 6 features, 80.0% accuracy
[2025-12-22T20:35:14.077858] [DEBUG] [LOCAL     ] Loaded configuration for COMM: 2 features, 80.0% accuracy
[2025-12-22T20:35:14.077922] [DEBUG] [LOCAL     ] Loaded configuration for UWMC: 1 features, 80.0% accuracy
[2025-12-22T20:35:14.077983] [DEBUG] [LOCAL     ] Loaded configuration for DRTS: 2 features, 80.0% accuracy
[2025-12-22T20:35:14.078054] [DEBUG] [LOCAL     ] Loaded configuration for CGON: 0 features, 90.0% accuracy
[2025-12-22T20:35:14.078114] [DEBUG] [LOCAL     ] Loaded configuration for WOOF: 1 features, 60.0% accuracy
[2025-12-22T20:35:14.078175] [DEBUG] [LOCAL     ] Loaded configuration for SHC: 4 features, 80.0% accuracy
[2025-12-22T20:35:14.078235] [DEBUG] [LOCAL     ] Loaded configuration for PRA: 3 features, 80.0% accuracy
[2025-12-22T20:35:14.078294] [DEBUG] [LOCAL     ] Loaded configuration for ELP: 3 features, 80.0% accuracy
[2025-12-22T20:35:14.078400] [DEBUG] [LOCAL     ] Loaded configuration for REX: 1 features, 70.0% accuracy
[2025-12-22T20:35:14.078463] [DEBUG] [LOCAL     ] Loaded configuration for AVBP: 3 features, 80.0% accuracy
[2025-12-22T20:35:14.078523] [DEBUG] [LOCAL     ] Loaded configuration for MMS: 3 features, 70.0% accuracy
[2025-12-22T20:35:14.078605] [DEBUG] [LOCAL     ] Loaded configuration for KEX: 1 features, 80.0% accuracy
[2025-12-22T20:35:14.078669] [DEBUG] [LOCAL     ] Loaded configuration for IGD: 1 features, 70.0% accuracy
[2025-12-22T20:35:14.078728] [DEBUG] [LOCAL     ] Loaded configuration for HOG: 3 features, 90.0% accuracy
[2025-12-22T20:35:14.078799] [DEBUG] [LOCAL     ] Loaded configuration for EMF: 4 features, 70.0% accuracy
[2025-12-22T20:35:14.078860] [DEBUG] [LOCAL     ] Loaded configuration for ELDN: 3 features, 70.0% accuracy
[2025-12-22T20:35:14.078921] [DEBUG] [LOCAL     ] Loaded configuration for FFC: 2 features, 70.0% accuracy
[2025-12-22T20:35:14.078982] [DEBUG] [LOCAL     ] Loaded configuration for VERO: 2 features, 70.0% accuracy
[2025-12-22T20:35:14.079088] [DEBUG] [LOCAL     ] Loaded configuration for CGC: 2 features, 80.0% accuracy
[2025-12-22T20:35:14.079161] [DEBUG] [LOCAL     ] Loaded configuration for BKSY: 3 features, 80.0% accuracy
[2025-12-22T20:35:14.079224] [DEBUG] [LOCAL     ] Loaded configuration for PIE: 2 features, 80.0% accuracy
[2025-12-22T20:35:14.079285] [DEBUG] [LOCAL     ] Loaded configuration for EH: 3 features, 70.0% accuracy
[2025-12-22T20:35:14.079346] [DEBUG] [LOCAL     ] Loaded configuration for ASA: 0 features, 90.0% accuracy
[2025-12-22T20:35:14.079409] [DEBUG] [LOCAL     ] Loaded configuration for NVDD: 7 features, 90.0% accuracy
[2025-12-22T20:35:14.079482] [DEBUG] [LOCAL     ] Loaded configuration for NZF: 1 features, 60.0% accuracy
[2025-12-22T20:35:14.079614] [DEBUG] [LOCAL     ] Loaded configuration for MDWD: 1 features, 70.0% accuracy
[2025-12-22T20:35:14.079711] [DEBUG] [LOCAL     ] Loaded configuration for CVEO: 3 features, 90.0% accuracy
[2025-12-22T20:35:14.079805] [DEBUG] [LOCAL     ] Loaded configuration for ED: 3 features, 90.0% accuracy
[2025-12-22T20:35:14.079894] [DEBUG] [LOCAL     ] Loaded configuration for BNL: 3 features, 70.0% accuracy
[2025-12-22T20:35:14.079994] [DEBUG] [LOCAL     ] Loaded configuration for TWLO: 1 features, 70.0% accuracy
[2025-12-22T20:35:14.080082] [DEBUG] [LOCAL     ] Loaded configuration for SES: 1 features, 60.0% accuracy
[2025-12-22T20:35:14.080168] [DEBUG] [LOCAL     ] Loaded configuration for WMK: 4 features, 70.0% accuracy
[2025-12-22T20:35:14.080264] [DEBUG] [LOCAL     ] Loaded configuration for EXG: 3 features, 80.0% accuracy
[2025-12-22T20:35:14.080352] [DEBUG] [LOCAL     ] Loaded configuration for RAPP: 1 features, 70.0% accuracy
[2025-12-22T20:35:14.080439] [DEBUG] [LOCAL     ] Loaded configuration for DENN: 3 features, 70.0% accuracy
[2025-12-22T20:35:14.080520] [DEBUG] [LOCAL     ] Loaded configuration for RA: 2 features, 80.0% accuracy
[2025-12-22T20:35:14.080654] [DEBUG] [LOCAL     ] Loaded configuration for MX: 1 features, 70.0% accuracy
[2025-12-22T20:35:14.080772] [DEBUG] [LOCAL     ] Loaded configuration for UYLD: 1 features, 80.0% accuracy
[2025-12-22T20:35:14.080855] [DEBUG] [LOCAL     ] Loaded configuration for BBH: 3 features, 70.0% accuracy
[2025-12-22T20:35:14.080917] [DEBUG] [LOCAL     ] Loaded configuration for EPAC: 3 features, 60.0% accuracy
[2025-12-22T20:35:14.080977] [DEBUG] [LOCAL     ] Loaded configuration for GSHD: 1 features, 90.0% accuracy
[2025-12-22T20:35:14.081046] [DEBUG] [LOCAL     ] Loaded configuration for RS: 2 features, 80.0% accuracy
[2025-12-22T20:35:14.081108] [DEBUG] [LOCAL     ] Loaded configuration for YPF: 3 features, 70.0% accuracy
[2025-12-22T20:35:14.081169] [DEBUG] [LOCAL     ] Loaded configuration for IFF: 4 features, 70.0% accuracy
[2025-12-22T20:35:14.081228] [DEBUG] [LOCAL     ] Loaded configuration for PLBY: 2 features, 70.0% accuracy
[2025-12-22T20:35:14.081286] [DEBUG] [LOCAL     ] Loaded configuration for RBBN: 1 features, 80.0% accuracy
[2025-12-22T20:35:14.081346] [DEBUG] [LOCAL     ] Loaded configuration for ASYS: 3 features, 80.0% accuracy
[2025-12-22T20:35:14.081404] [DEBUG] [LOCAL     ] Loaded configuration for EVO: 2 features, 80.0% accuracy
[2025-12-22T20:35:14.081465] [DEBUG] [LOCAL     ] Loaded configuration for NA: 5 features, 80.0% accuracy
[2025-12-22T20:35:14.081523] [DEBUG] [LOCAL     ] Loaded configuration for FEM: 2 features, 70.0% accuracy
[2025-12-22T20:35:14.081600] [DEBUG] [LOCAL     ] Loaded configuration for IVZ: 2 features, 70.0% accuracy
[2025-12-22T20:35:14.081663] [DEBUG] [LOCAL     ] Loaded configuration for NAVI: 2 features, 100.0% accuracy
[2025-12-22T20:35:14.081723] [DEBUG] [LOCAL     ] Loaded configuration for EBS: 4 features, 70.0% accuracy
[2025-12-22T20:35:14.081782] [DEBUG] [LOCAL     ] Loaded configuration for TVE: 2 features, 70.0% accuracy
[2025-12-22T20:35:14.081859] [DEBUG] [LOCAL     ] Loaded configuration for MRBK: 2 features, 80.0% accuracy
[2025-12-22T20:35:14.081920] [DEBUG] [LOCAL     ] Loaded configuration for SLN: 4 features, 90.0% accuracy
[2025-12-22T20:35:14.081978] [DEBUG] [LOCAL     ] Loaded configuration for HLNE: 1 features, 50.0% accuracy
[2025-12-22T20:35:14.082037] [DEBUG] [LOCAL     ] Loaded configuration for HHH: 5 features, 70.0% accuracy
[2025-12-22T20:35:14.082105] [DEBUG] [LOCAL     ] Loaded configuration for VGSH: 5 features, 90.0% accuracy
[2025-12-22T20:35:14.082166] [DEBUG] [LOCAL     ] Loaded configuration for PGC: 2 features, 80.0% accuracy
[2025-12-22T20:35:14.082225] [DEBUG] [LOCAL     ] Loaded configuration for BHRB: 3 features, 100.0% accuracy
[2025-12-22T20:35:14.082285] [DEBUG] [LOCAL     ] Loaded configuration for STIM: 1 features, 60.0% accuracy
[2025-12-22T20:35:14.082344] [DEBUG] [LOCAL     ] Loaded configuration for ELVA: 4 features, 90.0% accuracy
[2025-12-22T20:35:14.082403] [DEBUG] [LOCAL     ] Loaded configuration for AG: 3 features, 90.0% accuracy
[2025-12-22T20:35:14.082472] [DEBUG] [LOCAL     ] Loaded configuration for SRCE: 1 features, 70.0% accuracy
[2025-12-22T20:35:14.082533] [DEBUG] [LOCAL     ] Loaded configuration for UMH: 2 features, 60.0% accuracy
[2025-12-22T20:35:14.082627] [DEBUG] [LOCAL     ] Loaded configuration for CAF: 4 features, 80.0% accuracy
[2025-12-22T20:35:14.082726] [DEBUG] [LOCAL     ] Loaded configuration for HTBK: 0 features, 80.0% accuracy
[2025-12-22T20:35:14.082797] [DEBUG] [LOCAL     ] Loaded configuration for MGY: 2 features, 80.0% accuracy
[2025-12-22T20:35:14.082856] [DEBUG] [LOCAL     ] Loaded configuration for LFUS: 1 features, 80.0% accuracy
[2025-12-22T20:35:14.082916] [DEBUG] [LOCAL     ] Loaded configuration for MCHX: 3 features, 60.0% accuracy
[2025-12-22T20:35:14.082975] [DEBUG] [LOCAL     ] Loaded configuration for WGO: 3 features, 90.0% accuracy
[2025-12-22T20:35:14.083035] [DEBUG] [LOCAL     ] Loaded configuration for LFMD: 3 features, 60.0% accuracy
[2025-12-22T20:35:14.083093] [DEBUG] [LOCAL     ] Loaded configuration for MIRM: 1 features, 70.0% accuracy
[2025-12-22T20:35:14.083152] [DEBUG] [LOCAL     ] Loaded configuration for PB: 3 features, 80.0% accuracy
[2025-12-22T20:35:14.083211] [DEBUG] [LOCAL     ] Loaded configuration for VTSI: 2 features, 70.0% accuracy
[2025-12-22T20:35:14.083270] [DEBUG] [LOCAL     ] Loaded configuration for SDA: 1 features, 90.0% accuracy
[2025-12-22T20:35:14.083330] [DEBUG] [LOCAL     ] Loaded configuration for AGNCN: 2 features, 80.0% accuracy
[2025-12-22T20:35:14.083389] [DEBUG] [LOCAL     ] Loaded configuration for VMI: 3 features, 70.0% accuracy
[2025-12-22T20:35:14.083472] [DEBUG] [LOCAL     ] Loaded configuration for HPI: 2 features, 90.0% accuracy
[2025-12-22T20:35:14.083544] [DEBUG] [LOCAL     ] Loaded configuration for ELME: 3 features, 90.0% accuracy
[2025-12-22T20:35:14.083630] [DEBUG] [LOCAL     ] Loaded configuration for PX: 2 features, 90.0% accuracy
[2025-12-22T20:35:14.083693] [DEBUG] [LOCAL     ] Loaded configuration for CXDO: 2 features, 90.0% accuracy
[2025-12-22T20:35:14.083753] [DEBUG] [LOCAL     ] Loaded configuration for BAP: 5 features, 90.0% accuracy
[2025-12-22T20:35:14.083812] [DEBUG] [LOCAL     ] Loaded configuration for VRE: 1 features, 70.0% accuracy
[2025-12-22T20:35:14.083871] [DEBUG] [LOCAL     ] Loaded configuration for SCM: 5 features, 90.0% accuracy
[2025-12-22T20:35:14.083932] [DEBUG] [LOCAL     ] Loaded configuration for DOX: 4 features, 80.0% accuracy
[2025-12-22T20:35:14.084010] [DEBUG] [LOCAL     ] Loaded configuration for TITN: 2 features, 70.0% accuracy
[2025-12-22T20:35:14.084073] [DEBUG] [LOCAL     ] Loaded configuration for ASTL: 3 features, 90.0% accuracy
[2025-12-22T20:35:14.084134] [DEBUG] [LOCAL     ] Loaded configuration for CIEN: 2 features, 60.0% accuracy
[2025-12-22T20:35:14.084193] [DEBUG] [LOCAL     ] Loaded configuration for CASS: 5 features, 90.0% accuracy
[2025-12-22T20:35:14.084252] [DEBUG] [LOCAL     ] Loaded configuration for RELY: 2 features, 70.0% accuracy
[2025-12-22T20:35:14.084312] [DEBUG] [LOCAL     ] Loaded configuration for VINP: 1 features, 80.0% accuracy
[2025-12-22T20:35:14.084372] [DEBUG] [LOCAL     ] Loaded configuration for RARE: 2 features, 90.0% accuracy
[2025-12-22T20:35:14.084431] [DEBUG] [LOCAL     ] Loaded configuration for FYX: 3 features, 80.0% accuracy
[2025-12-22T20:35:14.084489] [DEBUG] [LOCAL     ] Loaded configuration for KBWD: 3 features, 90.0% accuracy
[2025-12-22T20:35:14.084556] [DEBUG] [LOCAL     ] Loaded configuration for FOXA: 2 features, 90.0% accuracy
[2025-12-22T20:35:14.084644] [DEBUG] [LOCAL     ] Loaded configuration for CUZ: 4 features, 80.0% accuracy
[2025-12-22T20:35:14.084715] [DEBUG] [LOCAL     ] Loaded configuration for TEO: 1 features, 80.0% accuracy
[2025-12-22T20:35:14.084778] [DEBUG] [LOCAL     ] Loaded configuration for FULC: 1 features, 70.0% accuracy
[2025-12-22T20:35:14.084838] [DEBUG] [LOCAL     ] Loaded configuration for PYPL: 2 features, 70.0% accuracy
[2025-12-22T20:35:14.084908] [DEBUG] [LOCAL     ] Loaded configuration for DIN: 3 features, 90.0% accuracy
[2025-12-22T20:35:14.084968] [DEBUG] [LOCAL     ] Loaded configuration for CHH: 1 features, 100.0% accuracy
[2025-12-22T20:35:14.085028] [DEBUG] [LOCAL     ] Loaded configuration for GRAB: 4 features, 80.0% accuracy
[2025-12-22T20:35:14.085087] [DEBUG] [LOCAL     ] Loaded configuration for LNKB: 3 features, 80.0% accuracy
[2025-12-22T20:35:14.085145] [DEBUG] [LOCAL     ] Loaded configuration for AVGX: 2 features, 70.0% accuracy
[2025-12-22T20:35:14.085203] [DEBUG] [LOCAL     ] Loaded configuration for BCDA: 3 features, 80.0% accuracy
[2025-12-22T20:35:14.085273] [DEBUG] [LOCAL     ] Loaded configuration for ACDC: 3 features, 70.0% accuracy
[2025-12-22T20:35:14.085342] [DEBUG] [LOCAL     ] Loaded configuration for PDYN: 2 features, 100.0% accuracy
[2025-12-22T20:35:14.085403] [DEBUG] [LOCAL     ] Loaded configuration for GLP: 3 features, 80.0% accuracy
[2025-12-22T20:35:14.085463] [DEBUG] [LOCAL     ] Loaded configuration for EPAM: 2 features, 50.0% accuracy
[2025-12-22T20:35:14.085523] [DEBUG] [LOCAL     ] Loaded configuration for GLTO: 2 features, 90.0% accuracy
[2025-12-22T20:35:14.085604] [DEBUG] [LOCAL     ] Loaded configuration for TGNA: 1 features, 60.0% accuracy
[2025-12-22T20:35:14.085674] [DEBUG] [LOCAL     ] Loaded configuration for HYXF: 3 features, 90.0% accuracy
[2025-12-22T20:35:14.085734] [DEBUG] [LOCAL     ] Loaded configuration for NUTX: 0 features, 70.0% accuracy
[2025-12-22T20:35:14.085793] [DEBUG] [LOCAL     ] Loaded configuration for HII: 1 features, 60.0% accuracy
[2025-12-22T20:35:14.085852] [DEBUG] [LOCAL     ] Loaded configuration for ACI: 4 features, 80.0% accuracy
[2025-12-22T20:35:14.085911] [DEBUG] [LOCAL     ] Loaded configuration for EXK: 1 features, 60.0% accuracy
[2025-12-22T20:35:14.085970] [DEBUG] [LOCAL     ] Loaded configuration for ELS: 3 features, 50.0% accuracy
[2025-12-22T20:35:14.086029] [DEBUG] [LOCAL     ] Loaded configuration for BUXX: 5 features, 100.0% accuracy
[2025-12-22T20:35:14.086099] [DEBUG] [LOCAL     ] Loaded configuration for CMI: 5 features, 90.0% accuracy
[2025-12-22T20:35:14.086160] [DEBUG] [LOCAL     ] Loaded configuration for TLYS: 1 features, 80.0% accuracy
[2025-12-22T20:35:14.086220] [DEBUG] [LOCAL     ] Loaded configuration for FLL: 2 features, 70.0% accuracy
[2025-12-22T20:35:14.086278] [DEBUG] [LOCAL     ] Loaded configuration for DRLL: 0 features, 90.0% accuracy
[2025-12-22T20:35:14.086346] [DEBUG] [LOCAL     ] Loaded configuration for UVSP: 3 features, 60.0% accuracy
[2025-12-22T20:35:14.086406] [DEBUG] [LOCAL     ] Loaded configuration for GSL: 1 features, 90.0% accuracy
[2025-12-22T20:35:14.086466] [DEBUG] [LOCAL     ] Loaded configuration for STXG: 2 features, 80.0% accuracy
[2025-12-22T20:35:14.086524] [DEBUG] [LOCAL     ] Loaded configuration for AMSC: 3 features, 80.0% accuracy
[2025-12-22T20:35:14.086609] [DEBUG] [LOCAL     ] Loaded configuration for UTMD: 3 features, 70.0% accuracy
[2025-12-22T20:35:14.086672] [DEBUG] [LOCAL     ] Loaded configuration for TRN: 1 features, 70.0% accuracy
[2025-12-22T20:35:14.086736] [DEBUG] [LOCAL     ] Loaded configuration for NKX: 5 features, 80.0% accuracy
[2025-12-22T20:35:14.086796] [DEBUG] [LOCAL     ] Loaded configuration for GME: 4 features, 90.0% accuracy
[2025-12-22T20:35:14.086855] [DEBUG] [LOCAL     ] Loaded configuration for STVN: 3 features, 70.0% accuracy
[2025-12-22T20:35:14.086915] [DEBUG] [LOCAL     ] Loaded configuration for BMI: 2 features, 80.0% accuracy
[2025-12-22T20:35:14.086995] [DEBUG] [LOCAL     ] Loaded configuration for BPYPP: 4 features, 80.0% accuracy
[2025-12-22T20:35:14.087056] [DEBUG] [LOCAL     ] Loaded configuration for HDB: 3 features, 80.0% accuracy
[2025-12-22T20:35:14.087116] [DEBUG] [LOCAL     ] Loaded configuration for ENVX: 4 features, 90.0% accuracy
[2025-12-22T20:35:14.087175] [DEBUG] [LOCAL     ] Loaded configuration for HPF: 3 features, 90.0% accuracy
[2025-12-22T20:35:14.087233] [DEBUG] [LOCAL     ] Loaded configuration for BCRX: 1 features, 70.0% accuracy
[2025-12-22T20:35:14.087303] [DEBUG] [LOCAL     ] Loaded configuration for PY: 1 features, 70.0% accuracy
[2025-12-22T20:35:14.087365] [DEBUG] [LOCAL     ] Loaded configuration for PSHG: 2 features, 80.0% accuracy
[2025-12-22T20:35:14.087423] [DEBUG] [LOCAL     ] Loaded configuration for LANDO: 0 features, 80.0% accuracy
[2025-12-22T20:35:14.087492] [DEBUG] [LOCAL     ] Loaded configuration for NMRK: 3 features, 80.0% accuracy
[2025-12-22T20:35:14.087552] [DEBUG] [LOCAL     ] Loaded configuration for MBCN: 3 features, 80.0% accuracy
[2025-12-22T20:35:14.087632] [DEBUG] [LOCAL     ] Loaded configuration for GSBC: 6 features, 90.0% accuracy
[2025-12-22T20:35:14.087698] [DEBUG] [LOCAL     ] Loaded configuration for CAKE: 3 features, 70.0% accuracy
[2025-12-22T20:35:14.087757] [DEBUG] [LOCAL     ] Loaded configuration for ACXP: 3 features, 80.0% accuracy
[2025-12-22T20:35:14.087816] [DEBUG] [LOCAL     ] Loaded configuration for FTHI: 2 features, 80.0% accuracy
[2025-12-22T20:35:14.087876] [DEBUG] [LOCAL     ] Loaded configuration for HUYA: 0 features, 70.0% accuracy
[2025-12-22T20:35:14.087934] [DEBUG] [LOCAL     ] Loaded configuration for RNP: 4 features, 70.0% accuracy
[2025-12-22T20:35:14.088013] [DEBUG] [LOCAL     ] Loaded configuration for GEHC: 0 features, 80.0% accuracy
[2025-12-22T20:35:14.088074] [DEBUG] [LOCAL     ] Loaded configuration for VFLO: 4 features, 70.0% accuracy
[2025-12-22T20:35:14.088132] [DEBUG] [LOCAL     ] Loaded configuration for IBTK: 3 features, 70.0% accuracy
[2025-12-22T20:35:14.088192] [DEBUG] [LOCAL     ] Loaded configuration for OSS: 3 features, 100.0% accuracy
[2025-12-22T20:35:14.088251] [DEBUG] [LOCAL     ] Loaded configuration for WVE: 5 features, 60.0% accuracy
[2025-12-22T20:35:14.088310] [DEBUG] [LOCAL     ] Loaded configuration for SITE: 2 features, 100.0% accuracy
[2025-12-22T20:35:14.088369] [DEBUG] [LOCAL     ] Loaded configuration for AVK: 5 features, 90.0% accuracy
[2025-12-22T20:35:14.088429] [DEBUG] [LOCAL     ] Loaded configuration for CFG: 4 features, 100.0% accuracy
[2025-12-22T20:35:14.088488] [DEBUG] [LOCAL     ] Loaded configuration for ELAN: 2 features, 80.0% accuracy
[2025-12-22T20:35:14.088548] [DEBUG] [LOCAL     ] Loaded configuration for TDS: 2 features, 80.0% accuracy
[2025-12-22T20:35:14.088629] [DEBUG] [LOCAL     ] Loaded configuration for BDSX: 3 features, 90.0% accuracy
[2025-12-22T20:35:14.088695] [DEBUG] [LOCAL     ] Loaded configuration for FTC: 3 features, 80.0% accuracy
[2025-12-22T20:35:14.088755] [DEBUG] [LOCAL     ] Loaded configuration for ALVO: 5 features, 90.0% accuracy
[2025-12-22T20:35:14.088814] [DEBUG] [LOCAL     ] Loaded configuration for OSPN: 1 features, 80.0% accuracy
[2025-12-22T20:35:14.088873] [DEBUG] [LOCAL     ] Loaded configuration for GAUZ: 5 features, 80.0% accuracy
[2025-12-22T20:35:14.088931] [DEBUG] [LOCAL     ] Loaded configuration for DUOL: 2 features, 60.0% accuracy
[2025-12-22T20:35:14.089018] [DEBUG] [LOCAL     ] Loaded configuration for REBN: 1 features, 80.0% accuracy
[2025-12-22T20:35:14.089084] [DEBUG] [LOCAL     ] Loaded configuration for TARA: 3 features, 70.0% accuracy
[2025-12-22T20:35:14.089144] [DEBUG] [LOCAL     ] Loaded configuration for CABA: 3 features, 70.0% accuracy
[2025-12-22T20:35:14.089204] [DEBUG] [LOCAL     ] Loaded configuration for SKYH: 2 features, 70.0% accuracy
[2025-12-22T20:35:14.089265] [DEBUG] [LOCAL     ] Loaded configuration for CIVI: 1 features, 70.0% accuracy
[2025-12-22T20:35:14.089324] [DEBUG] [LOCAL     ] Loaded configuration for TTSH: 3 features, 70.0% accuracy
[2025-12-22T20:35:14.089400] [DEBUG] [LOCAL     ] Loaded configuration for STAA: 1 features, 60.0% accuracy
[2025-12-22T20:35:14.089463] [DEBUG] [LOCAL     ] Loaded configuration for DMO: 1 features, 70.0% accuracy
[2025-12-22T20:35:14.089532] [DEBUG] [LOCAL     ] Loaded configuration for CINF: 3 features, 80.0% accuracy
[2025-12-22T20:35:14.089613] [DEBUG] [LOCAL     ] Loaded configuration for CMSC: 3 features, 80.0% accuracy
[2025-12-22T20:35:14.089687] [DEBUG] [LOCAL     ] Loaded configuration for EDF: 3 features, 100.0% accuracy
[2025-12-22T20:35:14.089760] [DEBUG] [LOCAL     ] Loaded configuration for ACN: 2 features, 70.0% accuracy
[2025-12-22T20:35:14.089824] [DEBUG] [LOCAL     ] Loaded configuration for OKTA: 1 features, 80.0% accuracy
[2025-12-22T20:35:14.089893] [DEBUG] [LOCAL     ] Loaded configuration for CRI: 0 features, 70.0% accuracy
[2025-12-22T20:35:14.089955] [DEBUG] [LOCAL     ] Loaded configuration for GRPN: 2 features, 80.0% accuracy
[2025-12-22T20:35:14.090014] [DEBUG] [LOCAL     ] Loaded configuration for BKNG: 3 features, 70.0% accuracy
[2025-12-22T20:35:14.090074] [DEBUG] [LOCAL     ] Loaded configuration for GEN: 1 features, 90.0% accuracy
[2025-12-22T20:35:14.090143] [DEBUG] [LOCAL     ] Loaded configuration for SATS: 7 features, 90.0% accuracy
[2025-12-22T20:35:14.090204] [DEBUG] [LOCAL     ] Loaded configuration for DOLE: 3 features, 60.0% accuracy
[2025-12-22T20:35:14.090274] [DEBUG] [LOCAL     ] Loaded configuration for PSQH: 6 features, 90.0% accuracy
[2025-12-22T20:35:14.090335] [DEBUG] [LOCAL     ] Loaded configuration for KNOP: 1 features, 80.0% accuracy
[2025-12-22T20:35:14.090395] [DEBUG] [LOCAL     ] Loaded configuration for PRN: 1 features, 60.0% accuracy
[2025-12-22T20:35:14.090454] [DEBUG] [LOCAL     ] Loaded configuration for SMID: 2 features, 60.0% accuracy
[2025-12-22T20:35:14.090513] [DEBUG] [LOCAL     ] Loaded configuration for CCJ: 2 features, 70.0% accuracy
[2025-12-22T20:35:14.090593] [DEBUG] [LOCAL     ] Loaded configuration for THRM: 3 features, 90.0% accuracy
[2025-12-22T20:35:14.090659] [DEBUG] [LOCAL     ] Loaded configuration for BSCS: 2 features, 60.0% accuracy
[2025-12-22T20:35:14.090722] [DEBUG] [LOCAL     ] Loaded configuration for ITUB: 4 features, 80.0% accuracy
[2025-12-22T20:35:14.090801] [DEBUG] [LOCAL     ] Loaded configuration for ENB: 3 features, 90.0% accuracy
[2025-12-22T20:35:14.090865] [DEBUG] [LOCAL     ] Loaded configuration for HPS: 2 features, 80.0% accuracy
[2025-12-22T20:35:14.090927] [DEBUG] [LOCAL     ] Loaded configuration for INAB: 2 features, 80.0% accuracy
[2025-12-22T20:35:14.090999] [DEBUG] [LOCAL     ] Loaded configuration for HYLS: 2 features, 70.0% accuracy
[2025-12-22T20:35:14.091062] [DEBUG] [LOCAL     ] Loaded configuration for OESX: 2 features, 50.0% accuracy
[2025-12-22T20:35:14.091123] [DEBUG] [LOCAL     ] Loaded configuration for JLS: 2 features, 60.0% accuracy
[2025-12-22T20:35:14.091184] [DEBUG] [LOCAL     ] Loaded configuration for JEF: 1 features, 80.0% accuracy
[2025-12-22T20:35:14.091246] [DEBUG] [LOCAL     ] Loaded configuration for ASO: 3 features, 100.0% accuracy
[2025-12-22T20:35:14.091307] [DEBUG] [LOCAL     ] Loaded configuration for NECB: 2 features, 70.0% accuracy
[2025-12-22T20:35:14.091368] [DEBUG] [LOCAL     ] Loaded configuration for HRTG: 0 features, 80.0% accuracy
[2025-12-22T20:35:14.091430] [DEBUG] [LOCAL     ] Loaded configuration for EVAX: 2 features, 90.0% accuracy
[2025-12-22T20:35:14.091492] [DEBUG] [LOCAL     ] Loaded configuration for PUK: 5 features, 90.0% accuracy
[2025-12-22T20:35:14.091560] [DEBUG] [LOCAL     ] Loaded configuration for XPO: 3 features, 60.0% accuracy
[2025-12-22T20:35:14.091668] [DEBUG] [LOCAL     ] Loaded configuration for MVF: 2 features, 70.0% accuracy
[2025-12-22T20:35:14.091732] [DEBUG] [LOCAL     ] Loaded configuration for ARMK: 3 features, 90.0% accuracy
[2025-12-22T20:35:14.091792] [DEBUG] [LOCAL     ] Loaded configuration for BAND: 3 features, 80.0% accuracy
[2025-12-22T20:35:14.091853] [DEBUG] [LOCAL     ] Loaded configuration for MTRN: 2 features, 70.0% accuracy
[2025-12-22T20:35:14.091929] [DEBUG] [LOCAL     ] Loaded configuration for VNDA: 3 features, 80.0% accuracy
[2025-12-22T20:35:14.091992] [DEBUG] [LOCAL     ] Loaded configuration for CNXN: 4 features, 60.0% accuracy
[2025-12-22T20:35:14.092051] [DEBUG] [LOCAL     ] Loaded configuration for ITRN: 2 features, 90.0% accuracy
[2025-12-22T20:35:14.092110] [DEBUG] [LOCAL     ] Loaded configuration for WEYS: 2 features, 70.0% accuracy
[2025-12-22T20:35:14.092172] [DEBUG] [LOCAL     ] Loaded configuration for AZTA: 1 features, 90.0% accuracy
[2025-12-22T20:35:14.092241] [DEBUG] [LOCAL     ] Loaded configuration for CCOI: 4 features, 70.0% accuracy
[2025-12-22T20:35:14.092303] [DEBUG] [LOCAL     ] Loaded configuration for RCS: 3 features, 90.0% accuracy
[2025-12-22T20:35:14.092363] [DEBUG] [LOCAL     ] Loaded configuration for SXI: 1 features, 70.0% accuracy
[2025-12-22T20:35:14.092424] [DEBUG] [LOCAL     ] Loaded configuration for GXAI: 0 features, 80.0% accuracy
[2025-12-22T20:35:14.092493] [DEBUG] [LOCAL     ] Loaded configuration for CHSCO: 1 features, 60.0% accuracy
[2025-12-22T20:35:14.092555] [DEBUG] [LOCAL     ] Loaded configuration for HERO: 4 features, 90.0% accuracy
[2025-12-22T20:35:14.092655] [DEBUG] [LOCAL     ] Loaded configuration for JTAI: 3 features, 80.0% accuracy
[2025-12-22T20:35:14.092717] [DEBUG] [LOCAL     ] Loaded configuration for AEP: 1 features, 60.0% accuracy
[2025-12-22T20:35:14.092787] [DEBUG] [LOCAL     ] Loaded configuration for DRI: 4 features, 60.0% accuracy
[2025-12-22T20:35:14.092850] [DEBUG] [LOCAL     ] Loaded configuration for HUBS: 3 features, 80.0% accuracy
[2025-12-22T20:35:14.092909] [DEBUG] [LOCAL     ] Loaded configuration for RUNN: 1 features, 80.0% accuracy
[2025-12-22T20:35:14.092971] [DEBUG] [LOCAL     ] Loaded configuration for AIA: 2 features, 70.0% accuracy
[2025-12-22T20:35:14.093030] [DEBUG] [LOCAL     ] Loaded configuration for KNX: 1 features, 80.0% accuracy
[2025-12-22T20:35:14.093090] [DEBUG] [LOCAL     ] Loaded configuration for CTDD: 1 features, 70.0% accuracy
[2025-12-22T20:35:14.093149] [DEBUG] [LOCAL     ] Loaded configuration for QSI: 1 features, 80.0% accuracy
[2025-12-22T20:35:14.093208] [DEBUG] [LOCAL     ] Loaded configuration for DAVA: 2 features, 70.0% accuracy
[2025-12-22T20:35:14.093266] [DEBUG] [LOCAL     ] Loaded configuration for ESI: 1 features, 80.0% accuracy
[2025-12-22T20:35:14.093325] [DEBUG] [LOCAL     ] Loaded configuration for FCX: 4 features, 90.0% accuracy
[2025-12-22T20:35:14.093385] [DEBUG] [LOCAL     ] Loaded configuration for BATRK: 1 features, 60.0% accuracy
[2025-12-22T20:35:14.093455] [DEBUG] [LOCAL     ] Loaded configuration for MLI: 4 features, 80.0% accuracy
[2025-12-22T20:35:14.093526] [DEBUG] [LOCAL     ] Loaded configuration for RPRX: 1 features, 70.0% accuracy
[2025-12-22T20:35:14.093620] [DEBUG] [LOCAL     ] Loaded configuration for UROY: 5 features, 60.0% accuracy
[2025-12-22T20:35:14.093694] [DEBUG] [LOCAL     ] Loaded configuration for PRH: 2 features, 70.0% accuracy
[2025-12-22T20:35:14.093756] [DEBUG] [LOCAL     ] Loaded configuration for CCEP: 4 features, 70.0% accuracy
[2025-12-22T20:35:14.093825] [DEBUG] [LOCAL     ] Loaded configuration for IBTI: 2 features, 60.0% accuracy
[2025-12-22T20:35:14.093886] [DEBUG] [LOCAL     ] Loaded configuration for HQL: 4 features, 80.0% accuracy
[2025-12-22T20:35:14.093947] [DEBUG] [LOCAL     ] Loaded configuration for IMNN: 4 features, 100.0% accuracy
[2025-12-22T20:35:14.094006] [DEBUG] [LOCAL     ] Loaded configuration for ZEPP: 1 features, 90.0% accuracy
[2025-12-22T20:35:14.094065] [DEBUG] [LOCAL     ] Loaded configuration for FLO: 3 features, 80.0% accuracy
[2025-12-22T20:35:14.094126] [DEBUG] [LOCAL     ] Loaded configuration for CCL: 1 features, 100.0% accuracy
[2025-12-22T20:35:14.094184] [DEBUG] [LOCAL     ] Loaded configuration for MSB: 1 features, 80.0% accuracy
[2025-12-22T20:35:14.094243] [DEBUG] [LOCAL     ] Loaded configuration for UMMA: 2 features, 80.0% accuracy
[2025-12-22T20:35:14.094304] [DEBUG] [LOCAL     ] Loaded configuration for ALL: 1 features, 70.0% accuracy
[2025-12-22T20:35:14.094373] [DEBUG] [LOCAL     ] Loaded configuration for XOMA: 2 features, 90.0% accuracy
[2025-12-22T20:35:14.094434] [DEBUG] [LOCAL     ] Loaded configuration for KREF: 1 features, 80.0% accuracy
[2025-12-22T20:35:14.094493] [DEBUG] [LOCAL     ] Loaded configuration for HEPS: 3 features, 80.0% accuracy
[2025-12-22T20:35:14.094552] [DEBUG] [LOCAL     ] Loaded configuration for WH: 5 features, 90.0% accuracy
[2025-12-22T20:35:14.094640] [DEBUG] [LOCAL     ] Loaded configuration for SFL: 4 features, 70.0% accuracy
[2025-12-22T20:35:14.094700] [DEBUG] [LOCAL     ] Loaded configuration for TKNO: 1 features, 60.0% accuracy
[2025-12-22T20:35:14.094770] [DEBUG] [LOCAL     ] Loaded configuration for PEPG: 2 features, 60.0% accuracy
[2025-12-22T20:35:14.094833] [DEBUG] [LOCAL     ] Loaded configuration for TTMI: 3 features, 80.0% accuracy
[2025-12-22T20:35:14.094892] [DEBUG] [LOCAL     ] Loaded configuration for FPH: 2 features, 80.0% accuracy
[2025-12-22T20:35:14.094951] [DEBUG] [LOCAL     ] Loaded configuration for QRHC: 3 features, 70.0% accuracy
[2025-12-22T20:35:14.095010] [DEBUG] [LOCAL     ] Loaded configuration for SYF: 1 features, 80.0% accuracy
[2025-12-22T20:35:14.095069] [DEBUG] [LOCAL     ] Loaded configuration for DLHC: 3 features, 70.0% accuracy
[2025-12-22T20:35:14.095127] [DEBUG] [LOCAL     ] Loaded configuration for TOYO: 2 features, 80.0% accuracy
[2025-12-22T20:35:14.095186] [DEBUG] [LOCAL     ] Loaded configuration for OWL: 2 features, 80.0% accuracy
[2025-12-22T20:35:14.095245] [DEBUG] [LOCAL     ] Loaded configuration for CZWI: 4 features, 90.0% accuracy
[2025-12-22T20:35:14.095314] [DEBUG] [LOCAL     ] Loaded configuration for FCEL: 3 features, 60.0% accuracy
[2025-12-22T20:35:14.095375] [DEBUG] [LOCAL     ] Loaded configuration for CMC: 1 features, 70.0% accuracy
[2025-12-22T20:35:14.095442] [DEBUG] [LOCAL     ] Loaded configuration for TYRA: 1 features, 70.0% accuracy
[2025-12-22T20:35:14.095502] [DEBUG] [LOCAL     ] Loaded configuration for AWK: 2 features, 80.0% accuracy
[2025-12-22T20:35:14.095562] [DEBUG] [LOCAL     ] Loaded configuration for CTS: 4 features, 90.0% accuracy
[2025-12-22T20:35:14.095645] [DEBUG] [LOCAL     ] Loaded configuration for CULP: 1 features, 70.0% accuracy
[2025-12-22T20:35:14.095706] [DEBUG] [LOCAL     ] Loaded configuration for WMG: 4 features, 80.0% accuracy
[2025-12-22T20:35:14.095765] [DEBUG] [LOCAL     ] Loaded configuration for NGL: 2 features, 70.0% accuracy
[2025-12-22T20:35:14.095824] [DEBUG] [LOCAL     ] Loaded configuration for INBX: 2 features, 70.0% accuracy
[2025-12-22T20:35:14.095882] [DEBUG] [LOCAL     ] Loaded configuration for PGP: 3 features, 70.0% accuracy
[2025-12-22T20:35:14.095940] [DEBUG] [LOCAL     ] Loaded configuration for STTK: 0 features, 90.0% accuracy
[2025-12-22T20:35:14.095999] [DEBUG] [LOCAL     ] Loaded configuration for OIS: 3 features, 60.0% accuracy
[2025-12-22T20:35:14.096059] [DEBUG] [LOCAL     ] Loaded configuration for PPC: 2 features, 70.0% accuracy
[2025-12-22T20:35:14.096119] [DEBUG] [LOCAL     ] Loaded configuration for BOX: 1 features, 70.0% accuracy
[2025-12-22T20:35:14.096179] [DEBUG] [LOCAL     ] Loaded configuration for VCEL: 1 features, 70.0% accuracy
[2025-12-22T20:35:14.096239] [DEBUG] [LOCAL     ] Loaded configuration for ARTL: 4 features, 80.0% accuracy
[2025-12-22T20:35:14.096298] [DEBUG] [LOCAL     ] Loaded configuration for ABNB: 3 features, 70.0% accuracy
[2025-12-22T20:35:14.096368] [DEBUG] [LOCAL     ] Loaded configuration for NCMI: 3 features, 70.0% accuracy
[2025-12-22T20:35:14.096429] [DEBUG] [LOCAL     ] Loaded configuration for EVH: 1 features, 90.0% accuracy
[2025-12-22T20:35:14.096488] [DEBUG] [LOCAL     ] Loaded configuration for MGNX: 0 features, 80.0% accuracy
[2025-12-22T20:35:14.096548] [DEBUG] [LOCAL     ] Loaded configuration for VLY: 2 features, 90.0% accuracy
[2025-12-22T20:35:14.096628] [DEBUG] [LOCAL     ] Loaded configuration for TRNO: 1 features, 70.0% accuracy
[2025-12-22T20:35:14.096689] [DEBUG] [LOCAL     ] Loaded configuration for NWG: 0 features, 70.0% accuracy
[2025-12-22T20:35:14.096755] [DEBUG] [LOCAL     ] Loaded configuration for AOHY: 1 features, 80.0% accuracy
[2025-12-22T20:35:14.096816] [DEBUG] [LOCAL     ] Loaded configuration for CRSP: 4 features, 60.0% accuracy
[2025-12-22T20:35:14.096874] [DEBUG] [LOCAL     ] Loaded configuration for PGY: 1 features, 60.0% accuracy
[2025-12-22T20:35:14.096943] [DEBUG] [LOCAL     ] Loaded configuration for LPCN: 1 features, 60.0% accuracy
[2025-12-22T20:35:14.097006] [DEBUG] [LOCAL     ] Loaded configuration for RIGL: 3 features, 60.0% accuracy
[2025-12-22T20:35:14.097065] [DEBUG] [LOCAL     ] Loaded configuration for CHRS: 1 features, 60.0% accuracy
[2025-12-22T20:35:14.097144] [DEBUG] [LOCAL     ] Loaded configuration for SRRK: 0 features, 60.0% accuracy
[2025-12-22T20:35:14.097204] [DEBUG] [LOCAL     ] Loaded configuration for CHWY: 1 features, 60.0% accuracy
[2025-12-22T20:35:14.097263] [DEBUG] [LOCAL     ] Loaded configuration for ODC: 2 features, 80.0% accuracy
[2025-12-22T20:35:14.097324] [DEBUG] [LOCAL     ] Loaded configuration for BDRX: 3 features, 70.0% accuracy
[2025-12-22T20:35:14.097384] [DEBUG] [LOCAL     ] Loaded configuration for APA: 4 features, 80.0% accuracy
[2025-12-22T20:35:14.097454] [DEBUG] [LOCAL     ] Loaded configuration for SCSC: 2 features, 100.0% accuracy
[2025-12-22T20:35:14.097516] [DEBUG] [LOCAL     ] Loaded configuration for EVTL: 2 features, 70.0% accuracy
[2025-12-22T20:35:14.097596] [DEBUG] [LOCAL     ] Loaded configuration for BFZ: 3 features, 80.0% accuracy
[2025-12-22T20:35:14.097670] [DEBUG] [LOCAL     ] Loaded configuration for IDYA: 3 features, 50.0% accuracy
[2025-12-22T20:35:14.097731] [DEBUG] [LOCAL     ] Loaded configuration for PRVA: 1 features, 90.0% accuracy
[2025-12-22T20:35:14.097791] [DEBUG] [LOCAL     ] Loaded configuration for MBLY: 2 features, 60.0% accuracy
[2025-12-22T20:35:14.097851] [DEBUG] [LOCAL     ] Loaded configuration for ANVS: 2 features, 70.0% accuracy
[2025-12-22T20:35:14.097911] [DEBUG] [LOCAL     ] Loaded configuration for CUK: 4 features, 80.0% accuracy
[2025-12-22T20:35:14.097972] [DEBUG] [LOCAL     ] Loaded configuration for RFL: 4 features, 70.0% accuracy
[2025-12-22T20:35:14.098031] [DEBUG] [LOCAL     ] Loaded configuration for PLRX: 3 features, 90.0% accuracy
[2025-12-22T20:35:14.098106] [DEBUG] [LOCAL     ] Loaded configuration for SAP: 2 features, 70.0% accuracy
[2025-12-22T20:35:14.098169] [DEBUG] [LOCAL     ] Loaded configuration for ETSY: 2 features, 90.0% accuracy
[2025-12-22T20:35:14.098230] [DEBUG] [LOCAL     ] Loaded configuration for VERI: 2 features, 50.0% accuracy
[2025-12-22T20:35:14.098290] [DEBUG] [LOCAL     ] Loaded configuration for FIBK: 1 features, 90.0% accuracy
[2025-12-22T20:35:14.098349] [DEBUG] [LOCAL     ] Loaded configuration for VAL: 2 features, 80.0% accuracy
[2025-12-22T20:35:14.098408] [DEBUG] [LOCAL     ] Loaded configuration for LAND: 3 features, 60.0% accuracy
[2025-12-22T20:35:14.098468] [DEBUG] [LOCAL     ] Loaded configuration for MNDY: 2 features, 70.0% accuracy
[2025-12-22T20:35:14.098527] [DEBUG] [LOCAL     ] Loaded configuration for AKAM: 2 features, 80.0% accuracy
[2025-12-22T20:35:14.098615] [DEBUG] [LOCAL     ] Loaded configuration for MAA: 3 features, 90.0% accuracy
[2025-12-22T20:35:14.098680] [DEBUG] [LOCAL     ] Loaded configuration for NREF: 0 features, 60.0% accuracy
[2025-12-22T20:35:14.098749] [DEBUG] [LOCAL     ] Loaded configuration for ICMB: 4 features, 80.0% accuracy
[2025-12-22T20:35:14.098826] [DEBUG] [LOCAL     ] Loaded configuration for XYF: 5 features, 70.0% accuracy
[2025-12-22T20:35:14.098886] [DEBUG] [LOCAL     ] Loaded configuration for OZEM: 1 features, 80.0% accuracy
[2025-12-22T20:35:14.098945] [DEBUG] [LOCAL     ] Loaded configuration for SNDL: 5 features, 80.0% accuracy
[2025-12-22T20:35:14.099032] [DEBUG] [LOCAL     ] Loaded configuration for MLTX: 1 features, 80.0% accuracy
[2025-12-22T20:35:14.099095] [DEBUG] [LOCAL     ] Loaded configuration for DOMO: 4 features, 90.0% accuracy
[2025-12-22T20:35:14.099155] [DEBUG] [LOCAL     ] Loaded configuration for ALTY: 2 features, 80.0% accuracy
[2025-12-22T20:35:14.099223] [DEBUG] [LOCAL     ] Loaded configuration for NMI: 3 features, 80.0% accuracy
[2025-12-22T20:35:14.099291] [DEBUG] [LOCAL     ] Loaded configuration for UFI: 2 features, 80.0% accuracy
[2025-12-22T20:35:14.099352] [DEBUG] [LOCAL     ] Loaded configuration for LEGH: 2 features, 60.0% accuracy
[2025-12-22T20:35:14.099410] [DEBUG] [LOCAL     ] Loaded configuration for MLKN: 1 features, 60.0% accuracy
[2025-12-22T20:35:14.099470] [DEBUG] [LOCAL     ] Loaded configuration for DFGP: 3 features, 80.0% accuracy
[2025-12-22T20:35:14.099529] [DEBUG] [LOCAL     ] Loaded configuration for RF: 5 features, 90.0% accuracy
[2025-12-22T20:35:14.099613] [DEBUG] [LOCAL     ] Loaded configuration for GMRE: 6 features, 80.0% accuracy
[2025-12-22T20:35:14.099677] [DEBUG] [LOCAL     ] Loaded configuration for ELWS: 1 features, 60.0% accuracy
[2025-12-22T20:35:14.099738] [DEBUG] [LOCAL     ] Loaded configuration for NEXA: 3 features, 60.0% accuracy
[2025-12-22T20:35:14.099800] [DEBUG] [LOCAL     ] Loaded configuration for QUIK: 4 features, 80.0% accuracy
[2025-12-22T20:35:14.099869] [DEBUG] [LOCAL     ] Loaded configuration for GEL: 4 features, 100.0% accuracy
[2025-12-22T20:35:14.099929] [DEBUG] [LOCAL     ] Loaded configuration for WBD: 3 features, 60.0% accuracy
[2025-12-22T20:35:14.099988] [DEBUG] [LOCAL     ] Loaded configuration for TIGO: 0 features, 80.0% accuracy
[2025-12-22T20:35:14.100049] [DEBUG] [LOCAL     ] Loaded configuration for LPX: 3 features, 80.0% accuracy
[2025-12-22T20:35:14.100110] [DEBUG] [LOCAL     ] Loaded configuration for OCFC: 5 features, 90.0% accuracy
[2025-12-22T20:35:14.100169] [DEBUG] [LOCAL     ] Loaded configuration for TGTX: 2 features, 70.0% accuracy
[2025-12-22T20:35:14.100228] [DEBUG] [LOCAL     ] Loaded configuration for CVCO: 3 features, 70.0% accuracy
[2025-12-22T20:35:14.100288] [DEBUG] [LOCAL     ] Loaded configuration for RCEL: 4 features, 60.0% accuracy
[2025-12-22T20:35:14.100347] [DEBUG] [LOCAL     ] Loaded configuration for SLS: 1 features, 70.0% accuracy
[2025-12-22T20:35:14.100407] [DEBUG] [LOCAL     ] Loaded configuration for CURI: 2 features, 60.0% accuracy
[2025-12-22T20:35:14.100475] [DEBUG] [LOCAL     ] Loaded configuration for HON: 3 features, 70.0% accuracy
[2025-12-22T20:35:14.100536] [DEBUG] [LOCAL     ] Loaded configuration for COIN: 0 features, 70.0% accuracy
[2025-12-22T20:35:14.100615] [DEBUG] [LOCAL     ] Loaded configuration for CRWS: 6 features, 60.0% accuracy
[2025-12-22T20:35:14.100677] [DEBUG] [LOCAL     ] Loaded configuration for CSPI: 2 features, 80.0% accuracy
[2025-12-22T20:35:14.100741] [DEBUG] [LOCAL     ] Loaded configuration for ATEX: 2 features, 80.0% accuracy
[2025-12-22T20:35:14.100839] [DEBUG] [LOCAL     ] Loaded configuration for VRDN: 5 features, 80.0% accuracy
[2025-12-22T20:35:14.100924] [DEBUG] [LOCAL     ] Loaded configuration for EFX: 2 features, 70.0% accuracy
[2025-12-22T20:35:14.100986] [DEBUG] [LOCAL     ] Loaded configuration for EXEL: 3 features, 80.0% accuracy
[2025-12-22T20:35:14.101056] [DEBUG] [LOCAL     ] Loaded configuration for REAX: 3 features, 90.0% accuracy
[2025-12-22T20:35:14.101118] [DEBUG] [LOCAL     ] Loaded configuration for LANDP: 3 features, 60.0% accuracy
[2025-12-22T20:35:14.101176] [DEBUG] [LOCAL     ] Loaded configuration for JHI: 0 features, 70.0% accuracy
[2025-12-22T20:35:14.101245] [DEBUG] [LOCAL     ] Loaded configuration for MCO: 3 features, 90.0% accuracy
[2025-12-22T20:35:14.101306] [DEBUG] [LOCAL     ] Loaded configuration for CODI: 0 features, 60.0% accuracy
[2025-12-22T20:35:14.101365] [DEBUG] [LOCAL     ] Loaded configuration for LEN: 6 features, 100.0% accuracy
[2025-12-22T20:35:14.101423] [DEBUG] [LOCAL     ] Loaded configuration for MKTX: 4 features, 80.0% accuracy
[2025-12-22T20:35:14.101481] [DEBUG] [LOCAL     ] Loaded configuration for CIO: 2 features, 60.0% accuracy
[2025-12-22T20:35:14.101539] [DEBUG] [LOCAL     ] Loaded configuration for QUAD: 1 features, 80.0% accuracy
[2025-12-22T20:35:14.101617] [DEBUG] [LOCAL     ] Loaded configuration for CRS: 1 features, 80.0% accuracy
[2025-12-22T20:35:14.101684] [DEBUG] [LOCAL     ] Loaded configuration for EFC: 1 features, 90.0% accuracy
[2025-12-22T20:35:14.101765] [DEBUG] [LOCAL     ] Loaded configuration for WLFC: 3 features, 60.0% accuracy
[2025-12-22T20:35:14.101825] [DEBUG] [LOCAL     ] Loaded configuration for NN: 2 features, 80.0% accuracy
[2025-12-22T20:35:14.101895] [DEBUG] [LOCAL     ] Loaded configuration for HOPE: 1 features, 70.0% accuracy
[2025-12-22T20:35:14.101958] [DEBUG] [LOCAL     ] Loaded configuration for EAI: 2 features, 70.0% accuracy
[2025-12-22T20:35:14.102018] [DEBUG] [LOCAL     ] Loaded configuration for OPP: 5 features, 90.0% accuracy
[2025-12-22T20:35:14.102078] [DEBUG] [LOCAL     ] Loaded configuration for GBDC: 3 features, 90.0% accuracy
[2025-12-22T20:35:14.102136] [DEBUG] [LOCAL     ] Loaded configuration for ELVN: 2 features, 80.0% accuracy
[2025-12-22T20:35:14.103990] [INFO ] [LOCAL     ] Saved consolidated report: 3558 forecasts -> ./output/forecasts/full/2025-12-23.txt
[2025-12-22T20:35:14.104052] [INFO ] [sig       ] [50/50] Successfully generated report for 2025-12-23: 3558 entries
[2025-12-22T20:35:14.104086] [INFO ] [sig       ] ==================================================
[2025-12-22T20:35:14.104114] [INFO ] [sig       ] Report generation complete: 50/50 reports succeeded
[2025-12-22T20:35:14.924080] [DEBUG] [EMAIL     ] Email sent to 'chris.punches@silogroup.org' with subject: 'COMPLETE_OK: SIGR FORECAST'
[2025-12-22T20:35:14.924386] [INFO ] [sig       ] Email notification sent
[2025-12-22T20:35:14.925420] [WARN ] [STATE     ] State set to: COMPLETED_OK
[2025-12-22T20:35:14.925694] [INFO ] [STATE     ] Last completion updated: 2025-12-22T20:35:14.925483